eMLR - assumption testing

workflowr

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Last updated: 2021-12-21

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
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
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
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
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
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
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
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]	0.8419196	0.7910972	0.8927421
aou + nitrate	Atlantic	(27.25,27.5]	0.8186831	0.7808594	0.8565067
aou + nitrate	Atlantic	(27.5,27.75]	0.8752605	0.8552469	0.8952742
aou + nitrate	Atlantic	(27.75,27.85]	0.9262080	0.9139504	0.9384656
aou + nitrate	Atlantic	(27.85,27.95]	0.9453888	0.9405907	0.9501870
aou + nitrate	Atlantic	(27.95,28.05]	0.9598848	0.9578195	0.9619501
aou + nitrate	Atlantic	(28.05,28.1]	0.9767550	0.9762634	0.9772467
aou + nitrate	Atlantic	(28.1,28.15]	0.9843106	0.9794520	0.9891692
aou + nitrate	Atlantic	(28.15,28.2]	0.9943643	0.9928987	0.9958298
aou + nitrate	Atlantic	(28.2, Inf]	0.8287828	0.7531701	0.9043955
aou + nitrate	Indian	(-Inf,26]	0.9926180	0.9903951	0.9948408
aou + nitrate	Indian	(26,26.5]	0.9860766	0.9829339	0.9892194
aou + nitrate	Indian	(26.5,26.75]	0.9695531	0.9595239	0.9795824
aou + nitrate	Indian	(26.75,27]	0.9301268	0.9146436	0.9456100
aou + nitrate	Indian	(27,27.25]	0.8721861	0.8665388	0.8778334
aou + nitrate	Indian	(27.25,27.5]	0.8795341	0.8534262	0.9056419
aou + nitrate	Indian	(27.5,27.75]	0.9097169	0.9043151	0.9151187
aou + nitrate	Indian	(27.75,27.85]	0.8868725	0.8559406	0.9178043
aou + nitrate	Indian	(27.85,27.95]	0.8637832	0.8197432	0.9078232
aou + nitrate	Indian	(27.95,28.05]	0.8194882	0.7342395	0.9047369
aou + nitrate	Indian	(28.05,28.1]	0.8948594	0.8468016	0.9429173
aou + nitrate	Indian	(28.1, Inf]	0.6476818	0.5485889	0.7467748
aou + nitrate	Pacific	(-Inf,26]	0.8687542	0.8553002	0.8822082
aou + nitrate	Pacific	(26,26.5]	0.8304190	0.7921300	0.8687081
aou + nitrate	Pacific	(26.5,26.75]	0.7939939	0.7921149	0.7958730
aou + nitrate	Pacific	(26.75,27]	0.9138776	0.9104417	0.9173134
aou + nitrate	Pacific	(27,27.25]	0.9770871	0.9751104	0.9790637
aou + nitrate	Pacific	(27.25,27.5]	0.9791989	0.9757166	0.9826812
aou + nitrate	Pacific	(27.5,27.75]	0.9790628	0.9736557	0.9844699
aou + nitrate	Pacific	(27.75,27.85]	0.9861371	0.9819762	0.9902980
aou + nitrate	Pacific	(27.85,27.95]	0.9848425	0.9816426	0.9880424
aou + nitrate	Pacific	(27.95,28.05]	0.9706862	0.9664883	0.9748842
aou + nitrate	Pacific	(28.05,28.1]	0.9599557	0.9504832	0.9694282
aou + nitrate	Pacific	(28.1, Inf]	0.9527195	0.9404465	0.9649924
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]	-0.9573432	-0.9623572	-0.9523293
aou + oxygen	Atlantic	(27.25,27.5]	-0.9419948	-0.9529104	-0.9310792
aou + oxygen	Atlantic	(27.5,27.75]	-0.9345175	-0.9483953	-0.9206398
aou + oxygen	Atlantic	(27.75,27.85]	-0.9582381	-0.9643598	-0.9521164
aou + oxygen	Atlantic	(27.85,27.95]	-0.9796372	-0.9823885	-0.9768859
aou + oxygen	Atlantic	(27.95,28.05]	-0.9861077	-0.9885329	-0.9836825
aou + oxygen	Atlantic	(28.05,28.1]	-0.9907942	-0.9913847	-0.9902036
aou + oxygen	Atlantic	(28.1,28.15]	-0.9934308	-0.9944682	-0.9923934
aou + oxygen	Atlantic	(28.15,28.2]	-0.9962086	-0.9977705	-0.9946467
aou + oxygen	Atlantic	(28.2, Inf]	-0.9764925	-0.9848761	-0.9681089
aou + oxygen	Indian	(-Inf,26]	-0.9945501	-0.9950040	-0.9940962
aou + oxygen	Indian	(26,26.5]	-0.9969221	-0.9969445	-0.9968997
aou + oxygen	Indian	(26.5,26.75]	-0.9968507	-0.9977648	-0.9959367
aou + oxygen	Indian	(26.75,27]	-0.9947647	-0.9968954	-0.9926340
aou + oxygen	Indian	(27,27.25]	-0.9947279	-0.9958036	-0.9936522
aou + oxygen	Indian	(27.25,27.5]	-0.9954486	-0.9957940	-0.9951033
aou + oxygen	Indian	(27.5,27.75]	-0.9960020	-0.9964522	-0.9955517
aou + oxygen	Indian	(27.75,27.85]	-0.9971498	-0.9979745	-0.9963251
aou + oxygen	Indian	(27.85,27.95]	-0.9950928	-0.9958361	-0.9943495
aou + oxygen	Indian	(27.95,28.05]	-0.9903335	-0.9929989	-0.9876682
aou + oxygen	Indian	(28.05,28.1]	-0.9912123	-0.9963284	-0.9860961
aou + oxygen	Indian	(28.1, Inf]	-0.9864036	-0.9893808	-0.9834264
aou + oxygen	Pacific	(-Inf,26]	-0.8342755	-0.8364063	-0.8321446
aou + oxygen	Pacific	(26,26.5]	-0.9645703	-0.9703148	-0.9588258
aou + oxygen	Pacific	(26.5,26.75]	-0.9710238	-0.9713682	-0.9706794
aou + oxygen	Pacific	(26.75,27]	-0.9712737	-0.9779003	-0.9646471
aou + oxygen	Pacific	(27,27.25]	-0.9938341	-0.9949401	-0.9927280
aou + oxygen	Pacific	(27.25,27.5]	-0.9956510	-0.9965797	-0.9947223
aou + oxygen	Pacific	(27.5,27.75]	-0.9964526	-0.9973735	-0.9955317
aou + oxygen	Pacific	(27.75,27.85]	-0.9979580	-0.9984474	-0.9974686
aou + oxygen	Pacific	(27.85,27.95]	-0.9985989	-0.9988860	-0.9983119
aou + oxygen	Pacific	(27.95,28.05]	-0.9983487	-0.9987168	-0.9979807
aou + oxygen	Pacific	(28.05,28.1]	-0.9990890	-0.9990925	-0.9990855
aou + oxygen	Pacific	(28.1, Inf]	-0.9959248	-0.9962716	-0.9955780
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]	0.7825272	0.7233255	0.8417289
aou + phosphate	Atlantic	(27.25,27.5]	0.7730887	0.7300011	0.8161763
aou + phosphate	Atlantic	(27.5,27.75]	0.8486420	0.8264695	0.8708145
aou + phosphate	Atlantic	(27.75,27.85]	0.9068419	0.8930812	0.9206025
aou + phosphate	Atlantic	(27.85,27.95]	0.9402751	0.9359254	0.9446249
aou + phosphate	Atlantic	(27.95,28.05]	0.9574557	0.9540435	0.9608680
aou + phosphate	Atlantic	(28.05,28.1]	0.9708472	0.9684328	0.9732615
aou + phosphate	Atlantic	(28.1,28.15]	0.9784114	0.9774550	0.9793679
aou + phosphate	Atlantic	(28.15,28.2]	0.9944234	0.9927923	0.9960546
aou + phosphate	Atlantic	(28.2, Inf]	0.8312251	0.7585659	0.9038844
aou + phosphate	Indian	(-Inf,26]	0.9954494	0.9946601	0.9962387
aou + phosphate	Indian	(26,26.5]	0.9943466	0.9918951	0.9967981
aou + phosphate	Indian	(26.5,26.75]	0.9792043	0.9654844	0.9929242
aou + phosphate	Indian	(26.75,27]	0.9491235	0.9260828	0.9721641
aou + phosphate	Indian	(27,27.25]	0.9268420	0.8908062	0.9628777
aou + phosphate	Indian	(27.25,27.5]	0.9455166	0.9322488	0.9587844
aou + phosphate	Indian	(27.5,27.75]	0.9592191	0.9527722	0.9656659
aou + phosphate	Indian	(27.75,27.85]	0.9330987	0.9078438	0.9583537
aou + phosphate	Indian	(27.85,27.95]	0.8816117	0.8364029	0.9268205
aou + phosphate	Indian	(27.95,28.05]	0.8454455	0.7669459	0.9239451
aou + phosphate	Indian	(28.05,28.1]	0.9087827	0.8622990	0.9552664
aou + phosphate	Indian	(28.1, Inf]	0.6545192	0.5552644	0.7537740
aou + phosphate	Pacific	(-Inf,26]	0.8691300	0.8689547	0.8693052
aou + phosphate	Pacific	(26,26.5]	0.8792491	0.8419201	0.9165782
aou + phosphate	Pacific	(26.5,26.75]	0.8222742	0.8150188	0.8295297
aou + phosphate	Pacific	(26.75,27]	0.9060396	0.8990625	0.9130168
aou + phosphate	Pacific	(27,27.25]	0.9797078	0.9790321	0.9803835
aou + phosphate	Pacific	(27.25,27.5]	0.9822167	0.9798255	0.9846079
aou + phosphate	Pacific	(27.5,27.75]	0.9778203	0.9716067	0.9840339
aou + phosphate	Pacific	(27.75,27.85]	0.9808579	0.9743183	0.9873976
aou + phosphate	Pacific	(27.85,27.95]	0.9822374	0.9779942	0.9864806
aou + phosphate	Pacific	(27.95,28.05]	0.9762365	0.9728337	0.9796393
aou + phosphate	Pacific	(28.05,28.1]	0.9664743	0.9624690	0.9704797
aou + phosphate	Pacific	(28.1, Inf]	0.9437847	0.9305572	0.9570122
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]	0.7636611	0.7042109	0.8231112
aou + silicate	Atlantic	(27.25,27.5]	0.6315928	0.5707162	0.6924694
aou + silicate	Atlantic	(27.5,27.75]	0.6575125	0.6347006	0.6803244
aou + silicate	Atlantic	(27.75,27.85]	0.8038046	0.7936983	0.8139108
aou + silicate	Atlantic	(27.85,27.95]	0.8685050	0.8641200	0.8728900
aou + silicate	Atlantic	(27.95,28.05]	0.9372696	0.9264678	0.9480714
aou + silicate	Atlantic	(28.05,28.1]	0.9712421	0.9676400	0.9748443
aou + silicate	Atlantic	(28.1,28.15]	0.9749114	0.9745595	0.9752632
aou + silicate	Atlantic	(28.15,28.2]	0.9937281	0.9921829	0.9952733
aou + silicate	Atlantic	(28.2, Inf]	0.8581978	0.8216678	0.8947277
aou + silicate	Indian	(-Inf,26]	0.9203444	0.8875670	0.9531219
aou + silicate	Indian	(26,26.5]	0.9394284	0.9197860	0.9590709
aou + silicate	Indian	(26.5,26.75]	0.9559567	0.9394424	0.9724709
aou + silicate	Indian	(26.75,27]	0.9740020	0.9688989	0.9791051
aou + silicate	Indian	(27,27.25]	0.9285563	0.9157454	0.9413671
aou + silicate	Indian	(27.25,27.5]	0.8727548	0.8457914	0.8997183
aou + silicate	Indian	(27.5,27.75]	0.8359233	0.7826193	0.8892274
aou + silicate	Indian	(27.75,27.85]	0.8602959	0.8358038	0.8847879
aou + silicate	Indian	(27.85,27.95]	0.8403922	0.8032126	0.8775717
aou + silicate	Indian	(27.95,28.05]	0.8619677	0.8199043	0.9040311
aou + silicate	Indian	(28.05,28.1]	0.9448280	0.9398834	0.9497726
aou + silicate	Indian	(28.1, Inf]	0.5099868	0.4719487	0.5480250
aou + silicate	Pacific	(-Inf,26]	0.5593229	0.5450454	0.5736005
aou + silicate	Pacific	(26,26.5]	0.4450844	0.2947353	0.5954335
aou + silicate	Pacific	(26.5,26.75]	0.3315574	0.2567716	0.4063433
aou + silicate	Pacific	(26.75,27]	0.6347537	0.5717497	0.6977578
aou + silicate	Pacific	(27,27.25]	0.8894520	0.8637800	0.9151239
aou + silicate	Pacific	(27.25,27.5]	0.9102494	0.8864873	0.9340115
aou + silicate	Pacific	(27.5,27.75]	0.9285840	0.9082712	0.9488968
aou + silicate	Pacific	(27.75,27.85]	0.9687105	0.9655086	0.9719124
aou + silicate	Pacific	(27.85,27.95]	0.9652905	0.9649212	0.9656597
aou + silicate	Pacific	(27.95,28.05]	0.9469253	0.9441615	0.9496892
aou + silicate	Pacific	(28.05,28.1]	0.9527668	0.9480185	0.9575151
aou + silicate	Pacific	(28.1, Inf]	0.8625997	0.8579490	0.8672504
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]	0.9385066	0.9314265	0.9455867
nitrate + silicate	Atlantic	(27.25,27.5]	0.9121937	0.9054613	0.9189261
nitrate + silicate	Atlantic	(27.5,27.75]	0.8995548	0.8961113	0.9029982
nitrate + silicate	Atlantic	(27.75,27.85]	0.9454222	0.9341313	0.9567131
nitrate + silicate	Atlantic	(27.85,27.95]	0.9658171	0.9608719	0.9707623
nitrate + silicate	Atlantic	(27.95,28.05]	0.9793600	0.9766513	0.9820687
nitrate + silicate	Atlantic	(28.05,28.1]	0.9875782	0.9868766	0.9882799
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897149	0.9894154	0.9900143
nitrate + silicate	Atlantic	(28.15,28.2]	0.9955899	0.9952599	0.9959199
nitrate + silicate	Atlantic	(28.2, Inf]	0.9683834	0.9491871	0.9875796
nitrate + silicate	Indian	(-Inf,26]	0.9417518	0.9209713	0.9625322
nitrate + silicate	Indian	(26,26.5]	0.9547787	0.9485278	0.9610296
nitrate + silicate	Indian	(26.5,26.75]	0.9540515	0.9513676	0.9567354
nitrate + silicate	Indian	(26.75,27]	0.9392704	0.9272221	0.9513187
nitrate + silicate	Indian	(27,27.25]	0.9306507	0.9273691	0.9339323
nitrate + silicate	Indian	(27.25,27.5]	0.9304076	0.9207178	0.9400974
nitrate + silicate	Indian	(27.5,27.75]	0.8482668	0.8231686	0.8733650
nitrate + silicate	Indian	(27.75,27.85]	0.7842543	0.7604475	0.8080611
nitrate + silicate	Indian	(27.85,27.95]	0.8451411	0.8276084	0.8626739
nitrate + silicate	Indian	(27.95,28.05]	0.9008800	0.8836883	0.9180716
nitrate + silicate	Indian	(28.05,28.1]	0.9537644	0.9372021	0.9703267
nitrate + silicate	Indian	(28.1, Inf]	0.8431430	0.8260887	0.8601973
nitrate + silicate	Pacific	(-Inf,26]	0.8167065	0.7901976	0.8432154
nitrate + silicate	Pacific	(26,26.5]	0.7870473	0.7476113	0.8264833
nitrate + silicate	Pacific	(26.5,26.75]	0.7463304	0.7113328	0.7813280
nitrate + silicate	Pacific	(26.75,27]	0.8269191	0.7999247	0.8539135
nitrate + silicate	Pacific	(27,27.25]	0.9033289	0.8779535	0.9287043
nitrate + silicate	Pacific	(27.25,27.5]	0.8772450	0.8401790	0.9143109
nitrate + silicate	Pacific	(27.5,27.75]	0.8828358	0.8481118	0.9175597
nitrate + silicate	Pacific	(27.75,27.85]	0.9436286	0.9338134	0.9534437
nitrate + silicate	Pacific	(27.85,27.95]	0.9538423	0.9486904	0.9589942
nitrate + silicate	Pacific	(27.95,28.05]	0.9274789	0.9211719	0.9337860
nitrate + silicate	Pacific	(28.05,28.1]	0.9248012	0.9245126	0.9250898
nitrate + silicate	Pacific	(28.1, Inf]	0.9205202	0.9177266	0.9233139
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]	-0.6704843	-0.7557778	-0.5851908
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5943443	-0.6679223	-0.5207664
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6650281	-0.7251109	-0.6049454
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7871763	-0.8196977	-0.7546548
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8679233	-0.8805036	-0.8553429
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9128678	-0.9168934	-0.9088422
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9475076	-0.9500813	-0.9449339
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9645227	-0.9739167	-0.9551287
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9895222	-0.9919389	-0.9871054
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7189235	-0.8413245	-0.5965225
oxygen + nitrate	Indian	(-Inf,26]	-0.9811649	-0.9841901	-0.9781397
oxygen + nitrate	Indian	(26,26.5]	-0.9723668	-0.9774722	-0.9672613
oxygen + nitrate	Indian	(26.5,26.75]	-0.9486476	-0.9649503	-0.9323448
oxygen + nitrate	Indian	(26.75,27]	-0.8891308	-0.9183099	-0.8599517
oxygen + nitrate	Indian	(27,27.25]	-0.8201114	-0.8342276	-0.8059952
oxygen + nitrate	Indian	(27.25,27.5]	-0.8342107	-0.8661180	-0.8023034
oxygen + nitrate	Indian	(27.5,27.75]	-0.8825214	-0.8931498	-0.8718929
oxygen + nitrate	Indian	(27.75,27.85]	-0.8669059	-0.9024258	-0.8313860
oxygen + nitrate	Indian	(27.85,27.95]	-0.8213054	-0.8744442	-0.7681667
oxygen + nitrate	Indian	(27.95,28.05]	-0.7426407	-0.8560663	-0.6292151
oxygen + nitrate	Indian	(28.05,28.1]	-0.8375296	-0.9190219	-0.7560373
oxygen + nitrate	Indian	(28.1, Inf]	-0.5285209	-0.6539541	-0.4030877
oxygen + nitrate	Pacific	(-Inf,26]	-0.5323853	-0.5639325	-0.5008381
oxygen + nitrate	Pacific	(26,26.5]	-0.6687719	-0.7354472	-0.6020966
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6385559	-0.6399374	-0.6371744
oxygen + nitrate	Pacific	(26.75,27]	-0.8007479	-0.8128414	-0.7886545
oxygen + nitrate	Pacific	(27,27.25]	-0.9541889	-0.9552230	-0.9531548
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9693775	-0.9729231	-0.9658319
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9744805	-0.9799146	-0.9690463
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9835965	-0.9886913	-0.9785016
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9827932	-0.9846490	-0.9809374
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9660514	-0.9713844	-0.9607184
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9543626	-0.9638010	-0.9449241
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9299968	-0.9443061	-0.9156876
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]	-0.5861542	-0.6786758	-0.4936327
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5292861	-0.6094791	-0.4490932
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6219599	-0.6844499	-0.5594698
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7552390	-0.7896143	-0.7208637
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8592797	-0.8714633	-0.8470962
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9084712	-0.9110896	-0.9058528
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9393630	-0.9435552	-0.9351708
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9547246	-0.9591570	-0.9502921
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9891808	-0.9926101	-0.9857515
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7199571	-0.8404469	-0.5994673
oxygen + phosphate	Indian	(-Inf,26]	-0.9871311	-0.9883975	-0.9858646
oxygen + phosphate	Indian	(26,26.5]	-0.9854553	-0.9905705	-0.9803400
oxygen + phosphate	Indian	(26.5,26.75]	-0.9626280	-0.9854767	-0.9397793
oxygen + phosphate	Indian	(26.75,27]	-0.9145931	-0.9541029	-0.8750832
oxygen + phosphate	Indian	(27,27.25]	-0.8877506	-0.9395566	-0.8359446
oxygen + phosphate	Indian	(27.25,27.5]	-0.9157265	-0.9327405	-0.8987125
oxygen + phosphate	Indian	(27.5,27.75]	-0.9441586	-0.9501627	-0.9381545
oxygen + phosphate	Indian	(27.75,27.85]	-0.9139462	-0.9452654	-0.8826271
oxygen + phosphate	Indian	(27.85,27.95]	-0.8380913	-0.8940467	-0.7821360
oxygen + phosphate	Indian	(27.95,28.05]	-0.7726008	-0.8791595	-0.6660421
oxygen + phosphate	Indian	(28.05,28.1]	-0.8548569	-0.9334295	-0.7762843
oxygen + phosphate	Indian	(28.1, Inf]	-0.5388190	-0.6645275	-0.4131106
oxygen + phosphate	Pacific	(-Inf,26]	-0.5972619	-0.6083494	-0.5861744
oxygen + phosphate	Pacific	(26,26.5]	-0.7316312	-0.8001664	-0.6630959
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6694430	-0.6769226	-0.6619635
oxygen + phosphate	Pacific	(26.75,27]	-0.7857250	-0.8138976	-0.7575524
oxygen + phosphate	Pacific	(27,27.25]	-0.9563631	-0.9575825	-0.9551438
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9717308	-0.9748407	-0.9686209
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9742657	-0.9805049	-0.9680265
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9785395	-0.9860946	-0.9709843
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9801265	-0.9830374	-0.9772156
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9716257	-0.9761417	-0.9671098
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9624094	-0.9656399	-0.9591789
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9204412	-0.9360981	-0.9047843
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]	-0.5745293	-0.6642424	-0.4848162
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3656333	-0.4638346	-0.2674321
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3901487	-0.4504459	-0.3298514
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6287793	-0.6295558	-0.6280029
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7629866	-0.7639112	-0.7620620
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8737676	-0.8824911	-0.8650441
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9345841	-0.9418261	-0.9273421
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9475771	-0.9501485	-0.9450058
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9898429	-0.9916444	-0.9880413
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7557056	-0.8319974	-0.6794137
oxygen + silicate	Indian	(-Inf,26]	-0.8943247	-0.9331122	-0.8555372
oxygen + silicate	Indian	(26,26.5]	-0.9227717	-0.9484014	-0.8971420
oxygen + silicate	Indian	(26.5,26.75]	-0.9425140	-0.9624174	-0.9226107
oxygen + silicate	Indian	(26.75,27]	-0.9591482	-0.9620661	-0.9562302
oxygen + silicate	Indian	(27,27.25]	-0.8955575	-0.9066409	-0.8844740
oxygen + silicate	Indian	(27.25,27.5]	-0.8296012	-0.8629567	-0.7962457
oxygen + silicate	Indian	(27.5,27.75]	-0.7931074	-0.8553110	-0.7309038
oxygen + silicate	Indian	(27.75,27.85]	-0.8334672	-0.8664086	-0.8005257
oxygen + silicate	Indian	(27.85,27.95]	-0.7968448	-0.8471899	-0.7464996
oxygen + silicate	Indian	(27.95,28.05]	-0.7979995	-0.8629659	-0.7330331
oxygen + silicate	Indian	(28.05,28.1]	-0.9069110	-0.9313808	-0.8824413
oxygen + silicate	Indian	(28.1, Inf]	-0.3827879	-0.4340906	-0.3314851
oxygen + silicate	Pacific	(-Inf,26]	-0.1555871	-0.1631132	-0.1480610
oxygen + silicate	Pacific	(26,26.5]	-0.2303232	-0.4147312	-0.0459153
oxygen + silicate	Pacific	(26.5,26.75]	-0.1179554	-0.1991336	-0.0367772
oxygen + silicate	Pacific	(26.75,27]	-0.4485317	-0.5457178	-0.3513457
oxygen + silicate	Pacific	(27,27.25]	-0.8406679	-0.8762030	-0.8051329
oxygen + silicate	Pacific	(27.25,27.5]	-0.8739859	-0.9064051	-0.8415668
oxygen + silicate	Pacific	(27.5,27.75]	-0.9006426	-0.9294050	-0.8718803
oxygen + silicate	Pacific	(27.75,27.85]	-0.9576321	-0.9632131	-0.9520511
oxygen + silicate	Pacific	(27.85,27.95]	-0.9564059	-0.9573848	-0.9554270
oxygen + silicate	Pacific	(27.95,28.05]	-0.9330195	-0.9348632	-0.9311757
oxygen + silicate	Pacific	(28.05,28.1]	-0.9436209	-0.9490629	-0.9381788
oxygen + silicate	Pacific	(28.1, Inf]	-0.8187771	-0.8224931	-0.8150611
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]	0.9900985	0.9893941	0.9908029
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9945758	0.9940594	0.9950922
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9958916	0.9957473	0.9960358
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954849	0.9954808	0.9954891
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9941879	0.9941574	0.9942184
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9931816	0.9929365	0.9934268
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9914611	0.9913218	0.9916005
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9932291	0.9930002	0.9934580
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975252	0.9971288	0.9979215
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9891862	0.9818218	0.9965506
phosphate + nitrate	Indian	(-Inf,26]	0.9945390	0.9913551	0.9977229
phosphate + nitrate	Indian	(26,26.5]	0.9908218	0.9850253	0.9966182
phosphate + nitrate	Indian	(26.5,26.75]	0.9925744	0.9878808	0.9972681
phosphate + nitrate	Indian	(26.75,27]	0.9879812	0.9801627	0.9957996
phosphate + nitrate	Indian	(27,27.25]	0.9601674	0.9285638	0.9917710
phosphate + nitrate	Indian	(27.25,27.5]	0.9528009	0.9217662	0.9838356
phosphate + nitrate	Indian	(27.5,27.75]	0.9448736	0.9360169	0.9537303
phosphate + nitrate	Indian	(27.75,27.85]	0.9367808	0.9250174	0.9485441
phosphate + nitrate	Indian	(27.85,27.95]	0.9600513	0.9556168	0.9644857
phosphate + nitrate	Indian	(27.95,28.05]	0.9779801	0.9764420	0.9795181
phosphate + nitrate	Indian	(28.05,28.1]	0.9841402	0.9827419	0.9855385
phosphate + nitrate	Indian	(28.1, Inf]	0.9350084	0.9338053	0.9362115
phosphate + nitrate	Pacific	(-Inf,26]	0.9463981	0.9417113	0.9510848
phosphate + nitrate	Pacific	(26,26.5]	0.9544482	0.9499703	0.9589261
phosphate + nitrate	Pacific	(26.5,26.75]	0.9512370	0.9439638	0.9585103
phosphate + nitrate	Pacific	(26.75,27]	0.9842273	0.9828459	0.9856088
phosphate + nitrate	Pacific	(27,27.25]	0.9930382	0.9912363	0.9948402
phosphate + nitrate	Pacific	(27.25,27.5]	0.9925023	0.9917378	0.9932668
phosphate + nitrate	Pacific	(27.5,27.75]	0.9907498	0.9872177	0.9942819
phosphate + nitrate	Pacific	(27.75,27.85]	0.9871256	0.9822201	0.9920311
phosphate + nitrate	Pacific	(27.85,27.95]	0.9832828	0.9768977	0.9896680
phosphate + nitrate	Pacific	(27.95,28.05]	0.9651611	0.9593879	0.9709343
phosphate + nitrate	Pacific	(28.05,28.1]	0.9479858	0.9366433	0.9593283
phosphate + nitrate	Pacific	(28.1, Inf]	0.9545906	0.9356273	0.9735538
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]	0.9477216	0.9411873	0.9542559
phosphate + silicate	Atlantic	(27.25,27.5]	0.9299195	0.9257637	0.9340753
phosphate + silicate	Atlantic	(27.5,27.75]	0.9130361	0.9103492	0.9157230
phosphate + silicate	Atlantic	(27.75,27.85]	0.9510921	0.9410797	0.9611046
phosphate + silicate	Atlantic	(27.85,27.95]	0.9678031	0.9629014	0.9727049
phosphate + silicate	Atlantic	(27.95,28.05]	0.9801566	0.9776706	0.9826426
phosphate + silicate	Atlantic	(28.05,28.1]	0.9875496	0.9863467	0.9887526
phosphate + silicate	Atlantic	(28.1,28.15]	0.9918978	0.9910578	0.9927377
phosphate + silicate	Atlantic	(28.15,28.2]	0.9958091	0.9955537	0.9960645
phosphate + silicate	Atlantic	(28.2, Inf]	0.9749316	0.9612362	0.9886271
phosphate + silicate	Indian	(-Inf,26]	0.9299702	0.8966972	0.9632431
phosphate + silicate	Indian	(26,26.5]	0.9481283	0.9312810	0.9649756
phosphate + silicate	Indian	(26.5,26.75]	0.9532284	0.9489470	0.9575099
phosphate + silicate	Indian	(26.75,27]	0.9499514	0.9403639	0.9595390
phosphate + silicate	Indian	(27,27.25]	0.9401738	0.9317657	0.9485820
phosphate + silicate	Indian	(27.25,27.5]	0.9164435	0.8868121	0.9460749
phosphate + silicate	Indian	(27.5,27.75]	0.8447992	0.7831364	0.9064620
phosphate + silicate	Indian	(27.75,27.85]	0.8702496	0.8536826	0.8868166
phosphate + silicate	Indian	(27.85,27.95]	0.9026462	0.9023400	0.9029524
phosphate + silicate	Indian	(27.95,28.05]	0.9227557	0.9130569	0.9324545
phosphate + silicate	Indian	(28.05,28.1]	0.9602887	0.9471662	0.9734111
phosphate + silicate	Indian	(28.1, Inf]	0.8216630	0.8166895	0.8266365
phosphate + silicate	Pacific	(-Inf,26]	0.7007258	0.6623855	0.7390662
phosphate + silicate	Pacific	(26,26.5]	0.7217616	0.6607605	0.7827627
phosphate + silicate	Pacific	(26.5,26.75]	0.7022251	0.6575059	0.7469443
phosphate + silicate	Pacific	(26.75,27]	0.8331592	0.8095422	0.8567762
phosphate + silicate	Pacific	(27,27.25]	0.9133418	0.8913057	0.9353780
phosphate + silicate	Pacific	(27.25,27.5]	0.8892830	0.8576590	0.9209070
phosphate + silicate	Pacific	(27.5,27.75]	0.8823979	0.8473921	0.9174037
phosphate + silicate	Pacific	(27.75,27.85]	0.9420721	0.9287112	0.9554330
phosphate + silicate	Pacific	(27.85,27.95]	0.9574046	0.9494650	0.9653441
phosphate + silicate	Pacific	(27.95,28.05]	0.9454691	0.9423530	0.9485852
phosphate + silicate	Pacific	(28.05,28.1]	0.9364599	0.9319178	0.9410020
phosphate + silicate	Pacific	(28.1, Inf]	0.9127672	0.9109392	0.9145951
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]	-0.2336674	-0.3476749	-0.1196599
sal + aou	Atlantic	(27.25,27.5]	-0.3032017	-0.3842144	-0.2221889
sal + aou	Atlantic	(27.5,27.75]	-0.4011759	-0.4296694	-0.3726824
sal + aou	Atlantic	(27.75,27.85]	-0.3199258	-0.3705986	-0.2692529
sal + aou	Atlantic	(27.85,27.95]	-0.2909102	-0.3706886	-0.2111317
sal + aou	Atlantic	(27.95,28.05]	-0.4471457	-0.5894478	-0.3048435
sal + aou	Atlantic	(28.05,28.1]	-0.7155208	-0.7569910	-0.6740505
sal + aou	Atlantic	(28.1,28.15]	-0.7855942	-0.7903834	-0.7808050
sal + aou	Atlantic	(28.15,28.2]	-0.9418913	-0.9493704	-0.9344122
sal + aou	Atlantic	(28.2, Inf]	-0.5455515	-0.7442166	-0.3468865
sal + aou	Indian	(-Inf,26]	-0.6799411	-0.8423174	-0.5175648
sal + aou	Indian	(26,26.5]	-0.6265815	-0.7922761	-0.4608869
sal + aou	Indian	(26.5,26.75]	-0.1882898	-0.3120291	-0.0645505
sal + aou	Indian	(26.75,27]	0.4744695	0.3402366	0.6087023
sal + aou	Indian	(27,27.25]	0.8451125	0.8231149	0.8671101
sal + aou	Indian	(27.25,27.5]	0.9072620	0.8435580	0.9709661
sal + aou	Indian	(27.5,27.75]	0.9185766	0.8684916	0.9686617
sal + aou	Indian	(27.75,27.85]	0.9465734	0.9367549	0.9563919
sal + aou	Indian	(27.85,27.95]	0.9010817	0.8951800	0.9069835
sal + aou	Indian	(27.95,28.05]	0.6434070	0.5999461	0.6868679
sal + aou	Indian	(28.05,28.1]	0.1122214	0.0387522	0.1856907
sal + aou	Indian	(28.1, Inf]	0.6158205	0.5927727	0.6388684
sal + aou	Pacific	(-Inf,26]	-0.1085021	-0.1206781	-0.0963261
sal + aou	Pacific	(26,26.5]	-0.0004413	-0.1653526	0.1644700
sal + aou	Pacific	(26.5,26.75]	0.1771060	0.1011915	0.2530205
sal + aou	Pacific	(26.75,27]	-0.1217233	-0.1652402	-0.0782064
sal + aou	Pacific	(27,27.25]	-0.2731808	-0.2914072	-0.2549544
sal + aou	Pacific	(27.25,27.5]	-0.0055424	-0.0531571	0.0420723
sal + aou	Pacific	(27.5,27.75]	-0.0522178	-0.0963859	-0.0080497
sal + aou	Pacific	(27.75,27.85]	-0.2265732	-0.2938978	-0.1592485
sal + aou	Pacific	(27.85,27.95]	-0.4878652	-0.5494351	-0.4262952
sal + aou	Pacific	(27.95,28.05]	-0.6984803	-0.7670147	-0.6299459
sal + aou	Pacific	(28.05,28.1]	-0.8871861	-0.8877118	-0.8866604
sal + aou	Pacific	(28.1, Inf]	-0.7398488	-0.7412950	-0.7384027
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]	-0.6728181	-0.6889243	-0.6567119
sal + nitrate	Atlantic	(27.25,27.5]	-0.7643925	-0.7862848	-0.7425001
sal + nitrate	Atlantic	(27.5,27.75]	-0.7513674	-0.7528137	-0.7499211
sal + nitrate	Atlantic	(27.75,27.85]	-0.6164761	-0.6400628	-0.5928894
sal + nitrate	Atlantic	(27.85,27.95]	-0.5429101	-0.6162842	-0.4695359
sal + nitrate	Atlantic	(27.95,28.05]	-0.6316712	-0.7437062	-0.5196362
sal + nitrate	Atlantic	(28.05,28.1]	-0.8034775	-0.8342837	-0.7726714
sal + nitrate	Atlantic	(28.1,28.15]	-0.8420667	-0.8466594	-0.8374741
sal + nitrate	Atlantic	(28.15,28.2]	-0.9489963	-0.9596937	-0.9382990
sal + nitrate	Atlantic	(28.2, Inf]	-0.8928676	-0.9491739	-0.8365613
sal + nitrate	Indian	(-Inf,26]	-0.7191189	-0.8567753	-0.5814626
sal + nitrate	Indian	(26,26.5]	-0.7312755	-0.8573967	-0.6051542
sal + nitrate	Indian	(26.5,26.75]	-0.3961462	-0.5449808	-0.2473117
sal + nitrate	Indian	(26.75,27]	0.1388169	-0.0610244	0.3386581
sal + nitrate	Indian	(27,27.25]	0.4983796	0.4849110	0.5118482
sal + nitrate	Indian	(27.25,27.5]	0.6469728	0.4941160	0.7998295
sal + nitrate	Indian	(27.5,27.75]	0.7348669	0.6310599	0.8386739
sal + nitrate	Indian	(27.75,27.85]	0.7294141	0.6594892	0.7993391
sal + nitrate	Indian	(27.85,27.95]	0.5926517	0.5059524	0.6793510
sal + nitrate	Indian	(27.95,28.05]	0.1344431	0.0374570	0.2314293
sal + nitrate	Indian	(28.05,28.1]	-0.2831886	-0.3286397	-0.2377376
sal + nitrate	Indian	(28.1, Inf]	-0.1026622	-0.2529373	0.0476128
sal + nitrate	Pacific	(-Inf,26]	-0.4280117	-0.4707557	-0.3852676
sal + nitrate	Pacific	(26,26.5]	-0.4708942	-0.5552160	-0.3865723
sal + nitrate	Pacific	(26.5,26.75]	-0.3833638	-0.4512495	-0.3154782
sal + nitrate	Pacific	(26.75,27]	-0.4606857	-0.4943303	-0.4270411
sal + nitrate	Pacific	(27,27.25]	-0.3859223	-0.3896400	-0.3822046
sal + nitrate	Pacific	(27.25,27.5]	-0.0222898	-0.0553827	0.0108030
sal + nitrate	Pacific	(27.5,27.75]	-0.0463747	-0.0773631	-0.0153863
sal + nitrate	Pacific	(27.75,27.85]	-0.2282057	-0.2851474	-0.1712640
sal + nitrate	Pacific	(27.85,27.95]	-0.5004705	-0.5501883	-0.4507527
sal + nitrate	Pacific	(27.95,28.05]	-0.7333103	-0.7902465	-0.6763742
sal + nitrate	Pacific	(28.05,28.1]	-0.9128007	-0.9158107	-0.9097906
sal + nitrate	Pacific	(28.1, Inf]	-0.8394315	-0.8395595	-0.8393035
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]	-0.0477073	-0.1820306	0.0866160
sal + oxygen	Atlantic	(27.25,27.5]	-0.0240698	-0.1406959	0.0925562
sal + oxygen	Atlantic	(27.5,27.75]	0.0646298	-0.0040234	0.1332831
sal + oxygen	Atlantic	(27.75,27.85]	0.0441795	-0.0297395	0.1180985
sal + oxygen	Atlantic	(27.85,27.95]	0.1050702	0.0353131	0.1748273
sal + oxygen	Atlantic	(27.95,28.05]	0.3153473	0.1781925	0.4525020
sal + oxygen	Atlantic	(28.05,28.1]	0.6230628	0.5737724	0.6723532
sal + oxygen	Atlantic	(28.1,28.15]	0.7137550	0.7022144	0.7252956
sal + oxygen	Atlantic	(28.15,28.2]	0.9188850	0.9098856	0.9278844
sal + oxygen	Atlantic	(28.2, Inf]	0.3876224	0.1236497	0.6515951
sal + oxygen	Indian	(-Inf,26]	0.6702458	0.4966288	0.8438629
sal + oxygen	Indian	(26,26.5]	0.5748004	0.3987767	0.7508242
sal + oxygen	Indian	(26.5,26.75]	0.1145561	0.0009154	0.2281967
sal + oxygen	Indian	(26.75,27]	-0.5578188	-0.6657309	-0.4499068
sal + oxygen	Indian	(27,27.25]	-0.8901499	-0.9153325	-0.8649673
sal + oxygen	Indian	(27.25,27.5]	-0.9340777	-0.9847204	-0.8834350
sal + oxygen	Indian	(27.5,27.75]	-0.9318978	-0.9679724	-0.8958232
sal + oxygen	Indian	(27.75,27.85]	-0.9533491	-0.9621505	-0.9445478
sal + oxygen	Indian	(27.85,27.95]	-0.9243060	-0.9254333	-0.9231788
sal + oxygen	Indian	(27.95,28.05]	-0.7281896	-0.7820410	-0.6743381
sal + oxygen	Indian	(28.05,28.1]	-0.2284885	-0.3410450	-0.1159320
sal + oxygen	Indian	(28.1, Inf]	-0.7237112	-0.7330469	-0.7143756
sal + oxygen	Pacific	(-Inf,26]	-0.3629113	-0.3839004	-0.3419222
sal + oxygen	Pacific	(26,26.5]	-0.2455712	-0.4259031	-0.0652393
sal + oxygen	Pacific	(26.5,26.75]	-0.3987157	-0.4699371	-0.3274943
sal + oxygen	Pacific	(26.75,27]	-0.1101815	-0.1811196	-0.0392434
sal + oxygen	Pacific	(27,27.25]	0.1708091	0.1622106	0.1794076
sal + oxygen	Pacific	(27.25,27.5]	-0.0719022	-0.1090571	-0.0347473
sal + oxygen	Pacific	(27.5,27.75]	0.0029502	-0.0304375	0.0363379
sal + oxygen	Pacific	(27.75,27.85]	0.1794909	0.1023768	0.2566051
sal + oxygen	Pacific	(27.85,27.95]	0.4637948	0.3941583	0.5334313
sal + oxygen	Pacific	(27.95,28.05]	0.6879563	0.6111433	0.7647694
sal + oxygen	Pacific	(28.05,28.1]	0.8802487	0.8796798	0.8808175
sal + oxygen	Pacific	(28.1, Inf]	0.6862231	0.6809825	0.6914636
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]	-0.7569709	-0.7711717	-0.7427700
sal + phosphate	Atlantic	(27.25,27.5]	-0.8135495	-0.8318411	-0.7952579
sal + phosphate	Atlantic	(27.5,27.75]	-0.7886767	-0.7888311	-0.7885223
sal + phosphate	Atlantic	(27.75,27.85]	-0.6549444	-0.6786284	-0.6312603
sal + phosphate	Atlantic	(27.85,27.95]	-0.5596860	-0.6304604	-0.4889116
sal + phosphate	Atlantic	(27.95,28.05]	-0.6387583	-0.7486780	-0.5288385
sal + phosphate	Atlantic	(28.05,28.1]	-0.8147004	-0.8451837	-0.7842171
sal + phosphate	Atlantic	(28.1,28.15]	-0.8590665	-0.8595763	-0.8585566
sal + phosphate	Atlantic	(28.15,28.2]	-0.9489968	-0.9627405	-0.9352531
sal + phosphate	Atlantic	(28.2, Inf]	-0.8953477	-0.9518753	-0.8388201
sal + phosphate	Indian	(-Inf,26]	-0.6792682	-0.8479514	-0.5105849
sal + phosphate	Indian	(26,26.5]	-0.6656114	-0.8501384	-0.4810845
sal + phosphate	Indian	(26.5,26.75]	-0.3296261	-0.5318677	-0.1273846
sal + phosphate	Indian	(26.75,27]	0.2209525	-0.0292964	0.4712014
sal + phosphate	Indian	(27,27.25]	0.6402760	0.5602039	0.7203481
sal + phosphate	Indian	(27.25,27.5]	0.7920114	0.7412003	0.8428225
sal + phosphate	Indian	(27.5,27.75]	0.8527255	0.8072814	0.8981697
sal + phosphate	Indian	(27.75,27.85]	0.8390387	0.7829966	0.8950808
sal + phosphate	Indian	(27.85,27.95]	0.6570582	0.5640330	0.7500834
sal + phosphate	Indian	(27.95,28.05]	0.1965246	0.0956874	0.2973618
sal + phosphate	Indian	(28.05,28.1]	-0.2461750	-0.2926055	-0.1997444
sal + phosphate	Indian	(28.1, Inf]	-0.0862260	-0.2381877	0.0657356
sal + phosphate	Pacific	(-Inf,26]	-0.2904487	-0.3189004	-0.2619970
sal + phosphate	Pacific	(26,26.5]	-0.4086005	-0.4861850	-0.3310161
sal + phosphate	Pacific	(26.5,26.75]	-0.3534998	-0.4267368	-0.2802629
sal + phosphate	Pacific	(26.75,27]	-0.4880393	-0.5061709	-0.4699078
sal + phosphate	Pacific	(27,27.25]	-0.3976423	-0.4084390	-0.3868457
sal + phosphate	Pacific	(27.25,27.5]	-0.0359582	-0.0744448	0.0025284
sal + phosphate	Pacific	(27.5,27.75]	-0.0371781	-0.0672156	-0.0071407
sal + phosphate	Pacific	(27.75,27.85]	-0.2172439	-0.2738202	-0.1606676
sal + phosphate	Pacific	(27.85,27.95]	-0.4988840	-0.5452452	-0.4525228
sal + phosphate	Pacific	(27.95,28.05]	-0.7363954	-0.7975042	-0.6752866
sal + phosphate	Pacific	(28.05,28.1]	-0.9055492	-0.9222866	-0.8888118
sal + phosphate	Pacific	(28.1, Inf]	-0.8343509	-0.8393628	-0.8293390
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]	-0.7037470	-0.7268536	-0.6806404
sal + silicate	Atlantic	(27.25,27.5]	-0.8152106	-0.8247903	-0.8056309
sal + silicate	Atlantic	(27.5,27.75]	-0.7985456	-0.8126215	-0.7844697
sal + silicate	Atlantic	(27.75,27.85]	-0.6809593	-0.7348731	-0.6270454
sal + silicate	Atlantic	(27.85,27.95]	-0.6453280	-0.6849764	-0.6056796
sal + silicate	Atlantic	(27.95,28.05]	-0.6883970	-0.7759138	-0.6008801
sal + silicate	Atlantic	(28.05,28.1]	-0.8383134	-0.8585875	-0.8180393
sal + silicate	Atlantic	(28.1,28.15]	-0.8762729	-0.8824768	-0.8700690
sal + silicate	Atlantic	(28.15,28.2]	-0.9431531	-0.9523591	-0.9339472
sal + silicate	Atlantic	(28.2, Inf]	-0.8507681	-0.9382498	-0.7632864
sal + silicate	Indian	(-Inf,26]	-0.8138053	-0.8803320	-0.7472787
sal + silicate	Indian	(26,26.5]	-0.7610244	-0.8552627	-0.6667861
sal + silicate	Indian	(26.5,26.75]	-0.3351860	-0.3804708	-0.2899012
sal + silicate	Indian	(26.75,27]	0.3678929	0.2524887	0.4832971
sal + silicate	Indian	(27,27.25]	0.6443090	0.5930085	0.6956096
sal + silicate	Indian	(27.25,27.5]	0.6519176	0.5090944	0.7947407
sal + silicate	Indian	(27.5,27.75]	0.6765245	0.5052935	0.8477556
sal + silicate	Indian	(27.75,27.85]	0.8067079	0.7969996	0.8164161
sal + silicate	Indian	(27.85,27.95]	0.6980437	0.6302925	0.7657949
sal + silicate	Indian	(27.95,28.05]	0.3476586	0.2942272	0.4010900
sal + silicate	Indian	(28.05,28.1]	-0.0941047	-0.1251144	-0.0630950
sal + silicate	Indian	(28.1, Inf]	-0.1276968	-0.1419991	-0.1133945
sal + silicate	Pacific	(-Inf,26]	-0.6739247	-0.6916618	-0.6561876
sal + silicate	Pacific	(26,26.5]	-0.7506875	-0.7514411	-0.7499338
sal + silicate	Pacific	(26.5,26.75]	-0.7868299	-0.7964016	-0.7772583
sal + silicate	Pacific	(26.75,27]	-0.7907708	-0.8188314	-0.7627101
sal + silicate	Pacific	(27,27.25]	-0.6214585	-0.6747581	-0.5681589
sal + silicate	Pacific	(27.25,27.5]	-0.2964004	-0.3880865	-0.2047143
sal + silicate	Pacific	(27.5,27.75]	-0.1467358	-0.2412574	-0.0522143
sal + silicate	Pacific	(27.75,27.85]	-0.2641471	-0.3037771	-0.2245171
sal + silicate	Pacific	(27.85,27.95]	-0.4486417	-0.4808222	-0.4164612
sal + silicate	Pacific	(27.95,28.05]	-0.6168399	-0.6717258	-0.5619540
sal + silicate	Pacific	(28.05,28.1]	-0.8279181	-0.8309568	-0.8248795
sal + silicate	Pacific	(28.1, Inf]	-0.8756927	-0.8855038	-0.8658815
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]	0.9793034	0.9779248	0.9806820
sal + temp	Atlantic	(27.25,27.5]	0.9793312	0.9792225	0.9794398
sal + temp	Atlantic	(27.5,27.75]	0.9659831	0.9637329	0.9682334
sal + temp	Atlantic	(27.75,27.85]	0.9801972	0.9776144	0.9827800
sal + temp	Atlantic	(27.85,27.95]	0.9523128	0.9456993	0.9589263
sal + temp	Atlantic	(27.95,28.05]	0.9031716	0.8864558	0.9198874
sal + temp	Atlantic	(28.05,28.1]	0.9484944	0.9433239	0.9536648
sal + temp	Atlantic	(28.1,28.15]	0.9397548	0.9246218	0.9548877
sal + temp	Atlantic	(28.15,28.2]	0.7200961	0.5242090	0.9159831
sal + temp	Atlantic	(28.2, Inf]	0.4265396	0.1472760	0.7058032
sal + temp	Indian	(-Inf,26]	0.2513609	0.1754230	0.3272988
sal + temp	Indian	(26,26.5]	0.8654453	0.8454437	0.8854470
sal + temp	Indian	(26.5,26.75]	0.9530433	0.9492692	0.9568175
sal + temp	Indian	(26.75,27]	0.9677965	0.9609730	0.9746200
sal + temp	Indian	(27,27.25]	0.9555264	0.9530197	0.9580332
sal + temp	Indian	(27.25,27.5]	0.9466717	0.9323140	0.9610294
sal + temp	Indian	(27.5,27.75]	0.9059875	0.8764620	0.9355131
sal + temp	Indian	(27.75,27.85]	0.9343020	0.9214657	0.9471384
sal + temp	Indian	(27.85,27.95]	0.9325277	0.9189188	0.9461365
sal + temp	Indian	(27.95,28.05]	0.9314770	0.9059740	0.9569800
sal + temp	Indian	(28.05,28.1]	0.9097275	0.8730553	0.9463996
sal + temp	Indian	(28.1, Inf]	0.9302091	0.9268258	0.9335923
sal + temp	Pacific	(-Inf,26]	0.7753344	0.7640225	0.7866463
sal + temp	Pacific	(26,26.5]	0.9541201	0.9504421	0.9577981
sal + temp	Pacific	(26.5,26.75]	0.9780724	0.9778341	0.9783107
sal + temp	Pacific	(26.75,27]	0.9780672	0.9761160	0.9800184
sal + temp	Pacific	(27,27.25]	0.9456637	0.9396347	0.9516927
sal + temp	Pacific	(27.25,27.5]	0.8225005	0.7987599	0.8462412
sal + temp	Pacific	(27.5,27.75]	0.5646345	0.5110381	0.6182309
sal + temp	Pacific	(27.75,27.85]	0.7401787	0.6884447	0.7919126
sal + temp	Pacific	(27.85,27.95]	0.5276492	0.4717140	0.5835844
sal + temp	Pacific	(27.95,28.05]	0.3207668	0.2563273	0.3852063
sal + temp	Pacific	(28.05,28.1]	0.1397453	0.1239440	0.1555467
sal + temp	Pacific	(28.1, Inf]	-0.2860737	-0.3175809	-0.2545665
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]	-0.1600842	-0.2653504	-0.0548180
temp + aou	Atlantic	(27.25,27.5]	-0.2659308	-0.3473498	-0.1845117
temp + aou	Atlantic	(27.5,27.75]	-0.3703881	-0.3917049	-0.3490713
temp + aou	Atlantic	(27.75,27.85]	-0.2765660	-0.2946571	-0.2584749
temp + aou	Atlantic	(27.85,27.95]	-0.2109108	-0.3283901	-0.0934315
temp + aou	Atlantic	(27.95,28.05]	-0.4445598	-0.5254985	-0.3636211
temp + aou	Atlantic	(28.05,28.1]	-0.5900649	-0.6427484	-0.5373813
temp + aou	Atlantic	(28.1,28.15]	-0.5808919	-0.6129443	-0.5488395
temp + aou	Atlantic	(28.15,28.2]	-0.5623811	-0.7340864	-0.3906759
temp + aou	Atlantic	(28.2, Inf]	0.2818483	0.2541974	0.3094993
temp + aou	Indian	(-Inf,26]	-0.3887086	-0.4710991	-0.3063181
temp + aou	Indian	(26,26.5]	-0.4891949	-0.5615393	-0.4168505
temp + aou	Indian	(26.5,26.75]	-0.1325428	-0.2218465	-0.0432392
temp + aou	Indian	(26.75,27]	0.3627468	0.2014916	0.5240021
temp + aou	Indian	(27,27.25]	0.7385739	0.7149454	0.7622025
temp + aou	Indian	(27.25,27.5]	0.8452982	0.8358313	0.8547651
temp + aou	Indian	(27.5,27.75]	0.8829940	0.8781317	0.8878564
temp + aou	Indian	(27.75,27.85]	0.9302310	0.9194083	0.9410536
temp + aou	Indian	(27.85,27.95]	0.8820582	0.8708244	0.8932920
temp + aou	Indian	(27.95,28.05]	0.6885754	0.6277812	0.7493696
temp + aou	Indian	(28.05,28.1]	0.3698377	0.3344454	0.4052300
temp + aou	Indian	(28.1, Inf]	0.7808687	0.7555336	0.8062037
temp + aou	Pacific	(-Inf,26]	-0.2845477	-0.2854288	-0.2836665
temp + aou	Pacific	(26,26.5]	-0.0575484	-0.2107383	0.0956415
temp + aou	Pacific	(26.5,26.75]	0.1986156	0.1427108	0.2545203
temp + aou	Pacific	(26.75,27]	-0.1188691	-0.1492989	-0.0884393
temp + aou	Pacific	(27,27.25]	-0.3147653	-0.3549257	-0.2746049
temp + aou	Pacific	(27.25,27.5]	-0.0827316	-0.1075333	-0.0579299
temp + aou	Pacific	(27.5,27.75]	-0.0223199	-0.0280212	-0.0166187
temp + aou	Pacific	(27.75,27.85]	-0.0584715	-0.1182826	0.0013395
temp + aou	Pacific	(27.85,27.95]	-0.1780588	-0.2556587	-0.1004589
temp + aou	Pacific	(27.95,28.05]	-0.1525271	-0.2381963	-0.0668579
temp + aou	Pacific	(28.05,28.1]	-0.0902639	-0.1626702	-0.0178576
temp + aou	Pacific	(28.1, Inf]	0.7744490	0.7546808	0.7942171
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]	-0.6068992	-0.6134450	-0.6003534
temp + nitrate	Atlantic	(27.25,27.5]	-0.7278865	-0.7547010	-0.7010719
temp + nitrate	Atlantic	(27.5,27.75]	-0.7180342	-0.7305216	-0.7055469
temp + nitrate	Atlantic	(27.75,27.85]	-0.5891542	-0.5965620	-0.5817464
temp + nitrate	Atlantic	(27.85,27.95]	-0.4794645	-0.5885822	-0.3703468
temp + nitrate	Atlantic	(27.95,28.05]	-0.6095604	-0.6820505	-0.5370702
temp + nitrate	Atlantic	(28.05,28.1]	-0.6975574	-0.7374129	-0.6577019
temp + nitrate	Atlantic	(28.1,28.15]	-0.6621103	-0.6790755	-0.6451450
temp + nitrate	Atlantic	(28.15,28.2]	-0.5645983	-0.7434657	-0.3857309
temp + nitrate	Atlantic	(28.2, Inf]	-0.1130078	-0.2867440	0.0607285
temp + nitrate	Indian	(-Inf,26]	-0.4336241	-0.5109008	-0.3563473
temp + nitrate	Indian	(26,26.5]	-0.6000928	-0.6449995	-0.5551861
temp + nitrate	Indian	(26.5,26.75]	-0.3459414	-0.4635290	-0.2283538
temp + nitrate	Indian	(26.75,27]	0.0145442	-0.2033611	0.2324496
temp + nitrate	Indian	(27,27.25]	0.3317590	0.2785962	0.3849219
temp + nitrate	Indian	(27.25,27.5]	0.5127547	0.4526545	0.5728549
temp + nitrate	Indian	(27.5,27.75]	0.6769004	0.6437369	0.7100638
temp + nitrate	Indian	(27.75,27.85]	0.7313259	0.6766258	0.7860260
temp + nitrate	Indian	(27.85,27.95]	0.5761358	0.5258571	0.6264144
temp + nitrate	Indian	(27.95,28.05]	0.2138012	0.1405054	0.2870970
temp + nitrate	Indian	(28.05,28.1]	0.0045851	-0.0901847	0.0993549
temp + nitrate	Indian	(28.1, Inf]	0.1123498	-0.0550153	0.2797149
temp + nitrate	Pacific	(-Inf,26]	-0.5520830	-0.5880692	-0.5160968
temp + nitrate	Pacific	(26,26.5]	-0.5455433	-0.6162857	-0.4748010
temp + nitrate	Pacific	(26.5,26.75]	-0.3834308	-0.4377315	-0.3291301
temp + nitrate	Pacific	(26.75,27]	-0.4751192	-0.5028094	-0.4474290
temp + nitrate	Pacific	(27,27.25]	-0.4556465	-0.4794951	-0.4317978
temp + nitrate	Pacific	(27.25,27.5]	-0.1432396	-0.1516754	-0.1348039
temp + nitrate	Pacific	(27.5,27.75]	-0.0360882	-0.0430961	-0.0290803
temp + nitrate	Pacific	(27.75,27.85]	-0.0652810	-0.1183082	-0.0122537
temp + nitrate	Pacific	(27.85,27.95]	-0.1847078	-0.2426954	-0.1267202
temp + nitrate	Pacific	(27.95,28.05]	-0.1864198	-0.2610863	-0.1117534
temp + nitrate	Pacific	(28.05,28.1]	-0.1328047	-0.2022051	-0.0634043
temp + nitrate	Pacific	(28.1, Inf]	0.6269178	0.5886622	0.6651735
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]	-0.1290067	-0.2518824	-0.0061311
temp + oxygen	Atlantic	(27.25,27.5]	-0.0698033	-0.1864394	0.0468328
temp + oxygen	Atlantic	(27.5,27.75]	0.0181823	-0.0437967	0.0801614
temp + oxygen	Atlantic	(27.75,27.85]	-0.0085691	-0.0487057	0.0315674
temp + oxygen	Atlantic	(27.85,27.95]	0.0127707	-0.0938240	0.1193653
temp + oxygen	Atlantic	(27.95,28.05]	0.2916636	0.2191360	0.3641912
temp + oxygen	Atlantic	(28.05,28.1]	0.4766347	0.4153410	0.5379285
temp + oxygen	Atlantic	(28.1,28.15]	0.4874582	0.4446919	0.5302245
temp + oxygen	Atlantic	(28.15,28.2]	0.4919000	0.2951718	0.6886282
temp + oxygen	Atlantic	(28.2, Inf]	-0.4729278	-0.4821791	-0.4636766
temp + oxygen	Indian	(-Inf,26]	0.2915250	0.2099567	0.3730934
temp + oxygen	Indian	(26,26.5]	0.4197226	0.3446759	0.4947693
temp + oxygen	Indian	(26.5,26.75]	0.0548382	-0.0235645	0.1332409
temp + oxygen	Indian	(26.75,27]	-0.4539376	-0.5893429	-0.3185324
temp + oxygen	Indian	(27,27.25]	-0.8034463	-0.8179979	-0.7888947
temp + oxygen	Indian	(27.25,27.5]	-0.8921304	-0.8985337	-0.8857271
temp + oxygen	Indian	(27.5,27.75]	-0.9211285	-0.9232933	-0.9189636
temp + oxygen	Indian	(27.75,27.85]	-0.9549358	-0.9604661	-0.9494055
temp + oxygen	Indian	(27.85,27.95]	-0.9236689	-0.9356761	-0.9116618
temp + oxygen	Indian	(27.95,28.05]	-0.7789731	-0.8432955	-0.7146506
temp + oxygen	Indian	(28.05,28.1]	-0.4807079	-0.5497121	-0.4117038
temp + oxygen	Indian	(28.1, Inf]	-0.8677465	-0.8793091	-0.8561840
temp + oxygen	Pacific	(-Inf,26]	-0.2864494	-0.2892821	-0.2836168
temp + oxygen	Pacific	(26,26.5]	-0.2024193	-0.3735411	-0.0312974
temp + oxygen	Pacific	(26.5,26.75]	-0.4260956	-0.4789362	-0.3732551
temp + oxygen	Pacific	(26.75,27]	-0.1186300	-0.1768292	-0.0604308
temp + oxygen	Pacific	(27,27.25]	0.2082731	0.1766664	0.2398798
temp + oxygen	Pacific	(27.25,27.5]	-0.0098508	-0.0247199	0.0050183
temp + oxygen	Pacific	(27.5,27.75]	-0.0610931	-0.0664049	-0.0557813
temp + oxygen	Pacific	(27.75,27.85]	-0.0047502	-0.0723756	0.0628751
temp + oxygen	Pacific	(27.85,27.95]	0.1263373	0.0426663	0.2100084
temp + oxygen	Pacific	(27.95,28.05]	0.0982441	0.0056835	0.1908047
temp + oxygen	Pacific	(28.05,28.1]	0.0618148	-0.0123186	0.1359482
temp + oxygen	Pacific	(28.1, Inf]	-0.8214206	-0.8375631	-0.8052780
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]	-0.6925026	-0.6989932	-0.6860119
temp + phosphate	Atlantic	(27.25,27.5]	-0.7801250	-0.8026315	-0.7576186
temp + phosphate	Atlantic	(27.5,27.75]	-0.7564899	-0.7662760	-0.7467039
temp + phosphate	Atlantic	(27.75,27.85]	-0.6291187	-0.6352269	-0.6230104
temp + phosphate	Atlantic	(27.85,27.95]	-0.4960917	-0.6030626	-0.3891207
temp + phosphate	Atlantic	(27.95,28.05]	-0.6193864	-0.6910263	-0.5477465
temp + phosphate	Atlantic	(28.05,28.1]	-0.7087435	-0.7515543	-0.6659326
temp + phosphate	Atlantic	(28.1,28.15]	-0.6868491	-0.7099678	-0.6637303
temp + phosphate	Atlantic	(28.15,28.2]	-0.5668166	-0.7368244	-0.3968089
temp + phosphate	Atlantic	(28.2, Inf]	-0.1143351	-0.2886356	0.0599654
temp + phosphate	Indian	(-Inf,26]	-0.4118541	-0.4689777	-0.3547305
temp + phosphate	Indian	(26,26.5]	-0.5489942	-0.6453813	-0.4526071
temp + phosphate	Indian	(26.5,26.75]	-0.2841903	-0.4483993	-0.1199812
temp + phosphate	Indian	(26.75,27]	0.0905316	-0.1693919	0.3504552
temp + phosphate	Indian	(27,27.25]	0.4687587	0.3330860	0.6044315
temp + phosphate	Indian	(27.25,27.5]	0.6606759	0.6320896	0.6892621
temp + phosphate	Indian	(27.5,27.75]	0.7908875	0.7877892	0.7939859
temp + phosphate	Indian	(27.75,27.85]	0.7904851	0.7356859	0.8452842
temp + phosphate	Indian	(27.85,27.95]	0.5972696	0.5387598	0.6557795
temp + phosphate	Indian	(27.95,28.05]	0.2613184	0.1902683	0.3323686
temp + phosphate	Indian	(28.05,28.1]	0.0417754	-0.0490531	0.1326039
temp + phosphate	Indian	(28.1, Inf]	0.1348737	-0.0316201	0.3013676
temp + phosphate	Pacific	(-Inf,26]	-0.4319785	-0.4546380	-0.4093190
temp + phosphate	Pacific	(26,26.5]	-0.4831220	-0.5486470	-0.4175970
temp + phosphate	Pacific	(26.5,26.75]	-0.3585756	-0.4172397	-0.2999116
temp + phosphate	Pacific	(26.75,27]	-0.5007898	-0.5084690	-0.4931106
temp + phosphate	Pacific	(27,27.25]	-0.4587029	-0.4895403	-0.4278656
temp + phosphate	Pacific	(27.25,27.5]	-0.1493446	-0.1640776	-0.1346116
temp + phosphate	Pacific	(27.5,27.75]	-0.0229980	-0.0286862	-0.0173099
temp + phosphate	Pacific	(27.75,27.85]	-0.0606476	-0.1112726	-0.0100227
temp + phosphate	Pacific	(27.85,27.95]	-0.1839633	-0.2420739	-0.1258526
temp + phosphate	Pacific	(27.95,28.05]	-0.1917933	-0.2635678	-0.1200187
temp + phosphate	Pacific	(28.05,28.1]	-0.1146732	-0.1764914	-0.0528549
temp + phosphate	Pacific	(28.1, Inf]	0.6150921	0.5650876	0.6650965
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]	-0.6654019	-0.6798519	-0.6509520
temp + silicate	Atlantic	(27.25,27.5]	-0.8291080	-0.8434314	-0.8147846
temp + silicate	Atlantic	(27.5,27.75]	-0.8161634	-0.8176649	-0.8146618
temp + silicate	Atlantic	(27.75,27.85]	-0.6871264	-0.7141289	-0.6601239
temp + silicate	Atlantic	(27.85,27.95]	-0.6084062	-0.6845306	-0.5322818
temp + silicate	Atlantic	(27.95,28.05]	-0.6954861	-0.7375728	-0.6533994
temp + silicate	Atlantic	(28.05,28.1]	-0.7396627	-0.7710721	-0.7082533
temp + silicate	Atlantic	(28.1,28.15]	-0.7087515	-0.7393013	-0.6782017
temp + silicate	Atlantic	(28.15,28.2]	-0.5531834	-0.7377021	-0.3686647
temp + silicate	Atlantic	(28.2, Inf]	-0.0613102	-0.1927571	0.0701366
temp + silicate	Indian	(-Inf,26]	-0.5170595	-0.6077262	-0.4263928
temp + silicate	Indian	(26,26.5]	-0.6072905	-0.6116751	-0.6029059
temp + silicate	Indian	(26.5,26.75]	-0.2678707	-0.2806839	-0.2550575
temp + silicate	Indian	(26.75,27]	0.2591826	0.1177787	0.4005865
temp + silicate	Indian	(27,27.25]	0.4955145	0.4924603	0.4985688
temp + silicate	Indian	(27.25,27.5]	0.5166217	0.4533868	0.5798565
temp + silicate	Indian	(27.5,27.75]	0.5331758	0.4437255	0.6226261
temp + silicate	Indian	(27.75,27.85]	0.6882460	0.6307977	0.7456943
temp + silicate	Indian	(27.85,27.95]	0.5693037	0.5070145	0.6315929
temp + silicate	Indian	(27.95,28.05]	0.3294610	0.3019633	0.3569588
temp + silicate	Indian	(28.05,28.1]	0.1759549	0.1592272	0.1926826
temp + silicate	Indian	(28.1, Inf]	0.0149994	-0.0360323	0.0660311
temp + silicate	Pacific	(-Inf,26]	-0.6523907	-0.6698231	-0.6349582
temp + silicate	Pacific	(26,26.5]	-0.7884362	-0.7982929	-0.7785795
temp + silicate	Pacific	(26.5,26.75]	-0.7773260	-0.7963880	-0.7582640
temp + silicate	Pacific	(26.75,27]	-0.7804710	-0.8117365	-0.7492056
temp + silicate	Pacific	(27,27.25]	-0.6448996	-0.7121295	-0.5776697
temp + silicate	Pacific	(27.25,27.5]	-0.4178026	-0.4860915	-0.3495137
temp + silicate	Pacific	(27.5,27.75]	-0.3113116	-0.3698891	-0.2527342
temp + silicate	Pacific	(27.75,27.85]	-0.1964550	-0.2405555	-0.1523545
temp + silicate	Pacific	(27.85,27.95]	-0.3002939	-0.3645446	-0.2360432
temp + silicate	Pacific	(27.95,28.05]	-0.3192016	-0.4141604	-0.2242427
temp + silicate	Pacific	(28.05,28.1]	-0.1472167	-0.2085095	-0.0859238
temp + silicate	Pacific	(28.1, Inf]	0.4354064	0.4216598	0.4491530

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
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]	-0.4111125	-0.4928465	-0.3293784
aou	Atlantic	(27.25,27.5]	-0.5363187	-0.5783652	-0.4942722
aou	Atlantic	(27.5,27.75]	-0.7590637	-0.7791520	-0.7389753
aou	Atlantic	(27.75,27.85]	-0.8681572	-0.8865476	-0.8497667
aou	Atlantic	(27.85,27.95]	-0.9071952	-0.9085898	-0.9058005
aou	Atlantic	(27.95,28.05]	-0.8962859	-0.8970304	-0.8955415
aou	Atlantic	(28.05,28.1]	-0.8626355	-0.8801882	-0.8450829
aou	Atlantic	(28.1,28.15]	-0.8948457	-0.9048648	-0.8848267
aou	Atlantic	(28.15,28.2]	-0.9556146	-0.9574932	-0.9537360
aou	Atlantic	(28.2, Inf]	-0.6631094	-0.8300411	-0.4961778
aou	Indian	(-Inf,26]	-0.6637551	-0.7170442	-0.6104660
aou	Indian	(26,26.5]	-0.9295684	-0.9409538	-0.9181829
aou	Indian	(26.5,26.75]	-0.8363858	-0.8977874	-0.7749843
aou	Indian	(26.75,27]	-0.4953444	-0.5371640	-0.4535249
aou	Indian	(27,27.25]	0.0398501	-0.0670496	0.1467499
aou	Indian	(27.25,27.5]	0.5470442	0.5135723	0.5805160
aou	Indian	(27.5,27.75]	0.4863945	0.3571854	0.6156036
aou	Indian	(27.75,27.85]	0.2198527	0.0590511	0.3806543
aou	Indian	(27.85,27.95]	0.2358172	0.0578937	0.4137407
aou	Indian	(27.95,28.05]	0.0780278	-0.0206658	0.1767215
aou	Indian	(28.05,28.1]	0.1404776	0.0724926	0.2084626
aou	Indian	(28.1, Inf]	0.4253390	0.4065184	0.4441595
aou	Pacific	(-Inf,26]	0.1295638	0.0752983	0.1838294
aou	Pacific	(26,26.5]	-0.4589261	-0.5704761	-0.3473760
aou	Pacific	(26.5,26.75]	-0.2678776	-0.2862210	-0.2495343
aou	Pacific	(26.75,27]	-0.4624172	-0.4865925	-0.4382420
aou	Pacific	(27,27.25]	0.1814017	0.1731165	0.1896869
aou	Pacific	(27.25,27.5]	0.6307340	0.5966374	0.6648305
aou	Pacific	(27.5,27.75]	0.7432894	0.7013714	0.7852075
aou	Pacific	(27.75,27.85]	0.8015600	0.7727429	0.8303771
aou	Pacific	(27.85,27.95]	0.7693755	0.7391584	0.7995927
aou	Pacific	(27.95,28.05]	0.5421842	0.5055833	0.5787851
aou	Pacific	(28.05,28.1]	0.2971977	0.2793707	0.3150247
aou	Pacific	(28.1, Inf]	0.3595197	0.3054358	0.4136035
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]	-0.8158710	-0.8181688	-0.8135731
nitrate	Atlantic	(27.25,27.5]	-0.9127653	-0.9186918	-0.9068387
nitrate	Atlantic	(27.5,27.75]	-0.9668671	-0.9681890	-0.9655452
nitrate	Atlantic	(27.75,27.85]	-0.9684770	-0.9690610	-0.9678930
nitrate	Atlantic	(27.85,27.95]	-0.9420857	-0.9510497	-0.9331217
nitrate	Atlantic	(27.95,28.05]	-0.9133152	-0.9202907	-0.9063398
nitrate	Atlantic	(28.05,28.1]	-0.8943029	-0.9005447	-0.8880610
nitrate	Atlantic	(28.1,28.15]	-0.9161860	-0.9222755	-0.9100965
nitrate	Atlantic	(28.15,28.2]	-0.9667662	-0.9727367	-0.9607957
nitrate	Atlantic	(28.2, Inf]	-0.9231668	-0.9734685	-0.8728652
nitrate	Indian	(-Inf,26]	-0.6606013	-0.6993955	-0.6218070
nitrate	Indian	(26,26.5]	-0.9352777	-0.9473565	-0.9231988
nitrate	Indian	(26.5,26.75]	-0.9145026	-0.9346020	-0.8944031
nitrate	Indian	(26.75,27]	-0.7243972	-0.7404894	-0.7083050
nitrate	Indian	(27,27.25]	-0.2889572	-0.2989349	-0.2789795
nitrate	Indian	(27.25,27.5]	0.3670842	0.3663734	0.3677950
nitrate	Indian	(27.5,27.75]	0.4370336	0.3362131	0.5378541
nitrate	Indian	(27.75,27.85]	0.0723787	-0.0478576	0.1926150
nitrate	Indian	(27.85,27.95]	-0.0338912	-0.1158497	0.0480672
nitrate	Indian	(27.95,28.05]	-0.2768869	-0.3084326	-0.2453411
nitrate	Indian	(28.05,28.1]	-0.1225772	-0.2544872	0.0093327
nitrate	Indian	(28.1, Inf]	-0.0481993	-0.1271866	0.0307880
nitrate	Pacific	(-Inf,26]	0.0538908	-0.0019648	0.1097464
nitrate	Pacific	(26,26.5]	-0.6959230	-0.7733180	-0.6185280
nitrate	Pacific	(26.5,26.75]	-0.6549588	-0.6774248	-0.6324928
nitrate	Pacific	(26.75,27]	-0.6545750	-0.6997742	-0.6093758
nitrate	Pacific	(27,27.25]	0.1223159	0.1196025	0.1250292
nitrate	Pacific	(27.25,27.5]	0.5560291	0.5051948	0.6068633
nitrate	Pacific	(27.5,27.75]	0.6631742	0.6045520	0.7217964
nitrate	Pacific	(27.75,27.85]	0.7516027	0.7130436	0.7901617
nitrate	Pacific	(27.85,27.95]	0.7291351	0.6926599	0.7656104
nitrate	Pacific	(27.95,28.05]	0.4941828	0.4554921	0.5328734
nitrate	Pacific	(28.05,28.1]	0.2476684	0.2148536	0.2804832
nitrate	Pacific	(28.1, Inf]	0.2873105	0.2293642	0.3452568
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]	0.1749950	0.0626857	0.2873043
oxygen	Atlantic	(27.25,27.5]	0.2519680	0.1813867	0.3225493
oxygen	Atlantic	(27.5,27.75]	0.5147916	0.4554197	0.5741634
oxygen	Atlantic	(27.75,27.85]	0.7113226	0.6696734	0.7529718
oxygen	Atlantic	(27.85,27.95]	0.8392263	0.8316405	0.8468121
oxygen	Atlantic	(27.95,28.05]	0.8675685	0.8592579	0.8758791
oxygen	Atlantic	(28.05,28.1]	0.8463326	0.8229064	0.8697589
oxygen	Atlantic	(28.1,28.15]	0.8837909	0.8718434	0.8957384
oxygen	Atlantic	(28.15,28.2]	0.9602964	0.9579105	0.9626823
oxygen	Atlantic	(28.2, Inf]	0.5466393	0.3353605	0.7579181
oxygen	Indian	(-Inf,26]	0.7124278	0.6622898	0.7625657
oxygen	Indian	(26,26.5]	0.9268508	0.9202180	0.9334837
oxygen	Indian	(26.5,26.75]	0.8039557	0.7293603	0.8785512
oxygen	Indian	(26.75,27]	0.4200939	0.3542724	0.4859153
oxygen	Indian	(27,27.25]	-0.1142255	-0.2414937	0.0130428
oxygen	Indian	(27.25,27.5]	-0.5663741	-0.6080431	-0.5247050
oxygen	Indian	(27.5,27.75]	-0.4586082	-0.5921084	-0.3251080
oxygen	Indian	(27.75,27.85]	-0.2171956	-0.3756558	-0.0587353
oxygen	Indian	(27.85,27.95]	-0.2619081	-0.4412314	-0.0825847
oxygen	Indian	(27.95,28.05]	-0.1330087	-0.2484746	-0.0175429
oxygen	Indian	(28.05,28.1]	-0.1818935	-0.2256814	-0.1381055
oxygen	Indian	(28.1, Inf]	-0.4746507	-0.4989606	-0.4503407
oxygen	Pacific	(-Inf,26]	0.1401391	0.1188246	0.1614535
oxygen	Pacific	(26,26.5]	0.2895589	0.1629553	0.4161625
oxygen	Pacific	(26.5,26.75]	0.0778884	0.0528694	0.1029073
oxygen	Pacific	(26.75,27]	0.3329315	0.3014436	0.3644194
oxygen	Pacific	(27,27.25]	-0.1579478	-0.1780444	-0.1378512
oxygen	Pacific	(27.25,27.5]	-0.5868987	-0.6282896	-0.5455077
oxygen	Pacific	(27.5,27.75]	-0.7041974	-0.7543625	-0.6540324
oxygen	Pacific	(27.75,27.85]	-0.7801604	-0.8096632	-0.7506575
oxygen	Pacific	(27.85,27.95]	-0.7550312	-0.7821783	-0.7278841
oxygen	Pacific	(27.95,28.05]	-0.5345415	-0.5705676	-0.4985154
oxygen	Pacific	(28.05,28.1]	-0.2999673	-0.3199099	-0.2800247
oxygen	Pacific	(28.1, Inf]	-0.3668954	-0.4149821	-0.3188087
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]	-0.8731581	-0.8779778	-0.8683383
phosphate	Atlantic	(27.25,27.5]	-0.9416145	-0.9468099	-0.9364190
phosphate	Atlantic	(27.5,27.75]	-0.9794855	-0.9807709	-0.9782000
phosphate	Atlantic	(27.75,27.85]	-0.9799034	-0.9802383	-0.9795686
phosphate	Atlantic	(27.85,27.95]	-0.9555332	-0.9613548	-0.9497115
phosphate	Atlantic	(27.95,28.05]	-0.9298871	-0.9332424	-0.9265319
phosphate	Atlantic	(28.05,28.1]	-0.9142709	-0.9150240	-0.9135177
phosphate	Atlantic	(28.1,28.15]	-0.9305409	-0.9312755	-0.9298063
phosphate	Atlantic	(28.15,28.2]	-0.9713654	-0.9745550	-0.9681759
phosphate	Atlantic	(28.2, Inf]	-0.9379834	-0.9791115	-0.8968553
phosphate	Indian	(-Inf,26]	-0.6704095	-0.7073257	-0.6334933
phosphate	Indian	(26,26.5]	-0.9350009	-0.9491952	-0.9208066
phosphate	Indian	(26.5,26.75]	-0.9126526	-0.9321016	-0.8932036
phosphate	Indian	(26.75,27]	-0.7178467	-0.7374344	-0.6982590
phosphate	Indian	(27,27.25]	-0.2888264	-0.2949596	-0.2826931
phosphate	Indian	(27.25,27.5]	0.3537017	0.3482836	0.3591199
phosphate	Indian	(27.5,27.75]	0.3646413	0.2417600	0.4875227
phosphate	Indian	(27.75,27.85]	0.0173948	-0.1057864	0.1405760
phosphate	Indian	(27.85,27.95]	-0.0841136	-0.1787909	0.0105636
phosphate	Indian	(27.95,28.05]	-0.3021457	-0.3291160	-0.2751754
phosphate	Indian	(28.05,28.1]	-0.1491893	-0.2948271	-0.0035516
phosphate	Indian	(28.1, Inf]	-0.1562170	-0.2301822	-0.0822517
phosphate	Pacific	(-Inf,26]	-0.0127489	-0.0616020	0.0361043
phosphate	Pacific	(26,26.5]	-0.7470234	-0.8034062	-0.6906406
phosphate	Pacific	(26.5,26.75]	-0.7149191	-0.7311101	-0.6987281
phosphate	Pacific	(26.75,27]	-0.6995308	-0.7376329	-0.6614288
phosphate	Pacific	(27,27.25]	0.1106270	0.1036725	0.1175815
phosphate	Pacific	(27.25,27.5]	0.5520319	0.5043033	0.5997605
phosphate	Pacific	(27.5,27.75]	0.6367939	0.5705554	0.7030325
phosphate	Pacific	(27.75,27.85]	0.7107603	0.6595319	0.7619886
phosphate	Pacific	(27.85,27.95]	0.6798230	0.6289940	0.7306519
phosphate	Pacific	(27.95,28.05]	0.4107250	0.3677705	0.4536796
phosphate	Pacific	(28.05,28.1]	0.1209409	0.0999761	0.1419056
phosphate	Pacific	(28.1, Inf]	0.1693306	0.1116652	0.2269960
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]	0.8905291	0.8808643	0.9001939
sal	Atlantic	(27.25,27.5]	0.9134241	0.8896479	0.9372002
sal	Atlantic	(27.5,27.75]	0.8330325	0.8298983	0.8361666
sal	Atlantic	(27.75,27.85]	0.6742386	0.6619366	0.6865405
sal	Atlantic	(27.85,27.95]	0.4698285	0.3823926	0.5572645
sal	Atlantic	(27.95,28.05]	0.4600451	0.3266227	0.5934675
sal	Atlantic	(28.05,28.1]	0.6502700	0.6328750	0.6676650
sal	Atlantic	(28.1,28.15]	0.7130754	0.7009570	0.7251938
sal	Atlantic	(28.15,28.2]	0.8800656	0.8532488	0.9068825
sal	Atlantic	(28.2, Inf]	0.8961127	0.8333089	0.9589164
sal	Indian	(-Inf,26]	0.6830787	0.5882618	0.7778956
sal	Indian	(26,26.5]	0.6586925	0.5436298	0.7737552
sal	Indian	(26.5,26.75]	0.5101772	0.3077083	0.7126461
sal	Indian	(26.75,27]	0.3427968	0.0901044	0.5954893
sal	Indian	(27,27.25]	0.3236007	0.1139594	0.5332420
sal	Indian	(27.25,27.5]	0.5324037	0.4312286	0.6335789
sal	Indian	(27.5,27.75]	0.4411414	0.2330315	0.6492512
sal	Indian	(27.75,27.85]	0.2617695	0.0753473	0.4481918
sal	Indian	(27.85,27.95]	0.3749861	0.1719322	0.5780400
sal	Indian	(27.95,28.05]	0.4527083	0.3430392	0.5623773
sal	Indian	(28.05,28.1]	0.4213550	0.3553182	0.4873918
sal	Indian	(28.1, Inf]	0.5181452	0.5032713	0.5330190
sal	Pacific	(-Inf,26]	-0.1449170	-0.2424386	-0.0473954
sal	Pacific	(26,26.5]	0.5761766	0.5118467	0.6405065
sal	Pacific	(26.5,26.75]	0.6533372	0.5957969	0.7108774
sal	Pacific	(26.75,27]	0.5154930	0.4619288	0.5690572
sal	Pacific	(27,27.25]	-0.3646419	-0.4328969	-0.2963868
sal	Pacific	(27.25,27.5]	-0.5034376	-0.5475763	-0.4592988
sal	Pacific	(27.5,27.75]	-0.3614358	-0.4341639	-0.2887077
sal	Pacific	(27.75,27.85]	-0.4325071	-0.5141894	-0.3508249
sal	Pacific	(27.85,27.95]	-0.4442776	-0.4590891	-0.4294660
sal	Pacific	(27.95,28.05]	-0.2713039	-0.3194535	-0.2231544
sal	Pacific	(28.05,28.1]	-0.1669071	-0.1873601	-0.1464541
sal	Pacific	(28.1, Inf]	-0.1609381	-0.2262302	-0.0956461
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]	-0.8012453	-0.8019753	-0.8005152
silicate	Atlantic	(27.25,27.5]	-0.9028021	-0.9051763	-0.9004280
silicate	Atlantic	(27.5,27.75]	-0.9045338	-0.9050367	-0.9040309
silicate	Atlantic	(27.75,27.85]	-0.9072116	-0.9182779	-0.8961453
silicate	Atlantic	(27.85,27.95]	-0.8824580	-0.8990622	-0.8658537
silicate	Atlantic	(27.95,28.05]	-0.8688134	-0.8796813	-0.8579455
silicate	Atlantic	(28.05,28.1]	-0.8663066	-0.8747491	-0.8578641
silicate	Atlantic	(28.1,28.15]	-0.9047137	-0.9053445	-0.9040829
silicate	Atlantic	(28.15,28.2]	-0.9643790	-0.9716227	-0.9571353
silicate	Atlantic	(28.2, Inf]	-0.8859074	-0.9692300	-0.8025848
silicate	Indian	(-Inf,26]	-0.6374766	-0.6884485	-0.5865047
silicate	Indian	(26,26.5]	-0.9210300	-0.9279570	-0.9141030
silicate	Indian	(26.5,26.75]	-0.8514829	-0.9093529	-0.7936130
silicate	Indian	(26.75,27]	-0.5418712	-0.5712512	-0.5124912
silicate	Indian	(27,27.25]	-0.1265312	-0.1825101	-0.0705522
silicate	Indian	(27.25,27.5]	0.4620293	0.4475162	0.4765424
silicate	Indian	(27.5,27.75]	0.6188048	0.6023640	0.6352456
silicate	Indian	(27.75,27.85]	0.2569709	0.2018104	0.3121315
silicate	Indian	(27.85,27.95]	0.0949412	-0.0206342	0.2105165
silicate	Indian	(27.95,28.05]	-0.1108349	-0.1454576	-0.0762121
silicate	Indian	(28.05,28.1]	-0.0293232	-0.0902452	0.0315988
silicate	Indian	(28.1, Inf]	-0.1054544	-0.1561813	-0.0547275
silicate	Pacific	(-Inf,26]	0.0164268	-0.0585302	0.0913838
silicate	Pacific	(26,26.5]	-0.6805990	-0.7543260	-0.6068721
silicate	Pacific	(26.5,26.75]	-0.6706783	-0.6884701	-0.6528865
silicate	Pacific	(26.75,27]	-0.5531069	-0.5929189	-0.5132949
silicate	Pacific	(27,27.25]	0.3814747	0.3448309	0.4181185
silicate	Pacific	(27.25,27.5]	0.8236263	0.8178365	0.8294162
silicate	Pacific	(27.5,27.75]	0.8749910	0.8614599	0.8885221
silicate	Pacific	(27.75,27.85]	0.8436610	0.8216678	0.8656543
silicate	Pacific	(27.85,27.95]	0.7706119	0.7404298	0.8007940
silicate	Pacific	(27.95,28.05]	0.5262047	0.5003712	0.5520381
silicate	Pacific	(28.05,28.1]	0.2749811	0.2739177	0.2760445
silicate	Pacific	(28.1, Inf]	0.2714916	0.1964235	0.3465597
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]	0.8306893	0.8113803	0.8499984
temp	Atlantic	(27.25,27.5]	0.8742711	0.8440089	0.9045333
temp	Atlantic	(27.5,27.75]	0.7843320	0.7769008	0.7917632
temp	Atlantic	(27.75,27.85]	0.6432126	0.6283661	0.6580590
temp	Atlantic	(27.85,27.95]	0.4260962	0.3097399	0.5424524
temp	Atlantic	(27.95,28.05]	0.4758398	0.3787326	0.5729471
temp	Atlantic	(28.05,28.1]	0.5487633	0.5300093	0.5675174
temp	Atlantic	(28.1,28.15]	0.5269818	0.4760044	0.5779592
temp	Atlantic	(28.15,28.2]	0.4365673	0.2588657	0.6142688
temp	Atlantic	(28.2, Inf]	0.1828081	-0.0066800	0.3722963
temp	Indian	(-Inf,26]	-0.2349375	-0.2665828	-0.2032922
temp	Indian	(26,26.5]	0.4460732	0.4365718	0.4555746
temp	Indian	(26.5,26.75]	0.4553561	0.2892358	0.6214765
temp	Indian	(26.75,27]	0.4606819	0.2420692	0.6792946
temp	Indian	(27,27.25]	0.5022693	0.3059031	0.6986355
temp	Indian	(27.25,27.5]	0.5794743	0.4908671	0.6680815
temp	Indian	(27.5,27.75]	0.2959758	0.1609965	0.4309552
temp	Indian	(27.75,27.85]	0.1906657	0.0494876	0.3318437
temp	Indian	(27.85,27.95]	0.3345376	0.1731413	0.4959340
temp	Indian	(27.95,28.05]	0.3344984	0.2230737	0.4459231
temp	Indian	(28.05,28.1]	0.3058933	0.2208117	0.3909750
temp	Indian	(28.1, Inf]	0.5086325	0.4855307	0.5317344
temp	Pacific	(-Inf,26]	-0.5464969	-0.5930085	-0.4999853
temp	Pacific	(26,26.5]	0.5986464	0.5382963	0.6589964
temp	Pacific	(26.5,26.75]	0.6782692	0.6178985	0.7386400
temp	Pacific	(26.75,27]	0.5452508	0.4937980	0.5967036
temp	Pacific	(27,27.25]	-0.2286991	-0.3165206	-0.1408776
temp	Pacific	(27.25,27.5]	-0.4882823	-0.5270572	-0.4495073
temp	Pacific	(27.5,27.75]	-0.4498799	-0.4888420	-0.4109178
temp	Pacific	(27.75,27.85]	-0.3649979	-0.4463584	-0.2836374
temp	Pacific	(27.85,27.95]	-0.3819954	-0.4022363	-0.3617544
temp	Pacific	(27.95,28.05]	-0.2046076	-0.3022730	-0.1069422
temp	Pacific	(28.05,28.1]	-0.0288209	-0.0994656	0.0418238
temp	Pacific	(28.1, Inf]	0.2971224	0.2865716	0.3076733

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