eMLR - assumption testing

workflowr

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Last updated: 2021-12-08

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
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
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
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
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
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
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
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]	0.9093649	0.9006919	0.9180378
aou + nitrate	Atlantic	(26,26.5]	0.9570121	0.9449399	0.9690844
aou + nitrate	Atlantic	(26.5,26.75]	0.9614762	0.9597913	0.9631612
aou + nitrate	Atlantic	(26.75,27]	0.9123242	0.9060839	0.9185646
aou + nitrate	Atlantic	(27,27.25]	0.8620944	0.8229577	0.9012311
aou + nitrate	Atlantic	(27.25,27.5]	0.8287438	0.7960709	0.8614167
aou + nitrate	Atlantic	(27.5,27.75]	0.8746385	0.8579729	0.8913040
aou + nitrate	Atlantic	(27.75,27.85]	0.9094644	0.8990687	0.9198601
aou + nitrate	Atlantic	(27.85,27.95]	0.9384836	0.9321315	0.9448357
aou + nitrate	Atlantic	(27.95,28.05]	0.9524759	0.9471216	0.9578301
aou + nitrate	Atlantic	(28.05,28.1]	0.9649304	0.9524527	0.9774081
aou + nitrate	Atlantic	(28.1,28.15]	0.9816705	0.9745636	0.9887774
aou + nitrate	Atlantic	(28.15,28.2]	0.9848767	0.9765569	0.9931965
aou + nitrate	Atlantic	(28.2, Inf]	0.8560062	0.8376189	0.8743934
aou + nitrate	Indian	(-Inf,26]	0.9926144	0.9904223	0.9948066
aou + nitrate	Indian	(26,26.5]	0.9860072	0.9829600	0.9890544
aou + nitrate	Indian	(26.5,26.75]	0.9677643	0.9558726	0.9796560
aou + nitrate	Indian	(26.75,27]	0.9215450	0.8969795	0.9461105
aou + nitrate	Indian	(27,27.25]	0.8411599	0.8032009	0.8791190
aou + nitrate	Indian	(27.25,27.5]	0.8763524	0.8526587	0.9000460
aou + nitrate	Indian	(27.5,27.75]	0.9072610	0.9038974	0.9106247
aou + nitrate	Indian	(27.75,27.85]	0.8847109	0.8544796	0.9149421
aou + nitrate	Indian	(27.85,27.95]	0.8583843	0.8143991	0.9023695
aou + nitrate	Indian	(27.95,28.05]	0.8164647	0.7313213	0.9016080
aou + nitrate	Indian	(28.05,28.1]	0.8921447	0.8410199	0.9432695
aou + nitrate	Indian	(28.1, Inf]	0.6417865	0.5415119	0.7420611
aou + nitrate	Pacific	(-Inf,26]	0.8817702	0.8597401	0.9038002
aou + nitrate	Pacific	(26,26.5]	0.8845134	0.8728529	0.8961738
aou + nitrate	Pacific	(26.5,26.75]	0.8179852	0.8033323	0.8326380
aou + nitrate	Pacific	(26.75,27]	0.9118605	0.9115121	0.9122090
aou + nitrate	Pacific	(27,27.25]	0.9755770	0.9748324	0.9763215
aou + nitrate	Pacific	(27.25,27.5]	0.9778792	0.9746997	0.9810587
aou + nitrate	Pacific	(27.5,27.75]	0.9789040	0.9747569	0.9830512
aou + nitrate	Pacific	(27.75,27.85]	0.9851236	0.9804168	0.9898303
aou + nitrate	Pacific	(27.85,27.95]	0.9846467	0.9815371	0.9877562
aou + nitrate	Pacific	(27.95,28.05]	0.9699829	0.9655760	0.9743897
aou + nitrate	Pacific	(28.05,28.1]	0.9617772	0.9553904	0.9681640
aou + nitrate	Pacific	(28.1, Inf]	0.9274628	0.8895268	0.9653988
aou + oxygen	Atlantic	(-Inf,26]	-0.9427131	-0.9522413	-0.9331849
aou + oxygen	Atlantic	(26,26.5]	-0.9626225	-0.9725788	-0.9526661
aou + oxygen	Atlantic	(26.5,26.75]	-0.9654219	-0.9738518	-0.9569920
aou + oxygen	Atlantic	(26.75,27]	-0.9649794	-0.9663714	-0.9635874
aou + oxygen	Atlantic	(27,27.25]	-0.9612877	-0.9649016	-0.9576739
aou + oxygen	Atlantic	(27.25,27.5]	-0.9430530	-0.9517709	-0.9343352
aou + oxygen	Atlantic	(27.5,27.75]	-0.9299428	-0.9403552	-0.9195305
aou + oxygen	Atlantic	(27.75,27.85]	-0.9413471	-0.9428766	-0.9398175
aou + oxygen	Atlantic	(27.85,27.95]	-0.9732009	-0.9744726	-0.9719293
aou + oxygen	Atlantic	(27.95,28.05]	-0.9816343	-0.9878324	-0.9754361
aou + oxygen	Atlantic	(28.05,28.1]	-0.9865213	-0.9914284	-0.9816142
aou + oxygen	Atlantic	(28.1,28.15]	-0.9923137	-0.9946337	-0.9899938
aou + oxygen	Atlantic	(28.15,28.2]	-0.9936448	-0.9959267	-0.9913630
aou + oxygen	Atlantic	(28.2, Inf]	-0.9791817	-0.9833150	-0.9750484
aou + oxygen	Indian	(-Inf,26]	-0.9945540	-0.9949970	-0.9941109
aou + oxygen	Indian	(26,26.5]	-0.9969060	-0.9969402	-0.9968719
aou + oxygen	Indian	(26.5,26.75]	-0.9966663	-0.9977854	-0.9955472
aou + oxygen	Indian	(26.75,27]	-0.9939998	-0.9969026	-0.9910970
aou + oxygen	Indian	(27,27.25]	-0.9943525	-0.9957778	-0.9929273
aou + oxygen	Indian	(27.25,27.5]	-0.9955335	-0.9958984	-0.9951686
aou + oxygen	Indian	(27.5,27.75]	-0.9960599	-0.9965149	-0.9956049
aou + oxygen	Indian	(27.75,27.85]	-0.9971700	-0.9979572	-0.9963827
aou + oxygen	Indian	(27.85,27.95]	-0.9950625	-0.9958231	-0.9943019
aou + oxygen	Indian	(27.95,28.05]	-0.9900963	-0.9929526	-0.9872401
aou + oxygen	Indian	(28.05,28.1]	-0.9909707	-0.9962620	-0.9856794
aou + oxygen	Indian	(28.1, Inf]	-0.9859676	-0.9891738	-0.9827614
aou + oxygen	Pacific	(-Inf,26]	-0.8504689	-0.8712529	-0.8296849
aou + oxygen	Pacific	(26,26.5]	-0.9768098	-0.9836480	-0.9699716
aou + oxygen	Pacific	(26.5,26.75]	-0.9761798	-0.9812339	-0.9711256
aou + oxygen	Pacific	(26.75,27]	-0.9768621	-0.9770683	-0.9766560
aou + oxygen	Pacific	(27,27.25]	-0.9947665	-0.9947971	-0.9947359
aou + oxygen	Pacific	(27.25,27.5]	-0.9957900	-0.9963411	-0.9952389
aou + oxygen	Pacific	(27.5,27.75]	-0.9957178	-0.9971389	-0.9942967
aou + oxygen	Pacific	(27.75,27.85]	-0.9976346	-0.9984806	-0.9967886
aou + oxygen	Pacific	(27.85,27.95]	-0.9969241	-0.9983644	-0.9954838
aou + oxygen	Pacific	(27.95,28.05]	-0.9960887	-0.9987297	-0.9934477
aou + oxygen	Pacific	(28.05,28.1]	-0.9961977	-0.9991161	-0.9932793
aou + oxygen	Pacific	(28.1, Inf]	-0.9939709	-0.9963478	-0.9915941
aou + phosphate	Atlantic	(-Inf,26]	0.7053441	0.6842709	0.7264173
aou + phosphate	Atlantic	(26,26.5]	0.8698890	0.8348424	0.9049356
aou + phosphate	Atlantic	(26.5,26.75]	0.9024025	0.8980515	0.9067535
aou + phosphate	Atlantic	(26.75,27]	0.8454248	0.8452874	0.8455622
aou + phosphate	Atlantic	(27,27.25]	0.8094017	0.7619773	0.8568260
aou + phosphate	Atlantic	(27.25,27.5]	0.7855484	0.7472696	0.8238272
aou + phosphate	Atlantic	(27.5,27.75]	0.8449911	0.8298132	0.8601690
aou + phosphate	Atlantic	(27.75,27.85]	0.8833821	0.8723860	0.8943782
aou + phosphate	Atlantic	(27.85,27.95]	0.9292584	0.9257079	0.9328088
aou + phosphate	Atlantic	(27.95,28.05]	0.9483193	0.9443672	0.9522713
aou + phosphate	Atlantic	(28.05,28.1]	0.9584450	0.9482800	0.9686099
aou + phosphate	Atlantic	(28.1,28.15]	0.9757145	0.9715762	0.9798528
aou + phosphate	Atlantic	(28.15,28.2]	0.9846493	0.9749993	0.9942994
aou + phosphate	Atlantic	(28.2, Inf]	0.8586783	0.8444391	0.8729174
aou + phosphate	Indian	(-Inf,26]	0.9953497	0.9946040	0.9960955
aou + phosphate	Indian	(26,26.5]	0.9942787	0.9918363	0.9967211
aou + phosphate	Indian	(26.5,26.75]	0.9772069	0.9617969	0.9926169
aou + phosphate	Indian	(26.75,27]	0.9397448	0.9080625	0.9714270
aou + phosphate	Indian	(27,27.25]	0.8937939	0.8269455	0.9606424
aou + phosphate	Indian	(27.25,27.5]	0.9400060	0.9254509	0.9545611
aou + phosphate	Indian	(27.5,27.75]	0.9549672	0.9481113	0.9618231
aou + phosphate	Indian	(27.75,27.85]	0.9267677	0.9027425	0.9507930
aou + phosphate	Indian	(27.85,27.95]	0.8732568	0.8309458	0.9155679
aou + phosphate	Indian	(27.95,28.05]	0.8405400	0.7649166	0.9161633
aou + phosphate	Indian	(28.05,28.1]	0.9039420	0.8547743	0.9531096
aou + phosphate	Indian	(28.1, Inf]	0.6283415	0.5463069	0.7103760
aou + phosphate	Pacific	(-Inf,26]	0.8689497	0.8515134	0.8863860
aou + phosphate	Pacific	(26,26.5]	0.9159298	0.9149591	0.9169006
aou + phosphate	Pacific	(26.5,26.75]	0.8408566	0.8165236	0.8651896
aou + phosphate	Pacific	(26.75,27]	0.9149544	0.9124991	0.9174097
aou + phosphate	Pacific	(27,27.25]	0.9812630	0.9789906	0.9835355
aou + phosphate	Pacific	(27.25,27.5]	0.9818648	0.9799997	0.9837298
aou + phosphate	Pacific	(27.5,27.75]	0.9781751	0.9733166	0.9830336
aou + phosphate	Pacific	(27.75,27.85]	0.9815797	0.9759330	0.9872264
aou + phosphate	Pacific	(27.85,27.95]	0.9820858	0.9779890	0.9861825
aou + phosphate	Pacific	(27.95,28.05]	0.9712330	0.9633220	0.9791439
aou + phosphate	Pacific	(28.05,28.1]	0.9598714	0.9498023	0.9699404
aou + phosphate	Pacific	(28.1, Inf]	0.9107205	0.8635617	0.9578792
aou + silicate	Atlantic	(-Inf,26]	0.4301184	0.3188846	0.5413521
aou + silicate	Atlantic	(26,26.5]	0.7933864	0.7919419	0.7948310
aou + silicate	Atlantic	(26.5,26.75]	0.8779518	0.8720446	0.8838590
aou + silicate	Atlantic	(26.75,27]	0.8515196	0.8333172	0.8697219
aou + silicate	Atlantic	(27,27.25]	0.7909531	0.7243698	0.8575363
aou + silicate	Atlantic	(27.25,27.5]	0.6502009	0.5815032	0.7188986
aou + silicate	Atlantic	(27.5,27.75]	0.6570598	0.6378697	0.6762498
aou + silicate	Atlantic	(27.75,27.85]	0.7891680	0.7848077	0.7935283
aou + silicate	Atlantic	(27.85,27.95]	0.8629822	0.8576318	0.8683327
aou + silicate	Atlantic	(27.95,28.05]	0.9311697	0.9306331	0.9317063
aou + silicate	Atlantic	(28.05,28.1]	0.9638423	0.9565036	0.9711811
aou + silicate	Atlantic	(28.1,28.15]	0.9732582	0.9704549	0.9760615
aou + silicate	Atlantic	(28.15,28.2]	0.9900285	0.9864171	0.9936399
aou + silicate	Atlantic	(28.2, Inf]	0.8856560	0.8775390	0.8937730
aou + silicate	Indian	(-Inf,26]	0.9197384	0.8874082	0.9520686
aou + silicate	Indian	(26,26.5]	0.9394346	0.9197923	0.9590769
aou + silicate	Indian	(26.5,26.75]	0.9560942	0.9398961	0.9722923
aou + silicate	Indian	(26.75,27]	0.9731333	0.9691606	0.9771059
aou + silicate	Indian	(27,27.25]	0.9148721	0.9131201	0.9166241
aou + silicate	Indian	(27.25,27.5]	0.8750441	0.8475047	0.9025836
aou + silicate	Indian	(27.5,27.75]	0.8351840	0.7854713	0.8848967
aou + silicate	Indian	(27.75,27.85]	0.8562849	0.8260903	0.8864795
aou + silicate	Indian	(27.85,27.95]	0.8381521	0.8008196	0.8754845
aou + silicate	Indian	(27.95,28.05]	0.8629185	0.8210671	0.9047699
aou + silicate	Indian	(28.05,28.1]	0.9448602	0.9384309	0.9512896
aou + silicate	Indian	(28.1, Inf]	0.4972729	0.4645703	0.5299756
aou + silicate	Pacific	(-Inf,26]	0.6003146	0.5904282	0.6102010
aou + silicate	Pacific	(26,26.5]	0.5432001	0.4870680	0.5993322
aou + silicate	Pacific	(26.5,26.75]	0.3617241	0.3135069	0.4099414
aou + silicate	Pacific	(26.75,27]	0.6392295	0.5797408	0.6987183
aou + silicate	Pacific	(27,27.25]	0.8903275	0.8696039	0.9110510
aou + silicate	Pacific	(27.25,27.5]	0.9049752	0.8807486	0.9292018
aou + silicate	Pacific	(27.5,27.75]	0.9198591	0.8956447	0.9440735
aou + silicate	Pacific	(27.75,27.85]	0.9684422	0.9665807	0.9703038
aou + silicate	Pacific	(27.85,27.95]	0.9613505	0.9577964	0.9649047
aou + silicate	Pacific	(27.95,28.05]	0.9461731	0.9432936	0.9490525
aou + silicate	Pacific	(28.05,28.1]	0.9516377	0.9478347	0.9554407
aou + silicate	Pacific	(28.1, Inf]	0.8651222	0.8624487	0.8677957
nitrate + silicate	Atlantic	(-Inf,26]	0.5755514	0.5192545	0.6318482
nitrate + silicate	Atlantic	(26,26.5]	0.8704330	0.8604281	0.8804379
nitrate + silicate	Atlantic	(26.5,26.75]	0.9335857	0.9220130	0.9451585
nitrate + silicate	Atlantic	(26.75,27]	0.9248245	0.8997781	0.9498709
nitrate + silicate	Atlantic	(27,27.25]	0.9424493	0.9299634	0.9549351
nitrate + silicate	Atlantic	(27.25,27.5]	0.9166788	0.9066560	0.9267017
nitrate + silicate	Atlantic	(27.5,27.75]	0.8969133	0.8924785	0.9013481
nitrate + silicate	Atlantic	(27.75,27.85]	0.9429106	0.9319929	0.9538283
nitrate + silicate	Atlantic	(27.85,27.95]	0.9656301	0.9628166	0.9684435
nitrate + silicate	Atlantic	(27.95,28.05]	0.9800846	0.9777089	0.9824603
nitrate + silicate	Atlantic	(28.05,28.1]	0.9870422	0.9868303	0.9872541
nitrate + silicate	Atlantic	(28.1,28.15]	0.9901919	0.9897576	0.9906262
nitrate + silicate	Atlantic	(28.15,28.2]	0.9944611	0.9925320	0.9963903
nitrate + silicate	Atlantic	(28.2, Inf]	0.9744261	0.9697436	0.9791086
nitrate + silicate	Indian	(-Inf,26]	0.9412432	0.9206992	0.9617873
nitrate + silicate	Indian	(26,26.5]	0.9547978	0.9485600	0.9610357
nitrate + silicate	Indian	(26.5,26.75]	0.9533267	0.9497779	0.9568755
nitrate + silicate	Indian	(26.75,27]	0.9352833	0.9191055	0.9514611
nitrate + silicate	Indian	(27,27.25]	0.9252594	0.9220404	0.9284784
nitrate + silicate	Indian	(27.25,27.5]	0.9273526	0.9206091	0.9340960
nitrate + silicate	Indian	(27.5,27.75]	0.8411255	0.8232002	0.8590507
nitrate + silicate	Indian	(27.75,27.85]	0.7787939	0.7496437	0.8079441
nitrate + silicate	Indian	(27.85,27.95]	0.8418907	0.8260885	0.8576928
nitrate + silicate	Indian	(27.95,28.05]	0.8981018	0.8798556	0.9163480
nitrate + silicate	Indian	(28.05,28.1]	0.9524127	0.9348586	0.9699668
nitrate + silicate	Indian	(28.1, Inf]	0.8433166	0.8279535	0.8586797
nitrate + silicate	Pacific	(-Inf,26]	0.8247975	0.8043754	0.8452195
nitrate + silicate	Pacific	(26,26.5]	0.7813332	0.7395519	0.8231145
nitrate + silicate	Pacific	(26.5,26.75]	0.7209423	0.6668973	0.7749873
nitrate + silicate	Pacific	(26.75,27]	0.8166875	0.7806167	0.8527583
nitrate + silicate	Pacific	(27,27.25]	0.9014131	0.8798476	0.9229787
nitrate + silicate	Pacific	(27.25,27.5]	0.8730931	0.8408567	0.9053295
nitrate + silicate	Pacific	(27.5,27.75]	0.8804798	0.8526120	0.9083475
nitrate + silicate	Pacific	(27.75,27.85]	0.9460587	0.9420894	0.9500280
nitrate + silicate	Pacific	(27.85,27.95]	0.9530913	0.9487611	0.9574215
nitrate + silicate	Pacific	(27.95,28.05]	0.9340472	0.9170512	0.9510433
nitrate + silicate	Pacific	(28.05,28.1]	0.9331137	0.9218071	0.9444202
nitrate + silicate	Pacific	(28.1, Inf]	0.8836455	0.8479485	0.9193424
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8604593	-0.8817974	-0.8391213
oxygen + nitrate	Atlantic	(26,26.5]	-0.8612796	-0.9013903	-0.8211689
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8691015	-0.8794451	-0.8587580
oxygen + nitrate	Atlantic	(26.75,27]	-0.7935146	-0.8004346	-0.7865946
oxygen + nitrate	Atlantic	(27,27.25]	-0.7062597	-0.7717954	-0.6407240
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6093273	-0.6716802	-0.5469744
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6533394	-0.7007543	-0.6059244
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7260159	-0.7395282	-0.7125035
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8430715	-0.8546313	-0.8315117
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8902763	-0.9159267	-0.8646258
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9183926	-0.9508577	-0.8859274
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9573175	-0.9736600	-0.9409749
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9712108	-0.9907653	-0.9516564
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7637847	-0.7971067	-0.7304626
oxygen + nitrate	Indian	(-Inf,26]	-0.9811537	-0.9841144	-0.9781929
oxygen + nitrate	Indian	(26,26.5]	-0.9722337	-0.9771813	-0.9672862
oxygen + nitrate	Indian	(26.5,26.75]	-0.9456095	-0.9651295	-0.9260894
oxygen + nitrate	Indian	(26.75,27]	-0.8750819	-0.9189624	-0.8312014
oxygen + nitrate	Indian	(27,27.25]	-0.7819284	-0.8355497	-0.7283072
oxygen + nitrate	Indian	(27.25,27.5]	-0.8311896	-0.8605801	-0.8017990
oxygen + nitrate	Indian	(27.5,27.75]	-0.8807736	-0.8894679	-0.8720793
oxygen + nitrate	Indian	(27.75,27.85]	-0.8652328	-0.8990610	-0.8314047
oxygen + nitrate	Indian	(27.85,27.95]	-0.8150330	-0.8680068	-0.7620592
oxygen + nitrate	Indian	(27.95,28.05]	-0.7379758	-0.8518570	-0.6240945
oxygen + nitrate	Indian	(28.05,28.1]	-0.8329656	-0.9189437	-0.7469875
oxygen + nitrate	Indian	(28.1, Inf]	-0.5193481	-0.6471727	-0.3915235
oxygen + nitrate	Pacific	(-Inf,26]	-0.5796819	-0.6540806	-0.5052831
oxygen + nitrate	Pacific	(26,26.5]	-0.7771275	-0.8137153	-0.7405398
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6870002	-0.7250737	-0.6489266
oxygen + nitrate	Pacific	(26.75,27]	-0.8136951	-0.8141134	-0.8132768
oxygen + nitrate	Pacific	(27,27.25]	-0.9548429	-0.9568512	-0.9528346
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9673771	-0.9707961	-0.9639582
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9714724	-0.9783192	-0.9646255
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9811558	-0.9884898	-0.9738218
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9798039	-0.9847562	-0.9748516
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9579423	-0.9710650	-0.9448197
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9467217	-0.9625684	-0.9308750
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8909215	-0.9452871	-0.8365559
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5704488	-0.5796613	-0.5612363
oxygen + phosphate	Atlantic	(26,26.5]	-0.7161092	-0.7905526	-0.6416659
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7708000	-0.7947687	-0.7468312
oxygen + phosphate	Atlantic	(26.75,27]	-0.6943314	-0.6951219	-0.6935408
oxygen + phosphate	Atlantic	(27,27.25]	-0.6308640	-0.7045124	-0.5572156
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5472934	-0.6169981	-0.4775887
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6069782	-0.6522808	-0.5616757
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6831950	-0.6967422	-0.6696477
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8282022	-0.8359093	-0.8204951
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8840439	-0.9081854	-0.8599025
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9094343	-0.9396641	-0.8792044
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9475689	-0.9604901	-0.9346477
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9696481	-0.9907813	-0.9485150
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7648785	-0.7950709	-0.7346861
oxygen + phosphate	Indian	(-Inf,26]	-0.9869382	-0.9882147	-0.9856617
oxygen + phosphate	Indian	(26,26.5]	-0.9852975	-0.9903696	-0.9802254
oxygen + phosphate	Indian	(26.5,26.75]	-0.9592699	-0.9850458	-0.9334940
oxygen + phosphate	Indian	(26.75,27]	-0.8994935	-0.9531852	-0.8458017
oxygen + phosphate	Indian	(27,27.25]	-0.8468004	-0.9365419	-0.7570589
oxygen + phosphate	Indian	(27.25,27.5]	-0.9097193	-0.9279344	-0.8915042
oxygen + phosphate	Indian	(27.5,27.75]	-0.9398371	-0.9459693	-0.9337050
oxygen + phosphate	Indian	(27.75,27.85]	-0.9070686	-0.9365482	-0.8775890
oxygen + phosphate	Indian	(27.85,27.95]	-0.8282822	-0.8807533	-0.7758111
oxygen + phosphate	Indian	(27.95,28.05]	-0.7655926	-0.8692866	-0.6618986
oxygen + phosphate	Indian	(28.05,28.1]	-0.8477671	-0.9301098	-0.7654244
oxygen + phosphate	Indian	(28.1, Inf]	-0.5069081	-0.6140905	-0.3997256
oxygen + phosphate	Pacific	(-Inf,26]	-0.6149372	-0.6781146	-0.5517597
oxygen + phosphate	Pacific	(26,26.5]	-0.8163714	-0.8357611	-0.7969817
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7104244	-0.7577350	-0.6631139
oxygen + phosphate	Pacific	(26.75,27]	-0.8138411	-0.8167982	-0.8108840
oxygen + phosphate	Pacific	(27,27.25]	-0.9610151	-0.9647758	-0.9572544
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9705199	-0.9734800	-0.9675598
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9712332	-0.9792431	-0.9632233
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9781958	-0.9861440	-0.9702475
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9756440	-0.9830533	-0.9682348
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9573050	-0.9756666	-0.9389435
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9425708	-0.9651251	-0.9200166
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8699688	-0.9374622	-0.8024754
oxygen + silicate	Atlantic	(-Inf,26]	-0.3012837	-0.4542571	-0.1483103
oxygen + silicate	Atlantic	(26,26.5]	-0.6463129	-0.6761093	-0.6165166
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7546189	-0.7757827	-0.7334551
oxygen + silicate	Atlantic	(26.75,27]	-0.7181459	-0.7372220	-0.6990698
oxygen + silicate	Atlantic	(27,27.25]	-0.6204254	-0.7157109	-0.5251399
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3898474	-0.4942249	-0.2854699
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3834036	-0.4325825	-0.3342248
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5800185	-0.5836888	-0.5763483
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7409315	-0.7523044	-0.7295586
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8531125	-0.8697571	-0.8364679
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9124077	-0.9361955	-0.8886200
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9421673	-0.9520255	-0.9323091
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9801615	-0.9910218	-0.9693012
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8025390	-0.8257200	-0.7793580
oxygen + silicate	Indian	(-Inf,26]	-0.8937028	-0.9317386	-0.8556670
oxygen + silicate	Indian	(26,26.5]	-0.9227360	-0.9483637	-0.8971084
oxygen + silicate	Indian	(26.5,26.75]	-0.9422292	-0.9612126	-0.9232459
oxygen + silicate	Indian	(26.75,27]	-0.9559515	-0.9566603	-0.9552427
oxygen + silicate	Indian	(27,27.25]	-0.8762579	-0.8854273	-0.8670886
oxygen + silicate	Indian	(27.25,27.5]	-0.8329580	-0.8673508	-0.7985652
oxygen + silicate	Indian	(27.5,27.75]	-0.7928033	-0.8511934	-0.7344132
oxygen + silicate	Indian	(27.75,27.85]	-0.8292753	-0.8681253	-0.7904253
oxygen + silicate	Indian	(27.85,27.95]	-0.7939864	-0.8445789	-0.7433938
oxygen + silicate	Indian	(27.95,28.05]	-0.7982617	-0.8637837	-0.7327397
oxygen + silicate	Indian	(28.05,28.1]	-0.9061556	-0.9330801	-0.8792312
oxygen + silicate	Indian	(28.1, Inf]	-0.3660643	-0.4128841	-0.3192445
oxygen + silicate	Pacific	(-Inf,26]	-0.2346313	-0.2930260	-0.1762367
oxygen + silicate	Pacific	(26,26.5]	-0.3852820	-0.4202857	-0.3502783
oxygen + silicate	Pacific	(26.5,26.75]	-0.1748871	-0.2034152	-0.1463591
oxygen + silicate	Pacific	(26.75,27]	-0.4753735	-0.5448942	-0.4058528
oxygen + silicate	Pacific	(27,27.25]	-0.8464690	-0.8711529	-0.8217852
oxygen + silicate	Pacific	(27.25,27.5]	-0.8692357	-0.9002594	-0.8382119
oxygen + silicate	Pacific	(27.5,27.75]	-0.8876487	-0.9231521	-0.8521453
oxygen + silicate	Pacific	(27.75,27.85]	-0.9565238	-0.9619046	-0.9511431
oxygen + silicate	Pacific	(27.85,27.95]	-0.9457208	-0.9548528	-0.9365889
oxygen + silicate	Pacific	(27.95,28.05]	-0.9248002	-0.9304060	-0.9191944
oxygen + silicate	Pacific	(28.05,28.1]	-0.9322755	-0.9382723	-0.9262786
oxygen + silicate	Pacific	(28.1, Inf]	-0.8308578	-0.8410626	-0.8206531
phosphate + nitrate	Atlantic	(-Inf,26]	0.8168694	0.7624034	0.8713354
phosphate + nitrate	Atlantic	(26,26.5]	0.9461103	0.9324651	0.9597555
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9788850	0.9748331	0.9829369
phosphate + nitrate	Atlantic	(26.75,27]	0.9832903	0.9814717	0.9851089
phosphate + nitrate	Atlantic	(27,27.25]	0.9906697	0.9898608	0.9914786
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9944482	0.9935929	0.9953036
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9946095	0.9942823	0.9949368
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9937848	0.9936358	0.9939338
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9919360	0.9913464	0.9925255
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9913590	0.9901550	0.9925631
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9898261	0.9884857	0.9911664
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9930412	0.9927103	0.9933721
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970101	0.9964563	0.9975639
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9913963	0.9872442	0.9955483
phosphate + nitrate	Indian	(-Inf,26]	0.9945468	0.9915355	0.9975581
phosphate + nitrate	Indian	(26,26.5]	0.9908873	0.9852423	0.9965323
phosphate + nitrate	Indian	(26.5,26.75]	0.9926626	0.9881736	0.9971516
phosphate + nitrate	Indian	(26.75,27]	0.9881742	0.9806842	0.9956643
phosphate + nitrate	Indian	(27,27.25]	0.9596481	0.9309782	0.9883179
phosphate + nitrate	Indian	(27.25,27.5]	0.9519776	0.9230328	0.9809223
phosphate + nitrate	Indian	(27.5,27.75]	0.9426434	0.9368144	0.9484724
phosphate + nitrate	Indian	(27.75,27.85]	0.9357514	0.9223683	0.9491345
phosphate + nitrate	Indian	(27.85,27.95]	0.9596834	0.9537783	0.9655886
phosphate + nitrate	Indian	(27.95,28.05]	0.9774073	0.9742312	0.9805833
phosphate + nitrate	Indian	(28.05,28.1]	0.9819340	0.9777740	0.9860941
phosphate + nitrate	Indian	(28.1, Inf]	0.9328793	0.9292231	0.9365355
phosphate + nitrate	Pacific	(-Inf,26]	0.9500204	0.9486083	0.9514324
phosphate + nitrate	Pacific	(26,26.5]	0.9593722	0.9587839	0.9599606
phosphate + nitrate	Pacific	(26.5,26.75]	0.9517652	0.9434953	0.9600351
phosphate + nitrate	Pacific	(26.75,27]	0.9791790	0.9755272	0.9828308
phosphate + nitrate	Pacific	(27,27.25]	0.9897319	0.9887988	0.9906649
phosphate + nitrate	Pacific	(27.25,27.5]	0.9904551	0.9882554	0.9926548
phosphate + nitrate	Pacific	(27.5,27.75]	0.9907017	0.9876860	0.9937174
phosphate + nitrate	Pacific	(27.75,27.85]	0.9880184	0.9841980	0.9918388
phosphate + nitrate	Pacific	(27.85,27.95]	0.9847884	0.9807367	0.9888400
phosphate + nitrate	Pacific	(27.95,28.05]	0.9677167	0.9667812	0.9686523
phosphate + nitrate	Pacific	(28.05,28.1]	0.9544736	0.9522321	0.9567151
phosphate + nitrate	Pacific	(28.1, Inf]	0.9494513	0.9249069	0.9739957
phosphate + silicate	Atlantic	(-Inf,26]	0.7943016	0.7280174	0.8605858
phosphate + silicate	Atlantic	(26,26.5]	0.9210219	0.8980704	0.9439733
phosphate + silicate	Atlantic	(26.5,26.75]	0.9441386	0.9273252	0.9609520
phosphate + silicate	Atlantic	(26.75,27]	0.9307843	0.9108104	0.9507583
phosphate + silicate	Atlantic	(27,27.25]	0.9496852	0.9423055	0.9570649
phosphate + silicate	Atlantic	(27.25,27.5]	0.9328620	0.9276199	0.9381040
phosphate + silicate	Atlantic	(27.5,27.75]	0.9098031	0.9048497	0.9147565
phosphate + silicate	Atlantic	(27.75,27.85]	0.9462914	0.9361982	0.9563846
phosphate + silicate	Atlantic	(27.85,27.95]	0.9662803	0.9633420	0.9692186
phosphate + silicate	Atlantic	(27.95,28.05]	0.9790414	0.9763563	0.9817266
phosphate + silicate	Atlantic	(28.05,28.1]	0.9858311	0.9851796	0.9864827
phosphate + silicate	Atlantic	(28.1,28.15]	0.9915403	0.9905157	0.9925648
phosphate + silicate	Atlantic	(28.15,28.2]	0.9938472	0.9917509	0.9959435
phosphate + silicate	Atlantic	(28.2, Inf]	0.9778093	0.9758143	0.9798043
phosphate + silicate	Indian	(-Inf,26]	0.9297456	0.8972756	0.9622156
phosphate + silicate	Indian	(26,26.5]	0.9483632	0.9317386	0.9649878
phosphate + silicate	Indian	(26.5,26.75]	0.9527814	0.9496487	0.9559141
phosphate + silicate	Indian	(26.75,27]	0.9455037	0.9318728	0.9591345
phosphate + silicate	Indian	(27,27.25]	0.9343905	0.9325198	0.9362611
phosphate + silicate	Indian	(27.25,27.5]	0.9145168	0.8868725	0.9421611
phosphate + silicate	Indian	(27.5,27.75]	0.8403122	0.7824726	0.8981517
phosphate + silicate	Indian	(27.75,27.85]	0.8638523	0.8476464	0.8800583
phosphate + silicate	Indian	(27.85,27.95]	0.8966785	0.8912618	0.9020952
phosphate + silicate	Indian	(27.95,28.05]	0.9178180	0.9107023	0.9249337
phosphate + silicate	Indian	(28.05,28.1]	0.9554307	0.9413272	0.9695343
phosphate + silicate	Indian	(28.1, Inf]	0.8180219	0.8154788	0.8205651
phosphate + silicate	Pacific	(-Inf,26]	0.7236852	0.6969603	0.7504102
phosphate + silicate	Pacific	(26,26.5]	0.7371770	0.6966513	0.7777027
phosphate + silicate	Pacific	(26.5,26.75]	0.6885306	0.6325834	0.7444779
phosphate + silicate	Pacific	(26.75,27]	0.8178815	0.7800312	0.8557318
phosphate + silicate	Pacific	(27,27.25]	0.9113683	0.8922457	0.9304910
phosphate + silicate	Pacific	(27.25,27.5]	0.8862030	0.8593099	0.9130962
phosphate + silicate	Pacific	(27.5,27.75]	0.8805228	0.8519552	0.9090905
phosphate + silicate	Pacific	(27.75,27.85]	0.9454898	0.9382985	0.9526811
phosphate + silicate	Pacific	(27.85,27.95]	0.9582929	0.9532316	0.9633541
phosphate + silicate	Pacific	(27.95,28.05]	0.9502997	0.9478365	0.9527629
phosphate + silicate	Pacific	(28.05,28.1]	0.9449360	0.9419162	0.9479557
phosphate + silicate	Pacific	(28.1, Inf]	0.8644427	0.8156841	0.9132013
sal + aou	Atlantic	(-Inf,26]	-0.1914381	-0.3393556	-0.0435207
sal + aou	Atlantic	(26,26.5]	-0.3001154	-0.3541730	-0.2460577
sal + aou	Atlantic	(26.5,26.75]	-0.3366425	-0.3913481	-0.2819369
sal + aou	Atlantic	(26.75,27]	-0.2048010	-0.2258811	-0.1837208
sal + aou	Atlantic	(27,27.25]	-0.2835539	-0.4159220	-0.1511858
sal + aou	Atlantic	(27.25,27.5]	-0.3234612	-0.4187778	-0.2281446
sal + aou	Atlantic	(27.5,27.75]	-0.3885467	-0.4156117	-0.3614817
sal + aou	Atlantic	(27.75,27.85]	-0.2484194	-0.2807207	-0.2161181
sal + aou	Atlantic	(27.85,27.95]	-0.2587910	-0.3185455	-0.1990365
sal + aou	Atlantic	(27.95,28.05]	-0.4462973	-0.5509487	-0.3416459
sal + aou	Atlantic	(28.05,28.1]	-0.6743057	-0.7032119	-0.6453994
sal + aou	Atlantic	(28.1,28.15]	-0.7722467	-0.8022551	-0.7422382
sal + aou	Atlantic	(28.15,28.2]	-0.8866681	-0.9326913	-0.8406449
sal + aou	Atlantic	(28.2, Inf]	-0.5857629	-0.6192313	-0.5522946
sal + aou	Indian	(-Inf,26]	-0.6813436	-0.8436687	-0.5190185
sal + aou	Indian	(26,26.5]	-0.6273648	-0.7918374	-0.4628923
sal + aou	Indian	(26.5,26.75]	-0.1770548	-0.2886393	-0.0654702
sal + aou	Indian	(26.75,27]	0.4743366	0.3422641	0.6064090
sal + aou	Indian	(27,27.25]	0.8510212	0.8238046	0.8782378
sal + aou	Indian	(27.25,27.5]	0.9091026	0.8457270	0.9724783
sal + aou	Indian	(27.5,27.75]	0.9191909	0.8703474	0.9680344
sal + aou	Indian	(27.75,27.85]	0.9473191	0.9381786	0.9564596
sal + aou	Indian	(27.85,27.95]	0.9009051	0.8942823	0.9075278
sal + aou	Indian	(27.95,28.05]	0.6398162	0.6072200	0.6724124
sal + aou	Indian	(28.05,28.1]	0.1101233	0.0373517	0.1828950
sal + aou	Indian	(28.1, Inf]	0.6063278	0.5705163	0.6421392
sal + aou	Pacific	(-Inf,26]	-0.1176562	-0.1186938	-0.1166187
sal + aou	Pacific	(26,26.5]	0.0705717	-0.1571202	0.2982636
sal + aou	Pacific	(26.5,26.75]	0.2408405	0.1013630	0.3803180
sal + aou	Pacific	(26.75,27]	-0.0517375	-0.1664535	0.0629786
sal + aou	Pacific	(27,27.25]	-0.1646583	-0.2304534	-0.0988632
sal + aou	Pacific	(27.25,27.5]	0.1696420	0.0414952	0.2977889
sal + aou	Pacific	(27.5,27.75]	0.1710980	-0.0192267	0.3614228
sal + aou	Pacific	(27.75,27.85]	-0.0903557	-0.3299654	0.1492540
sal + aou	Pacific	(27.85,27.95]	-0.2173165	-0.4495493	0.0149163
sal + aou	Pacific	(27.95,28.05]	-0.4299773	-0.7676224	-0.0923322
sal + aou	Pacific	(28.05,28.1]	-0.5605177	-0.8888324	-0.2322029
sal + aou	Pacific	(28.1, Inf]	-0.3014554	-0.7498326	0.1469218
sal + nitrate	Atlantic	(-Inf,26]	-0.2451119	-0.2875939	-0.2026299
sal + nitrate	Atlantic	(26,26.5]	-0.4645307	-0.4756221	-0.4534393
sal + nitrate	Atlantic	(26.5,26.75]	-0.5519524	-0.5933468	-0.5105579
sal + nitrate	Atlantic	(26.75,27]	-0.5407422	-0.5562753	-0.5252092
sal + nitrate	Atlantic	(27,27.25]	-0.6867065	-0.7306199	-0.6427931
sal + nitrate	Atlantic	(27.25,27.5]	-0.7671995	-0.8029317	-0.7314673
sal + nitrate	Atlantic	(27.5,27.75]	-0.7400358	-0.7406247	-0.7394469
sal + nitrate	Atlantic	(27.75,27.85]	-0.5800009	-0.5900256	-0.5699762
sal + nitrate	Atlantic	(27.85,27.95]	-0.5227236	-0.5848115	-0.4606358
sal + nitrate	Atlantic	(27.95,28.05]	-0.6479241	-0.7481527	-0.5476955
sal + nitrate	Atlantic	(28.05,28.1]	-0.7980282	-0.8074093	-0.7886471
sal + nitrate	Atlantic	(28.1,28.15]	-0.8412911	-0.8495318	-0.8330505
sal + nitrate	Atlantic	(28.15,28.2]	-0.9286630	-0.9378439	-0.9194821
sal + nitrate	Atlantic	(28.2, Inf]	-0.8981438	-0.9098158	-0.8864719
sal + nitrate	Indian	(-Inf,26]	-0.7204696	-0.8581037	-0.5828355
sal + nitrate	Indian	(26,26.5]	-0.7320677	-0.8572728	-0.6068627
sal + nitrate	Indian	(26.5,26.75]	-0.3916152	-0.5355957	-0.2476347
sal + nitrate	Indian	(26.75,27]	0.1183252	-0.1007233	0.3373738
sal + nitrate	Indian	(27,27.25]	0.4596457	0.4313118	0.4879797
sal + nitrate	Indian	(27.25,27.5]	0.6471341	0.4976367	0.7966315
sal + nitrate	Indian	(27.5,27.75]	0.7335217	0.6350960	0.8319474
sal + nitrate	Indian	(27.75,27.85]	0.7285916	0.6619631	0.7952201
sal + nitrate	Indian	(27.85,27.95]	0.5833060	0.4963686	0.6702434
sal + nitrate	Indian	(27.95,28.05]	0.1232590	0.0138443	0.2326737
sal + nitrate	Indian	(28.05,28.1]	-0.2907301	-0.3417884	-0.2396719
sal + nitrate	Indian	(28.1, Inf]	-0.1242677	-0.2900448	0.0415095
sal + nitrate	Pacific	(-Inf,26]	-0.4097150	-0.4562331	-0.3631968
sal + nitrate	Pacific	(26,26.5]	-0.3057280	-0.5434119	-0.0680441
sal + nitrate	Pacific	(26.5,26.75]	-0.2748194	-0.4402188	-0.1094200
sal + nitrate	Pacific	(26.75,27]	-0.3891421	-0.4926150	-0.2856691
sal + nitrate	Pacific	(27,27.25]	-0.2805230	-0.3567434	-0.2043027
sal + nitrate	Pacific	(27.25,27.5]	0.1461691	0.0096488	0.2826893
sal + nitrate	Pacific	(27.5,27.75]	0.1521695	-0.0237057	0.3280448
sal + nitrate	Pacific	(27.75,27.85]	-0.1100234	-0.3162107	0.0961640
sal + nitrate	Pacific	(27.85,27.95]	-0.2472922	-0.4675958	-0.0269885
sal + nitrate	Pacific	(27.95,28.05]	-0.5070347	-0.7895901	-0.2244792
sal + nitrate	Pacific	(28.05,28.1]	-0.6498996	-0.9165622	-0.3832370
sal + nitrate	Pacific	(28.1, Inf]	-0.4107196	-0.8442018	0.0227626
sal + oxygen	Atlantic	(-Inf,26]	-0.0750269	-0.2131145	0.0630608
sal + oxygen	Atlantic	(26,26.5]	0.0440919	-0.0485086	0.1366924
sal + oxygen	Atlantic	(26.5,26.75]	0.0932456	0.0636514	0.1228399
sal + oxygen	Atlantic	(26.75,27]	-0.0483035	-0.0735649	-0.0230421
sal + oxygen	Atlantic	(27,27.25]	0.0174349	-0.1336697	0.1685395
sal + oxygen	Atlantic	(27.25,27.5]	0.0006624	-0.1256515	0.1269764
sal + oxygen	Atlantic	(27.5,27.75]	0.0381725	-0.0194236	0.0957686
sal + oxygen	Atlantic	(27.75,27.85]	-0.0838977	-0.1128013	-0.0549940
sal + oxygen	Atlantic	(27.85,27.95]	0.0410595	-0.0159445	0.0980636
sal + oxygen	Atlantic	(27.95,28.05]	0.2911737	0.2105720	0.3717754
sal + oxygen	Atlantic	(28.05,28.1]	0.5546141	0.4960263	0.6132019
sal + oxygen	Atlantic	(28.1,28.15]	0.6920182	0.6441788	0.7398577
sal + oxygen	Atlantic	(28.15,28.2]	0.8443042	0.7789477	0.9096606
sal + oxygen	Atlantic	(28.2, Inf]	0.4456847	0.3877664	0.5036030
sal + oxygen	Indian	(-Inf,26]	0.6714810	0.4982162	0.8447458
sal + oxygen	Indian	(26,26.5]	0.5754850	0.4007955	0.7501746
sal + oxygen	Indian	(26.5,26.75]	0.1011876	0.0021671	0.2002081
sal + oxygen	Indian	(26.75,27]	-0.5630757	-0.6635207	-0.4626307
sal + oxygen	Indian	(27,27.25]	-0.8960968	-0.9265613	-0.8656323
sal + oxygen	Indian	(27.25,27.5]	-0.9352633	-0.9855685	-0.8849581
sal + oxygen	Indian	(27.5,27.75]	-0.9319393	-0.9667826	-0.8970961
sal + oxygen	Indian	(27.75,27.85]	-0.9538178	-0.9624044	-0.9452313
sal + oxygen	Indian	(27.85,27.95]	-0.9242497	-0.9260333	-0.9224661
sal + oxygen	Indian	(27.95,28.05]	-0.7263005	-0.7712457	-0.6813554
sal + oxygen	Indian	(28.05,28.1]	-0.2281411	-0.3408457	-0.1154366
sal + oxygen	Indian	(28.1, Inf]	-0.7177022	-0.7374648	-0.6979396
sal + oxygen	Pacific	(-Inf,26]	-0.3093989	-0.3326640	-0.2861339
sal + oxygen	Pacific	(26,26.5]	-0.2660174	-0.4567329	-0.0753019
sal + oxygen	Pacific	(26.5,26.75]	-0.4368018	-0.5449427	-0.3286609
sal + oxygen	Pacific	(26.75,27]	-0.1562609	-0.2708020	-0.0417198
sal + oxygen	Pacific	(27,27.25]	0.0685854	0.0012725	0.1358982
sal + oxygen	Pacific	(27.25,27.5]	-0.2433224	-0.3753489	-0.1112960
sal + oxygen	Pacific	(27.5,27.75]	-0.2282432	-0.4350873	-0.0213991
sal + oxygen	Pacific	(27.75,27.85]	0.0389754	-0.2159577	0.2939084
sal + oxygen	Pacific	(27.85,27.95]	0.1633820	-0.0930204	0.4197845
sal + oxygen	Pacific	(27.95,28.05]	0.3812737	-0.0027579	0.7653053
sal + oxygen	Pacific	(28.05,28.1]	0.5038071	0.1246005	0.8830137
sal + oxygen	Pacific	(28.1, Inf]	0.2459573	-0.2092278	0.7011425
sal + phosphate	Atlantic	(-Inf,26]	-0.5570712	-0.6205440	-0.4935984
sal + phosphate	Atlantic	(26,26.5]	-0.6935233	-0.7108572	-0.6761895
sal + phosphate	Atlantic	(26.5,26.75]	-0.6934735	-0.7419385	-0.6450085
sal + phosphate	Atlantic	(26.75,27]	-0.6673343	-0.6893819	-0.6452866
sal + phosphate	Atlantic	(27,27.25]	-0.7625631	-0.7995634	-0.7255629
sal + phosphate	Atlantic	(27.25,27.5]	-0.8136981	-0.8427995	-0.7845968
sal + phosphate	Atlantic	(27.5,27.75]	-0.7776142	-0.7796182	-0.7756102
sal + phosphate	Atlantic	(27.75,27.85]	-0.6265037	-0.6356736	-0.6173337
sal + phosphate	Atlantic	(27.85,27.95]	-0.5462724	-0.6022231	-0.4903216
sal + phosphate	Atlantic	(27.95,28.05]	-0.6553672	-0.7538100	-0.5569245
sal + phosphate	Atlantic	(28.05,28.1]	-0.8078592	-0.8151199	-0.8005985
sal + phosphate	Atlantic	(28.1,28.15]	-0.8566786	-0.8671595	-0.8461977
sal + phosphate	Atlantic	(28.15,28.2]	-0.9307528	-0.9382708	-0.9232348
sal + phosphate	Atlantic	(28.2, Inf]	-0.9006789	-0.9131076	-0.8882503
sal + phosphate	Indian	(-Inf,26]	-0.6812763	-0.8489701	-0.5135826
sal + phosphate	Indian	(26,26.5]	-0.6671275	-0.8498618	-0.4843932
sal + phosphate	Indian	(26.5,26.75]	-0.3265835	-0.5227601	-0.1304069
sal + phosphate	Indian	(26.75,27]	0.1968320	-0.0724163	0.4660804
sal + phosphate	Indian	(27,27.25]	0.5940964	0.4723222	0.7158706
sal + phosphate	Indian	(27.25,27.5]	0.7875400	0.7384134	0.8366666
sal + phosphate	Indian	(27.5,27.75]	0.8483592	0.8048809	0.8918375
sal + phosphate	Indian	(27.75,27.85]	0.8313450	0.7800221	0.8826678
sal + phosphate	Indian	(27.85,27.95]	0.6418746	0.5543647	0.7293844
sal + phosphate	Indian	(27.95,28.05]	0.1797833	0.0742753	0.2852914
sal + phosphate	Indian	(28.05,28.1]	-0.2597391	-0.3068818	-0.2125965
sal + phosphate	Indian	(28.1, Inf]	-0.1367876	-0.2775023	0.0039271
sal + phosphate	Pacific	(-Inf,26]	-0.2875589	-0.3258699	-0.2492478
sal + phosphate	Pacific	(26,26.5]	-0.2703165	-0.4828485	-0.0577844
sal + phosphate	Pacific	(26.5,26.75]	-0.2562292	-0.4248181	-0.0876403
sal + phosphate	Pacific	(26.75,27]	-0.4021121	-0.5079828	-0.2962413
sal + phosphate	Pacific	(27,27.25]	-0.2849052	-0.3628629	-0.2069474
sal + phosphate	Pacific	(27.25,27.5]	0.1314686	0.0016739	0.2612633
sal + phosphate	Pacific	(27.5,27.75]	0.1553011	-0.0173208	0.3279229
sal + phosphate	Pacific	(27.75,27.85]	-0.0958910	-0.3065774	0.1147954
sal + phosphate	Pacific	(27.85,27.95]	-0.2616751	-0.4714919	-0.0518583
sal + phosphate	Pacific	(27.95,28.05]	-0.5286076	-0.7980277	-0.2591876
sal + phosphate	Pacific	(28.05,28.1]	-0.6734323	-0.9218451	-0.4250196
sal + phosphate	Pacific	(28.1, Inf]	-0.4517188	-0.8443154	-0.0591221
sal + silicate	Atlantic	(-Inf,26]	-0.5954363	-0.6330092	-0.5578633
sal + silicate	Atlantic	(26,26.5]	-0.6702291	-0.6755236	-0.6649347
sal + silicate	Atlantic	(26.5,26.75]	-0.6271924	-0.6962138	-0.5581710
sal + silicate	Atlantic	(26.75,27]	-0.5639983	-0.5839211	-0.5440755
sal + silicate	Atlantic	(27,27.25]	-0.7112068	-0.7386591	-0.6837544
sal + silicate	Atlantic	(27.25,27.5]	-0.8161721	-0.8225701	-0.8097742
sal + silicate	Atlantic	(27.5,27.75]	-0.7688444	-0.7713053	-0.7663834
sal + silicate	Atlantic	(27.75,27.85]	-0.5991166	-0.6051278	-0.5931054
sal + silicate	Atlantic	(27.85,27.95]	-0.5950720	-0.6530864	-0.5370576
sal + silicate	Atlantic	(27.95,28.05]	-0.6974354	-0.7798132	-0.6150575
sal + silicate	Atlantic	(28.05,28.1]	-0.8237266	-0.8299876	-0.8174657
sal + silicate	Atlantic	(28.1,28.15]	-0.8712304	-0.8887998	-0.8536610
sal + silicate	Atlantic	(28.15,28.2]	-0.9119904	-0.9355861	-0.8883946
sal + silicate	Atlantic	(28.2, Inf]	-0.8497966	-0.8554296	-0.8441636
sal + silicate	Indian	(-Inf,26]	-0.8148617	-0.8810546	-0.7486687
sal + silicate	Indian	(26,26.5]	-0.7618174	-0.8550106	-0.6686242
sal + silicate	Indian	(26.5,26.75]	-0.3251997	-0.3613059	-0.2890935
sal + silicate	Indian	(26.75,27]	0.3603525	0.2381510	0.4825540
sal + silicate	Indian	(27,27.25]	0.6231095	0.5954109	0.6508082
sal + silicate	Indian	(27.25,27.5]	0.6596723	0.5148776	0.8044671
sal + silicate	Indian	(27.5,27.75]	0.6810433	0.5116163	0.8504702
sal + silicate	Indian	(27.75,27.85]	0.8037176	0.7893810	0.8180541
sal + silicate	Indian	(27.85,27.95]	0.6955995	0.6245685	0.7666305
sal + silicate	Indian	(27.95,28.05]	0.3459891	0.2792775	0.4127007
sal + silicate	Indian	(28.05,28.1]	-0.0949763	-0.1199713	-0.0699814
sal + silicate	Indian	(28.1, Inf]	-0.1614342	-0.1865065	-0.1363620
sal + silicate	Pacific	(-Inf,26]	-0.6487828	-0.6873246	-0.6102411
sal + silicate	Pacific	(26,26.5]	-0.6293333	-0.7386554	-0.5200113
sal + silicate	Pacific	(26.5,26.75]	-0.7119654	-0.7709678	-0.6529629
sal + silicate	Pacific	(26.75,27]	-0.7392880	-0.7586307	-0.7199453
sal + silicate	Pacific	(27,27.25]	-0.5330076	-0.5484916	-0.5175236
sal + silicate	Pacific	(27.25,27.5]	-0.1456634	-0.2079231	-0.0834036
sal + silicate	Pacific	(27.5,27.75]	0.0274588	-0.0643020	0.1192197
sal + silicate	Pacific	(27.75,27.85]	-0.1355046	-0.3318696	0.0608604
sal + silicate	Pacific	(27.85,27.95]	-0.2481109	-0.4320647	-0.0641572
sal + silicate	Pacific	(27.95,28.05]	-0.4286845	-0.6717847	-0.1855844
sal + silicate	Pacific	(28.05,28.1]	-0.5954569	-0.8259270	-0.3649867
sal + silicate	Pacific	(28.1, Inf]	-0.3836825	-0.8695141	0.1021491
sal + temp	Atlantic	(-Inf,26]	0.7663698	0.7387700	0.7939697
sal + temp	Atlantic	(26,26.5]	0.9545691	0.9530062	0.9561320
sal + temp	Atlantic	(26.5,26.75]	0.9806964	0.9767833	0.9846094
sal + temp	Atlantic	(26.75,27]	0.9748001	0.9723364	0.9772638
sal + temp	Atlantic	(27,27.25]	0.9801924	0.9793448	0.9810400
sal + temp	Atlantic	(27.25,27.5]	0.9789977	0.9789094	0.9790860
sal + temp	Atlantic	(27.5,27.75]	0.9688671	0.9674440	0.9702902
sal + temp	Atlantic	(27.75,27.85]	0.9834342	0.9828884	0.9839801
sal + temp	Atlantic	(27.85,27.95]	0.9626517	0.9623247	0.9629787
sal + temp	Atlantic	(27.95,28.05]	0.9142764	0.8990467	0.9295062
sal + temp	Atlantic	(28.05,28.1]	0.9511980	0.9478101	0.9545859
sal + temp	Atlantic	(28.1,28.15]	0.9421291	0.9359940	0.9482643
sal + temp	Atlantic	(28.15,28.2]	0.6914667	0.6474141	0.7355194
sal + temp	Atlantic	(28.2, Inf]	0.4055119	0.2854498	0.5255740
sal + temp	Indian	(-Inf,26]	0.2506696	0.1746874	0.3266518
sal + temp	Indian	(26,26.5]	0.8652776	0.8448882	0.8856670
sal + temp	Indian	(26.5,26.75]	0.9538611	0.9485952	0.9591270
sal + temp	Indian	(26.75,27]	0.9695017	0.9606792	0.9783242
sal + temp	Indian	(27,27.25]	0.9610852	0.9573737	0.9647968
sal + temp	Indian	(27.25,27.5]	0.9479384	0.9347934	0.9610834
sal + temp	Indian	(27.5,27.75]	0.9053286	0.8751069	0.9355504
sal + temp	Indian	(27.75,27.85]	0.9348233	0.9220530	0.9475937
sal + temp	Indian	(27.85,27.95]	0.9339288	0.9221860	0.9456717
sal + temp	Indian	(27.95,28.05]	0.9322721	0.9086049	0.9559393
sal + temp	Indian	(28.05,28.1]	0.9112796	0.8742293	0.9483298
sal + temp	Indian	(28.1, Inf]	0.9305579	0.9303048	0.9308110
sal + temp	Pacific	(-Inf,26]	0.7314941	0.7179004	0.7450878
sal + temp	Pacific	(26,26.5]	0.9490152	0.9469319	0.9510985
sal + temp	Pacific	(26.5,26.75]	0.9780161	0.9776118	0.9784204
sal + temp	Pacific	(26.75,27]	0.9773286	0.9758696	0.9787876
sal + temp	Pacific	(27,27.25]	0.9418349	0.9392014	0.9444683
sal + temp	Pacific	(27.25,27.5]	0.8295033	0.8047528	0.8542538
sal + temp	Pacific	(27.5,27.75]	0.6520907	0.5173522	0.7868292
sal + temp	Pacific	(27.75,27.85]	0.7666258	0.6840102	0.8492414
sal + temp	Pacific	(27.85,27.95]	0.6790604	0.5614243	0.7966966
sal + temp	Pacific	(27.95,28.05]	0.5079490	0.2628238	0.7530743
sal + temp	Pacific	(28.05,28.1]	0.4113667	0.1530363	0.6696971
sal + temp	Pacific	(28.1, Inf]	0.0130035	-0.3277671	0.3537741
temp + aou	Atlantic	(-Inf,26]	-0.2808460	-0.4457089	-0.1159831
temp + aou	Atlantic	(26,26.5]	-0.3170939	-0.3661517	-0.2680360
temp + aou	Atlantic	(26.5,26.75]	-0.3258503	-0.3737645	-0.2779360
temp + aou	Atlantic	(26.75,27]	-0.1538365	-0.1907076	-0.1169654
temp + aou	Atlantic	(27,27.25]	-0.2101372	-0.3364797	-0.0837946
temp + aou	Atlantic	(27.25,27.5]	-0.2906810	-0.3908639	-0.1904980
temp + aou	Atlantic	(27.5,27.75]	-0.3739256	-0.4002951	-0.3475561
temp + aou	Atlantic	(27.75,27.85]	-0.2266746	-0.2476863	-0.2056629
temp + aou	Atlantic	(27.85,27.95]	-0.2041120	-0.2814867	-0.1267374
temp + aou	Atlantic	(27.95,28.05]	-0.4293839	-0.4669874	-0.3917805
temp + aou	Atlantic	(28.05,28.1]	-0.5360176	-0.5799086	-0.4921267
temp + aou	Atlantic	(28.1,28.15]	-0.5693620	-0.6209104	-0.5178136
temp + aou	Atlantic	(28.15,28.2]	-0.4525036	-0.5793129	-0.3256943
temp + aou	Atlantic	(28.2, Inf]	0.2598640	0.1909778	0.3287502
temp + aou	Indian	(-Inf,26]	-0.3848116	-0.4698710	-0.2997522
temp + aou	Indian	(26,26.5]	-0.4892386	-0.5605941	-0.4178830
temp + aou	Indian	(26.5,26.75]	-0.1221182	-0.2035346	-0.0407018
temp + aou	Indian	(26.75,27]	0.3687044	0.2173718	0.5200370
temp + aou	Indian	(27,27.25]	0.7593958	0.7582423	0.7605494
temp + aou	Indian	(27.25,27.5]	0.8499034	0.8384311	0.8613756
temp + aou	Indian	(27.5,27.75]	0.8850483	0.8800899	0.8900067
temp + aou	Indian	(27.75,27.85]	0.9319869	0.9235413	0.9404325
temp + aou	Indian	(27.85,27.95]	0.8845953	0.8756128	0.8935778
temp + aou	Indian	(27.95,28.05]	0.6884507	0.6380149	0.7388865
temp + aou	Indian	(28.05,28.1]	0.3685230	0.3369273	0.4001187
temp + aou	Indian	(28.1, Inf]	0.7784234	0.7491879	0.8076589
temp + aou	Pacific	(-Inf,26]	-0.2753664	-0.2902402	-0.2604926
temp + aou	Pacific	(26,26.5]	-0.0076620	-0.2072153	0.1918913
temp + aou	Pacific	(26.5,26.75]	0.2547897	0.1421966	0.3673829
temp + aou	Pacific	(26.75,27]	-0.0525986	-0.1512317	0.0460346
temp + aou	Pacific	(27,27.25]	-0.2118880	-0.2541484	-0.1696275
temp + aou	Pacific	(27.25,27.5]	0.0896062	-0.0568996	0.2361120
temp + aou	Pacific	(27.5,27.75]	0.1946805	-0.0327872	0.4221483
temp + aou	Pacific	(27.75,27.85]	0.0626486	-0.1501808	0.2754779
temp + aou	Pacific	(27.85,27.95]	0.0817374	-0.1218711	0.2853458
temp + aou	Pacific	(27.95,28.05]	0.0607205	-0.2457504	0.3671914
temp + aou	Pacific	(28.05,28.1]	0.1576337	-0.1534566	0.4687241
temp + aou	Pacific	(28.1, Inf]	0.8308477	0.7924931	0.8692023
temp + nitrate	Atlantic	(-Inf,26]	-0.2517375	-0.2919654	-0.2115096
temp + nitrate	Atlantic	(26,26.5]	-0.5133026	-0.5208869	-0.5057182
temp + nitrate	Atlantic	(26.5,26.75]	-0.5402784	-0.5742977	-0.5062591
temp + nitrate	Atlantic	(26.75,27]	-0.4838195	-0.5204676	-0.4471713
temp + nitrate	Atlantic	(27,27.25]	-0.6231074	-0.6618558	-0.5843590
temp + nitrate	Atlantic	(27.25,27.5]	-0.7368104	-0.7797838	-0.6938370
temp + nitrate	Atlantic	(27.5,27.75]	-0.7251686	-0.7285187	-0.7218185
temp + nitrate	Atlantic	(27.75,27.85]	-0.5765636	-0.5767836	-0.5763436
temp + nitrate	Atlantic	(27.85,27.95]	-0.4868745	-0.5643828	-0.4093661
temp + nitrate	Atlantic	(27.95,28.05]	-0.6186305	-0.6794596	-0.5578014
temp + nitrate	Atlantic	(28.05,28.1]	-0.6865861	-0.6911254	-0.6820468
temp + nitrate	Atlantic	(28.1,28.15]	-0.6640093	-0.6861777	-0.6418409
temp + nitrate	Atlantic	(28.15,28.2]	-0.4889859	-0.5597048	-0.4182669
temp + nitrate	Atlantic	(28.2, Inf]	-0.0867457	-0.1805395	0.0070481
temp + nitrate	Indian	(-Inf,26]	-0.4299815	-0.5097251	-0.3502378
temp + nitrate	Indian	(26,26.5]	-0.6003272	-0.6446597	-0.5559946
temp + nitrate	Indian	(26.5,26.75]	-0.3421707	-0.4588625	-0.2254788
temp + nitrate	Indian	(26.75,27]	0.0004085	-0.2286555	0.2294725
temp + nitrate	Indian	(27,27.25]	0.3074332	0.2300391	0.3848273
temp + nitrate	Indian	(27.25,27.5]	0.5155032	0.4557220	0.5752844
temp + nitrate	Indian	(27.5,27.75]	0.6797736	0.6480455	0.7115016
temp + nitrate	Indian	(27.75,27.85]	0.7334023	0.6867321	0.7800725
temp + nitrate	Indian	(27.85,27.95]	0.5712409	0.5190903	0.6233914
temp + nitrate	Indian	(27.95,28.05]	0.2066059	0.1217723	0.2914395
temp + nitrate	Indian	(28.05,28.1]	-0.0038147	-0.1079913	0.1003620
temp + nitrate	Indian	(28.1, Inf]	0.0983474	-0.0769129	0.2736076
temp + nitrate	Pacific	(-Inf,26]	-0.5207220	-0.5714048	-0.4700391
temp + nitrate	Pacific	(26,26.5]	-0.4017861	-0.6069730	-0.1965991
temp + nitrate	Pacific	(26.5,26.75]	-0.2822736	-0.4268386	-0.1377085
temp + nitrate	Pacific	(26.75,27]	-0.4078482	-0.5007630	-0.3149334
temp + nitrate	Pacific	(27,27.25]	-0.3574124	-0.4096319	-0.3051928
temp + nitrate	Pacific	(27.25,27.5]	0.0175564	-0.1345014	0.1696142
temp + nitrate	Pacific	(27.5,27.75]	0.1586633	-0.0572832	0.3746098
temp + nitrate	Pacific	(27.75,27.85]	0.0412569	-0.1456971	0.2282109
temp + nitrate	Pacific	(27.85,27.95]	0.0576344	-0.1423674	0.2576362
temp + nitrate	Pacific	(27.95,28.05]	-0.0109599	-0.2661206	0.2442009
temp + nitrate	Pacific	(28.05,28.1]	0.0647857	-0.1955514	0.3251228
temp + nitrate	Pacific	(28.1, Inf]	0.6373450	0.6085751	0.6661150
temp + oxygen	Atlantic	(-Inf,26]	-0.0483006	-0.1919463	0.0953451
temp + oxygen	Atlantic	(26,26.5]	0.0513550	-0.0372348	0.1399447
temp + oxygen	Atlantic	(26.5,26.75]	0.0723380	0.0536400	0.0910359
temp + oxygen	Atlantic	(26.75,27]	-0.1091972	-0.1513046	-0.0670898
temp + oxygen	Atlantic	(27,27.25]	-0.0641343	-0.2061044	0.0778357
temp + oxygen	Atlantic	(27.25,27.5]	-0.0408216	-0.1714954	0.0898522
temp + oxygen	Atlantic	(27.5,27.75]	0.0085928	-0.0482011	0.0653867
temp + oxygen	Atlantic	(27.75,27.85]	-0.1145552	-0.1314770	-0.0976334
temp + oxygen	Atlantic	(27.85,27.95]	-0.0252217	-0.0987564	0.0483129
temp + oxygen	Atlantic	(27.95,28.05]	0.2526565	0.2442826	0.2610303
temp + oxygen	Atlantic	(28.05,28.1]	0.3937371	0.3178752	0.4695990
temp + oxygen	Atlantic	(28.1,28.15]	0.4672650	0.3946225	0.5399074
temp + oxygen	Atlantic	(28.15,28.2]	0.3530666	0.2009962	0.5051370
temp + oxygen	Atlantic	(28.2, Inf]	-0.4441460	-0.4899925	-0.3982995
temp + oxygen	Indian	(-Inf,26]	0.2875364	0.2031465	0.3719264
temp + oxygen	Indian	(26,26.5]	0.4195802	0.3456902	0.4934702
temp + oxygen	Indian	(26.5,26.75]	0.0424355	-0.0257944	0.1106654
temp + oxygen	Indian	(26.75,27]	-0.4653615	-0.5855072	-0.3452158
temp + oxygen	Indian	(27,27.25]	-0.8234072	-0.8301310	-0.8166835
temp + oxygen	Indian	(27.25,27.5]	-0.8956163	-0.9036171	-0.8876154
temp + oxygen	Indian	(27.5,27.75]	-0.9225660	-0.9247893	-0.9203426
temp + oxygen	Indian	(27.75,27.85]	-0.9562447	-0.9600333	-0.9524561
temp + oxygen	Indian	(27.85,27.95]	-0.9258646	-0.9360385	-0.9156907
temp + oxygen	Indian	(27.95,28.05]	-0.7801501	-0.8362364	-0.7240637
temp + oxygen	Indian	(28.05,28.1]	-0.4809621	-0.5471718	-0.4147525
temp + oxygen	Indian	(28.1, Inf]	-0.8671146	-0.8810924	-0.8531369
temp + oxygen	Pacific	(-Inf,26]	-0.2652734	-0.2878375	-0.2427092
temp + oxygen	Pacific	(26,26.5]	-0.2006347	-0.3649498	-0.0363197
temp + oxygen	Pacific	(26.5,26.75]	-0.4565334	-0.5393425	-0.3737242
temp + oxygen	Pacific	(26.75,27]	-0.1608183	-0.2592361	-0.0624005
temp + oxygen	Pacific	(27,27.25]	0.1110828	0.0678098	0.1543559
temp + oxygen	Pacific	(27.25,27.5]	-0.1791023	-0.3296160	-0.0285885
temp + oxygen	Pacific	(27.5,27.75]	-0.2795361	-0.5162789	-0.0427933
temp + oxygen	Pacific	(27.75,27.85]	-0.1279494	-0.3514555	0.0955567
temp + oxygen	Pacific	(27.85,27.95]	-0.1548681	-0.3748246	0.0650884
temp + oxygen	Pacific	(27.95,28.05]	-0.1357108	-0.4700172	0.1985955
temp + oxygen	Pacific	(28.05,28.1]	-0.2187357	-0.5641096	0.1266382
temp + oxygen	Pacific	(28.1, Inf]	-0.8793343	-0.9232309	-0.8354377
temp + phosphate	Atlantic	(-Inf,26]	-0.4490250	-0.4696682	-0.4283819
temp + phosphate	Atlantic	(26,26.5]	-0.6970021	-0.7077266	-0.6862776
temp + phosphate	Atlantic	(26.5,26.75]	-0.6738854	-0.7140789	-0.6336919
temp + phosphate	Atlantic	(26.75,27]	-0.6062626	-0.6475859	-0.5649392
temp + phosphate	Atlantic	(27,27.25]	-0.7004772	-0.7340567	-0.6668977
temp + phosphate	Atlantic	(27.25,27.5]	-0.7862002	-0.8219339	-0.7504665
temp + phosphate	Atlantic	(27.5,27.75]	-0.7620962	-0.7625957	-0.7615966
temp + phosphate	Atlantic	(27.75,27.85]	-0.6235900	-0.6238834	-0.6232965
temp + phosphate	Atlantic	(27.85,27.95]	-0.5106453	-0.5819552	-0.4393354
temp + phosphate	Atlantic	(27.95,28.05]	-0.6278719	-0.6868896	-0.5688543
temp + phosphate	Atlantic	(28.05,28.1]	-0.6973014	-0.7019301	-0.6926728
temp + phosphate	Atlantic	(28.1,28.15]	-0.6870163	-0.7124892	-0.6615433
temp + phosphate	Atlantic	(28.15,28.2]	-0.4988405	-0.5681522	-0.4295288
temp + phosphate	Atlantic	(28.2, Inf]	-0.0928125	-0.1903550	0.0047299
temp + phosphate	Indian	(-Inf,26]	-0.4087638	-0.4687623	-0.3487653
temp + phosphate	Indian	(26,26.5]	-0.5496257	-0.6443459	-0.4549056
temp + phosphate	Indian	(26.5,26.75]	-0.2819581	-0.4439375	-0.1199788
temp + phosphate	Indian	(26.75,27]	0.0725933	-0.1983281	0.3435148
temp + phosphate	Indian	(27,27.25]	0.4368524	0.2777089	0.5959959
temp + phosphate	Indian	(27.25,27.5]	0.6578726	0.6306373	0.6851079
temp + phosphate	Indian	(27.5,27.75]	0.7886584	0.7864376	0.7908792
temp + phosphate	Indian	(27.75,27.85]	0.7833681	0.7356939	0.8310424
temp + phosphate	Indian	(27.85,27.95]	0.5863712	0.5313410	0.6414014
temp + phosphate	Indian	(27.95,28.05]	0.2487267	0.1721898	0.3252635
temp + phosphate	Indian	(28.05,28.1]	0.0257862	-0.0691528	0.1207253
temp + phosphate	Indian	(28.1, Inf]	0.0892678	-0.0564573	0.2349928
temp + phosphate	Pacific	(-Inf,26]	-0.4255767	-0.4686349	-0.3825185
temp + phosphate	Pacific	(26,26.5]	-0.3641916	-0.5486692	-0.1797141
temp + phosphate	Pacific	(26.5,26.75]	-0.2671867	-0.4157937	-0.1185797
temp + phosphate	Pacific	(26.75,27]	-0.4185694	-0.5112919	-0.3258469
temp + phosphate	Pacific	(27,27.25]	-0.3532489	-0.4079022	-0.2985957
temp + phosphate	Pacific	(27.25,27.5]	0.0104517	-0.1340147	0.1549180
temp + phosphate	Pacific	(27.5,27.75]	0.1654253	-0.0445647	0.3754152
temp + phosphate	Pacific	(27.75,27.85]	0.0498191	-0.1395066	0.2391448
temp + phosphate	Pacific	(27.85,27.95]	0.0423942	-0.1429263	0.2277147
temp + phosphate	Pacific	(27.95,28.05]	-0.0308694	-0.2717958	0.2100570
temp + phosphate	Pacific	(28.05,28.1]	0.0529581	-0.1718554	0.2777716
temp + phosphate	Pacific	(28.1, Inf]	0.6092332	0.5532790	0.6651873
temp + silicate	Atlantic	(-Inf,26]	-0.4297798	-0.5199759	-0.3395837
temp + silicate	Atlantic	(26,26.5]	-0.6586449	-0.6620555	-0.6552342
temp + silicate	Atlantic	(26.5,26.75]	-0.6238754	-0.6919777	-0.5557732
temp + silicate	Atlantic	(26.75,27]	-0.5316347	-0.5672654	-0.4960041
temp + silicate	Atlantic	(27,27.25]	-0.6715897	-0.6949407	-0.6482387
temp + silicate	Atlantic	(27.25,27.5]	-0.8323253	-0.8468563	-0.8177944
temp + silicate	Atlantic	(27.5,27.75]	-0.8022526	-0.8044350	-0.8000702
temp + silicate	Atlantic	(27.75,27.85]	-0.6309360	-0.6322104	-0.6296615
temp + silicate	Atlantic	(27.85,27.95]	-0.5898745	-0.6615263	-0.5182227
temp + silicate	Atlantic	(27.95,28.05]	-0.6942562	-0.7278639	-0.6606486
temp + silicate	Atlantic	(28.05,28.1]	-0.7163799	-0.7318184	-0.7009413
temp + silicate	Atlantic	(28.1,28.15]	-0.7050912	-0.7407907	-0.6693916
temp + silicate	Atlantic	(28.15,28.2]	-0.4637112	-0.5597557	-0.3676668
temp + silicate	Atlantic	(28.2, Inf]	-0.0254689	-0.1221466	0.0712088
temp + silicate	Indian	(-Inf,26]	-0.5138831	-0.6047213	-0.4230450
temp + silicate	Indian	(26,26.5]	-0.6073374	-0.6106566	-0.6040182
temp + silicate	Indian	(26.5,26.75]	-0.2591476	-0.2669916	-0.2513035
temp + silicate	Indian	(26.75,27]	0.2572822	0.1163592	0.3982052
temp + silicate	Indian	(27,27.25]	0.4866533	0.4749497	0.4983568
temp + silicate	Indian	(27.25,27.5]	0.5293934	0.4602400	0.5985469
temp + silicate	Indian	(27.5,27.75]	0.5368824	0.4511410	0.6226239
temp + silicate	Indian	(27.75,27.85]	0.6861434	0.6253012	0.7469856
temp + silicate	Indian	(27.85,27.95]	0.5688767	0.5031268	0.6346267
temp + silicate	Indian	(27.95,28.05]	0.3303361	0.2894392	0.3712331
temp + silicate	Indian	(28.05,28.1]	0.1744412	0.1487921	0.2000903
temp + silicate	Indian	(28.1, Inf]	-0.0073447	-0.0596657	0.0449763
temp + silicate	Pacific	(-Inf,26]	-0.6189768	-0.6569531	-0.5810006
temp + silicate	Pacific	(26,26.5]	-0.6845246	-0.7664372	-0.6026120
temp + silicate	Pacific	(26.5,26.75]	-0.7078746	-0.7514722	-0.6642769
temp + silicate	Pacific	(26.75,27]	-0.7329631	-0.7450190	-0.7209071
temp + silicate	Pacific	(27,27.25]	-0.5628294	-0.5639261	-0.5617327
temp + silicate	Pacific	(27.25,27.5]	-0.2645057	-0.3517241	-0.1772873
temp + silicate	Pacific	(27.5,27.75]	-0.1134942	-0.2741473	0.0471589
temp + silicate	Pacific	(27.75,27.85]	-0.0734840	-0.2675764	0.1206085
temp + silicate	Pacific	(27.85,27.95]	-0.0730055	-0.2564349	0.1104238
temp + silicate	Pacific	(27.95,28.05]	-0.1228711	-0.4214384	0.1756963
temp + silicate	Pacific	(28.05,28.1]	0.0490192	-0.2027889	0.3008273
temp + silicate	Pacific	(28.1, Inf]	0.5759667	0.4548306	0.6971029

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
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]	0.6501011	0.6078288	0.6923735
aou	Atlantic	(26,26.5]	-0.0272489	-0.0692270	0.0147293
aou	Atlantic	(26.5,26.75]	-0.3579442	-0.3925891	-0.3232993
aou	Atlantic	(26.75,27]	-0.3420317	-0.3833354	-0.3007280
aou	Atlantic	(27,27.25]	-0.4654443	-0.5476620	-0.3832267
aou	Atlantic	(27.25,27.5]	-0.5569193	-0.5946066	-0.5192320
aou	Atlantic	(27.5,27.75]	-0.7385373	-0.7438710	-0.7332035
aou	Atlantic	(27.75,27.85]	-0.8260486	-0.8370475	-0.8150496
aou	Atlantic	(27.85,27.95]	-0.8851865	-0.8928399	-0.8775331
aou	Atlantic	(27.95,28.05]	-0.8805931	-0.8828972	-0.8782890
aou	Atlantic	(28.05,28.1]	-0.8507127	-0.8576071	-0.8438184
aou	Atlantic	(28.1,28.15]	-0.8963347	-0.9031960	-0.8894735
aou	Atlantic	(28.15,28.2]	-0.9425173	-0.9528344	-0.9322002
aou	Atlantic	(28.2, Inf]	-0.7297507	-0.7808917	-0.6786096
aou	Indian	(-Inf,26]	-0.6495334	-0.7177402	-0.5813266
aou	Indian	(26,26.5]	-0.9228753	-0.9325940	-0.9131567
aou	Indian	(26.5,26.75]	-0.8134751	-0.8817326	-0.7452177
aou	Indian	(26.75,27]	-0.4327029	-0.4767489	-0.3886569
aou	Indian	(27,27.25]	0.1801484	0.0336864	0.3266104
aou	Indian	(27.25,27.5]	0.5868451	0.5821883	0.5915019
aou	Indian	(27.5,27.75]	0.5236551	0.4410484	0.6062619
aou	Indian	(27.75,27.85]	0.2839649	0.1905058	0.3774241
aou	Indian	(27.85,27.95]	0.3129066	0.2118994	0.4139137
aou	Indian	(27.95,28.05]	0.1401735	0.1097793	0.1705678
aou	Indian	(28.05,28.1]	0.1887141	0.0687390	0.3086892
aou	Indian	(28.1, Inf]	0.4510769	0.4243092	0.4778447
aou	Pacific	(-Inf,26]	0.1033770	0.0916563	0.1150977
aou	Pacific	(26,26.5]	-0.4654156	-0.5729802	-0.3578511
aou	Pacific	(26.5,26.75]	-0.2244542	-0.2523643	-0.1965440
aou	Pacific	(26.75,27]	-0.4145627	-0.4826119	-0.3465135
aou	Pacific	(27,27.25]	0.1398083	0.0983632	0.1812533
aou	Pacific	(27.25,27.5]	0.5974878	0.5473904	0.6475853
aou	Pacific	(27.5,27.75]	0.7107987	0.6470755	0.7745219
aou	Pacific	(27.75,27.85]	0.7935228	0.7595554	0.8274902
aou	Pacific	(27.85,27.95]	0.7457535	0.6979989	0.7935081
aou	Pacific	(27.95,28.05]	0.5322559	0.4987928	0.5657189
aou	Pacific	(28.05,28.1]	0.2941754	0.2765356	0.3118153
aou	Pacific	(28.1, Inf]	0.2775910	0.2437936	0.3113885
nitrate	Atlantic	(-Inf,26]	0.4284327	0.4102092	0.4466561
nitrate	Atlantic	(26,26.5]	-0.2256220	-0.3018021	-0.1494419
nitrate	Atlantic	(26.5,26.75]	-0.5496898	-0.5778565	-0.5215231
nitrate	Atlantic	(26.75,27]	-0.6623661	-0.7025581	-0.6221742
nitrate	Atlantic	(27,27.25]	-0.8278158	-0.8381073	-0.8175243
nitrate	Atlantic	(27.25,27.5]	-0.9149840	-0.9190336	-0.9109344
nitrate	Atlantic	(27.5,27.75]	-0.9569593	-0.9630272	-0.9508915
nitrate	Atlantic	(27.75,27.85]	-0.9600510	-0.9617355	-0.9583664
nitrate	Atlantic	(27.85,27.95]	-0.9345321	-0.9450404	-0.9240239
nitrate	Atlantic	(27.95,28.05]	-0.9111577	-0.9211680	-0.9011474
nitrate	Atlantic	(28.05,28.1]	-0.8926817	-0.9033140	-0.8820494
nitrate	Atlantic	(28.1,28.15]	-0.9172139	-0.9238987	-0.9105291
nitrate	Atlantic	(28.15,28.2]	-0.9673804	-0.9720348	-0.9627259
nitrate	Atlantic	(28.2, Inf]	-0.9422701	-0.9682984	-0.9162419
nitrate	Indian	(-Inf,26]	-0.6470502	-0.6997327	-0.5943678
nitrate	Indian	(26,26.5]	-0.9293299	-0.9413962	-0.9172636
nitrate	Indian	(26.5,26.75]	-0.9007093	-0.9230508	-0.8783677
nitrate	Indian	(26.75,27]	-0.6903048	-0.7223282	-0.6582814
nitrate	Indian	(27,27.25]	-0.2112584	-0.2266316	-0.1958851
nitrate	Indian	(27.25,27.5]	0.3928570	0.3629544	0.4227596
nitrate	Indian	(27.5,27.75]	0.4568818	0.4008318	0.5129318
nitrate	Indian	(27.75,27.85]	0.1209081	0.0626263	0.1791898
nitrate	Indian	(27.85,27.95]	0.0291984	0.0143751	0.0440216
nitrate	Indian	(27.95,28.05]	-0.2189117	-0.3098129	-0.1280104
nitrate	Indian	(28.05,28.1]	-0.0667318	-0.2481243	0.1146608
nitrate	Indian	(28.1, Inf]	-0.0206289	-0.1413725	0.1001146
nitrate	Pacific	(-Inf,26]	0.0260456	0.0183570	0.0337342
nitrate	Pacific	(26,26.5]	-0.6629627	-0.7753907	-0.5505346
nitrate	Pacific	(26.5,26.75]	-0.6032156	-0.6717968	-0.5346343
nitrate	Pacific	(26.75,27]	-0.6109530	-0.6872405	-0.5346654
nitrate	Pacific	(27,27.25]	0.0809779	0.0417709	0.1201849
nitrate	Pacific	(27.25,27.5]	0.5195698	0.4548200	0.5843197
nitrate	Pacific	(27.5,27.75]	0.6363409	0.5670028	0.7056790
nitrate	Pacific	(27.75,27.85]	0.7454038	0.7050853	0.7857222
nitrate	Pacific	(27.85,27.95]	0.7031046	0.6466861	0.7595231
nitrate	Pacific	(27.95,28.05]	0.4821023	0.4384836	0.5257210
nitrate	Pacific	(28.05,28.1]	0.2456863	0.2103898	0.2809828
nitrate	Pacific	(28.1, Inf]	0.2341413	0.2337091	0.2345735
oxygen	Atlantic	(-Inf,26]	-0.5204708	-0.5494741	-0.4914675
oxygen	Atlantic	(26,26.5]	-0.1589055	-0.1627434	-0.1550677
oxygen	Atlantic	(26.5,26.75]	0.1902628	0.1718922	0.2086334
oxygen	Atlantic	(26.75,27]	0.1530269	0.1033672	0.2026865
oxygen	Atlantic	(27,27.25]	0.2440426	0.1374890	0.3505963
oxygen	Atlantic	(27.25,27.5]	0.2761610	0.2146304	0.3376916
oxygen	Atlantic	(27.5,27.75]	0.4790843	0.4461210	0.5120476
oxygen	Atlantic	(27.75,27.85]	0.6125482	0.6003850	0.6247113
oxygen	Atlantic	(27.85,27.95]	0.7938178	0.7890539	0.7985816
oxygen	Atlantic	(27.95,28.05]	0.8341197	0.8089741	0.8592653
oxygen	Atlantic	(28.05,28.1]	0.8169912	0.8083543	0.8256281
oxygen	Atlantic	(28.1,28.15]	0.8820152	0.8777611	0.8862693
oxygen	Atlantic	(28.15,28.2]	0.9363644	0.9133015	0.9594272
oxygen	Atlantic	(28.2, Inf]	0.6277235	0.5634495	0.6919976
oxygen	Indian	(-Inf,26]	0.6984994	0.6338524	0.7631465
oxygen	Indian	(26,26.5]	0.9200569	0.9156425	0.9244712
oxygen	Indian	(26.5,26.75]	0.7779772	0.6946368	0.8613176
oxygen	Indian	(26.75,27]	0.3491174	0.2741523	0.4240825
oxygen	Indian	(27,27.25]	-0.2545521	-0.4208600	-0.0882441
oxygen	Indian	(27.25,27.5]	-0.6058973	-0.6191813	-0.5926134
oxygen	Indian	(27.5,27.75]	-0.4981420	-0.5840274	-0.4122565
oxygen	Indian	(27.75,27.85]	-0.2819426	-0.3721788	-0.1917063
oxygen	Indian	(27.85,27.95]	-0.3383978	-0.4419361	-0.2348595
oxygen	Indian	(27.95,28.05]	-0.1948402	-0.2432271	-0.1464533
oxygen	Indian	(28.05,28.1]	-0.2310177	-0.3256833	-0.1363520
oxygen	Indian	(28.1, Inf]	-0.5008407	-0.5179982	-0.4836832
oxygen	Pacific	(-Inf,26]	0.1521550	0.1330270	0.1712830
oxygen	Pacific	(26,26.5]	0.3312723	0.2459821	0.4165625
oxygen	Pacific	(26.5,26.75]	0.0537399	0.0509747	0.0565051
oxygen	Pacific	(26.75,27]	0.2998190	0.2380327	0.3616054
oxygen	Pacific	(27,27.25]	-0.1200018	-0.1662107	-0.0737929
oxygen	Pacific	(27.25,27.5]	-0.5558889	-0.6093248	-0.5024530
oxygen	Pacific	(27.5,27.75]	-0.6672731	-0.7420964	-0.5924499
oxygen	Pacific	(27.75,27.85]	-0.7706961	-0.8073006	-0.7340915
oxygen	Pacific	(27.85,27.95]	-0.7258679	-0.7765859	-0.6751499
oxygen	Pacific	(27.95,28.05]	-0.5248538	-0.5579540	-0.4917536
oxygen	Pacific	(28.05,28.1]	-0.2988396	-0.3164173	-0.2812620
oxygen	Pacific	(28.1, Inf]	-0.2753911	-0.3243376	-0.2264445
phosphate	Atlantic	(-Inf,26]	0.2833186	0.2783418	0.2882954
phosphate	Atlantic	(26,26.5]	-0.4236244	-0.5526193	-0.2946295
phosphate	Atlantic	(26.5,26.75]	-0.6640472	-0.7050895	-0.6230049
phosphate	Atlantic	(26.75,27]	-0.7602526	-0.7837662	-0.7367389
phosphate	Atlantic	(27,27.25]	-0.8811264	-0.8872868	-0.8749661
phosphate	Atlantic	(27.25,27.5]	-0.9431486	-0.9472455	-0.9390517
phosphate	Atlantic	(27.5,27.75]	-0.9746535	-0.9776931	-0.9716140
phosphate	Atlantic	(27.75,27.85]	-0.9769010	-0.9774060	-0.9763961
phosphate	Atlantic	(27.85,27.95]	-0.9535209	-0.9594889	-0.9475528
phosphate	Atlantic	(27.95,28.05]	-0.9310891	-0.9362853	-0.9258929
phosphate	Atlantic	(28.05,28.1]	-0.9155008	-0.9200935	-0.9109081
phosphate	Atlantic	(28.1,28.15]	-0.9319780	-0.9327738	-0.9311822
phosphate	Atlantic	(28.15,28.2]	-0.9726100	-0.9751873	-0.9700328
phosphate	Atlantic	(28.2, Inf]	-0.9556360	-0.9760823	-0.9351897
phosphate	Indian	(-Inf,26]	-0.6569723	-0.7084295	-0.6055150
phosphate	Indian	(26,26.5]	-0.9290532	-0.9419903	-0.9161160
phosphate	Indian	(26.5,26.75]	-0.8989996	-0.9199024	-0.8780969
phosphate	Indian	(26.75,27]	-0.6845205	-0.7205266	-0.6485144
phosphate	Indian	(27,27.25]	-0.2151701	-0.2246851	-0.2056550
phosphate	Indian	(27.25,27.5]	0.3777142	0.3474623	0.4079661
phosphate	Indian	(27.5,27.75]	0.3840703	0.3102260	0.4579146
phosphate	Indian	(27.75,27.85]	0.0608284	-0.0032950	0.1249518
phosphate	Indian	(27.85,27.95]	-0.0270081	-0.0543558	0.0003396
phosphate	Indian	(27.95,28.05]	-0.2521609	-0.3369008	-0.1674210
phosphate	Indian	(28.05,28.1]	-0.1084612	-0.3107662	0.0938437
phosphate	Indian	(28.1, Inf]	-0.1586809	-0.2568872	-0.0604745
phosphate	Pacific	(-Inf,26]	-0.0326234	-0.0465238	-0.0187230
phosphate	Pacific	(26,26.5]	-0.7173875	-0.8068992	-0.6278758
phosphate	Pacific	(26.5,26.75]	-0.6631617	-0.7276886	-0.5986348
phosphate	Pacific	(26.75,27]	-0.6541729	-0.7280592	-0.5802867
phosphate	Pacific	(27,27.25]	0.0683121	0.0363825	0.1002417
phosphate	Pacific	(27.25,27.5]	0.5183139	0.4582385	0.5783892
phosphate	Pacific	(27.5,27.75]	0.6120574	0.5365868	0.6875280
phosphate	Pacific	(27.75,27.85]	0.7064264	0.6549053	0.7579476
phosphate	Pacific	(27.85,27.95]	0.6567814	0.5916734	0.7218895
phosphate	Pacific	(27.95,28.05]	0.3954759	0.3527100	0.4382419
phosphate	Pacific	(28.05,28.1]	0.1147065	0.0911793	0.1382336
phosphate	Pacific	(28.1, Inf]	0.1085254	0.0966788	0.1203720
sal	Atlantic	(-Inf,26]	-0.0789550	-0.1382697	-0.0196402
sal	Atlantic	(26,26.5]	0.6729037	0.5488378	0.7969696
sal	Atlantic	(26.5,26.75]	0.7880080	0.7563775	0.8196385
sal	Atlantic	(26.75,27]	0.8407427	0.8084609	0.8730245
sal	Atlantic	(27,27.25]	0.8911362	0.8863194	0.8959529
sal	Atlantic	(27.25,27.5]	0.9122749	0.8846535	0.9398962
sal	Atlantic	(27.5,27.75]	0.8282513	0.8211495	0.8353532
sal	Atlantic	(27.75,27.85]	0.6717060	0.6601903	0.6832216
sal	Atlantic	(27.85,27.95]	0.4923805	0.4442723	0.5404887
sal	Atlantic	(27.95,28.05]	0.5012205	0.3819140	0.6205270
sal	Atlantic	(28.05,28.1]	0.6521680	0.6449894	0.6593467
sal	Atlantic	(28.1,28.15]	0.7141758	0.6912148	0.7371367
sal	Atlantic	(28.15,28.2]	0.8760381	0.8659546	0.8861217
sal	Atlantic	(28.2, Inf]	0.9080802	0.8803345	0.9358258
sal	Indian	(-Inf,26]	0.6819503	0.5890728	0.7748278
sal	Indian	(26,26.5]	0.6603706	0.5527078	0.7680333
sal	Indian	(26.5,26.75]	0.5227045	0.3266862	0.7187228
sal	Indian	(26.75,27]	0.4001339	0.1456225	0.6546454
sal	Indian	(27,27.25]	0.4371775	0.2053627	0.6689923
sal	Indian	(27.25,27.5]	0.5701914	0.4933650	0.6470178
sal	Indian	(27.5,27.75]	0.4827491	0.3166729	0.6488252
sal	Indian	(27.75,27.85]	0.3269312	0.2106634	0.4431991
sal	Indian	(27.85,27.95]	0.4497278	0.3203078	0.5791479
sal	Indian	(27.95,28.05]	0.4905368	0.4208803	0.5601933
sal	Indian	(28.05,28.1]	0.4184678	0.3509931	0.4859424
sal	Indian	(28.1, Inf]	0.5408149	0.5394746	0.5421552
sal	Pacific	(-Inf,26]	-0.1011342	-0.1886870	-0.0135815
sal	Pacific	(26,26.5]	0.5435830	0.4478178	0.6393481
sal	Pacific	(26.5,26.75]	0.6401918	0.5780217	0.7023619
sal	Pacific	(26.75,27]	0.4847131	0.4178360	0.5515901
sal	Pacific	(27,27.25]	-0.3495094	-0.3821083	-0.3169105
sal	Pacific	(27.25,27.5]	-0.4084007	-0.4642208	-0.3525806
sal	Pacific	(27.5,27.75]	-0.2212829	-0.3006278	-0.1419380
sal	Pacific	(27.75,27.85]	-0.3266160	-0.5322818	-0.1209502
sal	Pacific	(27.85,27.95]	-0.2769921	-0.4655945	-0.0883897
sal	Pacific	(27.95,28.05]	-0.1287818	-0.3092671	0.0517035
sal	Pacific	(28.05,28.1]	-0.0593226	-0.1544883	0.0358431
sal	Pacific	(28.1, Inf]	0.0007979	-0.1111382	0.1127340
silicate	Atlantic	(-Inf,26]	0.1503116	0.1271527	0.1734705
silicate	Atlantic	(26,26.5]	-0.4167934	-0.5237502	-0.3098366
silicate	Atlantic	(26.5,26.75]	-0.5966484	-0.6304398	-0.5628569
silicate	Atlantic	(26.75,27]	-0.6259124	-0.6414416	-0.6103832
silicate	Atlantic	(27,27.25]	-0.8137471	-0.8173794	-0.8101148
silicate	Atlantic	(27.25,27.5]	-0.9066044	-0.9152700	-0.8979388
silicate	Atlantic	(27.5,27.75]	-0.8984483	-0.9062007	-0.8906960
silicate	Atlantic	(27.75,27.85]	-0.8950945	-0.9088265	-0.8813624
silicate	Atlantic	(27.85,27.95]	-0.8772856	-0.8913696	-0.8632017
silicate	Atlantic	(27.95,28.05]	-0.8705400	-0.8824354	-0.8586445
silicate	Atlantic	(28.05,28.1]	-0.8657966	-0.8745678	-0.8570254
silicate	Atlantic	(28.1,28.15]	-0.9060182	-0.9072146	-0.9048217
silicate	Atlantic	(28.15,28.2]	-0.9618392	-0.9635924	-0.9600860
silicate	Atlantic	(28.2, Inf]	-0.9117422	-0.9466266	-0.8768578
silicate	Indian	(-Inf,26]	-0.6266830	-0.6874744	-0.5658916
silicate	Indian	(26,26.5]	-0.9171245	-0.9249415	-0.9093074
silicate	Indian	(26.5,26.75]	-0.8343595	-0.8989635	-0.7697555
silicate	Indian	(26.75,27]	-0.4903538	-0.5137639	-0.4669436
silicate	Indian	(27,27.25]	-0.0297214	-0.0933348	0.0338919
silicate	Indian	(27.25,27.5]	0.4985001	0.4671892	0.5298109
silicate	Indian	(27.5,27.75]	0.6375699	0.6325152	0.6426246
silicate	Indian	(27.75,27.85]	0.3155230	0.3121022	0.3189438
silicate	Indian	(27.85,27.95]	0.1734196	0.1431055	0.2037337
silicate	Indian	(27.95,28.05]	-0.0404090	-0.0766930	-0.0041249
silicate	Indian	(28.05,28.1]	0.0318767	-0.0861421	0.1498955
silicate	Indian	(28.1, Inf]	-0.0811355	-0.1751097	0.0128387
silicate	Pacific	(-Inf,26]	-0.0099105	-0.0315559	0.0117349
silicate	Pacific	(26,26.5]	-0.6776684	-0.7451572	-0.6101797
silicate	Pacific	(26.5,26.75]	-0.6366110	-0.6824984	-0.5907236
silicate	Pacific	(26.75,27]	-0.5116121	-0.5795643	-0.4436599
silicate	Pacific	(27,27.25]	0.3446050	0.3393141	0.3498960
silicate	Pacific	(27.25,27.5]	0.8033312	0.7852773	0.8213852
silicate	Pacific	(27.5,27.75]	0.8620749	0.8397719	0.8843779
silicate	Pacific	(27.75,27.85]	0.8325527	0.8021636	0.8629418
silicate	Pacific	(27.85,27.95]	0.7467803	0.6986459	0.7949148
silicate	Pacific	(27.95,28.05]	0.5088313	0.4804149	0.5372476
silicate	Pacific	(28.05,28.1]	0.2664397	0.2661846	0.2666948
silicate	Pacific	(28.1, Inf]	0.2100736	0.2053100	0.2148373
temp	Atlantic	(-Inf,26]	-0.4830235	-0.5795237	-0.3865232
temp	Atlantic	(26,26.5]	0.6473352	0.5559545	0.7387159
temp	Atlantic	(26.5,26.75]	0.7249351	0.7141960	0.7356743
temp	Atlantic	(26.75,27]	0.7567815	0.7071693	0.8063937
temp	Atlantic	(27,27.25]	0.8347931	0.8344448	0.8351414
temp	Atlantic	(27.25,27.5]	0.8790287	0.8439540	0.9141034
temp	Atlantic	(27.5,27.75]	0.7949796	0.7919749	0.7979843
temp	Atlantic	(27.75,27.85]	0.6618271	0.6590027	0.6646514
temp	Atlantic	(27.85,27.95]	0.4656576	0.4012386	0.5300766
temp	Atlantic	(27.95,28.05]	0.5065568	0.4185456	0.5945679
temp	Atlantic	(28.05,28.1]	0.5535478	0.5484827	0.5586128
temp	Atlantic	(28.1,28.15]	0.5307396	0.4818289	0.5796504
temp	Atlantic	(28.15,28.2]	0.3908828	0.3403554	0.4414102
temp	Atlantic	(28.2, Inf]	0.1597859	0.0703470	0.2492247
temp	Indian	(-Inf,26]	-0.2474607	-0.2705675	-0.2243540
temp	Indian	(26,26.5]	0.4441403	0.4411754	0.4471053
temp	Indian	(26.5,26.75]	0.4692925	0.3056668	0.6329182
temp	Indian	(26.75,27]	0.5096327	0.2949922	0.7242733
temp	Indian	(27,27.25]	0.5831042	0.3893324	0.7768760
temp	Indian	(27.25,27.5]	0.6143890	0.5478538	0.6809242
temp	Indian	(27.5,27.75]	0.3420736	0.2526702	0.4314771
temp	Indian	(27.75,27.85]	0.2579868	0.1842777	0.3316958
temp	Indian	(27.85,27.95]	0.4013941	0.3047097	0.4980785
temp	Indian	(27.95,28.05]	0.3749038	0.3048015	0.4450062
temp	Indian	(28.05,28.1]	0.3330971	0.2682283	0.3979659
temp	Indian	(28.1, Inf]	0.5392242	0.5318368	0.5466116
temp	Pacific	(-Inf,26]	-0.5572849	-0.5935188	-0.5210509
temp	Pacific	(26,26.5]	0.5749743	0.4879918	0.6619569
temp	Pacific	(26.5,26.75]	0.6668909	0.6027490	0.7310328
temp	Pacific	(26.75,27]	0.5164422	0.4527236	0.5801608
temp	Pacific	(27,27.25]	-0.2018967	-0.2371151	-0.1666783
temp	Pacific	(27.25,27.5]	-0.3745692	-0.4526502	-0.2964881
temp	Pacific	(27.5,27.75]	-0.2968495	-0.4250565	-0.1686426
temp	Pacific	(27.75,27.85]	-0.2683223	-0.4654508	-0.0711938
temp	Pacific	(27.85,27.95]	-0.1900841	-0.3735798	-0.0065885
temp	Pacific	(27.95,28.05]	-0.0661467	-0.2926638	0.1603704
temp	Pacific	(28.05,28.1]	0.0456523	-0.0841728	0.1754773
temp	Pacific	(28.1, Inf]	0.2170045	0.1407835	0.2932255

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