eMLR - assumption testing

workflowr

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Last updated: 2021-12-07

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>%
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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
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
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
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
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
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]	0.9071778	0.8987311	0.9156245
aou + nitrate	Atlantic	(26,26.5]	0.9629305	0.9538295	0.9720315
aou + nitrate	Atlantic	(26.5,26.75]	0.9545997	0.9468183	0.9623812
aou + nitrate	Atlantic	(26.75,27]	0.8979401	0.8903492	0.9055311
aou + nitrate	Atlantic	(27,27.25]	0.8356202	0.8201009	0.8511396
aou + nitrate	Atlantic	(27.25,27.5]	0.7605203	0.7297183	0.7913223
aou + nitrate	Atlantic	(27.5,27.75]	0.8593014	0.8592316	0.8593712
aou + nitrate	Atlantic	(27.75,27.85]	0.9156560	0.9014014	0.9299107
aou + nitrate	Atlantic	(27.85,27.95]	0.9323335	0.9323187	0.9323483
aou + nitrate	Atlantic	(27.95,28.05]	0.9487411	0.9461567	0.9513255
aou + nitrate	Atlantic	(28.05,28.1]	0.9598087	0.9550075	0.9646099
aou + nitrate	Atlantic	(28.1,28.15]	0.9796614	0.9792223	0.9801006
aou + nitrate	Atlantic	(28.15,28.2]	0.9863633	0.9802342	0.9924925
aou + nitrate	Atlantic	(28.2, Inf]	0.8629074	0.8515722	0.8742426
aou + nitrate	Indian	(-Inf,26]	0.9928699	0.9908003	0.9949395
aou + nitrate	Indian	(26,26.5]	0.9911608	0.9891178	0.9932038
aou + nitrate	Indian	(26.5,26.75]	0.9669874	0.9606496	0.9733253
aou + nitrate	Indian	(26.75,27]	0.9216062	0.8996542	0.9435581
aou + nitrate	Indian	(27,27.25]	0.8520528	0.8090846	0.8950211
aou + nitrate	Indian	(27.25,27.5]	0.9107136	0.9001349	0.9212923
aou + nitrate	Indian	(27.5,27.75]	0.9364280	0.9124438	0.9604121
aou + nitrate	Indian	(27.75,27.85]	0.8888463	0.8551534	0.9225392
aou + nitrate	Indian	(27.85,27.95]	0.8525831	0.8131120	0.8920542
aou + nitrate	Indian	(27.95,28.05]	0.8047470	0.7379181	0.8715759
aou + nitrate	Indian	(28.05,28.1]	0.8989308	0.8440473	0.9538142
aou + nitrate	Indian	(28.1, Inf]	0.5865390	0.5470855	0.6259925
aou + nitrate	Pacific	(-Inf,26]	0.8932279	0.8728645	0.9135912
aou + nitrate	Pacific	(26,26.5]	0.8791675	0.8713974	0.8869375
aou + nitrate	Pacific	(26.5,26.75]	0.8436279	0.8209371	0.8663188
aou + nitrate	Pacific	(26.75,27]	0.9254189	0.9128627	0.9379750
aou + nitrate	Pacific	(27,27.25]	0.9739090	0.9726768	0.9751413
aou + nitrate	Pacific	(27.25,27.5]	0.9797460	0.9783420	0.9811500
aou + nitrate	Pacific	(27.5,27.75]	0.9828803	0.9822239	0.9835367
aou + nitrate	Pacific	(27.75,27.85]	0.9898707	0.9897678	0.9899736
aou + nitrate	Pacific	(27.85,27.95]	0.9890816	0.9878857	0.9902776
aou + nitrate	Pacific	(27.95,28.05]	0.9790593	0.9752026	0.9829161
aou + nitrate	Pacific	(28.05,28.1]	0.9793992	0.9703850	0.9884134
aou + nitrate	Pacific	(28.1, Inf]	0.9601008	0.9546340	0.9655676
aou + oxygen	Atlantic	(-Inf,26]	-0.9427263	-0.9537740	-0.9316787
aou + oxygen	Atlantic	(26,26.5]	-0.9669422	-0.9721576	-0.9617267
aou + oxygen	Atlantic	(26.5,26.75]	-0.9715801	-0.9754069	-0.9677532
aou + oxygen	Atlantic	(26.75,27]	-0.9639879	-0.9654729	-0.9625029
aou + oxygen	Atlantic	(27,27.25]	-0.9617775	-0.9674077	-0.9561473
aou + oxygen	Atlantic	(27.25,27.5]	-0.9368920	-0.9409984	-0.9327857
aou + oxygen	Atlantic	(27.5,27.75]	-0.9216454	-0.9247415	-0.9185492
aou + oxygen	Atlantic	(27.75,27.85]	-0.9539937	-0.9640950	-0.9438923
aou + oxygen	Atlantic	(27.85,27.95]	-0.9720013	-0.9722287	-0.9717739
aou + oxygen	Atlantic	(27.95,28.05]	-0.9743326	-0.9777304	-0.9709349
aou + oxygen	Atlantic	(28.05,28.1]	-0.9831130	-0.9837584	-0.9824675
aou + oxygen	Atlantic	(28.1,28.15]	-0.9913840	-0.9914010	-0.9913670
aou + oxygen	Atlantic	(28.15,28.2]	-0.9948592	-0.9975400	-0.9921785
aou + oxygen	Atlantic	(28.2, Inf]	-0.9808066	-0.9835891	-0.9780241
aou + oxygen	Indian	(-Inf,26]	-0.9929113	-0.9949937	-0.9908289
aou + oxygen	Indian	(26,26.5]	-0.9973917	-0.9978759	-0.9969075
aou + oxygen	Indian	(26.5,26.75]	-0.9967504	-0.9974174	-0.9960834
aou + oxygen	Indian	(26.75,27]	-0.9939900	-0.9965858	-0.9913942
aou + oxygen	Indian	(27,27.25]	-0.9946633	-0.9964445	-0.9928821
aou + oxygen	Indian	(27.25,27.5]	-0.9965007	-0.9971141	-0.9958874
aou + oxygen	Indian	(27.5,27.75]	-0.9969768	-0.9974298	-0.9965237
aou + oxygen	Indian	(27.75,27.85]	-0.9970960	-0.9978690	-0.9963231
aou + oxygen	Indian	(27.85,27.95]	-0.9948468	-0.9954865	-0.9942071
aou + oxygen	Indian	(27.95,28.05]	-0.9896348	-0.9920365	-0.9872330
aou + oxygen	Indian	(28.05,28.1]	-0.9908794	-0.9957808	-0.9859780
aou + oxygen	Indian	(28.1, Inf]	-0.9851451	-0.9883714	-0.9819189
aou + oxygen	Pacific	(-Inf,26]	-0.8396324	-0.8421983	-0.8370665
aou + oxygen	Pacific	(26,26.5]	-0.9662460	-0.9674796	-0.9650124
aou + oxygen	Pacific	(26.5,26.75]	-0.9738801	-0.9771534	-0.9706068
aou + oxygen	Pacific	(26.75,27]	-0.9798966	-0.9830179	-0.9767754
aou + oxygen	Pacific	(27,27.25]	-0.9946225	-0.9948015	-0.9944435
aou + oxygen	Pacific	(27.25,27.5]	-0.9960956	-0.9963879	-0.9958033
aou + oxygen	Pacific	(27.5,27.75]	-0.9962570	-0.9973513	-0.9951628
aou + oxygen	Pacific	(27.75,27.85]	-0.9973646	-0.9985550	-0.9961742
aou + oxygen	Pacific	(27.85,27.95]	-0.9974025	-0.9983619	-0.9964431
aou + oxygen	Pacific	(27.95,28.05]	-0.9978049	-0.9987154	-0.9968944
aou + oxygen	Pacific	(28.05,28.1]	-0.9990002	-0.9991129	-0.9988875
aou + oxygen	Pacific	(28.1, Inf]	-0.9954324	-0.9963240	-0.9945407
aou + phosphate	Atlantic	(-Inf,26]	0.6204831	0.5142869	0.7266794
aou + phosphate	Atlantic	(26,26.5]	0.8833565	0.8546585	0.9120545
aou + phosphate	Atlantic	(26.5,26.75]	0.8951254	0.8748785	0.9153723
aou + phosphate	Atlantic	(26.75,27]	0.8245060	0.8053411	0.8436708
aou + phosphate	Atlantic	(27,27.25]	0.7687948	0.7590584	0.7785313
aou + phosphate	Atlantic	(27.25,27.5]	0.6985476	0.6565974	0.7404979
aou + phosphate	Atlantic	(27.5,27.75]	0.8296928	0.8288374	0.8305483
aou + phosphate	Atlantic	(27.75,27.85]	0.8932321	0.8746395	0.9118248
aou + phosphate	Atlantic	(27.85,27.95]	0.9257586	0.9251920	0.9263252
aou + phosphate	Atlantic	(27.95,28.05]	0.9461812	0.9433754	0.9489871
aou + phosphate	Atlantic	(28.05,28.1]	0.9555232	0.9506125	0.9604339
aou + phosphate	Atlantic	(28.1,28.15]	0.9752042	0.9739608	0.9764477
aou + phosphate	Atlantic	(28.15,28.2]	0.9856954	0.9795292	0.9918617
aou + phosphate	Atlantic	(28.2, Inf]	0.8588219	0.8459685	0.8716752
aou + phosphate	Indian	(-Inf,26]	0.9950160	0.9937960	0.9962359
aou + phosphate	Indian	(26,26.5]	0.9939081	0.9918802	0.9959360
aou + phosphate	Indian	(26.5,26.75]	0.9725085	0.9668825	0.9781345
aou + phosphate	Indian	(26.75,27]	0.9350637	0.9114206	0.9587067
aou + phosphate	Indian	(27,27.25]	0.8891675	0.8328291	0.9455058
aou + phosphate	Indian	(27.25,27.5]	0.9400232	0.9258428	0.9542036
aou + phosphate	Indian	(27.5,27.75]	0.9572729	0.9497975	0.9647483
aou + phosphate	Indian	(27.75,27.85]	0.9227172	0.9053053	0.9401290
aou + phosphate	Indian	(27.85,27.95]	0.8692795	0.8323674	0.9061916
aou + phosphate	Indian	(27.95,28.05]	0.8246261	0.7693330	0.8799191
aou + phosphate	Indian	(28.05,28.1]	0.9075395	0.8582440	0.9568349
aou + phosphate	Indian	(28.1, Inf]	0.5760104	0.5497845	0.6022363
aou + phosphate	Pacific	(-Inf,26]	0.8916833	0.8769703	0.9063964
aou + phosphate	Pacific	(26,26.5]	0.9042429	0.8912246	0.9172611
aou + phosphate	Pacific	(26.5,26.75]	0.8535237	0.8348442	0.8722031
aou + phosphate	Pacific	(26.75,27]	0.9311772	0.9144077	0.9479467
aou + phosphate	Pacific	(27,27.25]	0.9801938	0.9791661	0.9812215
aou + phosphate	Pacific	(27.25,27.5]	0.9839838	0.9837008	0.9842668
aou + phosphate	Pacific	(27.5,27.75]	0.9827964	0.9816243	0.9839685
aou + phosphate	Pacific	(27.75,27.85]	0.9873363	0.9871328	0.9875399
aou + phosphate	Pacific	(27.85,27.95]	0.9869519	0.9868104	0.9870934
aou + phosphate	Pacific	(27.95,28.05]	0.9811014	0.9809761	0.9812267
aou + phosphate	Pacific	(28.05,28.1]	0.9780121	0.9718507	0.9841735
aou + phosphate	Pacific	(28.1, Inf]	0.9552254	0.9527919	0.9576588
aou + silicate	Atlantic	(-Inf,26]	0.3664768	0.3177804	0.4151732
aou + silicate	Atlantic	(26,26.5]	0.8152734	0.8025456	0.8280012
aou + silicate	Atlantic	(26.5,26.75]	0.8913754	0.8804111	0.9023398
aou + silicate	Atlantic	(26.75,27]	0.8462373	0.8346814	0.8577932
aou + silicate	Atlantic	(27,27.25]	0.7373916	0.7299173	0.7448660
aou + silicate	Atlantic	(27.25,27.5]	0.5126749	0.4416961	0.5836538
aou + silicate	Atlantic	(27.5,27.75]	0.6287851	0.6140213	0.6435488
aou + silicate	Atlantic	(27.75,27.85]	0.7953301	0.7911800	0.7994802
aou + silicate	Atlantic	(27.85,27.95]	0.8533165	0.8485609	0.8580720
aou + silicate	Atlantic	(27.95,28.05]	0.9271131	0.9187378	0.9354885
aou + silicate	Atlantic	(28.05,28.1]	0.9611209	0.9598712	0.9623706
aou + silicate	Atlantic	(28.1,28.15]	0.9726789	0.9719598	0.9733980
aou + silicate	Atlantic	(28.15,28.2]	0.9888515	0.9878151	0.9898879
aou + silicate	Atlantic	(28.2, Inf]	0.8651871	0.8356278	0.8947464
aou + silicate	Indian	(-Inf,26]	0.9147591	0.8778103	0.9517080
aou + silicate	Indian	(26,26.5]	0.9455185	0.9319664	0.9590707
aou + silicate	Indian	(26.5,26.75]	0.9643899	0.9564973	0.9722824
aou + silicate	Indian	(26.75,27]	0.9760477	0.9746908	0.9774045
aou + silicate	Indian	(27,27.25]	0.9134326	0.9116651	0.9152002
aou + silicate	Indian	(27.25,27.5]	0.8783228	0.8530921	0.9035535
aou + silicate	Indian	(27.5,27.75]	0.8580033	0.8315174	0.8844892
aou + silicate	Indian	(27.75,27.85]	0.8707220	0.8333562	0.9080879
aou + silicate	Indian	(27.85,27.95]	0.8474418	0.8048193	0.8900643
aou + silicate	Indian	(27.95,28.05]	0.8597851	0.8229488	0.8966214
aou + silicate	Indian	(28.05,28.1]	0.9493330	0.9398610	0.9588051
aou + silicate	Indian	(28.1, Inf]	0.4020276	0.3483902	0.4556651
aou + silicate	Pacific	(-Inf,26]	0.6607037	0.6047015	0.7167058
aou + silicate	Pacific	(26,26.5]	0.6124592	0.6044254	0.6204930
aou + silicate	Pacific	(26.5,26.75]	0.4400299	0.4338007	0.4462592
aou + silicate	Pacific	(26.75,27]	0.7046240	0.7037140	0.7055340
aou + silicate	Pacific	(27,27.25]	0.9054689	0.8983564	0.9125815
aou + silicate	Pacific	(27.25,27.5]	0.9285985	0.9269104	0.9302865
aou + silicate	Pacific	(27.5,27.75]	0.9383124	0.9318041	0.9448206
aou + silicate	Pacific	(27.75,27.85]	0.9699821	0.9694528	0.9705115
aou + silicate	Pacific	(27.85,27.95]	0.9662854	0.9648828	0.9676880
aou + silicate	Pacific	(27.95,28.05]	0.9520497	0.9436284	0.9604711
aou + silicate	Pacific	(28.05,28.1]	0.9591970	0.9496176	0.9687764
aou + silicate	Pacific	(28.1, Inf]	0.8291546	0.7984477	0.8598615
nitrate + silicate	Atlantic	(-Inf,26]	0.5828200	0.5203130	0.6453271
nitrate + silicate	Atlantic	(26,26.5]	0.8954721	0.8660535	0.9248907
nitrate + silicate	Atlantic	(26.5,26.75]	0.9442610	0.9268112	0.9617108
nitrate + silicate	Atlantic	(26.75,27]	0.9199045	0.9079621	0.9318469
nitrate + silicate	Atlantic	(27,27.25]	0.9339173	0.9320515	0.9357831
nitrate + silicate	Atlantic	(27.25,27.5]	0.8888558	0.8674147	0.9102969
nitrate + silicate	Atlantic	(27.5,27.75]	0.8931312	0.8821129	0.9041495
nitrate + silicate	Atlantic	(27.75,27.85]	0.9478157	0.9404765	0.9551550
nitrate + silicate	Atlantic	(27.85,27.95]	0.9680949	0.9668679	0.9693220
nitrate + silicate	Atlantic	(27.95,28.05]	0.9822546	0.9817278	0.9827814
nitrate + silicate	Atlantic	(28.05,28.1]	0.9890544	0.9876324	0.9904764
nitrate + silicate	Atlantic	(28.1,28.15]	0.9906401	0.9900536	0.9912265
nitrate + silicate	Atlantic	(28.15,28.2]	0.9939872	0.9932955	0.9946789
nitrate + silicate	Atlantic	(28.2, Inf]	0.9785487	0.9777600	0.9793375
nitrate + silicate	Indian	(-Inf,26]	0.9347087	0.9082447	0.9611726
nitrate + silicate	Indian	(26,26.5]	0.9538224	0.9465767	0.9610680
nitrate + silicate	Indian	(26.5,26.75]	0.9532918	0.9526171	0.9539664
nitrate + silicate	Indian	(26.75,27]	0.9359928	0.9200465	0.9519392
nitrate + silicate	Indian	(27,27.25]	0.9282631	0.9233767	0.9331494
nitrate + silicate	Indian	(27.25,27.5]	0.9247288	0.9143972	0.9350603
nitrate + silicate	Indian	(27.5,27.75]	0.8456333	0.8309644	0.8603022
nitrate + silicate	Indian	(27.75,27.85]	0.7929004	0.7496174	0.8361833
nitrate + silicate	Indian	(27.85,27.95]	0.8374437	0.8266287	0.8482587
nitrate + silicate	Indian	(27.95,28.05]	0.8904606	0.8815961	0.8993252
nitrate + silicate	Indian	(28.05,28.1]	0.9501768	0.9355789	0.9647748
nitrate + silicate	Indian	(28.1, Inf]	0.8275426	0.8242086	0.8308767
nitrate + silicate	Pacific	(-Inf,26]	0.8454460	0.8420120	0.8488800
nitrate + silicate	Pacific	(26,26.5]	0.8298831	0.8282597	0.8315066
nitrate + silicate	Pacific	(26.5,26.75]	0.7502874	0.7170825	0.7834924
nitrate + silicate	Pacific	(26.75,27]	0.8323507	0.8090435	0.8556578
nitrate + silicate	Pacific	(27,27.25]	0.9126336	0.9018941	0.9233731
nitrate + silicate	Pacific	(27.25,27.5]	0.9028426	0.9001193	0.9055659
nitrate + silicate	Pacific	(27.5,27.75]	0.9067939	0.9059553	0.9076326
nitrate + silicate	Pacific	(27.75,27.85]	0.9510766	0.9503616	0.9517915
nitrate + silicate	Pacific	(27.85,27.95]	0.9624818	0.9577261	0.9672375
nitrate + silicate	Pacific	(27.95,28.05]	0.9449473	0.9199304	0.9699642
nitrate + silicate	Pacific	(28.05,28.1]	0.9505402	0.9294916	0.9715888
nitrate + silicate	Pacific	(28.1, Inf]	0.9084197	0.8986209	0.9182186
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8165172	-0.8342647	-0.7987698
oxygen + nitrate	Atlantic	(26,26.5]	-0.8759864	-0.9064621	-0.8455107
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8653419	-0.8874300	-0.8432538
oxygen + nitrate	Atlantic	(26.75,27]	-0.7754871	-0.7834769	-0.7674973
oxygen + nitrate	Atlantic	(27,27.25]	-0.6724124	-0.7126295	-0.6321954
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5051776	-0.5360178	-0.4743373
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6138047	-0.6217622	-0.6058473
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7623348	-0.8066221	-0.7180475
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8299928	-0.8309148	-0.8290708
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8635290	-0.8770341	-0.8500238
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9003839	-0.9091186	-0.8916492
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9511452	-0.9516617	-0.9506287
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9727066	-0.9858350	-0.9595782
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7688373	-0.7975044	-0.7401702
oxygen + nitrate	Indian	(-Inf,26]	-0.9784064	-0.9842620	-0.9725509
oxygen + nitrate	Indian	(26,26.5]	-0.9811601	-0.9850021	-0.9773182
oxygen + nitrate	Indian	(26.5,26.75]	-0.9447955	-0.9551431	-0.9344480
oxygen + nitrate	Indian	(26.75,27]	-0.8748131	-0.9138745	-0.8357518
oxygen + nitrate	Indian	(27,27.25]	-0.7956748	-0.8565638	-0.7347859
oxygen + nitrate	Indian	(27.25,27.5]	-0.8763037	-0.8920792	-0.8605282
oxygen + nitrate	Indian	(27.5,27.75]	-0.9192461	-0.9469380	-0.8915543
oxygen + nitrate	Indian	(27.75,27.85]	-0.8689365	-0.9063395	-0.8315335
oxygen + nitrate	Indian	(27.85,27.95]	-0.8077052	-0.8554953	-0.7599150
oxygen + nitrate	Indian	(27.95,28.05]	-0.7201789	-0.8087944	-0.6315634
oxygen + nitrate	Indian	(28.05,28.1]	-0.8388046	-0.9258962	-0.7517131
oxygen + nitrate	Indian	(28.1, Inf]	-0.4496408	-0.5057282	-0.3935534
oxygen + nitrate	Pacific	(-Inf,26]	-0.5828772	-0.6247648	-0.5409895
oxygen + nitrate	Pacific	(26,26.5]	-0.7369908	-0.7426977	-0.7312839
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7099698	-0.7501964	-0.6697431
oxygen + nitrate	Pacific	(26.75,27]	-0.8408450	-0.8683203	-0.8133697
oxygen + nitrate	Pacific	(27,27.25]	-0.9514714	-0.9532157	-0.9497272
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9687304	-0.9711199	-0.9663409
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9757161	-0.9797825	-0.9716497
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9858301	-0.9887248	-0.9829354
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9833553	-0.9848806	-0.9818299
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9715680	-0.9718247	-0.9713113
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9741511	-0.9833541	-0.9649482
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9337479	-0.9453415	-0.9221542
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4371219	-0.5802845	-0.2939593
oxygen + phosphate	Atlantic	(26,26.5]	-0.7456866	-0.7998648	-0.6915084
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7713811	-0.8116380	-0.7311242
oxygen + phosphate	Atlantic	(26.75,27]	-0.6693066	-0.6906180	-0.6479951
oxygen + phosphate	Atlantic	(27,27.25]	-0.5815492	-0.6145450	-0.5485535
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4210651	-0.4639260	-0.3782042
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5656423	-0.5738758	-0.5574087
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7259810	-0.7771023	-0.6748596
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8187995	-0.8203741	-0.8172248
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8586151	-0.8724544	-0.8447758
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8930396	-0.9018033	-0.8842758
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9429760	-0.9455191	-0.9404330
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9710284	-0.9845973	-0.9574595
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7638635	-0.7941826	-0.7335445
oxygen + phosphate	Indian	(-Inf,26]	-0.9841147	-0.9858281	-0.9824012
oxygen + phosphate	Indian	(26,26.5]	-0.9848709	-0.9894282	-0.9803135
oxygen + phosphate	Indian	(26.5,26.75]	-0.9522624	-0.9622332	-0.9422916
oxygen + phosphate	Indian	(26.75,27]	-0.8926225	-0.9340244	-0.8512205
oxygen + phosphate	Indian	(27,27.25]	-0.8413974	-0.9195170	-0.7632778
oxygen + phosphate	Indian	(27.25,27.5]	-0.9138233	-0.9357700	-0.8918766
oxygen + phosphate	Indian	(27.5,27.75]	-0.9453856	-0.9552766	-0.9354946
oxygen + phosphate	Indian	(27.75,27.85]	-0.9010274	-0.9227132	-0.8793415
oxygen + phosphate	Indian	(27.85,27.95]	-0.8221433	-0.8675282	-0.7767585
oxygen + phosphate	Indian	(27.95,28.05]	-0.7427302	-0.8185696	-0.6668908
oxygen + phosphate	Indian	(28.05,28.1]	-0.8508857	-0.9313798	-0.7703915
oxygen + phosphate	Indian	(28.1, Inf]	-0.4419985	-0.4846942	-0.3993028
oxygen + phosphate	Pacific	(-Inf,26]	-0.6327153	-0.6540343	-0.6113963
oxygen + phosphate	Pacific	(26,26.5]	-0.7709436	-0.7941674	-0.7477199
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7204705	-0.7557872	-0.6851538
oxygen + phosphate	Pacific	(26.75,27]	-0.8460434	-0.8793790	-0.8127077
oxygen + phosphate	Pacific	(27,27.25]	-0.9591089	-0.9607506	-0.9574672
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9737242	-0.9742818	-0.9731666
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9770366	-0.9814026	-0.9726706
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9838250	-0.9865762	-0.9810738
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9813293	-0.9836845	-0.9789741
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9737355	-0.9774981	-0.9699729
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9728561	-0.9786835	-0.9670288
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9293194	-0.9370190	-0.9216197
oxygen + silicate	Atlantic	(-Inf,26]	-0.1688009	-0.1819929	-0.1556089
oxygen + silicate	Atlantic	(26,26.5]	-0.6789344	-0.6864860	-0.6713828
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7862708	-0.7886192	-0.7839225
oxygen + silicate	Atlantic	(26.75,27]	-0.7100998	-0.7250637	-0.6951359
oxygen + silicate	Atlantic	(27,27.25]	-0.5548465	-0.5832952	-0.5263978
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2153625	-0.2833647	-0.1473604
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3268805	-0.3386234	-0.3151377
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6089034	-0.6231186	-0.5946882
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7212796	-0.7294638	-0.7130954
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8260919	-0.8480906	-0.8040932
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8994698	-0.9029006	-0.8960391
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9389615	-0.9404361	-0.9374868
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9790158	-0.9844196	-0.9736120
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7768258	-0.8276474	-0.7260042
oxygen + silicate	Indian	(-Inf,26]	-0.8785825	-0.9312824	-0.8258825
oxygen + silicate	Indian	(26,26.5]	-0.9323472	-0.9483706	-0.9163237
oxygen + silicate	Indian	(26.5,26.75]	-0.9534770	-0.9619280	-0.9450260
oxygen + silicate	Indian	(26.75,27]	-0.9594035	-0.9623691	-0.9564380
oxygen + silicate	Indian	(27,27.25]	-0.8758877	-0.8821982	-0.8695773
oxygen + silicate	Indian	(27.25,27.5]	-0.8430075	-0.8683596	-0.8176553
oxygen + silicate	Indian	(27.5,27.75]	-0.8247784	-0.8507776	-0.7987792
oxygen + silicate	Indian	(27.75,27.85]	-0.8437535	-0.8909690	-0.7965379
oxygen + silicate	Indian	(27.85,27.95]	-0.8022834	-0.8573273	-0.7472394
oxygen + silicate	Indian	(27.95,28.05]	-0.7917874	-0.8484974	-0.7350774
oxygen + silicate	Indian	(28.05,28.1]	-0.9107886	-0.9395054	-0.8820718
oxygen + silicate	Indian	(28.1, Inf]	-0.2629210	-0.3053726	-0.2204693
oxygen + silicate	Pacific	(-Inf,26]	-0.3107200	-0.4088352	-0.2126049
oxygen + silicate	Pacific	(26,26.5]	-0.4277884	-0.4369940	-0.4185828
oxygen + silicate	Pacific	(26.5,26.75]	-0.2519049	-0.2625870	-0.2412227
oxygen + silicate	Pacific	(26.75,27]	-0.5657996	-0.5795539	-0.5520453
oxygen + silicate	Pacific	(27,27.25]	-0.8648243	-0.8731300	-0.8565186
oxygen + silicate	Pacific	(27.25,27.5]	-0.8988035	-0.9017705	-0.8958364
oxygen + silicate	Pacific	(27.5,27.75]	-0.9128640	-0.9249127	-0.9008152
oxygen + silicate	Pacific	(27.75,27.85]	-0.9579210	-0.9623723	-0.9534697
oxygen + silicate	Pacific	(27.85,27.95]	-0.9539003	-0.9548149	-0.9529857
oxygen + silicate	Pacific	(27.95,28.05]	-0.9373871	-0.9441855	-0.9305886
oxygen + silicate	Pacific	(28.05,28.1]	-0.9499061	-0.9600036	-0.9398086
oxygen + silicate	Pacific	(28.1, Inf]	-0.7792288	-0.8174715	-0.7409861
phosphate + nitrate	Atlantic	(-Inf,26]	0.7953308	0.7208066	0.8698550
phosphate + nitrate	Atlantic	(26,26.5]	0.9588230	0.9567022	0.9609439
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9814626	0.9778001	0.9851251
phosphate + nitrate	Atlantic	(26.75,27]	0.9827317	0.9800489	0.9854146
phosphate + nitrate	Atlantic	(27,27.25]	0.9891959	0.9879542	0.9904375
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9927598	0.9916347	0.9938848
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9955624	0.9953608	0.9957639
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9953272	0.9944715	0.9961829
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9948077	0.9934820	0.9961334
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9947343	0.9932743	0.9961943
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9936003	0.9916913	0.9955092
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9951100	0.9939743	0.9962456
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9983031	0.9979287	0.9986776
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9965241	0.9960620	0.9969862
phosphate + nitrate	Indian	(-Inf,26]	0.9940363	0.9903301	0.9977425
phosphate + nitrate	Indian	(26,26.5]	0.9964517	0.9963891	0.9965143
phosphate + nitrate	Indian	(26.5,26.75]	0.9962287	0.9952044	0.9972530
phosphate + nitrate	Indian	(26.75,27]	0.9914056	0.9869297	0.9958814
phosphate + nitrate	Indian	(27,27.25]	0.9722295	0.9544916	0.9899673
phosphate + nitrate	Indian	(27.25,27.5]	0.9702181	0.9591212	0.9813151
phosphate + nitrate	Indian	(27.5,27.75]	0.9618691	0.9512134	0.9725248
phosphate + nitrate	Indian	(27.75,27.85]	0.9492927	0.9245582	0.9740272
phosphate + nitrate	Indian	(27.85,27.95]	0.9641427	0.9547465	0.9735388
phosphate + nitrate	Indian	(27.95,28.05]	0.9820365	0.9768155	0.9872576
phosphate + nitrate	Indian	(28.05,28.1]	0.9861396	0.9821818	0.9900973
phosphate + nitrate	Indian	(28.1, Inf]	0.9499963	0.9381531	0.9618395
phosphate + nitrate	Pacific	(-Inf,26]	0.9576610	0.9505932	0.9647288
phosphate + nitrate	Pacific	(26,26.5]	0.9749868	0.9632954	0.9866783
phosphate + nitrate	Pacific	(26.5,26.75]	0.9635696	0.9632043	0.9639348
phosphate + nitrate	Pacific	(26.75,27]	0.9831702	0.9827293	0.9836111
phosphate + nitrate	Pacific	(27,27.25]	0.9902499	0.9894043	0.9910955
phosphate + nitrate	Pacific	(27.25,27.5]	0.9929419	0.9928727	0.9930110
phosphate + nitrate	Pacific	(27.5,27.75]	0.9936235	0.9934127	0.9938343
phosphate + nitrate	Pacific	(27.75,27.85]	0.9928887	0.9920889	0.9936885
phosphate + nitrate	Pacific	(27.85,27.95]	0.9918163	0.9895588	0.9940737
phosphate + nitrate	Pacific	(27.95,28.05]	0.9822675	0.9717761	0.9927590
phosphate + nitrate	Pacific	(28.05,28.1]	0.9750717	0.9623026	0.9878408
phosphate + nitrate	Pacific	(28.1, Inf]	0.9780557	0.9739043	0.9822071
phosphate + silicate	Atlantic	(-Inf,26]	0.7906013	0.7206473	0.8605554
phosphate + silicate	Atlantic	(26,26.5]	0.9383178	0.9068380	0.9697977
phosphate + silicate	Atlantic	(26.5,26.75]	0.9465300	0.9343901	0.9586699
phosphate + silicate	Atlantic	(26.75,27]	0.9226675	0.9185746	0.9267604
phosphate + silicate	Atlantic	(27,27.25]	0.9475323	0.9464036	0.9486610
phosphate + silicate	Atlantic	(27.25,27.5]	0.9171968	0.9031598	0.9312339
phosphate + silicate	Atlantic	(27.5,27.75]	0.9095383	0.9015491	0.9175276
phosphate + silicate	Atlantic	(27.75,27.85]	0.9543780	0.9506460	0.9581100
phosphate + silicate	Atlantic	(27.85,27.95]	0.9705589	0.9705381	0.9705797
phosphate + silicate	Atlantic	(27.95,28.05]	0.9830976	0.9827189	0.9834763
phosphate + silicate	Atlantic	(28.05,28.1]	0.9896192	0.9879922	0.9912462
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919547	0.9912043	0.9927050
phosphate + silicate	Atlantic	(28.15,28.2]	0.9936382	0.9931096	0.9941667
phosphate + silicate	Atlantic	(28.2, Inf]	0.9782032	0.9764446	0.9799619
phosphate + silicate	Indian	(-Inf,26]	0.9213828	0.8808441	0.9619216
phosphate + silicate	Indian	(26,26.5]	0.9552229	0.9454024	0.9650435
phosphate + silicate	Indian	(26.5,26.75]	0.9570235	0.9536627	0.9603842
phosphate + silicate	Indian	(26.75,27]	0.9458431	0.9333843	0.9583020
phosphate + silicate	Indian	(27,27.25]	0.9324681	0.9266748	0.9382614
phosphate + silicate	Indian	(27.25,27.5]	0.9087696	0.8746634	0.9428758
phosphate + silicate	Indian	(27.5,27.75]	0.8550211	0.8115616	0.8984805
phosphate + silicate	Indian	(27.75,27.85]	0.8810553	0.8783621	0.8837485
phosphate + silicate	Indian	(27.85,27.95]	0.8996942	0.8965392	0.9028491
phosphate + silicate	Indian	(27.95,28.05]	0.9126353	0.9119873	0.9132834
phosphate + silicate	Indian	(28.05,28.1]	0.9524012	0.9437055	0.9610969
phosphate + silicate	Indian	(28.1, Inf]	0.8077752	0.7926342	0.8229161
phosphate + silicate	Pacific	(-Inf,26]	0.7528606	0.7389721	0.7667491
phosphate + silicate	Pacific	(26,26.5]	0.7864045	0.7785526	0.7942564
phosphate + silicate	Pacific	(26.5,26.75]	0.7090782	0.6673312	0.7508252
phosphate + silicate	Pacific	(26.75,27]	0.8303816	0.8030813	0.8576818
phosphate + silicate	Pacific	(27,27.25]	0.9184394	0.9057919	0.9310869
phosphate + silicate	Pacific	(27.25,27.5]	0.9098305	0.9056326	0.9140283
phosphate + silicate	Pacific	(27.5,27.75]	0.9047055	0.9010105	0.9084005
phosphate + silicate	Pacific	(27.75,27.85]	0.9526293	0.9520771	0.9531814
phosphate + silicate	Pacific	(27.85,27.95]	0.9670582	0.9642392	0.9698771
phosphate + silicate	Pacific	(27.95,28.05]	0.9592270	0.9492999	0.9691541
phosphate + silicate	Pacific	(28.05,28.1]	0.9572447	0.9439111	0.9705782
phosphate + silicate	Pacific	(28.1, Inf]	0.8992350	0.8860491	0.9124208
sal + aou	Atlantic	(-Inf,26]	-0.0181921	-0.0655856	0.0292015
sal + aou	Atlantic	(26,26.5]	-0.2946321	-0.3824464	-0.2068179
sal + aou	Atlantic	(26.5,26.75]	-0.2794980	-0.3057337	-0.2532624
sal + aou	Atlantic	(26.75,27]	-0.1070239	-0.1786550	-0.0353927
sal + aou	Atlantic	(27,27.25]	-0.1115094	-0.1654387	-0.0575801
sal + aou	Atlantic	(27.25,27.5]	-0.1217862	-0.2286238	-0.0149486
sal + aou	Atlantic	(27.5,27.75]	-0.3681155	-0.3699190	-0.3663120
sal + aou	Atlantic	(27.75,27.85]	-0.2986814	-0.3859652	-0.2113977
sal + aou	Atlantic	(27.85,27.95]	-0.3750730	-0.4366572	-0.3134888
sal + aou	Atlantic	(27.95,28.05]	-0.5920135	-0.6255579	-0.5584690
sal + aou	Atlantic	(28.05,28.1]	-0.6987174	-0.7405509	-0.6568838
sal + aou	Atlantic	(28.1,28.15]	-0.7778942	-0.7952172	-0.7605712
sal + aou	Atlantic	(28.15,28.2]	-0.9016328	-0.9406908	-0.8625748
sal + aou	Atlantic	(28.2, Inf]	-0.6194907	-0.6233346	-0.6156468
sal + aou	Indian	(-Inf,26]	-0.6251046	-0.8443586	-0.4058505
sal + aou	Indian	(26,26.5]	-0.7990159	-0.8054808	-0.7925510
sal + aou	Indian	(26.5,26.75]	-0.1897224	-0.3166005	-0.0628442
sal + aou	Indian	(26.75,27]	0.4860821	0.3376999	0.6344644
sal + aou	Indian	(27,27.25]	0.8806618	0.8761919	0.8851316
sal + aou	Indian	(27.25,27.5]	0.9528886	0.9333021	0.9724750
sal + aou	Indian	(27.5,27.75]	0.9625757	0.9570036	0.9681477
sal + aou	Indian	(27.75,27.85]	0.9526470	0.9385341	0.9667599
sal + aou	Indian	(27.85,27.95]	0.9031710	0.8918863	0.9144557
sal + aou	Indian	(27.95,28.05]	0.6920787	0.6685559	0.7156015
sal + aou	Indian	(28.05,28.1]	0.2837245	0.1848218	0.3826273
sal + aou	Indian	(28.1, Inf]	0.6558282	0.5531005	0.7585560
sal + aou	Pacific	(-Inf,26]	-0.1521220	-0.1701953	-0.1340487
sal + aou	Pacific	(26,26.5]	-0.1996234	-0.2051151	-0.1941316
sal + aou	Pacific	(26.5,26.75]	0.1219299	0.0490552	0.1948047
sal + aou	Pacific	(26.75,27]	-0.1573657	-0.1863823	-0.1283492
sal + aou	Pacific	(27,27.25]	-0.2265154	-0.2405571	-0.2124736
sal + aou	Pacific	(27.25,27.5]	-0.0021408	-0.0292718	0.0249902
sal + aou	Pacific	(27.5,27.75]	0.0389180	-0.0592715	0.1371075
sal + aou	Pacific	(27.75,27.85]	-0.0869527	-0.3473297	0.1734243
sal + aou	Pacific	(27.85,27.95]	-0.2183938	-0.4496557	0.0128680
sal + aou	Pacific	(27.95,28.05]	-0.5905764	-0.7688010	-0.4123518
sal + aou	Pacific	(28.05,28.1]	-0.8891583	-0.8909150	-0.8874016
sal + aou	Pacific	(28.1, Inf]	-0.6292910	-0.7511147	-0.5074672
sal + nitrate	Atlantic	(-Inf,26]	-0.1706566	-0.2242227	-0.1170905
sal + nitrate	Atlantic	(26,26.5]	-0.4644056	-0.4915305	-0.4372807
sal + nitrate	Atlantic	(26.5,26.75]	-0.5225928	-0.5234932	-0.5216925
sal + nitrate	Atlantic	(26.75,27]	-0.4759200	-0.5263684	-0.4254716
sal + nitrate	Atlantic	(27,27.25]	-0.5874420	-0.6600817	-0.5148023
sal + nitrate	Atlantic	(27.25,27.5]	-0.6950496	-0.7387523	-0.6513470
sal + nitrate	Atlantic	(27.5,27.75]	-0.7425207	-0.7459051	-0.7391363
sal + nitrate	Atlantic	(27.75,27.85]	-0.6103923	-0.6567108	-0.5640737
sal + nitrate	Atlantic	(27.85,27.95]	-0.6368750	-0.6922890	-0.5814610
sal + nitrate	Atlantic	(27.95,28.05]	-0.7793362	-0.8142358	-0.7444366
sal + nitrate	Atlantic	(28.05,28.1]	-0.8372861	-0.8626614	-0.8119107
sal + nitrate	Atlantic	(28.1,28.15]	-0.8564375	-0.8754284	-0.8374467
sal + nitrate	Atlantic	(28.15,28.2]	-0.9432539	-0.9585994	-0.9279083
sal + nitrate	Atlantic	(28.2, Inf]	-0.9168874	-0.9251095	-0.9086654
sal + nitrate	Indian	(-Inf,26]	-0.6437495	-0.8578016	-0.4296973
sal + nitrate	Indian	(26,26.5]	-0.8565137	-0.8576892	-0.8553381
sal + nitrate	Indian	(26.5,26.75]	-0.4100048	-0.5451722	-0.2748375
sal + nitrate	Indian	(26.75,27]	0.1263131	-0.0998277	0.3524538
sal + nitrate	Indian	(27,27.25]	0.5200076	0.4364591	0.6035560
sal + nitrate	Indian	(27.25,27.5]	0.7783774	0.7604497	0.7963051
sal + nitrate	Indian	(27.5,27.75]	0.8633869	0.8340736	0.8927002
sal + nitrate	Indian	(27.75,27.85]	0.7412904	0.6588222	0.8237585
sal + nitrate	Indian	(27.85,27.95]	0.5738097	0.4892097	0.6584097
sal + nitrate	Indian	(27.95,28.05]	0.1611000	0.0173238	0.3048763
sal + nitrate	Indian	(28.05,28.1]	-0.1041881	-0.3359948	0.1276185
sal + nitrate	Indian	(28.1, Inf]	-0.1355507	-0.3042344	0.0331330
sal + nitrate	Pacific	(-Inf,26]	-0.4168414	-0.4456921	-0.3879908
sal + nitrate	Pacific	(26,26.5]	-0.5751815	-0.5875277	-0.5628354
sal + nitrate	Pacific	(26.5,26.75]	-0.3571100	-0.4625563	-0.2516636
sal + nitrate	Pacific	(26.75,27]	-0.4463859	-0.5088155	-0.3839563
sal + nitrate	Pacific	(27,27.25]	-0.3498609	-0.3657050	-0.3340168
sal + nitrate	Pacific	(27.25,27.5]	-0.0332162	-0.0614879	-0.0049445
sal + nitrate	Pacific	(27.5,27.75]	0.0191197	-0.0544266	0.0926659
sal + nitrate	Pacific	(27.75,27.85]	-0.1018225	-0.3326054	0.1289604
sal + nitrate	Pacific	(27.85,27.95]	-0.2610050	-0.4677286	-0.0542814
sal + nitrate	Pacific	(27.95,28.05]	-0.6518366	-0.7910608	-0.5126124
sal + nitrate	Pacific	(28.05,28.1]	-0.9169765	-0.9175942	-0.9163588
sal + nitrate	Pacific	(28.1, Inf]	-0.7651097	-0.8452147	-0.6850048
sal + oxygen	Atlantic	(-Inf,26]	-0.2568507	-0.3246436	-0.1890578
sal + oxygen	Atlantic	(26,26.5]	0.0523826	-0.0601289	0.1648942
sal + oxygen	Atlantic	(26.5,26.75]	0.0524046	0.0091266	0.0956826
sal + oxygen	Atlantic	(26.75,27]	-0.1480061	-0.2135816	-0.0824306
sal + oxygen	Atlantic	(27,27.25]	-0.1571697	-0.1899133	-0.1244261
sal + oxygen	Atlantic	(27.25,27.5]	-0.2226824	-0.3159908	-0.1293739
sal + oxygen	Atlantic	(27.5,27.75]	-0.0073498	-0.0126467	-0.0020530
sal + oxygen	Atlantic	(27.75,27.85]	0.0109122	-0.1151975	0.1370220
sal + oxygen	Atlantic	(27.85,27.95]	0.1593480	0.0919483	0.2267477
sal + oxygen	Atlantic	(27.95,28.05]	0.4120293	0.3903925	0.4336661
sal + oxygen	Atlantic	(28.05,28.1]	0.5636839	0.5131610	0.6142069
sal + oxygen	Atlantic	(28.1,28.15]	0.6919469	0.6727455	0.7111483
sal + oxygen	Atlantic	(28.15,28.2]	0.8633418	0.8095483	0.9171352
sal + oxygen	Atlantic	(28.2, Inf]	0.4847512	0.4690392	0.5004633
sal + oxygen	Indian	(-Inf,26]	0.6120570	0.3788575	0.8452565
sal + oxygen	Indian	(26,26.5]	0.7624459	0.7512638	0.7736280
sal + oxygen	Indian	(26.5,26.75]	0.1144583	-0.0058206	0.2347371
sal + oxygen	Indian	(26.75,27]	-0.5749214	-0.6935393	-0.4563035
sal + oxygen	Indian	(27,27.25]	-0.9205669	-0.9250708	-0.9160630
sal + oxygen	Indian	(27.25,27.5]	-0.9679019	-0.9856301	-0.9501737
sal + oxygen	Indian	(27.5,27.75]	-0.9646170	-0.9669817	-0.9622523
sal + oxygen	Indian	(27.75,27.85]	-0.9584147	-0.9714502	-0.9453791
sal + oxygen	Indian	(27.85,27.95]	-0.9267937	-0.9329222	-0.9206652
sal + oxygen	Indian	(27.95,28.05]	-0.7756210	-0.7834641	-0.7677778
sal + oxygen	Indian	(28.05,28.1]	-0.3995017	-0.4580403	-0.3409632
sal + oxygen	Indian	(28.1, Inf]	-0.7622055	-0.8379096	-0.6865015
sal + oxygen	Pacific	(-Inf,26]	-0.2396064	-0.2914424	-0.1877704
sal + oxygen	Pacific	(26,26.5]	-0.0437286	-0.0516487	-0.0358085
sal + oxygen	Pacific	(26.5,26.75]	-0.3358982	-0.3910625	-0.2807339
sal + oxygen	Pacific	(26.75,27]	-0.0362621	-0.0496551	-0.0228692
sal + oxygen	Pacific	(27,27.25]	0.1309560	0.1156272	0.1462848
sal + oxygen	Pacific	(27.25,27.5]	-0.0693960	-0.0943545	-0.0444375
sal + oxygen	Pacific	(27.5,27.75]	-0.0880603	-0.1988587	0.0227381
sal + oxygen	Pacific	(27.75,27.85]	0.0329745	-0.2471949	0.3131439
sal + oxygen	Pacific	(27.85,27.95]	0.1687411	-0.0823202	0.4198025
sal + oxygen	Pacific	(27.95,28.05]	0.5629198	0.3594050	0.7664347
sal + oxygen	Pacific	(28.05,28.1]	0.8792616	0.8733345	0.8851888
sal + oxygen	Pacific	(28.1, Inf]	0.5655403	0.4287232	0.7023573
sal + phosphate	Atlantic	(-Inf,26]	-0.5251540	-0.5494287	-0.5008792
sal + phosphate	Atlantic	(26,26.5]	-0.6698713	-0.6865148	-0.6532277
sal + phosphate	Atlantic	(26.5,26.75]	-0.6629194	-0.6777645	-0.6480743
sal + phosphate	Atlantic	(26.75,27]	-0.6137827	-0.6455901	-0.5819752
sal + phosphate	Atlantic	(27,27.25]	-0.6837843	-0.7407976	-0.6267709
sal + phosphate	Atlantic	(27.25,27.5]	-0.7612994	-0.7931133	-0.7294855
sal + phosphate	Atlantic	(27.5,27.75]	-0.7812282	-0.7843905	-0.7780660
sal + phosphate	Atlantic	(27.75,27.85]	-0.6523827	-0.6919232	-0.6128423
sal + phosphate	Atlantic	(27.85,27.95]	-0.6542251	-0.7088949	-0.5995554
sal + phosphate	Atlantic	(27.95,28.05]	-0.7863647	-0.8210328	-0.7516965
sal + phosphate	Atlantic	(28.05,28.1]	-0.8488521	-0.8753564	-0.8223479
sal + phosphate	Atlantic	(28.1,28.15]	-0.8708287	-0.8907164	-0.8509410
sal + phosphate	Atlantic	(28.15,28.2]	-0.9465617	-0.9615414	-0.9315820
sal + phosphate	Atlantic	(28.2, Inf]	-0.9210246	-0.9291885	-0.9128607
sal + phosphate	Indian	(-Inf,26]	-0.6027592	-0.8497254	-0.3557929
sal + phosphate	Indian	(26,26.5]	-0.8436084	-0.8502416	-0.8369752
sal + phosphate	Indian	(26.5,26.75]	-0.3848048	-0.5303513	-0.2392584
sal + phosphate	Indian	(26.75,27]	0.1786986	-0.0696200	0.4270172
sal + phosphate	Indian	(27,27.25]	0.6171776	0.4769328	0.7574224
sal + phosphate	Indian	(27.25,27.5]	0.8563069	0.8368387	0.8757751
sal + phosphate	Indian	(27.5,27.75]	0.9151844	0.8937608	0.9366079
sal + phosphate	Indian	(27.75,27.85]	0.8265083	0.7782699	0.8747466
sal + phosphate	Indian	(27.85,27.95]	0.6341560	0.5515873	0.7167247
sal + phosphate	Indian	(27.95,28.05]	0.2089087	0.0747410	0.3430763
sal + phosphate	Indian	(28.05,28.1]	-0.0722958	-0.3026523	0.1580607
sal + phosphate	Indian	(28.1, Inf]	-0.1356481	-0.2930787	0.0217825
sal + phosphate	Pacific	(-Inf,26]	-0.3037435	-0.3219286	-0.2855585
sal + phosphate	Pacific	(26,26.5]	-0.5368679	-0.5537139	-0.5200218
sal + phosphate	Pacific	(26.5,26.75]	-0.3461675	-0.4455379	-0.2467971
sal + phosphate	Pacific	(26.75,27]	-0.4539440	-0.5218863	-0.3860017
sal + phosphate	Pacific	(27,27.25]	-0.3487413	-0.3721120	-0.3253706
sal + phosphate	Pacific	(27.25,27.5]	-0.0354415	-0.0580165	-0.0128665
sal + phosphate	Pacific	(27.5,27.75]	0.0314218	-0.0448625	0.1077061
sal + phosphate	Pacific	(27.75,27.85]	-0.0887339	-0.3224777	0.1450099
sal + phosphate	Pacific	(27.85,27.95]	-0.2602687	-0.4712219	-0.0493155
sal + phosphate	Pacific	(27.95,28.05]	-0.6553219	-0.7988445	-0.5117993
sal + phosphate	Pacific	(28.05,28.1]	-0.9233265	-0.9259152	-0.9207378
sal + phosphate	Pacific	(28.1, Inf]	-0.7655450	-0.8456662	-0.6854237
sal + silicate	Atlantic	(-Inf,26]	-0.6201323	-0.6219841	-0.6182805
sal + silicate	Atlantic	(26,26.5]	-0.6612738	-0.6832744	-0.6392732
sal + silicate	Atlantic	(26.5,26.75]	-0.5721401	-0.5754979	-0.5687824
sal + silicate	Atlantic	(26.75,27]	-0.4920154	-0.5520574	-0.4319734
sal + silicate	Atlantic	(27,27.25]	-0.6421132	-0.6933165	-0.5909099
sal + silicate	Atlantic	(27.25,27.5]	-0.7894947	-0.8112700	-0.7677193
sal + silicate	Atlantic	(27.5,27.75]	-0.7790698	-0.7835292	-0.7746104
sal + silicate	Atlantic	(27.75,27.85]	-0.6601789	-0.7358150	-0.5845428
sal + silicate	Atlantic	(27.85,27.95]	-0.7108171	-0.7719462	-0.6496881
sal + silicate	Atlantic	(27.95,28.05]	-0.8165381	-0.8553624	-0.7777138
sal + silicate	Atlantic	(28.05,28.1]	-0.8493824	-0.8796148	-0.8191501
sal + silicate	Atlantic	(28.1,28.15]	-0.8775525	-0.8947084	-0.8603965
sal + silicate	Atlantic	(28.15,28.2]	-0.9255474	-0.9497719	-0.9013229
sal + silicate	Atlantic	(28.2, Inf]	-0.8768324	-0.9005742	-0.8530906
sal + silicate	Indian	(-Inf,26]	-0.7567166	-0.8816776	-0.6317556
sal + silicate	Indian	(26,26.5]	-0.8916209	-0.9269279	-0.8563139
sal + silicate	Indian	(26.5,26.75]	-0.3022916	-0.3912815	-0.2133018
sal + silicate	Indian	(26.75,27]	0.3845839	0.2364893	0.5326785
sal + silicate	Indian	(27,27.25]	0.6629758	0.6519777	0.6739740
sal + silicate	Indian	(27.25,27.5]	0.7323431	0.6597369	0.8049492
sal + silicate	Indian	(27.5,27.75]	0.7844896	0.7194202	0.8495590
sal + silicate	Indian	(27.75,27.85]	0.8330153	0.7925881	0.8734425
sal + silicate	Indian	(27.85,27.95]	0.7126541	0.6275345	0.7977737
sal + silicate	Indian	(27.95,28.05]	0.4021942	0.2795008	0.5248875
sal + silicate	Indian	(28.05,28.1]	0.0982725	-0.0637346	0.2602795
sal + silicate	Indian	(28.1, Inf]	-0.1690743	-0.2141793	-0.1239692
sal + silicate	Pacific	(-Inf,26]	-0.6259769	-0.6795368	-0.5724169
sal + silicate	Pacific	(26,26.5]	-0.7386188	-0.7616675	-0.7155701
sal + silicate	Pacific	(26.5,26.75]	-0.7238368	-0.7764069	-0.6712668
sal + silicate	Pacific	(26.75,27]	-0.7350105	-0.7646989	-0.7053221
sal + silicate	Pacific	(27,27.25]	-0.5424925	-0.5537564	-0.5312286
sal + silicate	Pacific	(27.25,27.5]	-0.2415748	-0.2628344	-0.2203153
sal + silicate	Pacific	(27.5,27.75]	-0.0222420	-0.0904295	0.0459454
sal + silicate	Pacific	(27.75,27.85]	-0.1215686	-0.3458114	0.1026743
sal + silicate	Pacific	(27.85,27.95]	-0.2324786	-0.4318477	-0.0331095
sal + silicate	Pacific	(27.95,28.05]	-0.5511019	-0.6734385	-0.4287653
sal + silicate	Pacific	(28.05,28.1]	-0.8553848	-0.8772375	-0.8335321
sal + silicate	Pacific	(28.1, Inf]	-0.7856692	-0.8721865	-0.6991519
sal + temp	Atlantic	(-Inf,26]	0.7875311	0.7742083	0.8008539
sal + temp	Atlantic	(26,26.5]	0.9593414	0.9549069	0.9637760
sal + temp	Atlantic	(26.5,26.75]	0.9837055	0.9833846	0.9840265
sal + temp	Atlantic	(26.75,27]	0.9723932	0.9723505	0.9724359
sal + temp	Atlantic	(27,27.25]	0.9786482	0.9763040	0.9809925
sal + temp	Atlantic	(27.25,27.5]	0.9783623	0.9776190	0.9791055
sal + temp	Atlantic	(27.5,27.75]	0.9696029	0.9689975	0.9702082
sal + temp	Atlantic	(27.75,27.85]	0.9795263	0.9743010	0.9847515
sal + temp	Atlantic	(27.85,27.95]	0.9602040	0.9574028	0.9630053
sal + temp	Atlantic	(27.95,28.05]	0.9358044	0.9263415	0.9452673
sal + temp	Atlantic	(28.05,28.1]	0.9623379	0.9532466	0.9714292
sal + temp	Atlantic	(28.1,28.15]	0.9535747	0.9338174	0.9733321
sal + temp	Atlantic	(28.15,28.2]	0.7749554	0.6285838	0.9213269
sal + temp	Atlantic	(28.2, Inf]	0.4092896	0.2783493	0.5402298
sal + temp	Indian	(-Inf,26]	0.1964308	0.1761980	0.2166636
sal + temp	Indian	(26,26.5]	0.8474313	0.8441367	0.8507260
sal + temp	Indian	(26.5,26.75]	0.9496444	0.9443699	0.9549188
sal + temp	Indian	(26.75,27]	0.9691005	0.9605210	0.9776799
sal + temp	Indian	(27,27.25]	0.9626642	0.9617744	0.9635539
sal + temp	Indian	(27.25,27.5]	0.9493788	0.9345355	0.9642220
sal + temp	Indian	(27.5,27.75]	0.9078472	0.8761502	0.9395441
sal + temp	Indian	(27.75,27.85]	0.9401465	0.9210776	0.9592154
sal + temp	Indian	(27.85,27.95]	0.9401469	0.9355257	0.9447682
sal + temp	Indian	(27.95,28.05]	0.9429530	0.9312127	0.9546934
sal + temp	Indian	(28.05,28.1]	0.9280783	0.9089178	0.9472388
sal + temp	Indian	(28.1, Inf]	0.9449624	0.9312176	0.9587072
sal + temp	Pacific	(-Inf,26]	0.6286832	0.5707886	0.6865778
sal + temp	Pacific	(26,26.5]	0.9428001	0.9356156	0.9499846
sal + temp	Pacific	(26.5,26.75]	0.9753908	0.9728005	0.9779810
sal + temp	Pacific	(26.75,27]	0.9713257	0.9665544	0.9760970
sal + temp	Pacific	(27,27.25]	0.9324823	0.9259971	0.9389674
sal + temp	Pacific	(27.25,27.5]	0.7966525	0.7901784	0.8031267
sal + temp	Pacific	(27.5,27.75]	0.5590708	0.4835349	0.6346066
sal + temp	Pacific	(27.75,27.85]	0.7677577	0.6738063	0.8617091
sal + temp	Pacific	(27.85,27.95]	0.6754691	0.5615654	0.7893728
sal + temp	Pacific	(27.95,28.05]	0.4132492	0.2599105	0.5665880
sal + temp	Pacific	(28.05,28.1]	0.0560507	-0.0454346	0.1575360
sal + temp	Pacific	(28.1, Inf]	-0.1940659	-0.3303070	-0.0578247
temp + aou	Atlantic	(-Inf,26]	-0.0847840	-0.1141582	-0.0554099
temp + aou	Atlantic	(26,26.5]	-0.3299875	-0.3973173	-0.2626577
temp + aou	Atlantic	(26.5,26.75]	-0.2714960	-0.2998868	-0.2431051
temp + aou	Atlantic	(26.75,27]	-0.0500914	-0.1090618	0.0088789
temp + aou	Atlantic	(27,27.25]	-0.0367349	-0.0980838	0.0246140
temp + aou	Atlantic	(27.25,27.5]	-0.0769440	-0.1937593	0.0398713
temp + aou	Atlantic	(27.5,27.75]	-0.3340835	-0.3605510	-0.3076161
temp + aou	Atlantic	(27.75,27.85]	-0.2622669	-0.3226396	-0.2018943
temp + aou	Atlantic	(27.85,27.95]	-0.3232693	-0.3693166	-0.2772220
temp + aou	Atlantic	(27.95,28.05]	-0.4884138	-0.4986717	-0.4781559
temp + aou	Atlantic	(28.05,28.1]	-0.5708857	-0.6391420	-0.5026294
temp + aou	Atlantic	(28.1,28.15]	-0.6030304	-0.6653311	-0.5407296
temp + aou	Atlantic	(28.15,28.2]	-0.5673630	-0.7908690	-0.3438570
temp + aou	Atlantic	(28.2, Inf]	0.2310133	0.1193481	0.3426785
temp + aou	Indian	(-Inf,26]	-0.2780100	-0.2987223	-0.2572977
temp + aou	Indian	(26,26.5]	-0.5904486	-0.6198301	-0.5610671
temp + aou	Indian	(26.5,26.75]	-0.1057855	-0.2233734	0.0118024
temp + aou	Indian	(26.75,27]	0.3582122	0.2100646	0.5063598
temp + aou	Indian	(27,27.25]	0.7847137	0.7525490	0.8168784
temp + aou	Indian	(27.25,27.5]	0.8845780	0.8605217	0.9086342
temp + aou	Indian	(27.5,27.75]	0.9127804	0.8905360	0.9350249
temp + aou	Indian	(27.75,27.85]	0.9381805	0.9231584	0.9532026
temp + aou	Indian	(27.85,27.95]	0.8948576	0.8913902	0.8983250
temp + aou	Indian	(27.95,28.05]	0.7418482	0.7354858	0.7482107
temp + aou	Indian	(28.05,28.1]	0.4973532	0.4044622	0.5902443
temp + aou	Indian	(28.1, Inf]	0.7877918	0.7380692	0.8375144
temp + aou	Pacific	(-Inf,26]	-0.2988430	-0.3109682	-0.2867177
temp + aou	Pacific	(26,26.5]	-0.2447151	-0.2505389	-0.2388913
temp + aou	Pacific	(26.5,26.75]	0.1420142	0.0890865	0.1949418
temp + aou	Pacific	(26.75,27]	-0.1447182	-0.1685319	-0.1209046
temp + aou	Pacific	(27,27.25]	-0.2702687	-0.2759067	-0.2646307
temp + aou	Pacific	(27.25,27.5]	-0.0949731	-0.1150862	-0.0748600
temp + aou	Pacific	(27.5,27.75]	0.0718050	-0.0828126	0.2264225
temp + aou	Pacific	(27.75,27.85]	0.0740506	-0.1721715	0.3202728
temp + aou	Pacific	(27.85,27.95]	0.0955400	-0.1187030	0.3097830
temp + aou	Pacific	(27.95,28.05]	-0.0161245	-0.2416452	0.2093963
temp + aou	Pacific	(28.05,28.1]	0.0328847	-0.1635900	0.2293594
temp + aou	Pacific	(28.1, Inf]	0.8054602	0.7920650	0.8188554
temp + nitrate	Atlantic	(-Inf,26]	-0.1883960	-0.2264554	-0.1503365
temp + nitrate	Atlantic	(26,26.5]	-0.5204878	-0.5384008	-0.5025748
temp + nitrate	Atlantic	(26.5,26.75]	-0.5167953	-0.5168697	-0.5167209
temp + nitrate	Atlantic	(26.75,27]	-0.4047220	-0.4427837	-0.3666604
temp + nitrate	Atlantic	(27,27.25]	-0.5152396	-0.6020277	-0.4284515
temp + nitrate	Atlantic	(27.25,27.5]	-0.6513336	-0.7036301	-0.5990371
temp + nitrate	Atlantic	(27.5,27.75]	-0.7138665	-0.7366771	-0.6910559
temp + nitrate	Atlantic	(27.75,27.85]	-0.5935611	-0.6168916	-0.5702307
temp + nitrate	Atlantic	(27.85,27.95]	-0.6063579	-0.6500806	-0.5626352
temp + nitrate	Atlantic	(27.95,28.05]	-0.6981562	-0.7196419	-0.6766705
temp + nitrate	Atlantic	(28.05,28.1]	-0.7409902	-0.7868847	-0.6950957
temp + nitrate	Atlantic	(28.1,28.15]	-0.7064705	-0.7667867	-0.6461544
temp + nitrate	Atlantic	(28.15,28.2]	-0.6137807	-0.8101286	-0.4174327
temp + nitrate	Atlantic	(28.2, Inf]	-0.1358518	-0.2913804	0.0196768
temp + nitrate	Indian	(-Inf,26]	-0.3330274	-0.3492395	-0.3168153
temp + nitrate	Indian	(26,26.5]	-0.6668328	-0.6884014	-0.6452643
temp + nitrate	Indian	(26.5,26.75]	-0.3331306	-0.4611467	-0.2051144
temp + nitrate	Indian	(26.75,27]	-0.0144733	-0.2301987	0.2012521
temp + nitrate	Indian	(27,27.25]	0.3599347	0.2309843	0.4888852
temp + nitrate	Indian	(27.25,27.5]	0.6322234	0.5735859	0.6908609
temp + nitrate	Indian	(27.5,27.75]	0.7786805	0.7152279	0.8421330
temp + nitrate	Indian	(27.75,27.85]	0.7459931	0.6849462	0.8070400
temp + nitrate	Indian	(27.85,27.95]	0.5781021	0.5126027	0.6436015
temp + nitrate	Indian	(27.95,28.05]	0.2409797	0.1262019	0.3557575
temp + nitrate	Indian	(28.05,28.1]	0.1309852	-0.0986602	0.3606306
temp + nitrate	Indian	(28.1, Inf]	0.0272076	-0.0869510	0.1413662
temp + nitrate	Pacific	(-Inf,26]	-0.5317842	-0.5694671	-0.4941014
temp + nitrate	Pacific	(26,26.5]	-0.6374192	-0.6456630	-0.6291755
temp + nitrate	Pacific	(26.5,26.75]	-0.3617515	-0.4496247	-0.2738782
temp + nitrate	Pacific	(26.75,27]	-0.4597605	-0.5146782	-0.4048428
temp + nitrate	Pacific	(27,27.25]	-0.4240404	-0.4292109	-0.4188699
temp + nitrate	Pacific	(27.25,27.5]	-0.1749890	-0.1995568	-0.1504212
temp + nitrate	Pacific	(27.5,27.75]	0.0331071	-0.0973554	0.1635697
temp + nitrate	Pacific	(27.75,27.85]	0.0574625	-0.1670274	0.2819523
temp + nitrate	Pacific	(27.85,27.95]	0.0566753	-0.1392474	0.2525981
temp + nitrate	Pacific	(27.95,28.05]	-0.0747860	-0.2628294	0.1132573
temp + nitrate	Pacific	(28.05,28.1]	-0.0033890	-0.2023853	0.1956072
temp + nitrate	Pacific	(28.1, Inf]	0.6580262	0.6505711	0.6654813
temp + oxygen	Atlantic	(-Inf,26]	-0.2494327	-0.3100319	-0.1888336
temp + oxygen	Atlantic	(26,26.5]	0.0799495	-0.0115645	0.1714635
temp + oxygen	Atlantic	(26.5,26.75]	0.0377668	-0.0079784	0.0835120
temp + oxygen	Atlantic	(26.75,27]	-0.2153260	-0.2675879	-0.1630640
temp + oxygen	Atlantic	(27,27.25]	-0.2367959	-0.2764070	-0.1971848
temp + oxygen	Atlantic	(27.25,27.5]	-0.2739043	-0.3753272	-0.1724815
temp + oxygen	Atlantic	(27.5,27.75]	-0.0569169	-0.0770166	-0.0368172
temp + oxygen	Atlantic	(27.75,27.85]	-0.0360150	-0.1323232	0.0602931
temp + oxygen	Atlantic	(27.85,27.95]	0.0926321	0.0432188	0.1420455
temp + oxygen	Atlantic	(27.95,28.05]	0.2802174	0.2769351	0.2834997
temp + oxygen	Atlantic	(28.05,28.1]	0.4125703	0.3336090	0.4915316
temp + oxygen	Atlantic	(28.1,28.15]	0.4965561	0.4284744	0.5646378
temp + oxygen	Atlantic	(28.15,28.2]	0.4869481	0.2260140	0.7478822
temp + oxygen	Atlantic	(28.2, Inf]	-0.4092544	-0.5015910	-0.3169178
temp + oxygen	Indian	(-Inf,26]	0.1634237	0.1247945	0.2020528
temp + oxygen	Indian	(26,26.5]	0.5309152	0.4943598	0.5674706
temp + oxygen	Indian	(26.5,26.75]	0.0265875	-0.0834508	0.1366257
temp + oxygen	Indian	(26.75,27]	-0.4558924	-0.5757086	-0.3360763
temp + oxygen	Indian	(27,27.25]	-0.8439216	-0.8623750	-0.8254683
temp + oxygen	Indian	(27.25,27.5]	-0.9202098	-0.9374705	-0.9029491
temp + oxygen	Indian	(27.5,27.75]	-0.9414845	-0.9577788	-0.9251903
temp + oxygen	Indian	(27.75,27.85]	-0.9615101	-0.9706585	-0.9523617
temp + oxygen	Indian	(27.85,27.95]	-0.9351089	-0.9355833	-0.9346344
temp + oxygen	Indian	(27.95,28.05]	-0.8293063	-0.8334882	-0.8251244
temp + oxygen	Indian	(28.05,28.1]	-0.6046555	-0.6596758	-0.5496352
temp + oxygen	Indian	(28.1, Inf]	-0.8762831	-0.9060573	-0.8465089
temp + oxygen	Pacific	(-Inf,26]	-0.2629927	-0.2711357	-0.2548497
temp + oxygen	Pacific	(26,26.5]	-0.0125784	-0.0233014	-0.0018554
temp + oxygen	Pacific	(26.5,26.75]	-0.3620719	-0.3984813	-0.3256625
temp + oxygen	Pacific	(26.75,27]	-0.0546806	-0.0630957	-0.0462655
temp + oxygen	Pacific	(27,27.25]	0.1691790	0.1651128	0.1732452
temp + oxygen	Pacific	(27.25,27.5]	0.0068481	-0.0100464	0.0237426
temp + oxygen	Pacific	(27.5,27.75]	-0.1553673	-0.3208933	0.0101587
temp + oxygen	Pacific	(27.75,27.85]	-0.1413291	-0.4017279	0.1190696
temp + oxygen	Pacific	(27.85,27.95]	-0.1633502	-0.3885625	0.0618620
temp + oxygen	Pacific	(27.95,28.05]	-0.0449485	-0.2840545	0.1941575
temp + oxygen	Pacific	(28.05,28.1]	-0.0623834	-0.2615680	0.1368012
temp + oxygen	Pacific	(28.1, Inf]	-0.8514771	-0.8677854	-0.8351689
temp + phosphate	Atlantic	(-Inf,26]	-0.4799433	-0.5215317	-0.4383549
temp + phosphate	Atlantic	(26,26.5]	-0.6901492	-0.6989572	-0.6813412
temp + phosphate	Atlantic	(26.5,26.75]	-0.6503254	-0.6657666	-0.6348842
temp + phosphate	Atlantic	(26.75,27]	-0.5382543	-0.5607125	-0.5157961
temp + phosphate	Atlantic	(27,27.25]	-0.6119598	-0.6826268	-0.5412927
temp + phosphate	Atlantic	(27.25,27.5]	-0.7222183	-0.7614369	-0.6829997
temp + phosphate	Atlantic	(27.5,27.75]	-0.7547481	-0.7740316	-0.7354645
temp + phosphate	Atlantic	(27.75,27.85]	-0.6363947	-0.6544133	-0.6183761
temp + phosphate	Atlantic	(27.85,27.95]	-0.6236199	-0.6672371	-0.5800026
temp + phosphate	Atlantic	(27.95,28.05]	-0.7067641	-0.7277930	-0.6857353
temp + phosphate	Atlantic	(28.05,28.1]	-0.7539260	-0.7995321	-0.7083199
temp + phosphate	Atlantic	(28.1,28.15]	-0.7266470	-0.7868065	-0.6664874
temp + phosphate	Atlantic	(28.15,28.2]	-0.6219043	-0.8150043	-0.4288043
temp + phosphate	Atlantic	(28.2, Inf]	-0.1425124	-0.3008565	0.0158318
temp + phosphate	Indian	(-Inf,26]	-0.3101616	-0.3475356	-0.2727875
temp + phosphate	Indian	(26,26.5]	-0.6577178	-0.6701675	-0.6452682
temp + phosphate	Indian	(26.5,26.75]	-0.3079917	-0.4442788	-0.1717046
temp + phosphate	Indian	(26.75,27]	0.0334724	-0.1980564	0.2650011
temp + phosphate	Indian	(27,27.25]	0.4512025	0.2771985	0.6252065
temp + phosphate	Indian	(27.25,27.5]	0.7097058	0.6299015	0.7895102
temp + phosphate	Indian	(27.5,27.75]	0.8312484	0.7890296	0.8734671
temp + phosphate	Indian	(27.75,27.85]	0.7804368	0.7348683	0.8260054
temp + phosphate	Indian	(27.85,27.95]	0.5925285	0.5288387	0.6562184
temp + phosphate	Indian	(27.95,28.05]	0.2744703	0.1737194	0.3752211
temp + phosphate	Indian	(28.05,28.1]	0.1618114	-0.0602336	0.3838565
temp + phosphate	Indian	(28.1, Inf]	0.0298069	-0.0675438	0.1271577
temp + phosphate	Pacific	(-Inf,26]	-0.4366083	-0.4492780	-0.4239387
temp + phosphate	Pacific	(26,26.5]	-0.6029410	-0.6236380	-0.5822441
temp + phosphate	Pacific	(26.5,26.75]	-0.3535706	-0.4370311	-0.2701102
temp + phosphate	Pacific	(26.75,27]	-0.4606747	-0.5229576	-0.3983917
temp + phosphate	Pacific	(27,27.25]	-0.4131631	-0.4175204	-0.4088058
temp + phosphate	Pacific	(27.25,27.5]	-0.1667035	-0.1837171	-0.1496898
temp + phosphate	Pacific	(27.5,27.75]	0.0501873	-0.0810717	0.1814463
temp + phosphate	Pacific	(27.75,27.85]	0.0656408	-0.1601925	0.2914741
temp + phosphate	Pacific	(27.85,27.95]	0.0589652	-0.1397223	0.2576527
temp + phosphate	Pacific	(27.95,28.05]	-0.0739703	-0.2675534	0.1196128
temp + phosphate	Pacific	(28.05,28.1]	0.0112135	-0.1806467	0.2030737
temp + phosphate	Pacific	(28.1, Inf]	0.6622384	0.6605765	0.6639003
temp + silicate	Atlantic	(-Inf,26]	-0.5345364	-0.5668798	-0.5021931
temp + silicate	Atlantic	(26,26.5]	-0.6685412	-0.6810875	-0.6559949
temp + silicate	Atlantic	(26.5,26.75]	-0.5689855	-0.5708572	-0.5671137
temp + silicate	Atlantic	(26.75,27]	-0.4511530	-0.5011450	-0.4011609
temp + silicate	Atlantic	(27,27.25]	-0.5964481	-0.6581954	-0.5347008
temp + silicate	Atlantic	(27.25,27.5]	-0.7976603	-0.8207186	-0.7746019
temp + silicate	Atlantic	(27.5,27.75]	-0.8071124	-0.8090050	-0.8052198
temp + silicate	Atlantic	(27.75,27.85]	-0.6802445	-0.7408562	-0.6196328
temp + silicate	Atlantic	(27.85,27.95]	-0.7075038	-0.7561756	-0.6588321
temp + silicate	Atlantic	(27.95,28.05]	-0.7534210	-0.7785631	-0.7282789
temp + silicate	Atlantic	(28.05,28.1]	-0.7527015	-0.8041225	-0.7012806
temp + silicate	Atlantic	(28.1,28.15]	-0.7340907	-0.7898844	-0.6782970
temp + silicate	Atlantic	(28.15,28.2]	-0.5839164	-0.7944342	-0.3733985
temp + silicate	Atlantic	(28.2, Inf]	-0.0908439	-0.2686882	0.0870004
temp + silicate	Indian	(-Inf,26]	-0.4701919	-0.5173703	-0.4230135
temp + silicate	Indian	(26,26.5]	-0.6713821	-0.7310341	-0.6117302
temp + silicate	Indian	(26.5,26.75]	-0.2016753	-0.2879073	-0.1154434
temp + silicate	Indian	(26.75,27]	0.2544681	0.1120730	0.3968631
temp + silicate	Indian	(27,27.25]	0.5155270	0.4722863	0.5587677
temp + silicate	Indian	(27.25,27.5]	0.5935997	0.5886857	0.5985136
temp + silicate	Indian	(27.5,27.75]	0.6223250	0.6219137	0.6227363
temp + silicate	Indian	(27.75,27.85]	0.7137545	0.6272800	0.8002291
temp + silicate	Indian	(27.85,27.95]	0.5916876	0.5046129	0.6787623
temp + silicate	Indian	(27.95,28.05]	0.3808716	0.2885778	0.4731653
temp + silicate	Indian	(28.05,28.1]	0.3142215	0.1578259	0.4706170
temp + silicate	Indian	(28.1, Inf]	-0.0747593	-0.0815077	-0.0680110
temp + silicate	Pacific	(-Inf,26]	-0.5796982	-0.6478880	-0.5115085
temp + silicate	Pacific	(26,26.5]	-0.7626639	-0.7823962	-0.7429316
temp + silicate	Pacific	(26.5,26.75]	-0.7113863	-0.7568142	-0.6659584
temp + silicate	Pacific	(26.75,27]	-0.7205646	-0.7492173	-0.6919119
temp + silicate	Pacific	(27,27.25]	-0.5762011	-0.5836810	-0.5687213
temp + silicate	Pacific	(27.25,27.5]	-0.3836433	-0.4019717	-0.3653149
temp + silicate	Pacific	(27.5,27.75]	-0.1868009	-0.3185405	-0.0550613
temp + silicate	Pacific	(27.75,27.85]	-0.0542451	-0.2880250	0.1795347
temp + silicate	Pacific	(27.85,27.95]	-0.0357114	-0.2535244	0.1821016
temp + silicate	Pacific	(27.95,28.05]	-0.1735800	-0.4192560	0.0720960
temp + silicate	Pacific	(28.05,28.1]	-0.0165326	-0.2171828	0.1841176
temp + silicate	Pacific	(28.1, Inf]	0.4312979	0.4125116	0.4500842

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
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]	0.6030488	0.5725497	0.6335479
aou	Atlantic	(26,26.5]	-0.1194256	-0.2352922	-0.0035591
aou	Atlantic	(26.5,26.75]	-0.3608865	-0.3777411	-0.3440319
aou	Atlantic	(26.75,27]	-0.2961683	-0.3817537	-0.2105830
aou	Atlantic	(27,27.25]	-0.3662832	-0.3904166	-0.3421497
aou	Atlantic	(27.25,27.5]	-0.4568753	-0.5127853	-0.4009652
aou	Atlantic	(27.5,27.75]	-0.7586450	-0.7851331	-0.7321569
aou	Atlantic	(27.75,27.85]	-0.8579190	-0.8985944	-0.8172435
aou	Atlantic	(27.85,27.95]	-0.9023965	-0.9083839	-0.8964091
aou	Atlantic	(27.95,28.05]	-0.8790193	-0.8870008	-0.8710378
aou	Atlantic	(28.05,28.1]	-0.8623067	-0.8635882	-0.8610251
aou	Atlantic	(28.1,28.15]	-0.8910560	-0.9098865	-0.8722254
aou	Atlantic	(28.15,28.2]	-0.9482536	-0.9556616	-0.9408457
aou	Atlantic	(28.2, Inf]	-0.7430962	-0.7797341	-0.7064583
aou	Indian	(-Inf,26]	-0.7238619	-0.7250926	-0.7226313
aou	Indian	(26,26.5]	-0.9382953	-0.9607559	-0.9158346
aou	Indian	(26.5,26.75]	-0.8076191	-0.8470819	-0.7681564
aou	Indian	(26.75,27]	-0.5117583	-0.6239268	-0.3995899
aou	Indian	(27,27.25]	0.0608029	-0.1987599	0.3203656
aou	Indian	(27.25,27.5]	0.5421709	0.4856247	0.5987171
aou	Indian	(27.5,27.75]	0.4833418	0.3614399	0.6052437
aou	Indian	(27.75,27.85]	0.2427448	0.1162847	0.3692049
aou	Indian	(27.85,27.95]	0.2200614	0.0250473	0.4150756
aou	Indian	(27.95,28.05]	0.0632949	-0.0519827	0.1785725
aou	Indian	(28.05,28.1]	-0.0188612	-0.1129537	0.0752313
aou	Indian	(28.1, Inf]	0.4375721	0.4351948	0.4399494
aou	Pacific	(-Inf,26]	0.0559945	-0.0025802	0.1145691
aou	Pacific	(26,26.5]	-0.6084440	-0.6100861	-0.6068020
aou	Pacific	(26.5,26.75]	-0.3968440	-0.4747603	-0.3189276
aou	Pacific	(26.75,27]	-0.6095996	-0.7108078	-0.5083913
aou	Pacific	(27,27.25]	0.1121890	0.0503906	0.1739875
aou	Pacific	(27.25,27.5]	0.6383896	0.6269156	0.6498636
aou	Pacific	(27.5,27.75]	0.7533974	0.7328789	0.7739159
aou	Pacific	(27.75,27.85]	0.8119745	0.7926274	0.8313216
aou	Pacific	(27.85,27.95]	0.7811275	0.7638158	0.7984392
aou	Pacific	(27.95,28.05]	0.5872002	0.5793413	0.5950591
aou	Pacific	(28.05,28.1]	0.3165757	0.3142572	0.3188943
aou	Pacific	(28.1, Inf]	0.3847765	0.3117900	0.4577630
nitrate	Atlantic	(-Inf,26]	0.4032401	0.3663827	0.4400975
nitrate	Atlantic	(26,26.5]	-0.3112865	-0.4663943	-0.1561787
nitrate	Atlantic	(26.5,26.75]	-0.5804483	-0.6295893	-0.5313072
nitrate	Atlantic	(26.75,27]	-0.6547937	-0.7036576	-0.6059298
nitrate	Atlantic	(27,27.25]	-0.7946913	-0.8262296	-0.7631531
nitrate	Atlantic	(27.25,27.5]	-0.9128085	-0.9199934	-0.9056237
nitrate	Atlantic	(27.5,27.75]	-0.9715778	-0.9793312	-0.9638243
nitrate	Atlantic	(27.75,27.85]	-0.9669104	-0.9711651	-0.9626557
nitrate	Atlantic	(27.85,27.95]	-0.9465736	-0.9481623	-0.9449849
nitrate	Atlantic	(27.95,28.05]	-0.9198847	-0.9239382	-0.9158312
nitrate	Atlantic	(28.05,28.1]	-0.9024078	-0.9066604	-0.8981552
nitrate	Atlantic	(28.1,28.15]	-0.9102948	-0.9254116	-0.8951779
nitrate	Atlantic	(28.15,28.2]	-0.9719214	-0.9743459	-0.9694968
nitrate	Atlantic	(28.2, Inf]	-0.9611992	-0.9690522	-0.9533461
nitrate	Indian	(-Inf,26]	-0.7035197	-0.7076388	-0.6994007
nitrate	Indian	(26,26.5]	-0.9426334	-0.9644494	-0.9208173
nitrate	Indian	(26.5,26.75]	-0.9031215	-0.9205470	-0.8856960
nitrate	Indian	(26.75,27]	-0.7616031	-0.7960040	-0.7272022
nitrate	Indian	(27,27.25]	-0.3140380	-0.3947087	-0.2333672
nitrate	Indian	(27.25,27.5]	0.4047165	0.3698201	0.4396129
nitrate	Indian	(27.5,27.75]	0.4312560	0.3474798	0.5150322
nitrate	Indian	(27.75,27.85]	0.0751789	-0.0151441	0.1655019
nitrate	Indian	(27.85,27.95]	-0.0668889	-0.1784355	0.0446577
nitrate	Indian	(27.95,28.05]	-0.3096090	-0.3098211	-0.3093968
nitrate	Indian	(28.05,28.1]	-0.2460137	-0.2570317	-0.2349957
nitrate	Indian	(28.1, Inf]	-0.1235498	-0.1421710	-0.1049286
nitrate	Pacific	(-Inf,26]	0.0214242	-0.0044615	0.0473099
nitrate	Pacific	(26,26.5]	-0.8263581	-0.8518856	-0.8008307
nitrate	Pacific	(26.5,26.75]	-0.7228097	-0.7454238	-0.7001957
nitrate	Pacific	(26.75,27]	-0.7511125	-0.7929433	-0.7092818
nitrate	Pacific	(27,27.25]	0.0547942	-0.0021854	0.1117738
nitrate	Pacific	(27.25,27.5]	0.5703256	0.5543267	0.5863245
nitrate	Pacific	(27.5,27.75]	0.6903947	0.6762691	0.7045203
nitrate	Pacific	(27.75,27.85]	0.7750720	0.7600655	0.7900785
nitrate	Pacific	(27.85,27.95]	0.7525525	0.7403865	0.7647186
nitrate	Pacific	(27.95,28.05]	0.5417725	0.5371172	0.5464278
nitrate	Pacific	(28.05,28.1]	0.2884558	0.2841274	0.2927843
nitrate	Pacific	(28.1, Inf]	0.3198811	0.2347593	0.4050029
oxygen	Atlantic	(-Inf,26]	-0.4702237	-0.4744239	-0.4660236
oxygen	Atlantic	(26,26.5]	-0.0530359	-0.1323149	0.0262430
oxygen	Atlantic	(26.5,26.75]	0.1868561	0.1710440	0.2026682
oxygen	Atlantic	(26.75,27]	0.1118348	0.0251069	0.1985627
oxygen	Atlantic	(27,27.25]	0.1399139	0.1388105	0.1410173
oxygen	Atlantic	(27.25,27.5]	0.1495444	0.0974207	0.2016681
oxygen	Atlantic	(27.5,27.75]	0.4818877	0.4408387	0.5229366
oxygen	Atlantic	(27.75,27.85]	0.6894716	0.6050409	0.7739022
oxygen	Atlantic	(27.85,27.95]	0.8118426	0.8011049	0.8225804
oxygen	Atlantic	(27.95,28.05]	0.8111101	0.7960039	0.8262163
oxygen	Atlantic	(28.05,28.1]	0.8210423	0.8125470	0.8295376
oxygen	Atlantic	(28.1,28.15]	0.8791088	0.8594121	0.8988055
oxygen	Atlantic	(28.15,28.2]	0.9420427	0.9272537	0.9568316
oxygen	Atlantic	(28.2, Inf]	0.6344053	0.5771016	0.6917090
oxygen	Indian	(-Inf,26]	0.7785440	0.7698152	0.7872728
oxygen	Indian	(26,26.5]	0.9371112	0.9177455	0.9564768
oxygen	Indian	(26.5,26.75]	0.7706817	0.7246991	0.8166644
oxygen	Indian	(26.75,27]	0.4274262	0.2874101	0.5674422
oxygen	Indian	(27,27.25]	-0.1345975	-0.4173461	0.1481511
oxygen	Indian	(27.25,27.5]	-0.5549161	-0.6266833	-0.4831489
oxygen	Indian	(27.5,27.75]	-0.4567654	-0.5820275	-0.3315033
oxygen	Indian	(27.75,27.85]	-0.2374234	-0.3634440	-0.1114028
oxygen	Indian	(27.85,27.95]	-0.2454550	-0.4430395	-0.0478706
oxygen	Indian	(27.95,28.05]	-0.1230916	-0.2528955	0.0067123
oxygen	Indian	(28.05,28.1]	-0.0243350	-0.1448537	0.0961837
oxygen	Indian	(28.1, Inf]	-0.4972156	-0.5030016	-0.4914296
oxygen	Pacific	(-Inf,26]	0.2635009	0.1668177	0.3601842
oxygen	Pacific	(26,26.5]	0.4378409	0.4260039	0.4496780
oxygen	Pacific	(26.5,26.75]	0.2231885	0.1250220	0.3213551
oxygen	Pacific	(26.75,27]	0.5205488	0.3870738	0.6540238
oxygen	Pacific	(27,27.25]	-0.0924114	-0.1591467	-0.0256761
oxygen	Pacific	(27.25,27.5]	-0.5991876	-0.6114264	-0.5869488
oxygen	Pacific	(27.5,27.75]	-0.7152115	-0.7415734	-0.6888496
oxygen	Pacific	(27.75,27.85]	-0.7859243	-0.8115801	-0.7602685
oxygen	Pacific	(27.85,27.95]	-0.7584852	-0.7811926	-0.7357778
oxygen	Pacific	(27.95,28.05]	-0.5775997	-0.5840667	-0.5711327
oxygen	Pacific	(28.05,28.1]	-0.3205550	-0.3235367	-0.3175734
oxygen	Pacific	(28.1, Inf]	-0.3955505	-0.4661509	-0.3249502
phosphate	Atlantic	(-Inf,26]	0.2325878	0.2231015	0.2420742
phosphate	Atlantic	(26,26.5]	-0.4670477	-0.6474010	-0.2866943
phosphate	Atlantic	(26.5,26.75]	-0.6837047	-0.7450865	-0.6223229
phosphate	Atlantic	(26.75,27]	-0.7537064	-0.7849425	-0.7224703
phosphate	Atlantic	(27,27.25]	-0.8612808	-0.8814574	-0.8411043
phosphate	Atlantic	(27.25,27.5]	-0.9460844	-0.9482206	-0.9439482
phosphate	Atlantic	(27.5,27.75]	-0.9828208	-0.9872827	-0.9783589
phosphate	Atlantic	(27.75,27.85]	-0.9771459	-0.9772968	-0.9769950
phosphate	Atlantic	(27.85,27.95]	-0.9548087	-0.9600242	-0.9495931
phosphate	Atlantic	(27.95,28.05]	-0.9282378	-0.9366815	-0.9197942
phosphate	Atlantic	(28.05,28.1]	-0.9109287	-0.9207079	-0.9011495
phosphate	Atlantic	(28.1,28.15]	-0.9162043	-0.9330034	-0.8994052
phosphate	Atlantic	(28.15,28.2]	-0.9737363	-0.9762279	-0.9712448
phosphate	Atlantic	(28.2, Inf]	-0.9687816	-0.9762758	-0.9612875
phosphate	Indian	(-Inf,26]	-0.7229650	-0.7302398	-0.7156902
phosphate	Indian	(26,26.5]	-0.9447842	-0.9705592	-0.9190091
phosphate	Indian	(26.5,26.75]	-0.9057614	-0.9271773	-0.8843456
phosphate	Indian	(26.75,27]	-0.7642424	-0.8052840	-0.7232008
phosphate	Indian	(27,27.25]	-0.3409542	-0.4588335	-0.2230749
phosphate	Indian	(27.25,27.5]	0.3419885	0.3280514	0.3559256
phosphate	Indian	(27.5,27.75]	0.3597816	0.2547799	0.4647833
phosphate	Indian	(27.75,27.85]	0.0342728	-0.0565089	0.1250545
phosphate	Indian	(27.85,27.95]	-0.1084329	-0.2225991	0.0057334
phosphate	Indian	(27.95,28.05]	-0.3351352	-0.3406986	-0.3295718
phosphate	Indian	(28.05,28.1]	-0.2894454	-0.3031698	-0.2757210
phosphate	Indian	(28.1, Inf]	-0.2320695	-0.2534582	-0.2106807
phosphate	Pacific	(-Inf,26]	-0.0281025	-0.0460563	-0.0101487
phosphate	Pacific	(26,26.5]	-0.8405144	-0.8595548	-0.8214740
phosphate	Pacific	(26.5,26.75]	-0.7738116	-0.7985615	-0.7490616
phosphate	Pacific	(26.75,27]	-0.7802393	-0.8155430	-0.7449355
phosphate	Pacific	(27,27.25]	0.0348129	-0.0244003	0.0940262
phosphate	Pacific	(27.25,27.5]	0.5651911	0.5477202	0.5826620
phosphate	Pacific	(27.5,27.75]	0.6692392	0.6516276	0.6868508
phosphate	Pacific	(27.75,27.85]	0.7468577	0.7299987	0.7637167
phosphate	Pacific	(27.85,27.95]	0.7203941	0.7097238	0.7310643
phosphate	Pacific	(27.95,28.05]	0.4837447	0.4627904	0.5046991
phosphate	Pacific	(28.05,28.1]	0.1854612	0.1551107	0.2158117
phosphate	Pacific	(28.1, Inf]	0.2224741	0.1207731	0.3241751
sal	Atlantic	(-Inf,26]	0.0014248	-0.0009669	0.0038166
sal	Atlantic	(26,26.5]	0.6692643	0.5190078	0.8195208
sal	Atlantic	(26.5,26.75]	0.8158906	0.7452084	0.8865727
sal	Atlantic	(26.75,27]	0.8170484	0.8118437	0.8222531
sal	Atlantic	(27,27.25]	0.8657113	0.8363117	0.8951109
sal	Atlantic	(27.25,27.5]	0.8737268	0.8558406	0.8916130
sal	Atlantic	(27.5,27.75]	0.8139629	0.7967582	0.8311676
sal	Atlantic	(27.75,27.85]	0.6610646	0.6581600	0.6639693
sal	Atlantic	(27.85,27.95]	0.5644878	0.5399581	0.5890175
sal	Atlantic	(27.95,28.05]	0.6363927	0.6139770	0.6588083
sal	Atlantic	(28.05,28.1]	0.6823903	0.6734706	0.6913100
sal	Atlantic	(28.1,28.15]	0.6986072	0.6942764	0.7029380
sal	Atlantic	(28.15,28.2]	0.8945092	0.8933025	0.8957159
sal	Atlantic	(28.2, Inf]	0.9350395	0.9337443	0.9363347
sal	Indian	(-Inf,26]	0.5726467	0.3637600	0.7815335
sal	Indian	(26,26.5]	0.8087045	0.7753375	0.8420716
sal	Indian	(26.5,26.75]	0.5779801	0.4528483	0.7031119
sal	Indian	(26.75,27]	0.3545877	0.0585127	0.6506626
sal	Indian	(27,27.25]	0.3023861	-0.0687315	0.6735037
sal	Indian	(27.25,27.5]	0.4824900	0.3108242	0.6541558
sal	Indian	(27.5,27.75]	0.4373789	0.2287261	0.6460316
sal	Indian	(27.75,27.85]	0.2748095	0.1100511	0.4395678
sal	Indian	(27.85,27.95]	0.3678885	0.1559452	0.5798318
sal	Indian	(27.95,28.05]	0.4187419	0.2625420	0.5749418
sal	Indian	(28.05,28.1]	0.2978708	0.0882420	0.5074996
sal	Indian	(28.1, Inf]	0.5489555	0.5396630	0.5582480
sal	Pacific	(-Inf,26]	-0.0374818	-0.0407103	-0.0342532
sal	Pacific	(26,26.5]	0.6836283	0.6462544	0.7210021
sal	Pacific	(26.5,26.75]	0.6070117	0.5222859	0.6917374
sal	Pacific	(26.75,27]	0.4248690	0.2913799	0.5583582
sal	Pacific	(27,27.25]	-0.3461744	-0.3747890	-0.3175597
sal	Pacific	(27.25,27.5]	-0.4867108	-0.4950688	-0.4783528
sal	Pacific	(27.5,27.75]	-0.2699581	-0.3387182	-0.2011980
sal	Pacific	(27.75,27.85]	-0.3478045	-0.5453441	-0.1502649
sal	Pacific	(27.85,27.95]	-0.3311801	-0.4737683	-0.1885919
sal	Pacific	(27.95,28.05]	-0.2595451	-0.3257576	-0.1933326
sal	Pacific	(28.05,28.1]	-0.1893471	-0.2214736	-0.1572206
sal	Pacific	(28.1, Inf]	-0.1546456	-0.1955646	-0.1137267
silicate	Atlantic	(-Inf,26]	0.1557259	0.0812452	0.2302066
silicate	Atlantic	(26,26.5]	-0.4783709	-0.6421795	-0.3145623
silicate	Atlantic	(26.5,26.75]	-0.6117482	-0.6474782	-0.5760183
silicate	Atlantic	(26.75,27]	-0.6000773	-0.6544640	-0.5456906
silicate	Atlantic	(27,27.25]	-0.8126159	-0.8225634	-0.8026685
silicate	Atlantic	(27.25,27.5]	-0.9113254	-0.9162696	-0.9063812
silicate	Atlantic	(27.5,27.75]	-0.8948163	-0.9090809	-0.8805518
silicate	Atlantic	(27.75,27.85]	-0.9007903	-0.9106391	-0.8909415
silicate	Atlantic	(27.85,27.95]	-0.8840111	-0.8949496	-0.8730726
silicate	Atlantic	(27.95,28.05]	-0.8737954	-0.8855012	-0.8620896
silicate	Atlantic	(28.05,28.1]	-0.8712338	-0.8800777	-0.8623899
silicate	Atlantic	(28.1,28.15]	-0.8905949	-0.9073964	-0.8737934
silicate	Atlantic	(28.15,28.2]	-0.9656806	-0.9680013	-0.9633598
silicate	Atlantic	(28.2, Inf]	-0.9392062	-0.9463869	-0.9320255
silicate	Indian	(-Inf,26]	-0.6373370	-0.6950246	-0.5796494
silicate	Indian	(26,26.5]	-0.9268181	-0.9425007	-0.9111355
silicate	Indian	(26.5,26.75]	-0.8286239	-0.8645837	-0.7926641
silicate	Indian	(26.75,27]	-0.5723623	-0.6705049	-0.4742196
silicate	Indian	(27,27.25]	-0.1547089	-0.3363817	0.0269639
silicate	Indian	(27.25,27.5]	0.5002127	0.4708485	0.5295768
silicate	Indian	(27.5,27.75]	0.6228023	0.6105962	0.6350084
silicate	Indian	(27.75,27.85]	0.2746632	0.2350104	0.3143160
silicate	Indian	(27.85,27.95]	0.1170317	0.0234781	0.2105854
silicate	Indian	(27.95,28.05]	-0.1084079	-0.1395910	-0.0772248
silicate	Indian	(28.05,28.1]	-0.1366763	-0.1889145	-0.0844381
silicate	Indian	(28.1, Inf]	-0.2022535	-0.2293325	-0.1751745
silicate	Pacific	(-Inf,26]	-0.0171588	-0.0349073	0.0005897
silicate	Pacific	(26,26.5]	-0.7728627	-0.7948630	-0.7508624
silicate	Pacific	(26.5,26.75]	-0.6536493	-0.6826479	-0.6246508
silicate	Pacific	(26.75,27]	-0.5566911	-0.5913231	-0.5220590
silicate	Pacific	(27,27.25]	0.3262462	0.3065181	0.3459743
silicate	Pacific	(27.25,27.5]	0.8182546	0.8128031	0.8237061
silicate	Pacific	(27.5,27.75]	0.8801255	0.8759250	0.8843260
silicate	Pacific	(27.75,27.85]	0.8598404	0.8536503	0.8660305
silicate	Pacific	(27.85,27.95]	0.7883167	0.7775649	0.7990685
silicate	Pacific	(27.95,28.05]	0.5627781	0.5503683	0.5751879
silicate	Pacific	(28.05,28.1]	0.2767622	0.2756829	0.2778415
silicate	Pacific	(28.1, Inf]	0.2322524	0.2023897	0.2621151
temp	Atlantic	(-Inf,26]	-0.3715903	-0.4104819	-0.3326987
temp	Atlantic	(26,26.5]	0.6472896	0.5328525	0.7617267
temp	Atlantic	(26.5,26.75]	0.7803513	0.6999752	0.8607274
temp	Atlantic	(26.75,27]	0.7203480	0.7061468	0.7345493
temp	Atlantic	(27,27.25]	0.8030029	0.7630081	0.8429977
temp	Atlantic	(27.25,27.5]	0.8324870	0.8124863	0.8524876
temp	Atlantic	(27.5,27.75]	0.7741225	0.7441288	0.8041161
temp	Atlantic	(27.75,27.85]	0.6369251	0.6178333	0.6560169
temp	Atlantic	(27.85,27.95]	0.5500078	0.5301424	0.5698731
temp	Atlantic	(27.95,28.05]	0.5972778	0.5885081	0.6060475
temp	Atlantic	(28.05,28.1]	0.5972131	0.5715106	0.6229155
temp	Atlantic	(28.1,28.15]	0.5278464	0.4798288	0.5758641
temp	Atlantic	(28.15,28.2]	0.5130231	0.3319969	0.6940494
temp	Atlantic	(28.2, Inf]	0.2269165	0.0575082	0.3963249
temp	Indian	(-Inf,26]	-0.3034990	-0.3440230	-0.2629749
temp	Indian	(26,26.5]	0.5364658	0.4551346	0.6177971
temp	Indian	(26.5,26.75]	0.4903123	0.3716608	0.6089639
temp	Indian	(26.75,27]	0.4830190	0.2434108	0.7226272
temp	Indian	(27,27.25]	0.4740326	0.1589088	0.7891564
temp	Indian	(27.25,27.5]	0.5504886	0.4121472	0.6888300
temp	Indian	(27.5,27.75]	0.3058182	0.1858210	0.4258154
temp	Indian	(27.75,27.85]	0.2034605	0.0863416	0.3205794
temp	Indian	(27.85,27.95]	0.3108541	0.1234929	0.4982154
temp	Indian	(27.95,28.05]	0.3244383	0.1905284	0.4583481
temp	Indian	(28.05,28.1]	0.2272440	0.0398830	0.4146050
temp	Indian	(28.1, Inf]	0.5594359	0.5509701	0.5679018
temp	Pacific	(-Inf,26]	-0.6381910	-0.7003262	-0.5760557
temp	Pacific	(26,26.5]	0.6997478	0.6630111	0.7364846
temp	Pacific	(26.5,26.75]	0.6365089	0.5532901	0.7197277
temp	Pacific	(26.75,27]	0.4587455	0.3313735	0.5861175
temp	Pacific	(27,27.25]	-0.1948420	-0.2250375	-0.1646465
temp	Pacific	(27.25,27.5]	-0.4698368	-0.4714160	-0.4682577
temp	Pacific	(27.5,27.75]	-0.3577377	-0.4773430	-0.2381325
temp	Pacific	(27.75,27.85]	-0.2760827	-0.4846090	-0.0675563
temp	Pacific	(27.85,27.95]	-0.2178758	-0.3772492	-0.0585024
temp	Pacific	(27.95,28.05]	-0.1671843	-0.3032684	-0.0311003
temp	Pacific	(28.05,28.1]	-0.0538763	-0.0933400	-0.0144125
temp	Pacific	(28.1, Inf]	0.3517607	0.2943459	0.4091755

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