eMLR - assumption testing

workflowr

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Last updated: 2021-12-06

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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
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
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
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
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
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]	0.9104968	0.9099947	0.9109990
aou + nitrate	Atlantic	(26,26.5]	0.9654418	0.9564471	0.9744364
aou + nitrate	Atlantic	(26.5,26.75]	0.9548813	0.9411910	0.9685716
aou + nitrate	Atlantic	(26.75,27]	0.8967580	0.8865471	0.9069689
aou + nitrate	Atlantic	(27,27.25]	0.8170708	0.8135806	0.8205609
aou + nitrate	Atlantic	(27.25,27.5]	0.7552837	0.7368458	0.7737215
aou + nitrate	Atlantic	(27.5,27.75]	0.8511105	0.8467312	0.8554898
aou + nitrate	Atlantic	(27.75,27.85]	0.9134939	0.8991410	0.9278468
aou + nitrate	Atlantic	(27.85,27.95]	0.9232314	0.9133591	0.9331037
aou + nitrate	Atlantic	(27.95,28.05]	0.9270770	0.9232817	0.9308724
aou + nitrate	Atlantic	(28.05,28.1]	0.9563494	0.9557741	0.9569246
aou + nitrate	Atlantic	(28.1,28.15]	0.9746033	0.9741892	0.9750173
aou + nitrate	Atlantic	(28.15,28.2]	0.9875366	0.9842871	0.9907860
aou + nitrate	Atlantic	(28.2, Inf]	0.8687597	0.8571917	0.8803277
aou + nitrate	Indian	(-Inf,26]	0.9917064	0.9885470	0.9948658
aou + nitrate	Indian	(26,26.5]	0.9845164	0.9805021	0.9885306
aou + nitrate	Indian	(26.5,26.75]	0.9506191	0.9427297	0.9585086
aou + nitrate	Indian	(26.75,27]	0.9014882	0.8683911	0.9345853
aou + nitrate	Indian	(27,27.25]	0.8300956	0.7665614	0.8936299
aou + nitrate	Indian	(27.25,27.5]	0.9068018	0.8900649	0.9235388
aou + nitrate	Indian	(27.5,27.75]	0.9387499	0.9171124	0.9603874
aou + nitrate	Indian	(27.75,27.85]	0.9005896	0.8712156	0.9299637
aou + nitrate	Indian	(27.85,27.95]	0.8636914	0.8291966	0.8981862
aou + nitrate	Indian	(27.95,28.05]	0.7778781	0.6958549	0.8599014
aou + nitrate	Indian	(28.05,28.1]	0.8883390	0.8251797	0.9514983
aou + nitrate	Indian	(28.1, Inf]	0.5714493	0.4860397	0.6568589
aou + nitrate	Pacific	(-Inf,26]	0.8809281	0.8571811	0.9046752
aou + nitrate	Pacific	(26,26.5]	0.8625179	0.8570017	0.8680340
aou + nitrate	Pacific	(26.5,26.75]	0.8173013	0.7838079	0.8507946
aou + nitrate	Pacific	(26.75,27]	0.9222699	0.9099137	0.9346261
aou + nitrate	Pacific	(27,27.25]	0.9738256	0.9726717	0.9749795
aou + nitrate	Pacific	(27.25,27.5]	0.9794150	0.9777203	0.9811096
aou + nitrate	Pacific	(27.5,27.75]	0.9820612	0.9809326	0.9831898
aou + nitrate	Pacific	(27.75,27.85]	0.9893316	0.9892084	0.9894548
aou + nitrate	Pacific	(27.85,27.95]	0.9887453	0.9873616	0.9901290
aou + nitrate	Pacific	(27.95,28.05]	0.9785938	0.9743756	0.9828120
aou + nitrate	Pacific	(28.05,28.1]	0.9769175	0.9665395	0.9872955
aou + nitrate	Pacific	(28.1, Inf]	0.9582191	0.9512167	0.9652216
aou + oxygen	Atlantic	(-Inf,26]	-0.9420858	-0.9503017	-0.9338699
aou + oxygen	Atlantic	(26,26.5]	-0.9629275	-0.9630268	-0.9628281
aou + oxygen	Atlantic	(26.5,26.75]	-0.9666209	-0.9701576	-0.9630842
aou + oxygen	Atlantic	(26.75,27]	-0.9574827	-0.9628768	-0.9520886
aou + oxygen	Atlantic	(27,27.25]	-0.9580331	-0.9664634	-0.9496029
aou + oxygen	Atlantic	(27.25,27.5]	-0.9383596	-0.9475165	-0.9292027
aou + oxygen	Atlantic	(27.5,27.75]	-0.9233125	-0.9293063	-0.9173187
aou + oxygen	Atlantic	(27.75,27.85]	-0.9507691	-0.9609039	-0.9406343
aou + oxygen	Atlantic	(27.85,27.95]	-0.9659488	-0.9715545	-0.9603432
aou + oxygen	Atlantic	(27.95,28.05]	-0.9653398	-0.9660509	-0.9646286
aou + oxygen	Atlantic	(28.05,28.1]	-0.9801934	-0.9829930	-0.9773939
aou + oxygen	Atlantic	(28.1,28.15]	-0.9893938	-0.9900245	-0.9887630
aou + oxygen	Atlantic	(28.15,28.2]	-0.9953717	-0.9966008	-0.9941426
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790433	-0.9820795	-0.9760071
aou + oxygen	Indian	(-Inf,26]	-0.9928386	-0.9949415	-0.9907357
aou + oxygen	Indian	(26,26.5]	-0.9969990	-0.9972375	-0.9967604
aou + oxygen	Indian	(26.5,26.75]	-0.9956371	-0.9970503	-0.9942239
aou + oxygen	Indian	(26.75,27]	-0.9925468	-0.9964959	-0.9885978
aou + oxygen	Indian	(27,27.25]	-0.9944300	-0.9963942	-0.9924659
aou + oxygen	Indian	(27.25,27.5]	-0.9964267	-0.9971245	-0.9957289
aou + oxygen	Indian	(27.5,27.75]	-0.9969472	-0.9974307	-0.9964636
aou + oxygen	Indian	(27.75,27.85]	-0.9973185	-0.9978128	-0.9968243
aou + oxygen	Indian	(27.85,27.95]	-0.9960830	-0.9962412	-0.9959248
aou + oxygen	Indian	(27.95,28.05]	-0.9906312	-0.9920284	-0.9892341
aou + oxygen	Indian	(28.05,28.1]	-0.9900656	-0.9953627	-0.9847685
aou + oxygen	Indian	(28.1, Inf]	-0.9865530	-0.9889083	-0.9841977
aou + oxygen	Pacific	(-Inf,26]	-0.8377917	-0.8435130	-0.8320704
aou + oxygen	Pacific	(26,26.5]	-0.9688471	-0.9699799	-0.9677144
aou + oxygen	Pacific	(26.5,26.75]	-0.9748783	-0.9773798	-0.9723769
aou + oxygen	Pacific	(26.75,27]	-0.9791842	-0.9822589	-0.9761095
aou + oxygen	Pacific	(27,27.25]	-0.9943606	-0.9945478	-0.9941735
aou + oxygen	Pacific	(27.25,27.5]	-0.9957896	-0.9961323	-0.9954470
aou + oxygen	Pacific	(27.5,27.75]	-0.9953628	-0.9965410	-0.9941847
aou + oxygen	Pacific	(27.75,27.85]	-0.9968652	-0.9979335	-0.9957969
aou + oxygen	Pacific	(27.85,27.95]	-0.9971748	-0.9984236	-0.9959259
aou + oxygen	Pacific	(27.95,28.05]	-0.9978376	-0.9987470	-0.9969282
aou + oxygen	Pacific	(28.05,28.1]	-0.9990038	-0.9991297	-0.9988780
aou + oxygen	Pacific	(28.1, Inf]	-0.9954367	-0.9963366	-0.9945368
aou + phosphate	Atlantic	(-Inf,26]	0.6612522	0.6075807	0.7149237
aou + phosphate	Atlantic	(26,26.5]	0.8911146	0.8617544	0.9204747
aou + phosphate	Atlantic	(26.5,26.75]	0.8940224	0.8624825	0.9255624
aou + phosphate	Atlantic	(26.75,27]	0.8266157	0.8016935	0.8515379
aou + phosphate	Atlantic	(27,27.25]	0.7419004	0.7373212	0.7464795
aou + phosphate	Atlantic	(27.25,27.5]	0.6900924	0.6620085	0.7181762
aou + phosphate	Atlantic	(27.5,27.75]	0.8173733	0.8117314	0.8230152
aou + phosphate	Atlantic	(27.75,27.85]	0.8910636	0.8723895	0.9097378
aou + phosphate	Atlantic	(27.85,27.95]	0.9142885	0.9046536	0.9239234
aou + phosphate	Atlantic	(27.95,28.05]	0.9230326	0.9202729	0.9257923
aou + phosphate	Atlantic	(28.05,28.1]	0.9518604	0.9517638	0.9519569
aou + phosphate	Atlantic	(28.1,28.15]	0.9701864	0.9684558	0.9719170
aou + phosphate	Atlantic	(28.15,28.2]	0.9873963	0.9845583	0.9902342
aou + phosphate	Atlantic	(28.2, Inf]	0.8650129	0.8518820	0.8781438
aou + phosphate	Indian	(-Inf,26]	0.9947802	0.9934042	0.9961562
aou + phosphate	Indian	(26,26.5]	0.9938065	0.9914778	0.9961353
aou + phosphate	Indian	(26.5,26.75]	0.9634474	0.9504682	0.9764265
aou + phosphate	Indian	(26.75,27]	0.9211814	0.8824818	0.9598810
aou + phosphate	Indian	(27,27.25]	0.8719249	0.7998068	0.9440431
aou + phosphate	Indian	(27.25,27.5]	0.9349068	0.9150508	0.9547627
aou + phosphate	Indian	(27.5,27.75]	0.9578449	0.9511710	0.9645188
aou + phosphate	Indian	(27.75,27.85]	0.9250174	0.9114324	0.9386025
aou + phosphate	Indian	(27.85,27.95]	0.8683568	0.8400988	0.8966147
aou + phosphate	Indian	(27.95,28.05]	0.7948286	0.7233504	0.8663068
aou + phosphate	Indian	(28.05,28.1]	0.8949632	0.8352828	0.9546436
aou + phosphate	Indian	(28.1, Inf]	0.5617541	0.4901972	0.6333110
aou + phosphate	Pacific	(-Inf,26]	0.8662532	0.8426460	0.8898604
aou + phosphate	Pacific	(26,26.5]	0.8939644	0.8802295	0.9076992
aou + phosphate	Pacific	(26.5,26.75]	0.8339716	0.8046271	0.8633161
aou + phosphate	Pacific	(26.75,27]	0.9284714	0.9121717	0.9447712
aou + phosphate	Pacific	(27,27.25]	0.9799426	0.9789951	0.9808901
aou + phosphate	Pacific	(27.25,27.5]	0.9834493	0.9829254	0.9839732
aou + phosphate	Pacific	(27.5,27.75]	0.9816400	0.9797847	0.9834953
aou + phosphate	Pacific	(27.75,27.85]	0.9868023	0.9864479	0.9871568
aou + phosphate	Pacific	(27.85,27.95]	0.9866829	0.9864300	0.9869358
aou + phosphate	Pacific	(27.95,28.05]	0.9807413	0.9805967	0.9808858
aou + phosphate	Pacific	(28.05,28.1]	0.9776474	0.9721253	0.9831695
aou + phosphate	Pacific	(28.1, Inf]	0.9547302	0.9521646	0.9572958
aou + silicate	Atlantic	(-Inf,26]	0.4474499	0.3528690	0.5420308
aou + silicate	Atlantic	(26,26.5]	0.8411054	0.8317914	0.8504193
aou + silicate	Atlantic	(26.5,26.75]	0.8799965	0.8759985	0.8839945
aou + silicate	Atlantic	(26.75,27]	0.8426018	0.8412093	0.8439943
aou + silicate	Atlantic	(27,27.25]	0.6959527	0.6884428	0.7034626
aou + silicate	Atlantic	(27.25,27.5]	0.4806741	0.4356613	0.5256869
aou + silicate	Atlantic	(27.5,27.75]	0.5943049	0.5837688	0.6048410
aou + silicate	Atlantic	(27.75,27.85]	0.7844340	0.7807585	0.7881095
aou + silicate	Atlantic	(27.85,27.95]	0.8448774	0.8395409	0.8502139
aou + silicate	Atlantic	(27.95,28.05]	0.9061963	0.9025234	0.9098693
aou + silicate	Atlantic	(28.05,28.1]	0.9591782	0.9563925	0.9619639
aou + silicate	Atlantic	(28.1,28.15]	0.9724797	0.9680550	0.9769045
aou + silicate	Atlantic	(28.15,28.2]	0.9873140	0.9863156	0.9883124
aou + silicate	Atlantic	(28.2, Inf]	0.8582887	0.8368541	0.8797233
aou + silicate	Indian	(-Inf,26]	0.9120041	0.8731937	0.9508145
aou + silicate	Indian	(26,26.5]	0.9442433	0.9305810	0.9579056
aou + silicate	Indian	(26.5,26.75]	0.9633765	0.9579615	0.9687915
aou + silicate	Indian	(26.75,27]	0.9723566	0.9702742	0.9744389
aou + silicate	Indian	(27,27.25]	0.9005044	0.8920453	0.9089636
aou + silicate	Indian	(27.25,27.5]	0.8708444	0.8495539	0.8921350
aou + silicate	Indian	(27.5,27.75]	0.8363161	0.8288421	0.8437901
aou + silicate	Indian	(27.75,27.85]	0.8357518	0.7837343	0.8877693
aou + silicate	Indian	(27.85,27.95]	0.8247842	0.7916337	0.8579347
aou + silicate	Indian	(27.95,28.05]	0.8474412	0.8081123	0.8867701
aou + silicate	Indian	(28.05,28.1]	0.9460495	0.9321937	0.9599053
aou + silicate	Indian	(28.1, Inf]	0.3678778	0.3640366	0.3717189
aou + silicate	Pacific	(-Inf,26]	0.6247700	0.5560254	0.6935145
aou + silicate	Pacific	(26,26.5]	0.5649270	0.5640500	0.5658040
aou + silicate	Pacific	(26.5,26.75]	0.3813340	0.3609882	0.4016798
aou + silicate	Pacific	(26.75,27]	0.6880414	0.6864102	0.6896727
aou + silicate	Pacific	(27,27.25]	0.9014789	0.8934475	0.9095103
aou + silicate	Pacific	(27.25,27.5]	0.9219624	0.9158385	0.9280862
aou + silicate	Pacific	(27.5,27.75]	0.9282787	0.9161651	0.9403922
aou + silicate	Pacific	(27.75,27.85]	0.9671510	0.9657219	0.9685800
aou + silicate	Pacific	(27.85,27.95]	0.9655012	0.9649515	0.9660510
aou + silicate	Pacific	(27.95,28.05]	0.9516385	0.9442560	0.9590209
aou + silicate	Pacific	(28.05,28.1]	0.9584847	0.9491385	0.9678310
aou + silicate	Pacific	(28.1, Inf]	0.8254978	0.7901110	0.8608846
nitrate + silicate	Atlantic	(-Inf,26]	0.6322486	0.5446644	0.7198327
nitrate + silicate	Atlantic	(26,26.5]	0.9059459	0.9009303	0.9109614
nitrate + silicate	Atlantic	(26.5,26.75]	0.9308941	0.9234639	0.9383243
nitrate + silicate	Atlantic	(26.75,27]	0.9107798	0.9037202	0.9178395
nitrate + silicate	Atlantic	(27,27.25]	0.9102509	0.9024611	0.9180407
nitrate + silicate	Atlantic	(27.25,27.5]	0.8699912	0.8529995	0.8869828
nitrate + silicate	Atlantic	(27.5,27.75]	0.8782124	0.8684310	0.8879939
nitrate + silicate	Atlantic	(27.75,27.85]	0.9444119	0.9403390	0.9484847
nitrate + silicate	Atlantic	(27.85,27.95]	0.9705934	0.9670314	0.9741554
nitrate + silicate	Atlantic	(27.95,28.05]	0.9837284	0.9815139	0.9859429
nitrate + silicate	Atlantic	(28.05,28.1]	0.9903249	0.9891626	0.9914872
nitrate + silicate	Atlantic	(28.1,28.15]	0.9911062	0.9900380	0.9921744
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930941	0.9926406	0.9935475
nitrate + silicate	Atlantic	(28.2, Inf]	0.9820827	0.9807314	0.9834340
nitrate + silicate	Indian	(-Inf,26]	0.9329669	0.9049777	0.9609561
nitrate + silicate	Indian	(26,26.5]	0.9547594	0.9498072	0.9597116
nitrate + silicate	Indian	(26.5,26.75]	0.9442919	0.9399020	0.9486818
nitrate + silicate	Indian	(26.75,27]	0.9265894	0.9045940	0.9485849
nitrate + silicate	Indian	(27,27.25]	0.9240491	0.9152205	0.9328776
nitrate + silicate	Indian	(27.25,27.5]	0.9199873	0.9115287	0.9284460
nitrate + silicate	Indian	(27.5,27.75]	0.8120259	0.7947043	0.8293475
nitrate + silicate	Indian	(27.75,27.85]	0.7708052	0.7135648	0.8280457
nitrate + silicate	Indian	(27.85,27.95]	0.8390324	0.8275598	0.8505049
nitrate + silicate	Indian	(27.95,28.05]	0.8858806	0.8714414	0.9003199
nitrate + silicate	Indian	(28.05,28.1]	0.9454212	0.9242308	0.9666116
nitrate + silicate	Indian	(28.1, Inf]	0.8024618	0.7814771	0.8234464
nitrate + silicate	Pacific	(-Inf,26]	0.8338331	0.8285008	0.8391654
nitrate + silicate	Pacific	(26,26.5]	0.8161743	0.8097970	0.8225516
nitrate + silicate	Pacific	(26.5,26.75]	0.7357918	0.7071500	0.7644336
nitrate + silicate	Pacific	(26.75,27]	0.8254923	0.8030233	0.8479613
nitrate + silicate	Pacific	(27,27.25]	0.9104519	0.8984081	0.9224957
nitrate + silicate	Pacific	(27.25,27.5]	0.8973619	0.8894634	0.9052604
nitrate + silicate	Pacific	(27.5,27.75]	0.8954082	0.8836063	0.9072102
nitrate + silicate	Pacific	(27.75,27.85]	0.9477305	0.9453806	0.9500805
nitrate + silicate	Pacific	(27.85,27.95]	0.9615030	0.9573587	0.9656473
nitrate + silicate	Pacific	(27.95,28.05]	0.9439195	0.9193713	0.9684678
nitrate + silicate	Pacific	(28.05,28.1]	0.9446214	0.9187639	0.9704789
nitrate + silicate	Pacific	(28.1, Inf]	0.9059138	0.8946985	0.9171292
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8217365	-0.8311609	-0.8123122
oxygen + nitrate	Atlantic	(26,26.5]	-0.8735907	-0.8944839	-0.8526974
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8607948	-0.8934541	-0.8281354
oxygen + nitrate	Atlantic	(26.75,27]	-0.7712419	-0.7813458	-0.7611380
oxygen + nitrate	Atlantic	(27,27.25]	-0.6537536	-0.6718387	-0.6356684
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5112136	-0.5236790	-0.4987481
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6072069	-0.6243422	-0.5900716
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7517172	-0.7952149	-0.7082196
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8004066	-0.8280220	-0.7727912
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8073215	-0.8145562	-0.8000867
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8873943	-0.8956826	-0.8791060
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9372757	-0.9392174	-0.9353341
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9762600	-0.9819786	-0.9705414
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7717135	-0.8000375	-0.7433894
oxygen + nitrate	Indian	(-Inf,26]	-0.9770658	-0.9840546	-0.9700770
oxygen + nitrate	Indian	(26,26.5]	-0.9708338	-0.9761403	-0.9655272
oxygen + nitrate	Indian	(26.5,26.75]	-0.9194295	-0.9350152	-0.9038438
oxygen + nitrate	Indian	(26.75,27]	-0.8437986	-0.9026311	-0.7849661
oxygen + nitrate	Indian	(27,27.25]	-0.7692020	-0.8546247	-0.6837792
oxygen + nitrate	Indian	(27.25,27.5]	-0.8714847	-0.8947441	-0.8482253
oxygen + nitrate	Indian	(27.5,27.75]	-0.9238698	-0.9471320	-0.9006075
oxygen + nitrate	Indian	(27.75,27.85]	-0.8854550	-0.9159166	-0.8549933
oxygen + nitrate	Indian	(27.85,27.95]	-0.8270551	-0.8653731	-0.7887371
oxygen + nitrate	Indian	(27.95,28.05]	-0.6939353	-0.7943524	-0.5935181
oxygen + nitrate	Indian	(28.05,28.1]	-0.8232661	-0.9214098	-0.7251224
oxygen + nitrate	Indian	(28.1, Inf]	-0.4429526	-0.5428280	-0.3430773
oxygen + nitrate	Pacific	(-Inf,26]	-0.5602801	-0.6111550	-0.5094051
oxygen + nitrate	Pacific	(26,26.5]	-0.7212538	-0.7230756	-0.7194320
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6802235	-0.7318081	-0.6286390
oxygen + nitrate	Pacific	(26.75,27]	-0.8348761	-0.8618515	-0.8079007
oxygen + nitrate	Pacific	(27,27.25]	-0.9508320	-0.9524310	-0.9492330
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9679534	-0.9705088	-0.9653979
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9741243	-0.9773722	-0.9708764
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846647	-0.9868261	-0.9825034
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9828163	-0.9846490	-0.9809836
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9713254	-0.9715580	-0.9710928
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9714798	-0.9821311	-0.9608284
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9316551	-0.9452195	-0.9180906
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4889453	-0.5676644	-0.4102262
oxygen + phosphate	Atlantic	(26,26.5]	-0.7496652	-0.7949299	-0.7044005
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7622223	-0.8190037	-0.7054409
oxygen + phosphate	Atlantic	(26.75,27]	-0.6646680	-0.6889580	-0.6403779
oxygen + phosphate	Atlantic	(27,27.25]	-0.5497671	-0.5619866	-0.5375476
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4214314	-0.4412518	-0.4016110
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5521736	-0.5714750	-0.5328721
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7148371	-0.7655746	-0.6640997
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7853220	-0.8129567	-0.7576873
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7998362	-0.8056669	-0.7940055
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8792329	-0.8871359	-0.8713300
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9290915	-0.9298905	-0.9282925
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9751885	-0.9801969	-0.9701801
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7666646	-0.7970207	-0.7363085
oxygen + phosphate	Indian	(-Inf,26]	-0.9842688	-0.9857240	-0.9828136
oxygen + phosphate	Indian	(26,26.5]	-0.9851893	-0.9909714	-0.9794071
oxygen + phosphate	Indian	(26.5,26.75]	-0.9368273	-0.9601067	-0.9135479
oxygen + phosphate	Indian	(26.75,27]	-0.8696352	-0.9360450	-0.8032254
oxygen + phosphate	Indian	(27,27.25]	-0.8199860	-0.9174347	-0.7225372
oxygen + phosphate	Indian	(27.25,27.5]	-0.9072479	-0.9363887	-0.8781071
oxygen + phosphate	Indian	(27.5,27.75]	-0.9459111	-0.9549638	-0.9368584
oxygen + phosphate	Indian	(27.75,27.85]	-0.9049865	-0.9207291	-0.8892439
oxygen + phosphate	Indian	(27.85,27.95]	-0.8275206	-0.8592665	-0.7957746
oxygen + phosphate	Indian	(27.95,28.05]	-0.7122133	-0.8016507	-0.6227760
oxygen + phosphate	Indian	(28.05,28.1]	-0.8320187	-0.9271548	-0.7368827
oxygen + phosphate	Indian	(28.1, Inf]	-0.4327869	-0.5209054	-0.3446685
oxygen + phosphate	Pacific	(-Inf,26]	-0.5857865	-0.6324418	-0.5391312
oxygen + phosphate	Pacific	(26,26.5]	-0.7623445	-0.7854954	-0.7391937
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6977062	-0.7444240	-0.6509884
oxygen + phosphate	Pacific	(26.75,27]	-0.8401611	-0.8725733	-0.8077489
oxygen + phosphate	Pacific	(27,27.25]	-0.9580847	-0.9595506	-0.9566187
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9729958	-0.9733568	-0.9726349
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9744486	-0.9784786	-0.9704186
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9824487	-0.9847374	-0.9801601
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9807761	-0.9837076	-0.9778446
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9735782	-0.9772444	-0.9699120
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9725570	-0.9776019	-0.9675122
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9288268	-0.9367398	-0.9209139
oxygen + silicate	Atlantic	(-Inf,26]	-0.2845418	-0.3789636	-0.1901201
oxygen + silicate	Atlantic	(26,26.5]	-0.7112614	-0.7283880	-0.6941349
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7603087	-0.7753799	-0.7452376
oxygen + silicate	Atlantic	(26.75,27]	-0.6896928	-0.7065953	-0.6727903
oxygen + silicate	Atlantic	(27,27.25]	-0.5049999	-0.5333046	-0.4766953
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1916126	-0.2235536	-0.1596717
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2916273	-0.2941909	-0.2890636
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5859010	-0.6104727	-0.5613293
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6916201	-0.7132835	-0.6699567
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7715032	-0.7755563	-0.7674501
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8893931	-0.8915745	-0.8872117
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9338587	-0.9393618	-0.9283557
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9792101	-0.9806408	-0.9777794
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7620187	-0.8035563	-0.7204812
oxygen + silicate	Indian	(-Inf,26]	-0.8747554	-0.9300580	-0.8194528
oxygen + silicate	Indian	(26,26.5]	-0.9291182	-0.9471458	-0.9110907
oxygen + silicate	Indian	(26.5,26.75]	-0.9501400	-0.9551650	-0.9451150
oxygen + silicate	Indian	(26.75,27]	-0.9507748	-0.9614726	-0.9400770
oxygen + silicate	Indian	(27,27.25]	-0.8588967	-0.8787767	-0.8390167
oxygen + silicate	Indian	(27.25,27.5]	-0.8343261	-0.8546229	-0.8140292
oxygen + silicate	Indian	(27.5,27.75]	-0.8018262	-0.8074825	-0.7961698
oxygen + silicate	Indian	(27.75,27.85]	-0.8086102	-0.8681412	-0.7490791
oxygen + silicate	Indian	(27.85,27.95]	-0.7838037	-0.8225816	-0.7450258
oxygen + silicate	Indian	(27.95,28.05]	-0.7808457	-0.8354547	-0.7262367
oxygen + silicate	Indian	(28.05,28.1]	-0.9047471	-0.9401111	-0.8693832
oxygen + silicate	Indian	(28.1, Inf]	-0.2349337	-0.2492455	-0.2206218
oxygen + silicate	Pacific	(-Inf,26]	-0.2497890	-0.3682155	-0.1313624
oxygen + silicate	Pacific	(26,26.5]	-0.3791785	-0.3798187	-0.3785383
oxygen + silicate	Pacific	(26.5,26.75]	-0.1914183	-0.2280987	-0.1547380
oxygen + silicate	Pacific	(26.75,27]	-0.5430928	-0.5597506	-0.5264350
oxygen + silicate	Pacific	(27,27.25]	-0.8586065	-0.8680981	-0.8491150
oxygen + silicate	Pacific	(27.25,27.5]	-0.8893413	-0.8978917	-0.8807909
oxygen + silicate	Pacific	(27.5,27.75]	-0.8969403	-0.9161203	-0.8777603
oxygen + silicate	Pacific	(27.75,27.85]	-0.9525573	-0.9575619	-0.9475527
oxygen + silicate	Pacific	(27.85,27.95]	-0.9522712	-0.9553180	-0.9492245
oxygen + silicate	Pacific	(27.95,28.05]	-0.9370761	-0.9427255	-0.9314267
oxygen + silicate	Pacific	(28.05,28.1]	-0.9494295	-0.9588503	-0.9400087
oxygen + silicate	Pacific	(28.1, Inf]	-0.7752575	-0.8189333	-0.7315816
phosphate + nitrate	Atlantic	(-Inf,26]	0.8225118	0.7871866	0.8578369
phosphate + nitrate	Atlantic	(26,26.5]	0.9634845	0.9582428	0.9687262
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9798462	0.9745621	0.9851302
phosphate + nitrate	Atlantic	(26.75,27]	0.9821537	0.9796153	0.9846921
phosphate + nitrate	Atlantic	(27,27.25]	0.9865503	0.9858233	0.9872772
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9916503	0.9912952	0.9920053
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9948071	0.9943966	0.9952176
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9956417	0.9947911	0.9964924
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956822	0.9949751	0.9963892
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954244	0.9948028	0.9960460
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9947737	0.9943972	0.9951503
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9957841	0.9957740	0.9957941
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9979452	0.9978165	0.9980740
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9956996	0.9953557	0.9960435
phosphate + nitrate	Indian	(-Inf,26]	0.9914987	0.9854268	0.9975707
phosphate + nitrate	Indian	(26,26.5]	0.9875405	0.9786992	0.9963818
phosphate + nitrate	Indian	(26.5,26.75]	0.9886409	0.9805455	0.9967363
phosphate + nitrate	Indian	(26.75,27]	0.9862347	0.9769726	0.9954967
phosphate + nitrate	Indian	(27,27.25]	0.9717767	0.9550836	0.9884699
phosphate + nitrate	Indian	(27.25,27.5]	0.9702574	0.9605144	0.9800005
phosphate + nitrate	Indian	(27.5,27.75]	0.9574834	0.9428696	0.9720973
phosphate + nitrate	Indian	(27.75,27.85]	0.9488345	0.9259933	0.9716757
phosphate + nitrate	Indian	(27.85,27.95]	0.9636977	0.9538437	0.9735516
phosphate + nitrate	Indian	(27.95,28.05]	0.9806811	0.9743883	0.9869739
phosphate + nitrate	Indian	(28.05,28.1]	0.9834755	0.9758338	0.9911171
phosphate + nitrate	Indian	(28.1, Inf]	0.9404109	0.9134198	0.9674021
phosphate + nitrate	Pacific	(-Inf,26]	0.9572330	0.9536787	0.9607873
phosphate + nitrate	Pacific	(26,26.5]	0.9691076	0.9578921	0.9803231
phosphate + nitrate	Pacific	(26.5,26.75]	0.9565542	0.9563173	0.9567910
phosphate + nitrate	Pacific	(26.75,27]	0.9813100	0.9811568	0.9814631
phosphate + nitrate	Pacific	(27,27.25]	0.9899703	0.9894013	0.9905392
phosphate + nitrate	Pacific	(27.25,27.5]	0.9917996	0.9910523	0.9925469
phosphate + nitrate	Pacific	(27.5,27.75]	0.9931887	0.9929205	0.9934570
phosphate + nitrate	Pacific	(27.75,27.85]	0.9926783	0.9918838	0.9934729
phosphate + nitrate	Pacific	(27.85,27.95]	0.9913553	0.9889080	0.9938026
phosphate + nitrate	Pacific	(27.95,28.05]	0.9810212	0.9701461	0.9918964
phosphate + nitrate	Pacific	(28.05,28.1]	0.9716489	0.9566969	0.9866008
phosphate + nitrate	Pacific	(28.1, Inf]	0.9766913	0.9727444	0.9806382
phosphate + silicate	Atlantic	(-Inf,26]	0.7602897	0.7202177	0.8003616
phosphate + silicate	Atlantic	(26,26.5]	0.9349091	0.9295057	0.9403125
phosphate + silicate	Atlantic	(26.5,26.75]	0.9374759	0.9372022	0.9377496
phosphate + silicate	Atlantic	(26.75,27]	0.9191412	0.9158075	0.9224748
phosphate + silicate	Atlantic	(27,27.25]	0.9279455	0.9204516	0.9354394
phosphate + silicate	Atlantic	(27.25,27.5]	0.9008028	0.8885724	0.9130333
phosphate + silicate	Atlantic	(27.5,27.75]	0.8972498	0.8892051	0.9052944
phosphate + silicate	Atlantic	(27.75,27.85]	0.9518163	0.9493512	0.9542813
phosphate + silicate	Atlantic	(27.85,27.95]	0.9739331	0.9712697	0.9765964
phosphate + silicate	Atlantic	(27.95,28.05]	0.9849974	0.9833112	0.9866837
phosphate + silicate	Atlantic	(28.05,28.1]	0.9909243	0.9902716	0.9915769
phosphate + silicate	Atlantic	(28.1,28.15]	0.9920865	0.9916147	0.9925583
phosphate + silicate	Atlantic	(28.15,28.2]	0.9925893	0.9921658	0.9930129
phosphate + silicate	Atlantic	(28.2, Inf]	0.9821892	0.9805849	0.9837936
phosphate + silicate	Indian	(-Inf,26]	0.9165638	0.8720267	0.9611009
phosphate + silicate	Indian	(26,26.5]	0.9512375	0.9385571	0.9639180
phosphate + silicate	Indian	(26.5,26.75]	0.9491978	0.9472510	0.9511447
phosphate + silicate	Indian	(26.75,27]	0.9383594	0.9193642	0.9573547
phosphate + silicate	Indian	(27,27.25]	0.9297056	0.9256228	0.9337884
phosphate + silicate	Indian	(27.25,27.5]	0.9058302	0.8730796	0.9385808
phosphate + silicate	Indian	(27.5,27.75]	0.8424933	0.8126245	0.8723622
phosphate + silicate	Indian	(27.75,27.85]	0.8671899	0.8561297	0.8782501
phosphate + silicate	Indian	(27.85,27.95]	0.8999606	0.8992004	0.9007207
phosphate + silicate	Indian	(27.95,28.05]	0.9076904	0.9011217	0.9142590
phosphate + silicate	Indian	(28.05,28.1]	0.9475955	0.9306997	0.9644913
phosphate + silicate	Indian	(28.1, Inf]	0.7922097	0.7849440	0.7994754
phosphate + silicate	Pacific	(-Inf,26]	0.7561325	0.7463133	0.7659516
phosphate + silicate	Pacific	(26,26.5]	0.7655532	0.7630976	0.7680087
phosphate + silicate	Pacific	(26.5,26.75]	0.6924027	0.6569175	0.7278880
phosphate + silicate	Pacific	(26.75,27]	0.8240138	0.7982332	0.8497944
phosphate + silicate	Pacific	(27,27.25]	0.9164764	0.9034699	0.9294829
phosphate + silicate	Pacific	(27.25,27.5]	0.9016073	0.8902140	0.9130005
phosphate + silicate	Pacific	(27.5,27.75]	0.8943151	0.8798273	0.9088030
phosphate + silicate	Pacific	(27.75,27.85]	0.9499345	0.9462711	0.9535979
phosphate + silicate	Pacific	(27.85,27.95]	0.9661236	0.9635929	0.9686544
phosphate + silicate	Pacific	(27.95,28.05]	0.9586994	0.9495724	0.9678265
phosphate + silicate	Pacific	(28.05,28.1]	0.9566522	0.9440120	0.9692924
phosphate + silicate	Pacific	(28.1, Inf]	0.8956834	0.8789641	0.9124028
sal + aou	Atlantic	(-Inf,26]	-0.0779160	-0.0940614	-0.0617706
sal + aou	Atlantic	(26,26.5]	-0.2820080	-0.3899380	-0.1740781
sal + aou	Atlantic	(26.5,26.75]	-0.2718861	-0.3524927	-0.1912795
sal + aou	Atlantic	(26.75,27]	-0.0932447	-0.1723986	-0.0140908
sal + aou	Atlantic	(27,27.25]	-0.0071484	-0.0570698	0.0427730
sal + aou	Atlantic	(27.25,27.5]	-0.0603760	-0.1256464	0.0048945
sal + aou	Atlantic	(27.5,27.75]	-0.3106079	-0.3298143	-0.2914016
sal + aou	Atlantic	(27.75,27.85]	-0.3228456	-0.4173511	-0.2283402
sal + aou	Atlantic	(27.85,27.95]	-0.3865231	-0.4593178	-0.3137284
sal + aou	Atlantic	(27.95,28.05]	-0.5536589	-0.5960436	-0.5112742
sal + aou	Atlantic	(28.05,28.1]	-0.7118885	-0.7258230	-0.6979540
sal + aou	Atlantic	(28.1,28.15]	-0.7815394	-0.7843533	-0.7787256
sal + aou	Atlantic	(28.15,28.2]	-0.9115246	-0.9263073	-0.8967420
sal + aou	Atlantic	(28.2, Inf]	-0.6384216	-0.6539161	-0.6229271
sal + aou	Indian	(-Inf,26]	-0.5772528	-0.8436676	-0.3108380
sal + aou	Indian	(26,26.5]	-0.6686265	-0.7915085	-0.5457446
sal + aou	Indian	(26.5,26.75]	-0.0537631	-0.2327598	0.1252336
sal + aou	Indian	(26.75,27]	0.4870220	0.3246055	0.6494386
sal + aou	Indian	(27,27.25]	0.8829940	0.8795862	0.8864018
sal + aou	Indian	(27.25,27.5]	0.9525347	0.9334638	0.9716057
sal + aou	Indian	(27.5,27.75]	0.9601030	0.9555468	0.9646592
sal + aou	Indian	(27.75,27.85]	0.9544877	0.9441111	0.9648644
sal + aou	Indian	(27.85,27.95]	0.9292325	0.9251138	0.9333511
sal + aou	Indian	(27.95,28.05]	0.7411612	0.7400614	0.7422610
sal + aou	Indian	(28.05,28.1]	0.3225494	0.2479993	0.3970995
sal + aou	Indian	(28.1, Inf]	0.6992728	0.6485466	0.7499990
sal + aou	Pacific	(-Inf,26]	-0.1066232	-0.1508851	-0.0623612
sal + aou	Pacific	(26,26.5]	-0.0802586	-0.0829135	-0.0776038
sal + aou	Pacific	(26.5,26.75]	0.2229849	0.1947262	0.2512436
sal + aou	Pacific	(26.75,27]	-0.1255591	-0.1490313	-0.1020870
sal + aou	Pacific	(27,27.25]	-0.2139570	-0.2245865	-0.2033276
sal + aou	Pacific	(27.25,27.5]	0.0143480	-0.0049944	0.0336904
sal + aou	Pacific	(27.5,27.75]	0.1121497	0.0081950	0.2161043
sal + aou	Pacific	(27.75,27.85]	-0.0134694	-0.2349674	0.2080287
sal + aou	Pacific	(27.85,27.95]	-0.1872404	-0.4656877	0.0912069
sal + aou	Pacific	(27.95,28.05]	-0.5871990	-0.7717378	-0.4026603
sal + aou	Pacific	(28.05,28.1]	-0.8859925	-0.8865146	-0.8854705
sal + aou	Pacific	(28.1, Inf]	-0.6154802	-0.7291580	-0.5018023
sal + nitrate	Atlantic	(-Inf,26]	-0.2244015	-0.2454981	-0.2033050
sal + nitrate	Atlantic	(26,26.5]	-0.4590164	-0.5146910	-0.4033418
sal + nitrate	Atlantic	(26.5,26.75]	-0.5070605	-0.5396514	-0.4744696
sal + nitrate	Atlantic	(26.75,27]	-0.4437660	-0.4824749	-0.4050570
sal + nitrate	Atlantic	(27,27.25]	-0.4995094	-0.5310797	-0.4679391
sal + nitrate	Atlantic	(27.25,27.5]	-0.6412422	-0.6488075	-0.6336769
sal + nitrate	Atlantic	(27.5,27.75]	-0.7075644	-0.7209625	-0.6941664
sal + nitrate	Atlantic	(27.75,27.85]	-0.6334165	-0.6883679	-0.5784651
sal + nitrate	Atlantic	(27.85,27.95]	-0.6636861	-0.7104017	-0.6169705
sal + nitrate	Atlantic	(27.95,28.05]	-0.7910328	-0.8182129	-0.7638527
sal + nitrate	Atlantic	(28.05,28.1]	-0.8558181	-0.8649018	-0.8467344
sal + nitrate	Atlantic	(28.1,28.15]	-0.8743531	-0.8751151	-0.8735911
sal + nitrate	Atlantic	(28.15,28.2]	-0.9450145	-0.9473475	-0.9426814
sal + nitrate	Atlantic	(28.2, Inf]	-0.9198296	-0.9214953	-0.9181640
sal + nitrate	Indian	(-Inf,26]	-0.6033847	-0.8576998	-0.3490695
sal + nitrate	Indian	(26,26.5]	-0.7721976	-0.8579574	-0.6864377
sal + nitrate	Indian	(26.5,26.75]	-0.3356027	-0.5218032	-0.1494022
sal + nitrate	Indian	(26.75,27]	0.0829292	-0.1794274	0.3452858
sal + nitrate	Indian	(27,27.25]	0.4921484	0.3805643	0.6037325
sal + nitrate	Indian	(27.25,27.5]	0.7721099	0.7638650	0.7803548
sal + nitrate	Indian	(27.5,27.75]	0.8614567	0.8318797	0.8910337
sal + nitrate	Indian	(27.75,27.85]	0.7699983	0.7054294	0.8345672
sal + nitrate	Indian	(27.85,27.95]	0.6461967	0.5852772	0.7071162
sal + nitrate	Indian	(27.95,28.05]	0.1894877	0.0613670	0.3176085
sal + nitrate	Indian	(28.05,28.1]	-0.0835226	-0.2979374	0.1308921
sal + nitrate	Indian	(28.1, Inf]	-0.0863219	-0.2261004	0.0534566
sal + nitrate	Pacific	(-Inf,26]	-0.4015347	-0.4138011	-0.3892682
sal + nitrate	Pacific	(26,26.5]	-0.4994448	-0.5024818	-0.4964078
sal + nitrate	Pacific	(26.5,26.75]	-0.3016651	-0.3841991	-0.2191311
sal + nitrate	Pacific	(26.75,27]	-0.4235053	-0.4799456	-0.3670650
sal + nitrate	Pacific	(27,27.25]	-0.3370917	-0.3502118	-0.3239715
sal + nitrate	Pacific	(27.25,27.5]	-0.0163584	-0.0342698	0.0015531
sal + nitrate	Pacific	(27.5,27.75]	0.0933482	-0.0005091	0.1872056
sal + nitrate	Pacific	(27.75,27.85]	-0.0306305	-0.2326923	0.1714312
sal + nitrate	Pacific	(27.85,27.95]	-0.2260998	-0.4796901	0.0274906
sal + nitrate	Pacific	(27.95,28.05]	-0.6470068	-0.7937349	-0.5002788
sal + nitrate	Pacific	(28.05,28.1]	-0.9157755	-0.9163291	-0.9152219
sal + nitrate	Pacific	(28.1, Inf]	-0.7536660	-0.8243146	-0.6830175
sal + oxygen	Atlantic	(-Inf,26]	-0.2007248	-0.2331515	-0.1682982
sal + oxygen	Atlantic	(26,26.5]	0.0252455	-0.0886495	0.1391406
sal + oxygen	Atlantic	(26.5,26.75]	0.0294121	-0.0680844	0.1269086
sal + oxygen	Atlantic	(26.75,27]	-0.1817175	-0.2420892	-0.1213458
sal + oxygen	Atlantic	(27,27.25]	-0.2697288	-0.2899871	-0.2494704
sal + oxygen	Atlantic	(27.25,27.5]	-0.2780765	-0.3155238	-0.2406293
sal + oxygen	Atlantic	(27.5,27.75]	-0.0638454	-0.0991195	-0.0285713
sal + oxygen	Atlantic	(27.75,27.85]	0.0263935	-0.1065811	0.1593681
sal + oxygen	Atlantic	(27.85,27.95]	0.1495104	0.0506575	0.2483632
sal + oxygen	Atlantic	(27.95,28.05]	0.3319562	0.2825241	0.3813883
sal + oxygen	Atlantic	(28.05,28.1]	0.5653184	0.5369763	0.5936605
sal + oxygen	Atlantic	(28.1,28.15]	0.6854327	0.6849763	0.6858891
sal + oxygen	Atlantic	(28.15,28.2]	0.8769553	0.8592506	0.8946600
sal + oxygen	Atlantic	(28.2, Inf]	0.4988065	0.4603455	0.5372675
sal + oxygen	Indian	(-Inf,26]	0.5625086	0.2805440	0.8444732
sal + oxygen	Indian	(26,26.5]	0.6201950	0.4914166	0.7489733
sal + oxygen	Indian	(26.5,26.75]	-0.0336349	-0.1974963	0.1302265
sal + oxygen	Indian	(26.75,27]	-0.5848071	-0.7080501	-0.4615641
sal + oxygen	Indian	(27,27.25]	-0.9230311	-0.9287905	-0.9172717
sal + oxygen	Indian	(27.25,27.5]	-0.9677128	-0.9851867	-0.9502388
sal + oxygen	Indian	(27.5,27.75]	-0.9616671	-0.9624836	-0.9608506
sal + oxygen	Indian	(27.75,27.85]	-0.9588227	-0.9680230	-0.9496223
sal + oxygen	Indian	(27.85,27.95]	-0.9458891	-0.9468205	-0.9449577
sal + oxygen	Indian	(27.95,28.05]	-0.8147933	-0.8213530	-0.8082336
sal + oxygen	Indian	(28.05,28.1]	-0.4418589	-0.4762958	-0.4074221
sal + oxygen	Indian	(28.1, Inf]	-0.7927267	-0.8300570	-0.7553965
sal + oxygen	Pacific	(-Inf,26]	-0.3073322	-0.3740961	-0.2405683
sal + oxygen	Pacific	(26,26.5]	-0.1543469	-0.1592925	-0.1494014
sal + oxygen	Pacific	(26.5,26.75]	-0.4271408	-0.4426858	-0.4115958
sal + oxygen	Pacific	(26.75,27]	-0.0718880	-0.0801431	-0.0636328
sal + oxygen	Pacific	(27,27.25]	0.1157138	0.1037637	0.1276639
sal + oxygen	Pacific	(27.25,27.5]	-0.0892653	-0.1059578	-0.0725728
sal + oxygen	Pacific	(27.5,27.75]	-0.1722388	-0.2875699	-0.0569077
sal + oxygen	Pacific	(27.75,27.85]	-0.0492327	-0.2855043	0.1870389
sal + oxygen	Pacific	(27.85,27.95]	0.1352112	-0.1668407	0.4372630
sal + oxygen	Pacific	(27.95,28.05]	0.5600400	0.3503595	0.7697204
sal + oxygen	Pacific	(28.05,28.1]	0.8759568	0.8714676	0.8804460
sal + oxygen	Pacific	(28.1, Inf]	0.5518814	0.4237237	0.6800391
sal + phosphate	Atlantic	(-Inf,26]	-0.5242489	-0.5258364	-0.5226614
sal + phosphate	Atlantic	(26,26.5]	-0.6521715	-0.6841181	-0.6202250
sal + phosphate	Atlantic	(26.5,26.75]	-0.6547173	-0.6626682	-0.6467664
sal + phosphate	Atlantic	(26.75,27]	-0.5869591	-0.6097511	-0.5641670
sal + phosphate	Atlantic	(27,27.25]	-0.6175958	-0.6414784	-0.5937131
sal + phosphate	Atlantic	(27.25,27.5]	-0.7193555	-0.7231500	-0.7155609
sal + phosphate	Atlantic	(27.5,27.75]	-0.7557524	-0.7663880	-0.7451169
sal + phosphate	Atlantic	(27.75,27.85]	-0.6749881	-0.7221130	-0.6278633
sal + phosphate	Atlantic	(27.85,27.95]	-0.6853906	-0.7305286	-0.6402525
sal + phosphate	Atlantic	(27.95,28.05]	-0.7998201	-0.8278589	-0.7717813
sal + phosphate	Atlantic	(28.05,28.1]	-0.8686992	-0.8778961	-0.8595024
sal + phosphate	Atlantic	(28.1,28.15]	-0.8884318	-0.8905537	-0.8863100
sal + phosphate	Atlantic	(28.15,28.2]	-0.9495539	-0.9532254	-0.9458825
sal + phosphate	Atlantic	(28.2, Inf]	-0.9246560	-0.9250703	-0.9242417
sal + phosphate	Indian	(-Inf,26]	-0.5500831	-0.8495051	-0.2506612
sal + phosphate	Indian	(26,26.5]	-0.7023706	-0.8503797	-0.5543615
sal + phosphate	Indian	(26.5,26.75]	-0.2680676	-0.5070661	-0.0290691
sal + phosphate	Indian	(26.75,27]	0.1565298	-0.1491312	0.4621908
sal + phosphate	Indian	(27,27.25]	0.5938718	0.4316751	0.7560684
sal + phosphate	Indian	(27.25,27.5]	0.8474086	0.8188543	0.8759629
sal + phosphate	Indian	(27.5,27.75]	0.9165769	0.8975459	0.9356079
sal + phosphate	Indian	(27.75,27.85]	0.8397077	0.8006862	0.8787293
sal + phosphate	Indian	(27.85,27.95]	0.6820617	0.6224749	0.7416484
sal + phosphate	Indian	(27.95,28.05]	0.2283073	0.1061722	0.3504423
sal + phosphate	Indian	(28.05,28.1]	-0.0611996	-0.2837353	0.1613362
sal + phosphate	Indian	(28.1, Inf]	-0.0985167	-0.2369104	0.0398770
sal + phosphate	Pacific	(-Inf,26]	-0.3124413	-0.3235818	-0.3013008
sal + phosphate	Pacific	(26,26.5]	-0.4529168	-0.4730734	-0.4327602
sal + phosphate	Pacific	(26.5,26.75]	-0.2844818	-0.3610760	-0.2078877
sal + phosphate	Pacific	(26.75,27]	-0.4323372	-0.4931592	-0.3715152
sal + phosphate	Pacific	(27,27.25]	-0.3381814	-0.3572936	-0.3190691
sal + phosphate	Pacific	(27.25,27.5]	-0.0155833	-0.0248517	-0.0063149
sal + phosphate	Pacific	(27.5,27.75]	0.0989224	0.0045357	0.1933090
sal + phosphate	Pacific	(27.75,27.85]	-0.0201151	-0.2235009	0.1832707
sal + phosphate	Pacific	(27.85,27.95]	-0.2272841	-0.4828556	0.0282873
sal + phosphate	Pacific	(27.95,28.05]	-0.6513051	-0.8016391	-0.5009711
sal + phosphate	Pacific	(28.05,28.1]	-0.9198333	-0.9202037	-0.9194630
sal + phosphate	Pacific	(28.1, Inf]	-0.7541585	-0.8263931	-0.6819239
sal + silicate	Atlantic	(-Inf,26]	-0.5625827	-0.6166082	-0.5085572
sal + silicate	Atlantic	(26,26.5]	-0.6065250	-0.6560630	-0.5569870
sal + silicate	Atlantic	(26.5,26.75]	-0.5733885	-0.6230532	-0.5237237
sal + silicate	Atlantic	(26.75,27]	-0.4929106	-0.5698473	-0.4159740
sal + silicate	Atlantic	(27,27.25]	-0.5810231	-0.6146626	-0.5473836
sal + silicate	Atlantic	(27.25,27.5]	-0.7534900	-0.7600394	-0.7469405
sal + silicate	Atlantic	(27.5,27.75]	-0.7625703	-0.7794761	-0.7456644
sal + silicate	Atlantic	(27.75,27.85]	-0.6837829	-0.7558968	-0.6116690
sal + silicate	Atlantic	(27.85,27.95]	-0.7320273	-0.7807366	-0.6833181
sal + silicate	Atlantic	(27.95,28.05]	-0.8222598	-0.8550262	-0.7894934
sal + silicate	Atlantic	(28.05,28.1]	-0.8637788	-0.8788527	-0.8487048
sal + silicate	Atlantic	(28.1,28.15]	-0.8814998	-0.8893267	-0.8736728
sal + silicate	Atlantic	(28.15,28.2]	-0.9279986	-0.9379785	-0.9180187
sal + silicate	Atlantic	(28.2, Inf]	-0.9005745	-0.9076925	-0.8934566
sal + silicate	Indian	(-Inf,26]	-0.7223613	-0.8832164	-0.5615061
sal + silicate	Indian	(26,26.5]	-0.7934158	-0.8531048	-0.7337268
sal + silicate	Indian	(26.5,26.75]	-0.1712797	-0.3098604	-0.0326990
sal + silicate	Indian	(26.75,27]	0.3678830	0.1926908	0.5430752
sal + silicate	Indian	(27,27.25]	0.6427603	0.6143348	0.6711858
sal + silicate	Indian	(27.25,27.5]	0.7251033	0.6578099	0.7923966
sal + silicate	Indian	(27.5,27.75]	0.7778087	0.7181304	0.8374870
sal + silicate	Indian	(27.75,27.85]	0.8173312	0.7692763	0.8653861
sal + silicate	Indian	(27.85,27.95]	0.7222745	0.6592315	0.7853174
sal + silicate	Indian	(27.95,28.05]	0.4349412	0.3460951	0.5237874
sal + silicate	Indian	(28.05,28.1]	0.1299852	-0.0108180	0.2707884
sal + silicate	Indian	(28.1, Inf]	-0.1338225	-0.1517535	-0.1158914
sal + silicate	Pacific	(-Inf,26]	-0.6389299	-0.6943825	-0.5834773
sal + silicate	Pacific	(26,26.5]	-0.7114312	-0.7287547	-0.6941077
sal + silicate	Pacific	(26.5,26.75]	-0.7096399	-0.7566465	-0.6626333
sal + silicate	Pacific	(26.75,27]	-0.7312741	-0.7602034	-0.7023448
sal + silicate	Pacific	(27,27.25]	-0.5397592	-0.5454800	-0.5340384
sal + silicate	Pacific	(27.25,27.5]	-0.2427917	-0.2678773	-0.2177061
sal + silicate	Pacific	(27.5,27.75]	0.0042584	-0.0573184	0.0658351
sal + silicate	Pacific	(27.75,27.85]	-0.0730566	-0.2671304	0.1210172
sal + silicate	Pacific	(27.85,27.95]	-0.2057827	-0.4404486	0.0288833
sal + silicate	Pacific	(27.95,28.05]	-0.5468924	-0.6778785	-0.4159063
sal + silicate	Pacific	(28.05,28.1]	-0.8495092	-0.8757121	-0.8233064
sal + silicate	Pacific	(28.1, Inf]	-0.7725419	-0.8509220	-0.6941617
sal + temp	Atlantic	(-Inf,26]	0.7813309	0.7702343	0.7924275
sal + temp	Atlantic	(26,26.5]	0.9639194	0.9638237	0.9640150
sal + temp	Atlantic	(26.5,26.75]	0.9778619	0.9774315	0.9782922
sal + temp	Atlantic	(26.75,27]	0.9693408	0.9681162	0.9705654
sal + temp	Atlantic	(27,27.25]	0.9763435	0.9752943	0.9773926
sal + temp	Atlantic	(27.25,27.5]	0.9760853	0.9750850	0.9770856
sal + temp	Atlantic	(27.5,27.75]	0.9681658	0.9660924	0.9702392
sal + temp	Atlantic	(27.75,27.85]	0.9795916	0.9752995	0.9838837
sal + temp	Atlantic	(27.85,27.95]	0.9607671	0.9584313	0.9631029
sal + temp	Atlantic	(27.95,28.05]	0.9464242	0.9459323	0.9469162
sal + temp	Atlantic	(28.05,28.1]	0.9680455	0.9679014	0.9681896
sal + temp	Atlantic	(28.1,28.15]	0.9657030	0.9601321	0.9712738
sal + temp	Atlantic	(28.15,28.2]	0.8074479	0.6925955	0.9223003
sal + temp	Atlantic	(28.2, Inf]	0.4683810	0.3726672	0.5640948
sal + temp	Indian	(-Inf,26]	0.1957754	0.1837011	0.2078498
sal + temp	Indian	(26,26.5]	0.8529039	0.8463243	0.8594836
sal + temp	Indian	(26.5,26.75]	0.9575711	0.9511343	0.9640079
sal + temp	Indian	(26.75,27]	0.9725356	0.9637211	0.9813501
sal + temp	Indian	(27,27.25]	0.9644702	0.9616346	0.9673057
sal + temp	Indian	(27.25,27.5]	0.9501312	0.9362888	0.9639736
sal + temp	Indian	(27.5,27.75]	0.9098315	0.8807739	0.9388891
sal + temp	Indian	(27.75,27.85]	0.9431566	0.9324053	0.9539080
sal + temp	Indian	(27.85,27.95]	0.9547966	0.9474810	0.9621122
sal + temp	Indian	(27.95,28.05]	0.9527757	0.9427903	0.9627611
sal + temp	Indian	(28.05,28.1]	0.9389593	0.9247279	0.9531907
sal + temp	Indian	(28.1, Inf]	0.9467103	0.9334168	0.9600039
sal + temp	Pacific	(-Inf,26]	0.6687030	0.6365485	0.7008575
sal + temp	Pacific	(26,26.5]	0.9444783	0.9382009	0.9507557
sal + temp	Pacific	(26.5,26.75]	0.9769201	0.9739935	0.9798467
sal + temp	Pacific	(26.75,27]	0.9716437	0.9675154	0.9757720
sal + temp	Pacific	(27,27.25]	0.9333759	0.9278689	0.9388829
sal + temp	Pacific	(27.25,27.5]	0.8057149	0.7999897	0.8114401
sal + temp	Pacific	(27.5,27.75]	0.6330964	0.5689412	0.6972517
sal + temp	Pacific	(27.75,27.85]	0.8094530	0.7453346	0.8735715
sal + temp	Pacific	(27.85,27.95]	0.6880004	0.5552609	0.8207398
sal + temp	Pacific	(27.95,28.05]	0.4081269	0.2550103	0.5612436
sal + temp	Pacific	(28.05,28.1]	0.0510850	-0.0542289	0.1563988
sal + temp	Pacific	(28.1, Inf]	-0.1845650	-0.3106078	-0.0585221
temp + aou	Atlantic	(-Inf,26]	-0.1220434	-0.1610704	-0.0830165
temp + aou	Atlantic	(26,26.5]	-0.3083881	-0.3793795	-0.2373968
temp + aou	Atlantic	(26.5,26.75]	-0.2492999	-0.3164444	-0.1821554
temp + aou	Atlantic	(26.75,27]	-0.0239359	-0.0727636	0.0248918
temp + aou	Atlantic	(27,27.25]	0.0708196	0.0208750	0.1207642
temp + aou	Atlantic	(27.25,27.5]	-0.0043790	-0.0652887	0.0565307
temp + aou	Atlantic	(27.5,27.75]	-0.2547007	-0.2628004	-0.2466010
temp + aou	Atlantic	(27.75,27.85]	-0.2843899	-0.3533714	-0.2154084
temp + aou	Atlantic	(27.85,27.95]	-0.3274842	-0.3886253	-0.2663430
temp + aou	Atlantic	(27.95,28.05]	-0.4423275	-0.4582433	-0.4264116
temp + aou	Atlantic	(28.05,28.1]	-0.5895920	-0.6114339	-0.5677502
temp + aou	Atlantic	(28.1,28.15]	-0.6307766	-0.6435231	-0.6180301
temp + aou	Atlantic	(28.15,28.2]	-0.6292545	-0.7645316	-0.4939775
temp + aou	Atlantic	(28.2, Inf]	0.1373824	0.0994053	0.1753595
temp + aou	Indian	(-Inf,26]	-0.2691102	-0.3072992	-0.2309211
temp + aou	Indian	(26,26.5]	-0.4897016	-0.5617614	-0.4176418
temp + aou	Indian	(26.5,26.75]	-0.0097020	-0.1620807	0.1426768
temp + aou	Indian	(26.75,27]	0.3733693	0.2136629	0.5330758
temp + aou	Indian	(27,27.25]	0.7934164	0.7689963	0.8178364
temp + aou	Indian	(27.25,27.5]	0.8851632	0.8619588	0.9083675
temp + aou	Indian	(27.5,27.75]	0.9188325	0.9021718	0.9354932
temp + aou	Indian	(27.75,27.85]	0.9481548	0.9401136	0.9561961
temp + aou	Indian	(27.85,27.95]	0.9293572	0.9270244	0.9316900
temp + aou	Indian	(27.95,28.05]	0.7857216	0.7748777	0.7965655
temp + aou	Indian	(28.05,28.1]	0.5125899	0.4495482	0.5756316
temp + aou	Indian	(28.1, Inf]	0.8085965	0.7839668	0.8332263
temp + aou	Pacific	(-Inf,26]	-0.2509413	-0.2664999	-0.2353828
temp + aou	Pacific	(26,26.5]	-0.1238607	-0.1318387	-0.1158826
temp + aou	Pacific	(26.5,26.75]	0.2410046	0.2295301	0.2524791
temp + aou	Pacific	(26.75,27]	-0.1184148	-0.1382797	-0.0985498
temp + aou	Pacific	(27,27.25]	-0.2594401	-0.2659624	-0.2529178
temp + aou	Pacific	(27.25,27.5]	-0.0695631	-0.0853760	-0.0537501
temp + aou	Pacific	(27.5,27.75]	0.1679574	0.0260502	0.3098645
temp + aou	Pacific	(27.75,27.85]	0.1540510	-0.0427969	0.3508988
temp + aou	Pacific	(27.85,27.95]	0.1101750	-0.1364619	0.3568118
temp + aou	Pacific	(27.95,28.05]	-0.0129224	-0.2456428	0.2197981
temp + aou	Pacific	(28.05,28.1]	0.0404348	-0.1496432	0.2305129
temp + aou	Pacific	(28.1, Inf]	0.8070651	0.7933366	0.8207936
temp + nitrate	Atlantic	(-Inf,26]	-0.2101229	-0.2472863	-0.1729595
temp + nitrate	Atlantic	(26,26.5]	-0.4993313	-0.5251737	-0.4734890
temp + nitrate	Atlantic	(26.5,26.75]	-0.4837753	-0.4995709	-0.4679798
temp + nitrate	Atlantic	(26.75,27]	-0.3530027	-0.3605942	-0.3454113
temp + nitrate	Atlantic	(27,27.25]	-0.4101069	-0.4371383	-0.3830756
temp + nitrate	Atlantic	(27.25,27.5]	-0.5820121	-0.5825351	-0.5814891
temp + nitrate	Atlantic	(27.5,27.75]	-0.6613517	-0.6650676	-0.6576358
temp + nitrate	Atlantic	(27.75,27.85]	-0.6165736	-0.6496383	-0.5835088
temp + nitrate	Atlantic	(27.85,27.95]	-0.6333540	-0.6662485	-0.6004595
temp + nitrate	Atlantic	(27.95,28.05]	-0.7105140	-0.7174245	-0.7036036
temp + nitrate	Atlantic	(28.05,28.1]	-0.7667470	-0.7786715	-0.7548225
temp + nitrate	Atlantic	(28.1,28.15]	-0.7524584	-0.7646411	-0.7402757
temp + nitrate	Atlantic	(28.15,28.2]	-0.6609850	-0.7865126	-0.5354573
temp + nitrate	Atlantic	(28.2, Inf]	-0.2154767	-0.2965686	-0.1343848
temp + nitrate	Indian	(-Inf,26]	-0.3241631	-0.3580228	-0.2903034
temp + nitrate	Indian	(26,26.5]	-0.6028522	-0.6481074	-0.5575970
temp + nitrate	Indian	(26.5,26.75]	-0.2940199	-0.4589909	-0.1290489
temp + nitrate	Indian	(26.75,27]	-0.0420238	-0.2910989	0.2070513
temp + nitrate	Indian	(27,27.25]	0.3381115	0.1888265	0.4873964
temp + nitrate	Indian	(27.25,27.5]	0.6265225	0.5586767	0.6943684
temp + nitrate	Indian	(27.5,27.75]	0.7981559	0.7527781	0.8435338
temp + nitrate	Indian	(27.75,27.85]	0.7892386	0.7497400	0.8287371
temp + nitrate	Indian	(27.85,27.95]	0.6579644	0.6165220	0.6994069
temp + nitrate	Indian	(27.95,28.05]	0.2648269	0.1597862	0.3698677
temp + nitrate	Indian	(28.05,28.1]	0.1297989	-0.0763667	0.3359645
temp + nitrate	Indian	(28.1, Inf]	0.0543418	-0.0635602	0.1722438
temp + nitrate	Pacific	(-Inf,26]	-0.5027165	-0.5205045	-0.4849285
temp + nitrate	Pacific	(26,26.5]	-0.5639075	-0.5683465	-0.5594685
temp + nitrate	Pacific	(26.5,26.75]	-0.3069099	-0.3736960	-0.2401239
temp + nitrate	Pacific	(26.75,27]	-0.4416167	-0.4920759	-0.3911576
temp + nitrate	Pacific	(27,27.25]	-0.4129676	-0.4182668	-0.4076683
temp + nitrate	Pacific	(27.25,27.5]	-0.1490691	-0.1672831	-0.1308550
temp + nitrate	Pacific	(27.5,27.75]	0.1305205	-0.0032896	0.2643307
temp + nitrate	Pacific	(27.75,27.85]	0.1340700	-0.0512457	0.3193857
temp + nitrate	Pacific	(27.85,27.95]	0.0742494	-0.1530759	0.3015746
temp + nitrate	Pacific	(27.95,28.05]	-0.0690640	-0.2651790	0.1270510
temp + nitrate	Pacific	(28.05,28.1]	0.0011452	-0.1956045	0.1978949
temp + nitrate	Pacific	(28.1, Inf]	0.6569393	0.6470448	0.6668339
temp + oxygen	Atlantic	(-Inf,26]	-0.2154083	-0.2775105	-0.1533060
temp + oxygen	Atlantic	(26,26.5]	0.0420251	-0.0328194	0.1168697
temp + oxygen	Atlantic	(26.5,26.75]	-0.0042889	-0.0874829	0.0789052
temp + oxygen	Atlantic	(26.75,27]	-0.2629875	-0.2921684	-0.2338066
temp + oxygen	Atlantic	(27,27.25]	-0.3517514	-0.3710763	-0.3324266
temp + oxygen	Atlantic	(27.25,27.5]	-0.3400620	-0.3724502	-0.3076739
temp + oxygen	Atlantic	(27.5,27.75]	-0.1351635	-0.1588555	-0.1114715
temp + oxygen	Atlantic	(27.75,27.85]	-0.0235086	-0.1281587	0.0811414
temp + oxygen	Atlantic	(27.85,27.95]	0.0737185	-0.0123562	0.1597932
temp + oxygen	Atlantic	(27.95,28.05]	0.1932100	0.1731559	0.2132640
temp + oxygen	Atlantic	(28.05,28.1]	0.4190229	0.3815447	0.4565012
temp + oxygen	Atlantic	(28.1,28.15]	0.5138618	0.4956576	0.5320659
temp + oxygen	Atlantic	(28.15,28.2]	0.5550038	0.3989249	0.7110827
temp + oxygen	Atlantic	(28.2, Inf]	-0.3293231	-0.3525372	-0.3061090
temp + oxygen	Indian	(-Inf,26]	0.1537423	0.0971307	0.2103539
temp + oxygen	Indian	(26,26.5]	0.4212798	0.3490784	0.4934812
temp + oxygen	Indian	(26.5,26.75]	-0.0812227	-0.2180653	0.0556199
temp + oxygen	Indian	(26.75,27]	-0.4799740	-0.6018336	-0.3581145
temp + oxygen	Indian	(27,27.25]	-0.8524405	-0.8635092	-0.8413718
temp + oxygen	Indian	(27.25,27.5]	-0.9210505	-0.9372024	-0.9048987
temp + oxygen	Indian	(27.5,27.75]	-0.9465215	-0.9581521	-0.9348910
temp + oxygen	Indian	(27.75,27.85]	-0.9685851	-0.9731940	-0.9639763
temp + oxygen	Indian	(27.85,27.95]	-0.9580553	-0.9604130	-0.9556976
temp + oxygen	Indian	(27.95,28.05]	-0.8618467	-0.8759578	-0.8477355
temp + oxygen	Indian	(28.05,28.1]	-0.6229260	-0.6497088	-0.5961431
temp + oxygen	Indian	(28.1, Inf]	-0.8887495	-0.9016321	-0.8758668
temp + oxygen	Pacific	(-Inf,26]	-0.3128271	-0.3374146	-0.2882395
temp + oxygen	Pacific	(26,26.5]	-0.1249799	-0.1374144	-0.1125455
temp + oxygen	Pacific	(26.5,26.75]	-0.4504143	-0.4509381	-0.4498904
temp + oxygen	Pacific	(26.75,27]	-0.0847540	-0.0895943	-0.0799136
temp + oxygen	Pacific	(27,27.25]	0.1556346	0.1507088	0.1605605
temp + oxygen	Pacific	(27.25,27.5]	-0.0220329	-0.0341454	-0.0099204
temp + oxygen	Pacific	(27.5,27.75]	-0.2596338	-0.4103166	-0.1089510
temp + oxygen	Pacific	(27.75,27.85]	-0.2282474	-0.4350896	-0.0214051
temp + oxygen	Pacific	(27.85,27.95]	-0.1792854	-0.4393781	0.0808073
temp + oxygen	Pacific	(27.95,28.05]	-0.0475233	-0.2938478	0.1988012
temp + oxygen	Pacific	(28.05,28.1]	-0.0698116	-0.2625016	0.1228784
temp + oxygen	Pacific	(28.1, Inf]	-0.8529695	-0.8696378	-0.8363012
temp + phosphate	Atlantic	(-Inf,26]	-0.4624695	-0.4752678	-0.4496712
temp + phosphate	Atlantic	(26,26.5]	-0.6622291	-0.6687756	-0.6556825
temp + phosphate	Atlantic	(26.5,26.75]	-0.6239701	-0.6300570	-0.6178833
temp + phosphate	Atlantic	(26.75,27]	-0.4927237	-0.4971355	-0.4883119
temp + phosphate	Atlantic	(27,27.25]	-0.5286548	-0.5490545	-0.5082552
temp + phosphate	Atlantic	(27.25,27.5]	-0.6654552	-0.6693330	-0.6615774
temp + phosphate	Atlantic	(27.5,27.75]	-0.7133381	-0.7160706	-0.7106056
temp + phosphate	Atlantic	(27.75,27.85]	-0.6588901	-0.6850760	-0.6327043
temp + phosphate	Atlantic	(27.85,27.95]	-0.6545339	-0.6869908	-0.6220770
temp + phosphate	Atlantic	(27.95,28.05]	-0.7214215	-0.7291016	-0.7137414
temp + phosphate	Atlantic	(28.05,28.1]	-0.7809525	-0.7927874	-0.7691177
temp + phosphate	Atlantic	(28.1,28.15]	-0.7716094	-0.7854317	-0.7577872
temp + phosphate	Atlantic	(28.15,28.2]	-0.6697433	-0.7967706	-0.5427159
temp + phosphate	Atlantic	(28.2, Inf]	-0.2241231	-0.3084145	-0.1398317
temp + phosphate	Indian	(-Inf,26]	-0.2981735	-0.3553181	-0.2410289
temp + phosphate	Indian	(26,26.5]	-0.5466786	-0.6473272	-0.4460300
temp + phosphate	Indian	(26.5,26.75]	-0.2352353	-0.4414133	-0.0290573
temp + phosphate	Indian	(26.75,27]	0.0252976	-0.2587660	0.3093611
temp + phosphate	Indian	(27,27.25]	0.4339818	0.2454415	0.6225220
temp + phosphate	Indian	(27.25,27.5]	0.6997392	0.6098354	0.7896430
temp + phosphate	Indian	(27.5,27.75]	0.8388058	0.8042961	0.8733155
temp + phosphate	Indian	(27.75,27.85]	0.8013415	0.7741191	0.8285639
temp + phosphate	Indian	(27.85,27.95]	0.6525562	0.6182891	0.6868233
temp + phosphate	Indian	(27.95,28.05]	0.2900163	0.1951175	0.3849150
temp + phosphate	Indian	(28.05,28.1]	0.1515257	-0.0572219	0.3602733
temp + phosphate	Indian	(28.1, Inf]	0.0422558	-0.0717372	0.1562487
temp + phosphate	Pacific	(-Inf,26]	-0.4225068	-0.4335943	-0.4114193
temp + phosphate	Pacific	(26,26.5]	-0.5204342	-0.5396432	-0.5012252
temp + phosphate	Pacific	(26.5,26.75]	-0.2934519	-0.3559698	-0.2309340
temp + phosphate	Pacific	(26.75,27]	-0.4441480	-0.5011404	-0.3871557
temp + phosphate	Pacific	(27,27.25]	-0.4041538	-0.4067594	-0.4015482
temp + phosphate	Pacific	(27.25,27.5]	-0.1381376	-0.1455905	-0.1306847
temp + phosphate	Pacific	(27.5,27.75]	0.1395649	0.0069961	0.2721337
temp + phosphate	Pacific	(27.75,27.85]	0.1389280	-0.0467273	0.3245832
temp + phosphate	Pacific	(27.85,27.95]	0.0757212	-0.1516668	0.3031092
temp + phosphate	Pacific	(27.95,28.05]	-0.0686913	-0.2698887	0.1325060
temp + phosphate	Pacific	(28.05,28.1]	0.0195260	-0.1666939	0.2057459
temp + phosphate	Pacific	(28.1, Inf]	0.6633543	0.6610339	0.6656748
temp + silicate	Atlantic	(-Inf,26]	-0.4367254	-0.4938122	-0.3796386
temp + silicate	Atlantic	(26,26.5]	-0.6087345	-0.6375741	-0.5798948
temp + silicate	Atlantic	(26.5,26.75]	-0.5632699	-0.6027743	-0.5237654
temp + silicate	Atlantic	(26.75,27]	-0.4391389	-0.4908924	-0.3873855
temp + silicate	Atlantic	(27,27.25]	-0.5275765	-0.5617101	-0.4934430
temp + silicate	Atlantic	(27.25,27.5]	-0.7569988	-0.7653738	-0.7486238
temp + silicate	Atlantic	(27.5,27.75]	-0.7831092	-0.8002238	-0.7659946
temp + silicate	Atlantic	(27.75,27.85]	-0.7056160	-0.7621276	-0.6491043
temp + silicate	Atlantic	(27.85,27.95]	-0.7285030	-0.7667135	-0.6902924
temp + silicate	Atlantic	(27.95,28.05]	-0.7573498	-0.7746188	-0.7400808
temp + silicate	Atlantic	(28.05,28.1]	-0.7735704	-0.7949466	-0.7521942
temp + silicate	Atlantic	(28.1,28.15]	-0.7596787	-0.7817364	-0.7376209
temp + silicate	Atlantic	(28.15,28.2]	-0.6331911	-0.7730477	-0.4933345
temp + silicate	Atlantic	(28.2, Inf]	-0.1991336	-0.2955825	-0.1026847
temp + silicate	Indian	(-Inf,26]	-0.4690024	-0.5059698	-0.4320349
temp + silicate	Indian	(26,26.5]	-0.5973467	-0.6090284	-0.5856649
temp + silicate	Indian	(26.5,26.75]	-0.1127778	-0.2306812	0.0051255
temp + silicate	Indian	(26.75,27]	0.2523089	0.0849843	0.4196335
temp + silicate	Indian	(27,27.25]	0.4999517	0.4452938	0.5546096
temp + silicate	Indian	(27.25,27.5]	0.5840168	0.5836104	0.5844232
temp + silicate	Indian	(27.5,27.75]	0.6087208	0.5965502	0.6208915
temp + silicate	Indian	(27.75,27.85]	0.6938791	0.6104486	0.7773096
temp + silicate	Indian	(27.85,27.95]	0.6200926	0.5712418	0.6689434
temp + silicate	Indian	(27.95,28.05]	0.4179213	0.3540101	0.4818326
temp + silicate	Indian	(28.05,28.1]	0.3246516	0.1936331	0.4556701
temp + silicate	Indian	(28.1, Inf]	-0.0759500	-0.1041931	-0.0477069
temp + silicate	Pacific	(-Inf,26]	-0.5897268	-0.6535879	-0.5258658
temp + silicate	Pacific	(26,26.5]	-0.7405508	-0.7598071	-0.7212944
temp + silicate	Pacific	(26.5,26.75]	-0.6979174	-0.7386128	-0.6572221
temp + silicate	Pacific	(26.75,27]	-0.7208305	-0.7493472	-0.6923138
temp + silicate	Pacific	(27,27.25]	-0.5769710	-0.5869695	-0.5669725
temp + silicate	Pacific	(27.25,27.5]	-0.3771841	-0.4014844	-0.3528838
temp + silicate	Pacific	(27.5,27.75]	-0.1216802	-0.2309749	-0.0123855
temp + silicate	Pacific	(27.75,27.85]	0.0083512	-0.1796261	0.1963286
temp + silicate	Pacific	(27.85,27.95]	-0.0235517	-0.2664884	0.2193850
temp + silicate	Pacific	(27.95,28.05]	-0.1705995	-0.4227371	0.0815381
temp + silicate	Pacific	(28.05,28.1]	-0.0057663	-0.1964141	0.1848814
temp + silicate	Pacific	(28.1, Inf]	0.4290964	0.4032946	0.4548983

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
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]	0.5672519	0.5660312	0.5684726
aou	Atlantic	(26,26.5]	-0.1779171	-0.1992510	-0.1565831
aou	Atlantic	(26.5,26.75]	-0.4112394	-0.4609406	-0.3615382
aou	Atlantic	(26.75,27]	-0.3121421	-0.4224551	-0.2018291
aou	Atlantic	(27,27.25]	-0.2829253	-0.3399034	-0.2259473
aou	Atlantic	(27.25,27.5]	-0.4187694	-0.4810094	-0.3565294
aou	Atlantic	(27.5,27.75]	-0.7333152	-0.7542998	-0.7123307
aou	Atlantic	(27.75,27.85]	-0.8550157	-0.8915537	-0.8184776
aou	Atlantic	(27.85,27.95]	-0.8818184	-0.8967731	-0.8668638
aou	Atlantic	(27.95,28.05]	-0.8422869	-0.8567342	-0.8278397
aou	Atlantic	(28.05,28.1]	-0.8449850	-0.8667947	-0.8231754
aou	Atlantic	(28.1,28.15]	-0.8727191	-0.9079676	-0.8374705
aou	Atlantic	(28.15,28.2]	-0.9345806	-0.9355984	-0.9335628
aou	Atlantic	(28.2, Inf]	-0.7325639	-0.7736828	-0.6914450
aou	Indian	(-Inf,26]	-0.7240514	-0.7266735	-0.7214293
aou	Indian	(26,26.5]	-0.9327972	-0.9639463	-0.9016482
aou	Indian	(26.5,26.75]	-0.7501053	-0.8373334	-0.6628773
aou	Indian	(26.75,27]	-0.4753146	-0.6323680	-0.3182612
aou	Indian	(27,27.25]	0.0917750	-0.2055125	0.3890625
aou	Indian	(27.25,27.5]	0.5213882	0.4319966	0.6107798
aou	Indian	(27.5,27.75]	0.4437974	0.3387351	0.5488597
aou	Indian	(27.75,27.85]	0.1573608	0.0688311	0.2458906
aou	Indian	(27.85,27.95]	0.2580160	0.1081227	0.4079093
aou	Indian	(27.95,28.05]	0.1432992	0.0078814	0.2787170
aou	Indian	(28.05,28.1]	0.1286100	0.1017141	0.1555059
aou	Indian	(28.1, Inf]	0.4682260	0.4337417	0.5027104
aou	Pacific	(-Inf,26]	0.0543495	-0.0088638	0.1175629
aou	Pacific	(26,26.5]	-0.5446647	-0.5462487	-0.5430808
aou	Pacific	(26.5,26.75]	-0.3192400	-0.4353185	-0.2031614
aou	Pacific	(26.75,27]	-0.6005782	-0.7002613	-0.5008951
aou	Pacific	(27,27.25]	0.1103705	0.0489090	0.1718320
aou	Pacific	(27.25,27.5]	0.6291981	0.6148751	0.6435211
aou	Pacific	(27.5,27.75]	0.7391763	0.7103317	0.7680209
aou	Pacific	(27.75,27.85]	0.7993579	0.7791569	0.8195589
aou	Pacific	(27.85,27.95]	0.7678129	0.7428097	0.7928161
aou	Pacific	(27.95,28.05]	0.5800163	0.5757650	0.5842677
aou	Pacific	(28.05,28.1]	0.3103568	0.3101587	0.3105549
aou	Pacific	(28.1, Inf]	0.3706511	0.3007661	0.4405361
nitrate	Atlantic	(-Inf,26]	0.3680500	0.3602962	0.3758038
nitrate	Atlantic	(26,26.5]	-0.3506777	-0.4157722	-0.2855832
nitrate	Atlantic	(26.5,26.75]	-0.6174404	-0.6213831	-0.6134978
nitrate	Atlantic	(26.75,27]	-0.6662080	-0.7298533	-0.6025627
nitrate	Atlantic	(27,27.25]	-0.7574733	-0.7982396	-0.7167071
nitrate	Atlantic	(27.25,27.5]	-0.8940423	-0.9129977	-0.8750869
nitrate	Atlantic	(27.5,27.75]	-0.9633864	-0.9667332	-0.9600396
nitrate	Atlantic	(27.75,27.85]	-0.9647003	-0.9675370	-0.9618635
nitrate	Atlantic	(27.85,27.95]	-0.9459164	-0.9514000	-0.9404329
nitrate	Atlantic	(27.95,28.05]	-0.9112178	-0.9304104	-0.8920251
nitrate	Atlantic	(28.05,28.1]	-0.8917472	-0.9189381	-0.8645563
nitrate	Atlantic	(28.1,28.15]	-0.8981176	-0.9334949	-0.8627402
nitrate	Atlantic	(28.15,28.2]	-0.9562972	-0.9652709	-0.9473234
nitrate	Atlantic	(28.2, Inf]	-0.9450045	-0.9588118	-0.9311973
nitrate	Indian	(-Inf,26]	-0.7020449	-0.7034641	-0.7006257
nitrate	Indian	(26,26.5]	-0.9274309	-0.9466274	-0.9082344
nitrate	Indian	(26.5,26.75]	-0.8725392	-0.9069453	-0.8381332
nitrate	Indian	(26.75,27]	-0.7530402	-0.7957403	-0.7103401
nitrate	Indian	(27,27.25]	-0.3152669	-0.4062374	-0.2242964
nitrate	Indian	(27.25,27.5]	0.3757869	0.3607816	0.3907922
nitrate	Indian	(27.5,27.75]	0.3943787	0.3303219	0.4584355
nitrate	Indian	(27.75,27.85]	0.0284591	-0.0489997	0.1059179
nitrate	Indian	(27.85,27.95]	0.0116983	-0.0876646	0.1110612
nitrate	Indian	(27.95,28.05]	-0.2470895	-0.2548664	-0.2393126
nitrate	Indian	(28.05,28.1]	-0.0922108	-0.2377273	0.0533057
nitrate	Indian	(28.1, Inf]	-0.0536128	-0.1628899	0.0556644
nitrate	Pacific	(-Inf,26]	-0.0038011	-0.0320973	0.0244952
nitrate	Pacific	(26,26.5]	-0.8035312	-0.8295680	-0.7774944
nitrate	Pacific	(26.5,26.75]	-0.6929694	-0.7299210	-0.6560178
nitrate	Pacific	(26.75,27]	-0.7405617	-0.7853379	-0.6957855
nitrate	Pacific	(27,27.25]	0.0576244	-0.0021675	0.1174164
nitrate	Pacific	(27.25,27.5]	0.5638125	0.5434350	0.5841901
nitrate	Pacific	(27.5,27.75]	0.6806797	0.6566562	0.7047033
nitrate	Pacific	(27.75,27.85]	0.7645918	0.7491858	0.7799978
nitrate	Pacific	(27.85,27.95]	0.7414672	0.7254068	0.7575276
nitrate	Pacific	(27.95,28.05]	0.5369557	0.5316511	0.5422603
nitrate	Pacific	(28.05,28.1]	0.2842668	0.2777425	0.2907912
nitrate	Pacific	(28.1, Inf]	0.3107094	0.2294882	0.3919306
oxygen	Atlantic	(-Inf,26]	-0.4324232	-0.4532165	-0.4116300
oxygen	Atlantic	(26,26.5]	0.0260939	0.0022879	0.0498999
oxygen	Atlantic	(26.5,26.75]	0.2518087	0.1546997	0.3489176
oxygen	Atlantic	(26.75,27]	0.1411663	0.0233600	0.2589727
oxygen	Atlantic	(27,27.25]	0.0684626	0.0224171	0.1145081
oxygen	Atlantic	(27.25,27.5]	0.1272458	0.0700894	0.1844022
oxygen	Atlantic	(27.5,27.75]	0.4567513	0.4196187	0.4938839
oxygen	Atlantic	(27.75,27.85]	0.6799779	0.6026273	0.7573284
oxygen	Atlantic	(27.85,27.95]	0.7662815	0.7270708	0.8054923
oxygen	Atlantic	(27.95,28.05]	0.7367962	0.7310250	0.7425673
oxygen	Atlantic	(28.05,28.1]	0.7909574	0.7813722	0.8005426
oxygen	Atlantic	(28.1,28.15]	0.8483636	0.8143225	0.8824047
oxygen	Atlantic	(28.15,28.2]	0.9312147	0.9290787	0.9333508
oxygen	Atlantic	(28.2, Inf]	0.6192595	0.5590168	0.6795022
oxygen	Indian	(-Inf,26]	0.7794218	0.7667205	0.7921230
oxygen	Indian	(26,26.5]	0.9326473	0.9031428	0.9621518
oxygen	Indian	(26.5,26.75]	0.7011557	0.5970497	0.8052617
oxygen	Indian	(26.75,27]	0.3809485	0.1844555	0.5774416
oxygen	Indian	(27,27.25]	-0.1657601	-0.4858003	0.1542801
oxygen	Indian	(27.25,27.5]	-0.5343388	-0.6402899	-0.4283878
oxygen	Indian	(27.5,27.75]	-0.4154808	-0.5215622	-0.3093994
oxygen	Indian	(27.75,27.85]	-0.1525101	-0.2375640	-0.0674562
oxygen	Indian	(27.85,27.95]	-0.2782649	-0.4267023	-0.1298275
oxygen	Indian	(27.95,28.05]	-0.1991835	-0.3453985	-0.0529686
oxygen	Indian	(28.05,28.1]	-0.1667558	-0.1763675	-0.1571441
oxygen	Indian	(28.1, Inf]	-0.5152969	-0.5386192	-0.4919746
oxygen	Pacific	(-Inf,26]	0.2401060	0.1493216	0.3308903
oxygen	Pacific	(26,26.5]	0.3693540	0.3586120	0.3800960
oxygen	Pacific	(26.5,26.75]	0.1441221	0.0096881	0.2785560
oxygen	Pacific	(26.75,27]	0.5111931	0.3815891	0.6407972
oxygen	Pacific	(27,27.25]	-0.0873862	-0.1531783	-0.0215942
oxygen	Pacific	(27.25,27.5]	-0.5867623	-0.6023536	-0.5711710
oxygen	Pacific	(27.5,27.75]	-0.6947198	-0.7310368	-0.6584027
oxygen	Pacific	(27.75,27.85]	-0.7702383	-0.7954967	-0.7449799
oxygen	Pacific	(27.85,27.95]	-0.7445898	-0.7760173	-0.7131624
oxygen	Pacific	(27.95,28.05]	-0.5712744	-0.5764713	-0.5660775
oxygen	Pacific	(28.05,28.1]	-0.3141938	-0.3145537	-0.3138340
oxygen	Pacific	(28.1, Inf]	-0.3801740	-0.4472648	-0.3130832
phosphate	Atlantic	(-Inf,26]	0.2333508	0.2233563	0.2433454
phosphate	Atlantic	(26,26.5]	-0.4936288	-0.5975215	-0.3897361
phosphate	Atlantic	(26.5,26.75]	-0.7114912	-0.7407485	-0.6822338
phosphate	Atlantic	(26.75,27]	-0.7540133	-0.7945162	-0.7135105
phosphate	Atlantic	(27,27.25]	-0.8308767	-0.8583609	-0.8033924
phosphate	Atlantic	(27.25,27.5]	-0.9308961	-0.9420576	-0.9197346
phosphate	Atlantic	(27.5,27.75]	-0.9761168	-0.9779438	-0.9742897
phosphate	Atlantic	(27.75,27.85]	-0.9732484	-0.9738236	-0.9726731
phosphate	Atlantic	(27.85,27.95]	-0.9521571	-0.9602068	-0.9441075
phosphate	Atlantic	(27.95,28.05]	-0.9187188	-0.9399858	-0.8974517
phosphate	Atlantic	(28.05,28.1]	-0.8967385	-0.9251301	-0.8683469
phosphate	Atlantic	(28.1,28.15]	-0.9028914	-0.9361258	-0.8696570
phosphate	Atlantic	(28.15,28.2]	-0.9589306	-0.9673954	-0.9504658
phosphate	Atlantic	(28.2, Inf]	-0.9528361	-0.9664459	-0.9392263
phosphate	Indian	(-Inf,26]	-0.7242581	-0.7361153	-0.7124010
phosphate	Indian	(26,26.5]	-0.9402616	-0.9732467	-0.9072765
phosphate	Indian	(26.5,26.75]	-0.8806176	-0.9243180	-0.8369172
phosphate	Indian	(26.75,27]	-0.7579428	-0.8098648	-0.7060208
phosphate	Indian	(27,27.25]	-0.3356323	-0.4678259	-0.2034387
phosphate	Indian	(27.25,27.5]	0.3168410	0.2854361	0.3482459
phosphate	Indian	(27.5,27.75]	0.3384196	0.2412258	0.4356134
phosphate	Indian	(27.75,27.85]	-0.0099972	-0.0851971	0.0652028
phosphate	Indian	(27.85,27.95]	-0.0377992	-0.1413413	0.0657430
phosphate	Indian	(27.95,28.05]	-0.2749415	-0.2893040	-0.2605790
phosphate	Indian	(28.05,28.1]	-0.1412090	-0.2967011	0.0142832
phosphate	Indian	(28.1, Inf]	-0.1559996	-0.2756487	-0.0363504
phosphate	Pacific	(-Inf,26]	-0.0668926	-0.0931985	-0.0405867
phosphate	Pacific	(26,26.5]	-0.8141998	-0.8353661	-0.7930336
phosphate	Pacific	(26.5,26.75]	-0.7430933	-0.7832228	-0.7029638
phosphate	Pacific	(26.75,27]	-0.7719961	-0.8093686	-0.7346236
phosphate	Pacific	(27,27.25]	0.0378697	-0.0220072	0.0977466
phosphate	Pacific	(27.25,27.5]	0.5573606	0.5349619	0.5797593
phosphate	Pacific	(27.5,27.75]	0.6608998	0.6342902	0.6875094
phosphate	Pacific	(27.75,27.85]	0.7368027	0.7194336	0.7541718
phosphate	Pacific	(27.85,27.95]	0.7075416	0.6925121	0.7225711
phosphate	Pacific	(27.95,28.05]	0.4745623	0.4662178	0.4829067
phosphate	Pacific	(28.05,28.1]	0.1780006	0.1485154	0.2074859
phosphate	Pacific	(28.1, Inf]	0.2124164	0.1138477	0.3109852
sal	Atlantic	(-Inf,26]	-0.0283757	-0.0327768	-0.0239745
sal	Atlantic	(26,26.5]	0.6390481	0.4827291	0.7953670
sal	Atlantic	(26.5,26.75]	0.7584816	0.6676627	0.8493005
sal	Atlantic	(26.75,27]	0.7459374	0.7047360	0.7871389
sal	Atlantic	(27,27.25]	0.8061813	0.7841416	0.8282211
sal	Atlantic	(27.25,27.5]	0.8389784	0.8149506	0.8630062
sal	Atlantic	(27.5,27.75]	0.7901877	0.7866600	0.7937153
sal	Atlantic	(27.75,27.85]	0.6775814	0.6593367	0.6958261
sal	Atlantic	(27.85,27.95]	0.6102548	0.5948773	0.6256323
sal	Atlantic	(27.95,28.05]	0.6653649	0.6646951	0.6660347
sal	Atlantic	(28.05,28.1]	0.7081095	0.6827549	0.7334642
sal	Atlantic	(28.1,28.15]	0.7312673	0.7064340	0.7561005
sal	Atlantic	(28.15,28.2]	0.8847443	0.8675470	0.9019417
sal	Atlantic	(28.2, Inf]	0.9293538	0.9179645	0.9407431
sal	Indian	(-Inf,26]	0.5258176	0.2761318	0.7755033
sal	Indian	(26,26.5]	0.6591837	0.5506721	0.7676952
sal	Indian	(26.5,26.75]	0.4986164	0.2540504	0.7431825
sal	Indian	(26.75,27]	0.3603431	0.0011764	0.7195099
sal	Indian	(27,27.25]	0.3244465	-0.0716265	0.7205195
sal	Indian	(27.25,27.5]	0.4701485	0.2674589	0.6728380
sal	Indian	(27.5,27.75]	0.4073618	0.2038790	0.6108446
sal	Indian	(27.75,27.85]	0.2027366	0.0791486	0.3263247
sal	Indian	(27.85,27.95]	0.3724785	0.2083542	0.5366028
sal	Indian	(27.95,28.05]	0.4447721	0.2839993	0.6055449
sal	Indian	(28.05,28.1]	0.3131188	0.1111363	0.5151013
sal	Indian	(28.1, Inf]	0.5319373	0.5288443	0.5350304
sal	Pacific	(-Inf,26]	-0.0478703	-0.0679867	-0.0277539
sal	Pacific	(26,26.5]	0.6617858	0.6246076	0.6989640
sal	Pacific	(26.5,26.75]	0.6033748	0.5161101	0.6906394
sal	Pacific	(26.75,27]	0.4004031	0.2795626	0.5212436
sal	Pacific	(27,27.25]	-0.3656676	-0.3907225	-0.3406126
sal	Pacific	(27.25,27.5]	-0.4907082	-0.4992208	-0.4821957
sal	Pacific	(27.5,27.75]	-0.2398014	-0.3012014	-0.1784015
sal	Pacific	(27.75,27.85]	-0.3005272	-0.4796998	-0.1213545
sal	Pacific	(27.85,27.95]	-0.3040559	-0.4789607	-0.1291510
sal	Pacific	(27.95,28.05]	-0.2485204	-0.3280672	-0.1689736
sal	Pacific	(28.05,28.1]	-0.1813094	-0.2072794	-0.1553395
sal	Pacific	(28.1, Inf]	-0.1523716	-0.1890672	-0.1156760
silicate	Atlantic	(-Inf,26]	0.1267144	0.1026854	0.1507434
silicate	Atlantic	(26,26.5]	-0.4742232	-0.5582591	-0.3901874
silicate	Atlantic	(26.5,26.75]	-0.6137979	-0.6242206	-0.6033752
silicate	Atlantic	(26.75,27]	-0.5880739	-0.6444172	-0.5317306
silicate	Atlantic	(27,27.25]	-0.7550483	-0.7706743	-0.7394224
silicate	Atlantic	(27.25,27.5]	-0.8865679	-0.8947144	-0.8784214
silicate	Atlantic	(27.5,27.75]	-0.8785582	-0.8881935	-0.8689230
silicate	Atlantic	(27.75,27.85]	-0.8955940	-0.9027354	-0.8884527
silicate	Atlantic	(27.85,27.95]	-0.8913733	-0.9091613	-0.8735852
silicate	Atlantic	(27.95,28.05]	-0.8717006	-0.8995861	-0.8438151
silicate	Atlantic	(28.05,28.1]	-0.8653959	-0.8965804	-0.8342113
silicate	Atlantic	(28.1,28.15]	-0.8857843	-0.9196633	-0.8519053
silicate	Atlantic	(28.15,28.2]	-0.9497491	-0.9600047	-0.9394935
silicate	Atlantic	(28.2, Inf]	-0.9308800	-0.9443023	-0.9174577
silicate	Indian	(-Inf,26]	-0.6273980	-0.6862527	-0.5685433
silicate	Indian	(26,26.5]	-0.9157304	-0.9317798	-0.8996809
silicate	Indian	(26.5,26.75]	-0.7788671	-0.8522311	-0.7055030
silicate	Indian	(26.75,27]	-0.5493872	-0.6745242	-0.4242502
silicate	Indian	(27,27.25]	-0.1463496	-0.3454540	0.0527549
silicate	Indian	(27.25,27.5]	0.4909379	0.4746881	0.5071877
silicate	Indian	(27.5,27.75]	0.6159645	0.5984413	0.6334876
silicate	Indian	(27.75,27.85]	0.2451135	0.2087951	0.2814319
silicate	Indian	(27.85,27.95]	0.1662576	0.0807494	0.2517658
silicate	Indian	(27.95,28.05]	-0.0381075	-0.0892228	0.0130078
silicate	Indian	(28.05,28.1]	0.0032654	-0.0592255	0.0657563
silicate	Indian	(28.1, Inf]	-0.1651475	-0.2131421	-0.1171529
silicate	Pacific	(-Inf,26]	-0.0327521	-0.0602265	-0.0052777
silicate	Pacific	(26,26.5]	-0.7597028	-0.7745256	-0.7448800
silicate	Pacific	(26.5,26.75]	-0.6513155	-0.6801786	-0.6224524
silicate	Pacific	(26.75,27]	-0.5444365	-0.5770239	-0.5118491
silicate	Pacific	(27,27.25]	0.3327303	0.3135968	0.3518639
silicate	Pacific	(27.25,27.5]	0.8163757	0.8108967	0.8218547
silicate	Pacific	(27.5,27.75]	0.8742550	0.8661376	0.8823725
silicate	Pacific	(27.75,27.85]	0.8485463	0.8382342	0.8588583
silicate	Pacific	(27.85,27.95]	0.7739471	0.7544643	0.7934299
silicate	Pacific	(27.95,28.05]	0.5511690	0.5483230	0.5540150
silicate	Pacific	(28.05,28.1]	0.2705395	0.2698569	0.2712220
silicate	Pacific	(28.1, Inf]	0.2222890	0.1950517	0.2495263
temp	Atlantic	(-Inf,26]	-0.4027117	-0.4150698	-0.3903536
temp	Atlantic	(26,26.5]	0.5888300	0.4482124	0.7294476
temp	Atlantic	(26.5,26.75]	0.6940553	0.5795622	0.8085485
temp	Atlantic	(26.75,27]	0.6230878	0.5571050	0.6890706
temp	Atlantic	(27,27.25]	0.7206054	0.6865631	0.7546478
temp	Atlantic	(27.25,27.5]	0.7827527	0.7463130	0.8191924
temp	Atlantic	(27.5,27.75]	0.7371145	0.7341957	0.7400332
temp	Atlantic	(27.75,27.85]	0.6523378	0.6495661	0.6551096
temp	Atlantic	(27.85,27.95]	0.5940121	0.5891637	0.5988606
temp	Atlantic	(27.95,28.05]	0.6272729	0.6083876	0.6461581
temp	Atlantic	(28.05,28.1]	0.6355615	0.6112649	0.6598580
temp	Atlantic	(28.1,28.15]	0.6011270	0.5924835	0.6097705
temp	Atlantic	(28.15,28.2]	0.5507897	0.4375585	0.6640209
temp	Atlantic	(28.2, Inf]	0.3177609	0.2187098	0.4168119
temp	Indian	(-Inf,26]	-0.3141853	-0.3687743	-0.2595964
temp	Indian	(26,26.5]	0.4202603	0.3879482	0.4525723
temp	Indian	(26.5,26.75]	0.4572153	0.2475913	0.6668392
temp	Indian	(26.75,27]	0.4777006	0.1836392	0.7717620
temp	Indian	(27,27.25]	0.4866424	0.1542107	0.8190741
temp	Indian	(27.25,27.5]	0.5319390	0.3577115	0.7061664
temp	Indian	(27.5,27.75]	0.2698831	0.1685261	0.3712402
temp	Indian	(27.75,27.85]	0.1305482	0.0592526	0.2018439
temp	Indian	(27.85,27.95]	0.3280562	0.1918684	0.4642439
temp	Indian	(27.95,28.05]	0.3695126	0.2269605	0.5120648
temp	Indian	(28.05,28.1]	0.2624374	0.0896543	0.4352205
temp	Indian	(28.1, Inf]	0.5518322	0.5450934	0.5585709
temp	Pacific	(-Inf,26]	-0.6083296	-0.6568852	-0.5597740
temp	Pacific	(26,26.5]	0.6860549	0.6526170	0.7194927
temp	Pacific	(26.5,26.75]	0.6345956	0.5490556	0.7201355
temp	Pacific	(26.75,27]	0.4376526	0.3213776	0.5539277
temp	Pacific	(27,27.25]	-0.2188572	-0.2428703	-0.1948442
temp	Pacific	(27.25,27.5]	-0.4728510	-0.4746800	-0.4710221
temp	Pacific	(27.5,27.75]	-0.3001492	-0.3947871	-0.2055114
temp	Pacific	(27.75,27.85]	-0.2155187	-0.3854045	-0.0456329
temp	Pacific	(27.85,27.95]	-0.2037083	-0.3883718	-0.0190447
temp	Pacific	(27.95,28.05]	-0.1559757	-0.2998197	-0.0121318
temp	Pacific	(28.05,28.1]	-0.0472332	-0.0789941	-0.0154722
temp	Pacific	(28.1, Inf]	0.3327835	0.2778023	0.3877646

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