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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]]

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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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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")

Version Author Date
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] 0.9156445 0.9088373 0.9224517
aou + nitrate Atlantic (26,26.5] 0.9658397 0.9564471 0.9752323
aou + nitrate Atlantic (26.5,26.75] 0.9552694 0.9411994 0.9693395
aou + nitrate Atlantic (26.75,27] 0.8988589 0.8868446 0.9108732
aou + nitrate Atlantic (27,27.25] 0.8229062 0.8206976 0.8251148
aou + nitrate Atlantic (27.25,27.5] 0.7619273 0.7372676 0.7865870
aou + nitrate Atlantic (27.5,27.75] 0.8532512 0.8507873 0.8557152
aou + nitrate Atlantic (27.75,27.85] 0.9118508 0.8965547 0.9271468
aou + nitrate Atlantic (27.85,27.95] 0.9206708 0.9083580 0.9329835
aou + nitrate Atlantic (27.95,28.05] 0.9250240 0.9191415 0.9309064
aou + nitrate Atlantic (28.05,28.1] 0.9548951 0.9528144 0.9569758
aou + nitrate Atlantic (28.1,28.15] 0.9724900 0.9696517 0.9753283
aou + nitrate Atlantic (28.15,28.2] 0.9876670 0.9843666 0.9909673
aou + nitrate Atlantic (28.2, Inf] 0.8642906 0.8548956 0.8736857
aou + nitrate Indian (-Inf,26] 0.9917644 0.9886529 0.9948759
aou + nitrate Indian (26,26.5] 0.9848474 0.9813824 0.9883123
aou + nitrate Indian (26.5,26.75] 0.9487723 0.9403188 0.9572257
aou + nitrate Indian (26.75,27] 0.8923975 0.8598892 0.9249058
aou + nitrate Indian (27,27.25] 0.8160028 0.7587139 0.8732917
aou + nitrate Indian (27.25,27.5] 0.9057599 0.8866555 0.9248643
aou + nitrate Indian (27.5,27.75] 0.9382416 0.9161669 0.9603162
aou + nitrate Indian (27.75,27.85] 0.8995131 0.8702182 0.9288080
aou + nitrate Indian (27.85,27.95] 0.8619145 0.8294319 0.8943970
aou + nitrate Indian (27.95,28.05] 0.7765151 0.6934803 0.8595499
aou + nitrate Indian (28.05,28.1] 0.8885481 0.8253192 0.9517771
aou + nitrate Indian (28.1, Inf] 0.5730921 0.4866813 0.6595028
aou + nitrate Pacific (-Inf,26] 0.8834684 0.8580793 0.9088575
aou + nitrate Pacific (26,26.5] 0.8612217 0.8558903 0.8665530
aou + nitrate Pacific (26.5,26.75] 0.8161514 0.7826960 0.8496068
aou + nitrate Pacific (26.75,27] 0.9225087 0.9098914 0.9351261
aou + nitrate Pacific (27,27.25] 0.9736858 0.9726144 0.9747571
aou + nitrate Pacific (27.25,27.5] 0.9793167 0.9775078 0.9811255
aou + nitrate Pacific (27.5,27.75] 0.9820531 0.9809575 0.9831488
aou + nitrate Pacific (27.75,27.85] 0.9892600 0.9890630 0.9894569
aou + nitrate Pacific (27.85,27.95] 0.9887144 0.9873724 0.9900563
aou + nitrate Pacific (27.95,28.05] 0.9784105 0.9742519 0.9825691
aou + nitrate Pacific (28.05,28.1] 0.9768499 0.9663242 0.9873756
aou + nitrate Pacific (28.1, Inf] 0.9583487 0.9513653 0.9653321
aou + oxygen Atlantic (-Inf,26] -0.9444883 -0.9557881 -0.9331885
aou + oxygen Atlantic (26,26.5] -0.9634941 -0.9639615 -0.9630268
aou + oxygen Atlantic (26.5,26.75] -0.9648806 -0.9711310 -0.9586303
aou + oxygen Atlantic (26.75,27] -0.9572662 -0.9602707 -0.9542618
aou + oxygen Atlantic (27,27.25] -0.9589929 -0.9658768 -0.9521089
aou + oxygen Atlantic (27.25,27.5] -0.9397438 -0.9473878 -0.9320998
aou + oxygen Atlantic (27.5,27.75] -0.9236163 -0.9282029 -0.9190296
aou + oxygen Atlantic (27.75,27.85] -0.9497131 -0.9601184 -0.9393079
aou + oxygen Atlantic (27.85,27.95] -0.9648537 -0.9712550 -0.9584523
aou + oxygen Atlantic (27.95,28.05] -0.9647468 -0.9660946 -0.9633989
aou + oxygen Atlantic (28.05,28.1] -0.9796657 -0.9830880 -0.9762434
aou + oxygen Atlantic (28.1,28.15] -0.9886932 -0.9900353 -0.9873511
aou + oxygen Atlantic (28.15,28.2] -0.9954393 -0.9966349 -0.9942438
aou + oxygen Atlantic (28.2, Inf] -0.9791914 -0.9824399 -0.9759429
aou + oxygen Indian (-Inf,26] -0.9928600 -0.9949277 -0.9907922
aou + oxygen Indian (26,26.5] -0.9970574 -0.9973711 -0.9967438
aou + oxygen Indian (26.5,26.75] -0.9954329 -0.9969157 -0.9939502
aou + oxygen Indian (26.75,27] -0.9918460 -0.9958549 -0.9878370
aou + oxygen Indian (27,27.25] -0.9942792 -0.9961796 -0.9923787
aou + oxygen Indian (27.25,27.5] -0.9964767 -0.9972935 -0.9956598
aou + oxygen Indian (27.5,27.75] -0.9969707 -0.9974845 -0.9964569
aou + oxygen Indian (27.75,27.85] -0.9972730 -0.9977525 -0.9967936
aou + oxygen Indian (27.85,27.95] -0.9959803 -0.9960653 -0.9958954
aou + oxygen Indian (27.95,28.05] -0.9905268 -0.9918498 -0.9892038
aou + oxygen Indian (28.05,28.1] -0.9900274 -0.9953421 -0.9847128
aou + oxygen Indian (28.1, Inf] -0.9863638 -0.9890369 -0.9836907
aou + oxygen Pacific (-Inf,26] -0.8375775 -0.8439461 -0.8312089
aou + oxygen Pacific (26,26.5] -0.9684704 -0.9693453 -0.9675955
aou + oxygen Pacific (26.5,26.75] -0.9744276 -0.9769257 -0.9719296
aou + oxygen Pacific (26.75,27] -0.9791718 -0.9823817 -0.9759618
aou + oxygen Pacific (27,27.25] -0.9943348 -0.9945337 -0.9941359
aou + oxygen Pacific (27.25,27.5] -0.9957858 -0.9961140 -0.9954575
aou + oxygen Pacific (27.5,27.75] -0.9953623 -0.9965248 -0.9941998
aou + oxygen Pacific (27.75,27.85] -0.9968729 -0.9979410 -0.9958048
aou + oxygen Pacific (27.85,27.95] -0.9971804 -0.9984259 -0.9959350
aou + oxygen Pacific (27.95,28.05] -0.9978441 -0.9987419 -0.9969463
aou + oxygen Pacific (28.05,28.1] -0.9990063 -0.9991317 -0.9988808
aou + oxygen Pacific (28.1, Inf] -0.9954451 -0.9963661 -0.9945240
aou + phosphate Atlantic (-Inf,26] 0.6825788 0.6067010 0.7584565
aou + phosphate Atlantic (26,26.5] 0.8922984 0.8617544 0.9228424
aou + phosphate Atlantic (26.5,26.75] 0.8949477 0.8618904 0.9280050
aou + phosphate Atlantic (26.75,27] 0.8304274 0.8032530 0.8576019
aou + phosphate Atlantic (27,27.25] 0.7491086 0.7376751 0.7605422
aou + phosphate Atlantic (27.25,27.5] 0.6972643 0.6625428 0.7319858
aou + phosphate Atlantic (27.5,27.75] 0.8201753 0.8167366 0.8236141
aou + phosphate Atlantic (27.75,27.85] 0.8895153 0.8698473 0.9091834
aou + phosphate Atlantic (27.85,27.95] 0.9112676 0.8986067 0.9239286
aou + phosphate Atlantic (27.95,28.05] 0.9209705 0.9161192 0.9258219
aou + phosphate Atlantic (28.05,28.1] 0.9504993 0.9487867 0.9522119
aou + phosphate Atlantic (28.1,28.15] 0.9680272 0.9672978 0.9687566
aou + phosphate Atlantic (28.15,28.2] 0.9873804 0.9844995 0.9902613
aou + phosphate Atlantic (28.2, Inf] 0.8602288 0.8488476 0.8716101
aou + phosphate Indian (-Inf,26] 0.9947313 0.9933845 0.9960781
aou + phosphate Indian (26,26.5] 0.9936272 0.9913924 0.9958621
aou + phosphate Indian (26.5,26.75] 0.9612233 0.9480709 0.9743757
aou + phosphate Indian (26.75,27] 0.9129491 0.8744547 0.9514434
aou + phosphate Indian (27,27.25] 0.8582958 0.7913872 0.9252045
aou + phosphate Indian (27.25,27.5] 0.9329009 0.9122808 0.9535209
aou + phosphate Indian (27.5,27.75] 0.9578832 0.9510007 0.9647657
aou + phosphate Indian (27.75,27.85] 0.9246010 0.9109844 0.9382175
aou + phosphate Indian (27.85,27.95] 0.8677359 0.8404229 0.8950488
aou + phosphate Indian (27.95,28.05] 0.7942205 0.7218034 0.8666376
aou + phosphate Indian (28.05,28.1] 0.8950022 0.8351263 0.9548782
aou + phosphate Indian (28.1, Inf] 0.5638163 0.4918096 0.6358230
aou + phosphate Pacific (-Inf,26] 0.8692177 0.8436558 0.8947796
aou + phosphate Pacific (26,26.5] 0.8931571 0.8803999 0.9059143
aou + phosphate Pacific (26.5,26.75] 0.8322674 0.8027350 0.8617998
aou + phosphate Pacific (26.75,27] 0.9281980 0.9111348 0.9452613
aou + phosphate Pacific (27,27.25] 0.9797918 0.9787602 0.9808235
aou + phosphate Pacific (27.25,27.5] 0.9834204 0.9828887 0.9839521
aou + phosphate Pacific (27.5,27.75] 0.9816812 0.9798893 0.9834730
aou + phosphate Pacific (27.75,27.85] 0.9868314 0.9864944 0.9871683
aou + phosphate Pacific (27.85,27.95] 0.9866849 0.9864338 0.9869359
aou + phosphate Pacific (27.95,28.05] 0.9807950 0.9805929 0.9809970
aou + phosphate Pacific (28.05,28.1] 0.9776964 0.9721475 0.9832453
aou + phosphate Pacific (28.1, Inf] 0.9548003 0.9525007 0.9570999
aou + silicate Atlantic (-Inf,26] 0.4846785 0.4296429 0.5397140
aou + silicate Atlantic (26,26.5] 0.8420245 0.8317914 0.8522577
aou + silicate Atlantic (26.5,26.75] 0.8792296 0.8720847 0.8863745
aou + silicate Atlantic (26.75,27] 0.8442414 0.8437511 0.8447317
aou + silicate Atlantic (27,27.25] 0.7018595 0.6996688 0.7040503
aou + silicate Atlantic (27.25,27.5] 0.4880696 0.4364816 0.5396575
aou + silicate Atlantic (27.5,27.75] 0.6000459 0.5868189 0.6132729
aou + silicate Atlantic (27.75,27.85] 0.7819361 0.7748200 0.7890522
aou + silicate Atlantic (27.85,27.95] 0.8413093 0.8320235 0.8505951
aou + silicate Atlantic (27.95,28.05] 0.9043321 0.9028166 0.9058476
aou + silicate Atlantic (28.05,28.1] 0.9578222 0.9563709 0.9592735
aou + silicate Atlantic (28.1,28.15] 0.9711747 0.9682591 0.9740903
aou + silicate Atlantic (28.15,28.2] 0.9873535 0.9862726 0.9884344
aou + silicate Atlantic (28.2, Inf] 0.8565533 0.8345747 0.8785318
aou + silicate Indian (-Inf,26] 0.9126123 0.8745150 0.9507096
aou + silicate Indian (26,26.5] 0.9456796 0.9335037 0.9578554
aou + silicate Indian (26.5,26.75] 0.9639723 0.9592274 0.9687172
aou + silicate Indian (26.75,27] 0.9713905 0.9690936 0.9736874
aou + silicate Indian (27,27.25] 0.8985308 0.8902190 0.9068425
aou + silicate Indian (27.25,27.5] 0.8747002 0.8588049 0.8905956
aou + silicate Indian (27.5,27.75] 0.8396430 0.8347413 0.8445446
aou + silicate Indian (27.75,27.85] 0.8355345 0.7826244 0.8884445
aou + silicate Indian (27.85,27.95] 0.8233873 0.7893327 0.8574419
aou + silicate Indian (27.95,28.05] 0.8462412 0.8053360 0.8871463
aou + silicate Indian (28.05,28.1] 0.9461739 0.9319941 0.9603538
aou + silicate Indian (28.1, Inf] 0.3627151 0.3568398 0.3685904
aou + silicate Pacific (-Inf,26] 0.6324937 0.5577795 0.7072079
aou + silicate Pacific (26,26.5] 0.5656247 0.5630398 0.5682096
aou + silicate Pacific (26.5,26.75] 0.3819647 0.3588605 0.4050690
aou + silicate Pacific (26.75,27] 0.6876275 0.6833545 0.6919005
aou + silicate Pacific (27,27.25] 0.9012133 0.8932174 0.9092093
aou + silicate Pacific (27.25,27.5] 0.9219681 0.9159333 0.9280030
aou + silicate Pacific (27.5,27.75] 0.9279848 0.9158328 0.9401369
aou + silicate Pacific (27.75,27.85] 0.9672360 0.9657781 0.9686939
aou + silicate Pacific (27.85,27.95] 0.9655713 0.9650107 0.9661318
aou + silicate Pacific (27.95,28.05] 0.9522144 0.9446286 0.9598002
aou + silicate Pacific (28.05,28.1] 0.9584679 0.9490384 0.9678973
aou + silicate Pacific (28.1, Inf] 0.8291668 0.7937481 0.8645855
nitrate + silicate Atlantic (-Inf,26] 0.6622673 0.6052942 0.7192404
nitrate + silicate Atlantic (26,26.5] 0.9064067 0.9018519 0.9109614
nitrate + silicate Atlantic (26.5,26.75] 0.9290215 0.9245700 0.9334730
nitrate + silicate Atlantic (26.75,27] 0.9118345 0.9075018 0.9161673
nitrate + silicate Atlantic (27,27.25] 0.9122272 0.9058132 0.9186412
nitrate + silicate Atlantic (27.25,27.5] 0.8710049 0.8536075 0.8884023
nitrate + silicate Atlantic (27.5,27.75] 0.8797312 0.8693524 0.8901100
nitrate + silicate Atlantic (27.75,27.85] 0.9441134 0.9410000 0.9472268
nitrate + silicate Atlantic (27.85,27.95] 0.9702775 0.9669089 0.9736461
nitrate + silicate Atlantic (27.95,28.05] 0.9837355 0.9816295 0.9858416
nitrate + silicate Atlantic (28.05,28.1] 0.9902321 0.9890188 0.9914454
nitrate + silicate Atlantic (28.1,28.15] 0.9909850 0.9900637 0.9919063
nitrate + silicate Atlantic (28.15,28.2] 0.9931524 0.9926778 0.9936269
nitrate + silicate Atlantic (28.2, Inf] 0.9805588 0.9798129 0.9813047
nitrate + silicate Indian (-Inf,26] 0.9334835 0.9059455 0.9610216
nitrate + silicate Indian (26,26.5] 0.9556414 0.9519137 0.9593692
nitrate + silicate Indian (26.5,26.75] 0.9432800 0.9380327 0.9485274
nitrate + silicate Indian (26.75,27] 0.9224341 0.9008670 0.9440011
nitrate + silicate Indian (27,27.25] 0.9215925 0.9128704 0.9303146
nitrate + silicate Indian (27.25,27.5] 0.9214817 0.9161017 0.9268618
nitrate + silicate Indian (27.5,27.75] 0.8127214 0.7935472 0.8318956
nitrate + silicate Indian (27.75,27.85] 0.7716274 0.7123761 0.8308788
nitrate + silicate Indian (27.85,27.95] 0.8390716 0.8272971 0.8508461
nitrate + silicate Indian (27.95,28.05] 0.8851266 0.8695890 0.9006641
nitrate + silicate Indian (28.05,28.1] 0.9455881 0.9245629 0.9666133
nitrate + silicate Indian (28.1, Inf] 0.7994869 0.7821675 0.8168063
nitrate + silicate Pacific (-Inf,26] 0.8375612 0.8280628 0.8470596
nitrate + silicate Pacific (26,26.5] 0.8184650 0.8143340 0.8225960
nitrate + silicate Pacific (26.5,26.75] 0.7382451 0.7120556 0.7644346
nitrate + silicate Pacific (26.75,27] 0.8249372 0.8038943 0.8459801
nitrate + silicate Pacific (27,27.25] 0.9103671 0.8985859 0.9221482
nitrate + silicate Pacific (27.25,27.5] 0.8973337 0.8894148 0.9052527
nitrate + silicate Pacific (27.5,27.75] 0.8951495 0.8835575 0.9067415
nitrate + silicate Pacific (27.75,27.85] 0.9477707 0.9453402 0.9502012
nitrate + silicate Pacific (27.85,27.95] 0.9615119 0.9574270 0.9655968
nitrate + silicate Pacific (27.95,28.05] 0.9442697 0.9197605 0.9687788
nitrate + silicate Pacific (28.05,28.1] 0.9445758 0.9185042 0.9706474
nitrate + silicate Pacific (28.1, Inf] 0.9075600 0.8963379 0.9187821
oxygen + nitrate Atlantic (-Inf,26] -0.8299561 -0.8499908 -0.8099215
oxygen + nitrate Atlantic (26,26.5] -0.8751984 -0.8976994 -0.8526974
oxygen + nitrate Atlantic (26.5,26.75] -0.8610321 -0.8965511 -0.8255130
oxygen + nitrate Atlantic (26.75,27] -0.7753497 -0.7899088 -0.7607905
oxygen + nitrate Atlantic (27,27.25] -0.6636660 -0.6721194 -0.6552126
oxygen + nitrate Atlantic (27.25,27.5] -0.5231699 -0.5465650 -0.4997747
oxygen + nitrate Atlantic (27.5,27.75] -0.6116813 -0.6238649 -0.5994977
oxygen + nitrate Atlantic (27.75,27.85] -0.7469925 -0.7926388 -0.7013462
oxygen + nitrate Atlantic (27.85,27.95] -0.7941439 -0.8275479 -0.7607400
oxygen + nitrate Atlantic (27.95,28.05] -0.8026675 -0.8145901 -0.7907448
oxygen + nitrate Atlantic (28.05,28.1] -0.8837555 -0.8960017 -0.8715093
oxygen + nitrate Atlantic (28.1,28.15] -0.9320730 -0.9397640 -0.9243820
oxygen + nitrate Atlantic (28.15,28.2] -0.9766081 -0.9822356 -0.9709806
oxygen + nitrate Atlantic (28.2, Inf] -0.7663381 -0.7927515 -0.7399248
oxygen + nitrate Indian (-Inf,26] -0.9771855 -0.9840525 -0.9703185
oxygen + nitrate Indian (26,26.5] -0.9714222 -0.9757444 -0.9671001
oxygen + nitrate Indian (26.5,26.75] -0.9162325 -0.9328114 -0.8996536
oxygen + nitrate Indian (26.75,27] -0.8294132 -0.8876123 -0.7712142
oxygen + nitrate Indian (27,27.25] -0.7519691 -0.8295587 -0.6743794
oxygen + nitrate Indian (27.25,27.5] -0.8704808 -0.8971431 -0.8438185
oxygen + nitrate Indian (27.5,27.75] -0.9234833 -0.9474684 -0.8994982
oxygen + nitrate Indian (27.75,27.85] -0.8839474 -0.9140825 -0.8538124
oxygen + nitrate Indian (27.85,27.95] -0.8243131 -0.8598341 -0.7887922
oxygen + nitrate Indian (27.95,28.05] -0.6919500 -0.7930737 -0.5908264
oxygen + nitrate Indian (28.05,28.1] -0.8233951 -0.9217503 -0.7250399
oxygen + nitrate Indian (28.1, Inf] -0.4440477 -0.5466177 -0.3414776
oxygen + nitrate Pacific (-Inf,26] -0.5635192 -0.6181753 -0.5088632
oxygen + nitrate Pacific (26,26.5] -0.7186036 -0.7210694 -0.7161378
oxygen + nitrate Pacific (26.5,26.75] -0.6773123 -0.7286250 -0.6259996
oxygen + nitrate Pacific (26.75,27] -0.8352809 -0.8629931 -0.8075686
oxygen + nitrate Pacific (27,27.25] -0.9505532 -0.9520907 -0.9490157
oxygen + nitrate Pacific (27.25,27.5] -0.9678260 -0.9704990 -0.9651529
oxygen + nitrate Pacific (27.5,27.75] -0.9741272 -0.9773421 -0.9709122
oxygen + nitrate Pacific (27.75,27.85] -0.9845808 -0.9868454 -0.9823162
oxygen + nitrate Pacific (27.85,27.95] -0.9827996 -0.9846611 -0.9809381
oxygen + nitrate Pacific (27.95,28.05] -0.9711631 -0.9713924 -0.9709338
oxygen + nitrate Pacific (28.05,28.1] -0.9714234 -0.9822199 -0.9606269
oxygen + nitrate Pacific (28.1, Inf] -0.9318539 -0.9454161 -0.9182917
oxygen + phosphate Atlantic (-Inf,26] -0.5171606 -0.6260252 -0.4082960
oxygen + phosphate Atlantic (26,26.5] -0.7527116 -0.8010227 -0.7044005
oxygen + phosphate Atlantic (26.5,26.75] -0.7617974 -0.8248217 -0.6987731
oxygen + phosphate Atlantic (26.75,27] -0.6703435 -0.7011072 -0.6395798
oxygen + phosphate Atlantic (27,27.25] -0.5613526 -0.5621059 -0.5605993
oxygen + phosphate Atlantic (27.25,27.5] -0.4339328 -0.4653582 -0.4025074
oxygen + phosphate Atlantic (27.5,27.75] -0.5572583 -0.5708813 -0.5436352
oxygen + phosphate Atlantic (27.75,27.85] -0.7102584 -0.7631624 -0.6573544
oxygen + phosphate Atlantic (27.85,27.95] -0.7781939 -0.8124394 -0.7439484
oxygen + phosphate Atlantic (27.95,28.05] -0.7951506 -0.8057501 -0.7845511
oxygen + phosphate Atlantic (28.05,28.1] -0.8757106 -0.8877685 -0.8636527
oxygen + phosphate Atlantic (28.1,28.15] -0.9239064 -0.9288651 -0.9189476
oxygen + phosphate Atlantic (28.15,28.2] -0.9754265 -0.9804008 -0.9704521
oxygen + phosphate Atlantic (28.2, Inf] -0.7609408 -0.7899424 -0.7319393
oxygen + phosphate Indian (-Inf,26] -0.9841521 -0.9855687 -0.9827355
oxygen + phosphate Indian (26,26.5] -0.9850492 -0.9908469 -0.9792515
oxygen + phosphate Indian (26.5,26.75] -0.9331132 -0.9568632 -0.9093632
oxygen + phosphate Indian (26.75,27] -0.8562445 -0.9224497 -0.7900392
oxygen + phosphate Indian (27,27.25] -0.8026148 -0.8929009 -0.7123287
oxygen + phosphate Indian (27.25,27.5] -0.9049362 -0.9354155 -0.8744569
oxygen + phosphate Indian (27.5,27.75] -0.9461676 -0.9556206 -0.9367146
oxygen + phosphate Indian (27.75,27.85] -0.9043626 -0.9201137 -0.8886116
oxygen + phosphate Indian (27.85,27.95] -0.8262179 -0.8565452 -0.7958906
oxygen + phosphate Indian (27.95,28.05] -0.7111586 -0.8013696 -0.6209477
oxygen + phosphate Indian (28.05,28.1] -0.8319710 -0.9274690 -0.7364730
oxygen + phosphate Indian (28.1, Inf] -0.4342440 -0.5245240 -0.3439640
oxygen + phosphate Pacific (-Inf,26] -0.5885190 -0.6384596 -0.5385785
oxygen + phosphate Pacific (26,26.5] -0.7600925 -0.7811697 -0.7390153
oxygen + phosphate Pacific (26.5,26.75] -0.6940598 -0.7409241 -0.6471955
oxygen + phosphate Pacific (26.75,27] -0.8397109 -0.8736223 -0.8057996
oxygen + phosphate Pacific (27,27.25] -0.9577788 -0.9593056 -0.9562520
oxygen + phosphate Pacific (27.25,27.5] -0.9729118 -0.9732520 -0.9725717
oxygen + phosphate Pacific (27.5,27.75] -0.9744733 -0.9784386 -0.9705080
oxygen + phosphate Pacific (27.75,27.85] -0.9824684 -0.9847583 -0.9801785
oxygen + phosphate Pacific (27.85,27.95] -0.9807944 -0.9837196 -0.9778691
oxygen + phosphate Pacific (27.95,28.05] -0.9736721 -0.9772260 -0.9701182
oxygen + phosphate Pacific (28.05,28.1] -0.9726055 -0.9776583 -0.9675528
oxygen + phosphate Pacific (28.1, Inf] -0.9290074 -0.9366821 -0.9213327
oxygen + silicate Atlantic (-Inf,26] -0.3278049 -0.3763665 -0.2792433
oxygen + silicate Atlantic (26,26.5] -0.7135276 -0.7329203 -0.6941349
oxygen + silicate Atlantic (26.5,26.75] -0.7554139 -0.7810116 -0.7298161
oxygen + silicate Atlantic (26.75,27] -0.6915720 -0.7008379 -0.6823061
oxygen + silicate Atlantic (27,27.25] -0.5146192 -0.5335551 -0.4956832
oxygen + silicate Atlantic (27.25,27.5] -0.2036640 -0.2466112 -0.1607169
oxygen + silicate Atlantic (27.5,27.75] -0.2999994 -0.3079784 -0.2920205
oxygen + silicate Atlantic (27.75,27.85] -0.5805528 -0.6103728 -0.5507329
oxygen + silicate Atlantic (27.85,27.95] -0.6839986 -0.7132048 -0.6547924
oxygen + silicate Atlantic (27.95,28.05] -0.7672254 -0.7679789 -0.7664719
oxygen + silicate Atlantic (28.05,28.1] -0.8859513 -0.8917640 -0.8801386
oxygen + silicate Atlantic (28.1,28.15] -0.9299787 -0.9312590 -0.9286985
oxygen + silicate Atlantic (28.15,28.2] -0.9794044 -0.9808841 -0.9779246
oxygen + silicate Atlantic (28.2, Inf] -0.7604657 -0.8033515 -0.7175798
oxygen + silicate Indian (-Inf,26] -0.8756063 -0.9297477 -0.8214650
oxygen + silicate Indian (26,26.5] -0.9310723 -0.9471762 -0.9149683
oxygen + silicate Indian (26.5,26.75] -0.9505848 -0.9546384 -0.9465312
oxygen + silicate Indian (26.75,27] -0.9475115 -0.9586291 -0.9363940
oxygen + silicate Indian (27,27.25] -0.8556220 -0.8749608 -0.8362831
oxygen + silicate Indian (27.25,27.5] -0.8389865 -0.8525180 -0.8254551
oxygen + silicate Indian (27.5,27.75] -0.8056189 -0.8083555 -0.8028824
oxygen + silicate Indian (27.75,27.85] -0.8079771 -0.8684011 -0.7475531
oxygen + silicate Indian (27.85,27.95] -0.7816643 -0.8210885 -0.7422401
oxygen + silicate Indian (27.95,28.05] -0.7790797 -0.8352651 -0.7228943
oxygen + silicate Indian (28.05,28.1] -0.9047874 -0.9406258 -0.8689489
oxygen + silicate Indian (28.1, Inf] -0.2282868 -0.2470831 -0.2094906
oxygen + silicate Pacific (-Inf,26] -0.2574014 -0.3811641 -0.1336387
oxygen + silicate Pacific (26,26.5] -0.3777485 -0.3813110 -0.3741859
oxygen + silicate Pacific (26.5,26.75] -0.1903609 -0.2297427 -0.1509791
oxygen + silicate Pacific (26.75,27] -0.5426342 -0.5628303 -0.5224381
oxygen + silicate Pacific (27,27.25] -0.8581713 -0.8676950 -0.8486476
oxygen + silicate Pacific (27.25,27.5] -0.8893571 -0.8976949 -0.8810193
oxygen + silicate Pacific (27.5,27.75] -0.8965875 -0.9157516 -0.8774235
oxygen + silicate Pacific (27.75,27.85] -0.9527159 -0.9577395 -0.9476923
oxygen + silicate Pacific (27.85,27.95] -0.9523741 -0.9553976 -0.9493505
oxygen + silicate Pacific (27.95,28.05] -0.9377504 -0.9436868 -0.9318139
oxygen + silicate Pacific (28.05,28.1] -0.9494324 -0.9589544 -0.9399104
oxygen + silicate Pacific (28.1, Inf] -0.7796290 -0.8235523 -0.7357056
phosphate + nitrate Atlantic (-Inf,26] 0.8355777 0.7875488 0.8836065
phosphate + nitrate Atlantic (26,26.5] 0.9639192 0.9582428 0.9695956
phosphate + nitrate Atlantic (26.5,26.75] 0.9795587 0.9735936 0.9855237
phosphate + nitrate Atlantic (26.75,27] 0.9823700 0.9795421 0.9851980
phosphate + nitrate Atlantic (27,27.25] 0.9868085 0.9857977 0.9878192
phosphate + nitrate Atlantic (27.25,27.5] 0.9916280 0.9912324 0.9920236
phosphate + nitrate Atlantic (27.5,27.75] 0.9948340 0.9945034 0.9951646
phosphate + nitrate Atlantic (27.75,27.85] 0.9956816 0.9948207 0.9965426
phosphate + nitrate Atlantic (27.85,27.95] 0.9955653 0.9948780 0.9962526
phosphate + nitrate Atlantic (27.95,28.05] 0.9953288 0.9947698 0.9958879
phosphate + nitrate Atlantic (28.05,28.1] 0.9947963 0.9945718 0.9950209
phosphate + nitrate Atlantic (28.1,28.15] 0.9958439 0.9957628 0.9959249
phosphate + nitrate Atlantic (28.15,28.2] 0.9980263 0.9979032 0.9981495
phosphate + nitrate Atlantic (28.2, Inf] 0.9956827 0.9953748 0.9959906
phosphate + nitrate Indian (-Inf,26] 0.9915340 0.9855193 0.9975488
phosphate + nitrate Indian (26,26.5] 0.9880100 0.9796457 0.9963742
phosphate + nitrate Indian (26.5,26.75] 0.9890271 0.9813622 0.9966920
phosphate + nitrate Indian (26.75,27] 0.9863024 0.9772079 0.9953969
phosphate + nitrate Indian (27,27.25] 0.9723700 0.9562288 0.9885113
phosphate + nitrate Indian (27.25,27.5] 0.9716293 0.9631362 0.9801223
phosphate + nitrate Indian (27.5,27.75] 0.9571033 0.9425395 0.9716670
phosphate + nitrate Indian (27.75,27.85] 0.9483788 0.9259494 0.9708081
phosphate + nitrate Indian (27.85,27.95] 0.9634460 0.9538438 0.9730481
phosphate + nitrate Indian (27.95,28.05] 0.9803827 0.9743037 0.9864618
phosphate + nitrate Indian (28.05,28.1] 0.9834312 0.9758511 0.9910114
phosphate + nitrate Indian (28.1, Inf] 0.9411370 0.9153120 0.9669620
phosphate + nitrate Pacific (-Inf,26] 0.9581303 0.9535942 0.9626665
phosphate + nitrate Pacific (26,26.5] 0.9686171 0.9580219 0.9792124
phosphate + nitrate Pacific (26.5,26.75] 0.9568576 0.9562050 0.9575102
phosphate + nitrate Pacific (26.75,27] 0.9812707 0.9811990 0.9813425
phosphate + nitrate Pacific (27,27.25] 0.9899629 0.9893958 0.9905299
phosphate + nitrate Pacific (27.25,27.5] 0.9917320 0.9909521 0.9925119
phosphate + nitrate Pacific (27.5,27.75] 0.9931177 0.9928231 0.9934122
phosphate + nitrate Pacific (27.75,27.85] 0.9925990 0.9918995 0.9932986
phosphate + nitrate Pacific (27.85,27.95] 0.9912977 0.9889288 0.9936667
phosphate + nitrate Pacific (27.95,28.05] 0.9808592 0.9700790 0.9916393
phosphate + nitrate Pacific (28.05,28.1] 0.9717078 0.9566320 0.9867835
phosphate + nitrate Pacific (28.1, Inf] 0.9766817 0.9728377 0.9805257
phosphate + silicate Atlantic (-Inf,26] 0.7724000 0.7458814 0.7989186
phosphate + silicate Atlantic (26,26.5] 0.9353289 0.9303454 0.9403125
phosphate + silicate Atlantic (26.5,26.75] 0.9373368 0.9362795 0.9383941
phosphate + silicate Atlantic (26.75,27] 0.9207770 0.9160732 0.9254809
phosphate + silicate Atlantic (27,27.25] 0.9300025 0.9238989 0.9361061
phosphate + silicate Atlantic (27.25,27.5] 0.9019118 0.8891170 0.9147067
phosphate + silicate Atlantic (27.5,27.75] 0.8983006 0.8898765 0.9067246
phosphate + silicate Atlantic (27.75,27.85] 0.9515165 0.9496235 0.9534095
phosphate + silicate Atlantic (27.85,27.95] 0.9737732 0.9712583 0.9762881
phosphate + silicate Atlantic (27.95,28.05] 0.9849979 0.9834094 0.9865863
phosphate + silicate Atlantic (28.05,28.1] 0.9908979 0.9902219 0.9915740
phosphate + silicate Atlantic (28.1,28.15] 0.9919574 0.9916108 0.9923040
phosphate + silicate Atlantic (28.15,28.2] 0.9926378 0.9921785 0.9930972
phosphate + silicate Atlantic (28.2, Inf] 0.9805199 0.9798763 0.9811636
phosphate + silicate Indian (-Inf,26] 0.9171861 0.8731619 0.9612103
phosphate + silicate Indian (26,26.5] 0.9525109 0.9412556 0.9637662
phosphate + silicate Indian (26.5,26.75] 0.9483320 0.9454617 0.9512023
phosphate + silicate Indian (26.75,27] 0.9349292 0.9160032 0.9538553
phosphate + silicate Indian (27,27.25] 0.9288542 0.9261015 0.9316070
phosphate + silicate Indian (27.25,27.5] 0.9091526 0.8809576 0.9373476
phosphate + silicate Indian (27.5,27.75] 0.8444795 0.8171201 0.8718390
phosphate + silicate Indian (27.75,27.85] 0.8676088 0.8552227 0.8799950
phosphate + silicate Indian (27.85,27.95] 0.9006368 0.9004219 0.9008517
phosphate + silicate Indian (27.95,28.05] 0.9071648 0.8997339 0.9145957
phosphate + silicate Indian (28.05,28.1] 0.9476419 0.9306728 0.9646111
phosphate + silicate Indian (28.1, Inf] 0.7916222 0.7915772 0.7916672
phosphate + silicate Pacific (-Inf,26] 0.7643258 0.7456454 0.7830061
phosphate + silicate Pacific (26,26.5] 0.7694489 0.7687445 0.7701533
phosphate + silicate Pacific (26.5,26.75] 0.6953019 0.6623338 0.7282699
phosphate + silicate Pacific (26.75,27] 0.8239646 0.7992664 0.8486629
phosphate + silicate Pacific (27,27.25] 0.9164905 0.9038278 0.9291533
phosphate + silicate Pacific (27.25,27.5] 0.9017298 0.8902568 0.9132029
phosphate + silicate Pacific (27.5,27.75] 0.8940630 0.8796405 0.9084856
phosphate + silicate Pacific (27.75,27.85] 0.9501167 0.9464776 0.9537558
phosphate + silicate Pacific (27.85,27.95] 0.9662015 0.9636505 0.9687526
phosphate + silicate Pacific (27.95,28.05] 0.9591069 0.9499011 0.9683126
phosphate + silicate Pacific (28.05,28.1] 0.9566546 0.9438894 0.9694197
phosphate + silicate Pacific (28.1, Inf] 0.8973503 0.8808848 0.9138158
sal + aou Atlantic (-Inf,26] -0.1066801 -0.1496652 -0.0636950
sal + aou Atlantic (26,26.5] -0.2858851 -0.3976921 -0.1740781
sal + aou Atlantic (26.5,26.75] -0.2739221 -0.3637364 -0.1841078
sal + aou Atlantic (26.75,27] -0.1036917 -0.1849054 -0.0224780
sal + aou Atlantic (27,27.25] -0.0163296 -0.0727126 0.0400533
sal + aou Atlantic (27.25,27.5] -0.0650289 -0.1357129 0.0056552
sal + aou Atlantic (27.5,27.75] -0.3095343 -0.3284532 -0.2906154
sal + aou Atlantic (27.75,27.85] -0.3207537 -0.4160108 -0.2254967
sal + aou Atlantic (27.85,27.95] -0.3808496 -0.4556867 -0.3060126
sal + aou Atlantic (27.95,28.05] -0.5490878 -0.5967733 -0.5014023
sal + aou Atlantic (28.05,28.1] -0.7063861 -0.7247850 -0.6879872
sal + aou Atlantic (28.1,28.15] -0.7715265 -0.7790928 -0.7639601
sal + aou Atlantic (28.15,28.2] -0.9124053 -0.9267699 -0.8980408
sal + aou Atlantic (28.2, Inf] -0.6192445 -0.6214315 -0.6170575
sal + aou Indian (-Inf,26] -0.5788826 -0.8433600 -0.3144051
sal + aou Indian (26,26.5] -0.6751771 -0.7910151 -0.5593391
sal + aou Indian (26.5,26.75] -0.0483717 -0.2230365 0.1262931
sal + aou Indian (26.75,27] 0.4824815 0.3230243 0.6419387
sal + aou Indian (27,27.25] 0.8910085 0.8805084 0.9015085
sal + aou Indian (27.25,27.5] 0.9553054 0.9391756 0.9714353
sal + aou Indian (27.5,27.75] 0.9608601 0.9569776 0.9647427
sal + aou Indian (27.75,27.85] 0.9538587 0.9435628 0.9641547
sal + aou Indian (27.85,27.95] 0.9276809 0.9249781 0.9303838
sal + aou Indian (27.95,28.05] 0.7378543 0.7345535 0.7411551
sal + aou Indian (28.05,28.1] 0.3162495 0.2459164 0.3865826
sal + aou Indian (28.1, Inf] 0.6953632 0.6438204 0.7469059
sal + aou Pacific (-Inf,26] -0.1233268 -0.1817677 -0.0648860
sal + aou Pacific (26,26.5] -0.0855588 -0.0880566 -0.0830610
sal + aou Pacific (26.5,26.75] 0.2207179 0.1955837 0.2458520
sal + aou Pacific (26.75,27] -0.1222963 -0.1394508 -0.1051418
sal + aou Pacific (27,27.25] -0.2131660 -0.2228386 -0.2034933
sal + aou Pacific (27.25,27.5] 0.0120872 -0.0078160 0.0319905
sal + aou Pacific (27.5,27.75] 0.1136141 0.0081564 0.2190719
sal + aou Pacific (27.75,27.85] -0.0166583 -0.2386677 0.2053511
sal + aou Pacific (27.85,27.95] -0.1880561 -0.4664717 0.0903595
sal + aou Pacific (27.95,28.05] -0.5882503 -0.7707458 -0.4057548
sal + aou Pacific (28.05,28.1] -0.8859084 -0.8867212 -0.8850956
sal + aou Pacific (28.1, Inf] -0.6133686 -0.7293226 -0.4974146
sal + nitrate Atlantic (-Inf,26] -0.2490432 -0.2922810 -0.2058054
sal + nitrate Atlantic (26,26.5] -0.4616571 -0.5199723 -0.4033418
sal + nitrate Atlantic (26.5,26.75] -0.5042090 -0.5472028 -0.4612153
sal + nitrate Atlantic (26.75,27] -0.4465369 -0.4887521 -0.4043218
sal + nitrate Atlantic (27,27.25] -0.4988530 -0.5314681 -0.4662379
sal + nitrate Atlantic (27.25,27.5] -0.6360659 -0.6419198 -0.6302119
sal + nitrate Atlantic (27.5,27.75] -0.7013916 -0.7156171 -0.6871660
sal + nitrate Atlantic (27.75,27.85] -0.6332762 -0.6871043 -0.5794480
sal + nitrate Atlantic (27.85,27.95] -0.6621110 -0.7058272 -0.6183948
sal + nitrate Atlantic (27.95,28.05] -0.7908512 -0.8187953 -0.7629071
sal + nitrate Atlantic (28.05,28.1] -0.8548455 -0.8641365 -0.8455544
sal + nitrate Atlantic (28.1,28.15] -0.8715971 -0.8745984 -0.8685959
sal + nitrate Atlantic (28.15,28.2] -0.9456374 -0.9476721 -0.9436028
sal + nitrate Atlantic (28.2, Inf] -0.9134635 -0.9173735 -0.9095535
sal + nitrate Indian (-Inf,26] -0.6047939 -0.8572475 -0.3523402
sal + nitrate Indian (26,26.5] -0.7763225 -0.8578442 -0.6948008
sal + nitrate Indian (26.5,26.75] -0.3359379 -0.5195513 -0.1523245
sal + nitrate Indian (26.75,27] 0.0564255 -0.1976913 0.3105423
sal + nitrate Indian (27,27.25] 0.4839064 0.3713175 0.5964953
sal + nitrate Indian (27.25,27.5] 0.7755689 0.7748279 0.7763098
sal + nitrate Indian (27.5,27.75] 0.8613344 0.8303346 0.8923342
sal + nitrate Indian (27.75,27.85] 0.7666671 0.7026060 0.8307283
sal + nitrate Indian (27.85,27.95] 0.6400194 0.5854171 0.6946217
sal + nitrate Indian (27.95,28.05] 0.1831124 0.0598398 0.3063849
sal + nitrate Indian (28.05,28.1] -0.0893379 -0.2997714 0.1210955
sal + nitrate Indian (28.1, Inf] -0.0914503 -0.2373456 0.0544449
sal + nitrate Pacific (-Inf,26] -0.4144807 -0.4149965 -0.4139649
sal + nitrate Pacific (26,26.5] -0.5051337 -0.5056872 -0.5045801
sal + nitrate Pacific (26.5,26.75] -0.3065613 -0.3851618 -0.2279607
sal + nitrate Pacific (26.75,27] -0.4195929 -0.4712170 -0.3679689
sal + nitrate Pacific (27,27.25] -0.3372102 -0.3493486 -0.3250717
sal + nitrate Pacific (27.25,27.5] -0.0187675 -0.0371634 -0.0003715
sal + nitrate Pacific (27.5,27.75] 0.0944558 -0.0004454 0.1893571
sal + nitrate Pacific (27.75,27.85] -0.0338597 -0.2361285 0.1684091
sal + nitrate Pacific (27.85,27.95] -0.2268332 -0.4803575 0.0266911
sal + nitrate Pacific (27.95,28.05] -0.6480673 -0.7927322 -0.5034024
sal + nitrate Pacific (28.05,28.1] -0.9156110 -0.9165123 -0.9147096
sal + nitrate Pacific (28.1, Inf] -0.7519155 -0.8245717 -0.6792593
sal + oxygen Atlantic (-Inf,26] -0.1658644 -0.2331022 -0.0986265
sal + oxygen Atlantic (26,26.5] 0.0314192 -0.0886495 0.1514879
sal + oxygen Atlantic (26.5,26.75] 0.0274478 -0.0877527 0.1426483
sal + oxygen Atlantic (26.75,27] -0.1719736 -0.2418539 -0.1020933
sal + oxygen Atlantic (27,27.25] -0.2580632 -0.2894035 -0.2267228
sal + oxygen Atlantic (27.25,27.5] -0.2699240 -0.3165956 -0.2232524
sal + oxygen Atlantic (27.5,27.75] -0.0641964 -0.0953845 -0.0330083
sal + oxygen Atlantic (27.75,27.85] 0.0214220 -0.1125184 0.1553625
sal + oxygen Atlantic (27.85,27.95] 0.1397077 0.0361752 0.2432403
sal + oxygen Atlantic (27.95,28.05] 0.3245213 0.2666590 0.3823835
sal + oxygen Atlantic (28.05,28.1] 0.5567305 0.5205594 0.5929015
sal + oxygen Atlantic (28.1,28.15] 0.6702731 0.6551121 0.6854342
sal + oxygen Atlantic (28.15,28.2] 0.8784042 0.8614239 0.8953845
sal + oxygen Atlantic (28.2, Inf] 0.4783005 0.4531233 0.5034776
sal + oxygen Indian (-Inf,26] 0.5644596 0.2845564 0.8443629
sal + oxygen Indian (26,26.5] 0.6276714 0.5070163 0.7483264
sal + oxygen Indian (26.5,26.75] -0.0412904 -0.2003798 0.1177989
sal + oxygen Indian (26.75,27] -0.5853712 -0.7062865 -0.4644559
sal + oxygen Indian (27,27.25] -0.9301930 -0.9307005 -0.9296855
sal + oxygen Indian (27.25,27.5] -0.9698495 -0.9851203 -0.9545788
sal + oxygen Indian (27.5,27.75] -0.9622555 -0.9626074 -0.9619035
sal + oxygen Indian (27.75,27.85] -0.9583623 -0.9676282 -0.9490963
sal + oxygen Indian (27.85,27.95] -0.9449372 -0.9450018 -0.9448727
sal + oxygen Indian (27.95,28.05] -0.8123362 -0.8223012 -0.8023712
sal + oxygen Indian (28.05,28.1] -0.4361191 -0.4664786 -0.4057596
sal + oxygen Indian (28.1, Inf] -0.7901516 -0.8263425 -0.7539607
sal + oxygen Pacific (-Inf,26] -0.2936523 -0.3723179 -0.2149867
sal + oxygen Pacific (26,26.5] -0.1505277 -0.1515783 -0.1494771
sal + oxygen Pacific (26.5,26.75] -0.4267393 -0.4395777 -0.4139009
sal + oxygen Pacific (26.75,27] -0.0751528 -0.0764016 -0.0739040
sal + oxygen Pacific (27,27.25] 0.1146446 0.1035425 0.1257466
sal + oxygen Pacific (27.25,27.5] -0.0871248 -0.1044897 -0.0697599
sal + oxygen Pacific (27.5,27.75] -0.1737011 -0.2903783 -0.0570238
sal + oxygen Pacific (27.75,27.85] -0.0459700 -0.2828331 0.1908931
sal + oxygen Pacific (27.85,27.95] 0.1361119 -0.1658646 0.4380885
sal + oxygen Pacific (27.95,28.05] 0.5611446 0.3536560 0.7686331
sal + oxygen Pacific (28.05,28.1] 0.8758594 0.8710825 0.8806363
sal + oxygen Pacific (28.1, Inf] 0.5497364 0.4190000 0.6804729
sal + phosphate Atlantic (-Inf,26] -0.5328138 -0.5394018 -0.5262257
sal + phosphate Atlantic (26,26.5] -0.6531969 -0.6861689 -0.6202250
sal + phosphate Atlantic (26.5,26.75] -0.6528442 -0.6669262 -0.6387622
sal + phosphate Atlantic (26.75,27] -0.5883279 -0.6125421 -0.5641138
sal + phosphate Atlantic (27,27.25] -0.6159316 -0.6394839 -0.5923793
sal + phosphate Atlantic (27.25,27.5] -0.7143532 -0.7158984 -0.7128080
sal + phosphate Atlantic (27.5,27.75] -0.7496384 -0.7619426 -0.7373342
sal + phosphate Atlantic (27.75,27.85] -0.6743424 -0.7206932 -0.6279916
sal + phosphate Atlantic (27.85,27.95] -0.6848374 -0.7265028 -0.6431719
sal + phosphate Atlantic (27.95,28.05] -0.7996614 -0.8283748 -0.7709479
sal + phosphate Atlantic (28.05,28.1] -0.8675353 -0.8768483 -0.8582224
sal + phosphate Atlantic (28.1,28.15] -0.8853576 -0.8898495 -0.8808657
sal + phosphate Atlantic (28.15,28.2] -0.9502221 -0.9529287 -0.9475155
sal + phosphate Atlantic (28.2, Inf] -0.9182762 -0.9239408 -0.9126117
sal + phosphate Indian (-Inf,26] -0.5516650 -0.8490285 -0.2543014
sal + phosphate Indian (26,26.5] -0.7088369 -0.8502369 -0.5674368
sal + phosphate Indian (26.5,26.75] -0.2718622 -0.5052383 -0.0384861
sal + phosphate Indian (26.75,27] 0.1281447 -0.1675286 0.4238179
sal + phosphate Indian (27,27.25] 0.5797259 0.4206743 0.7387775
sal + phosphate Indian (27.25,27.5] 0.8467636 0.8140295 0.8794978
sal + phosphate Indian (27.5,27.75] 0.9167289 0.8968535 0.9366043
sal + phosphate Indian (27.75,27.85] 0.8375846 0.7987950 0.8763743
sal + phosphate Indian (27.85,27.95] 0.6780686 0.6231185 0.7330187
sal + phosphate Indian (27.95,28.05] 0.2233722 0.1057172 0.3410273
sal + phosphate Indian (28.05,28.1] -0.0671224 -0.2860964 0.1518516
sal + phosphate Indian (28.1, Inf] -0.1029441 -0.2462405 0.0403522
sal + phosphate Pacific (-Inf,26] -0.3287070 -0.3539188 -0.3034953
sal + phosphate Pacific (26,26.5] -0.4591468 -0.4821021 -0.4361915
sal + phosphate Pacific (26.5,26.75] -0.2900145 -0.3631878 -0.2168412
sal + phosphate Pacific (26.75,27] -0.4300175 -0.4869934 -0.3730416
sal + phosphate Pacific (27,27.25] -0.3381941 -0.3563029 -0.3200853
sal + phosphate Pacific (27.25,27.5] -0.0182453 -0.0279534 -0.0085371
sal + phosphate Pacific (27.5,27.75] 0.0996866 0.0042013 0.1951718
sal + phosphate Pacific (27.75,27.85] -0.0233514 -0.2270642 0.1803614
sal + phosphate Pacific (27.85,27.95] -0.2278675 -0.4835338 0.0277987
sal + phosphate Pacific (27.95,28.05] -0.6524091 -0.8011387 -0.5036795
sal + phosphate Pacific (28.05,28.1] -0.9199587 -0.9202268 -0.9196907
sal + phosphate Pacific (28.1, Inf] -0.7517942 -0.8260381 -0.6775504
sal + silicate Atlantic (-Inf,26] -0.5613081 -0.6147863 -0.5078298
sal + silicate Atlantic (26,26.5] -0.6085855 -0.6601841 -0.5569870
sal + silicate Atlantic (26.5,26.75] -0.5774158 -0.6284682 -0.5263633
sal + silicate Atlantic (26.75,27] -0.5007425 -0.5761129 -0.4253722
sal + silicate Atlantic (27,27.25] -0.5826800 -0.6186011 -0.5467590
sal + silicate Atlantic (27.25,27.5] -0.7504615 -0.7560771 -0.7448459
sal + silicate Atlantic (27.5,27.75] -0.7554345 -0.7720226 -0.7388463
sal + silicate Atlantic (27.75,27.85] -0.6811119 -0.7504920 -0.6117318
sal + silicate Atlantic (27.85,27.95] -0.7304519 -0.7759592 -0.6849447
sal + silicate Atlantic (27.95,28.05] -0.8218028 -0.8550625 -0.7885432
sal + silicate Atlantic (28.05,28.1] -0.8625399 -0.8782899 -0.8467898
sal + silicate Atlantic (28.1,28.15] -0.8774661 -0.8892102 -0.8657220
sal + silicate Atlantic (28.15,28.2] -0.9287379 -0.9380565 -0.9194194
sal + silicate Atlantic (28.2, Inf] -0.8876855 -0.9058132 -0.8695578
sal + silicate Indian (-Inf,26] -0.7229998 -0.8826203 -0.5633792
sal + silicate Indian (26,26.5] -0.7963075 -0.8523392 -0.7402757
sal + silicate Indian (26.5,26.75] -0.1625049 -0.3003673 -0.0246425
sal + silicate Indian (26.75,27] 0.3568471 0.1842133 0.5294809
sal + silicate Indian (27,27.25] 0.6503786 0.6124382 0.6883189
sal + silicate Indian (27.25,27.5] 0.7363611 0.6817889 0.7909334
sal + silicate Indian (27.5,27.75] 0.7839902 0.7295365 0.8384440
sal + silicate Indian (27.75,27.85] 0.8156104 0.7676392 0.8635816
sal + silicate Indian (27.85,27.95] 0.7176408 0.6563318 0.7789497
sal + silicate Indian (27.95,28.05] 0.4298061 0.3446155 0.5149967
sal + silicate Indian (28.05,28.1] 0.1238477 -0.0133670 0.2610623
sal + silicate Indian (28.1, Inf] -0.1461338 -0.1776096 -0.1146581
sal + silicate Pacific (-Inf,26] -0.6482496 -0.6918068 -0.6046924
sal + silicate Pacific (26,26.5] -0.7163640 -0.7318821 -0.7008458
sal + silicate Pacific (26.5,26.75] -0.7114820 -0.7576879 -0.6652761
sal + silicate Pacific (26.75,27] -0.7292072 -0.7567648 -0.7016497
sal + silicate Pacific (27,27.25] -0.5399475 -0.5444310 -0.5354640
sal + silicate Pacific (27.25,27.5] -0.2448636 -0.2701826 -0.2195446
sal + silicate Pacific (27.5,27.75] 0.0057604 -0.0577242 0.0692450
sal + silicate Pacific (27.75,27.85] -0.0756913 -0.2701806 0.1187980
sal + silicate Pacific (27.85,27.95] -0.2062821 -0.4411157 0.0285516
sal + silicate Pacific (27.95,28.05] -0.5489829 -0.6780158 -0.4199501
sal + silicate Pacific (28.05,28.1] -0.8494760 -0.8751150 -0.8238370
sal + silicate Pacific (28.1, Inf] -0.7674358 -0.8466663 -0.6882053
sal + temp Atlantic (-Inf,26] 0.7834993 0.7711426 0.7958560
sal + temp Atlantic (26,26.5] 0.9639505 0.9638860 0.9640150
sal + temp Atlantic (26.5,26.75] 0.9764253 0.9754780 0.9773725
sal + temp Atlantic (26.75,27] 0.9688303 0.9682675 0.9693931
sal + temp Atlantic (27,27.25] 0.9760555 0.9750459 0.9770650
sal + temp Atlantic (27.25,27.5] 0.9761436 0.9750716 0.9772156
sal + temp Atlantic (27.5,27.75] 0.9684803 0.9670384 0.9699222
sal + temp Atlantic (27.75,27.85] 0.9791406 0.9754219 0.9828593
sal + temp Atlantic (27.85,27.95] 0.9608475 0.9586249 0.9630701
sal + temp Atlantic (27.95,28.05] 0.9473233 0.9459641 0.9486824
sal + temp Atlantic (28.05,28.1] 0.9683769 0.9677940 0.9689598
sal + temp Atlantic (28.1,28.15] 0.9657603 0.9604740 0.9710465
sal + temp Atlantic (28.15,28.2] 0.8081821 0.6943227 0.9220415
sal + temp Atlantic (28.2, Inf] 0.4735793 0.3817998 0.5653588
sal + temp Indian (-Inf,26] 0.1936214 0.1832358 0.2040069
sal + temp Indian (26,26.5] 0.8519226 0.8459698 0.8578755
sal + temp Indian (26.5,26.75] 0.9594843 0.9542606 0.9647079
sal + temp Indian (26.75,27] 0.9743503 0.9665452 0.9821553
sal + temp Indian (27,27.25] 0.9672335 0.9663563 0.9681108
sal + temp Indian (27.25,27.5] 0.9508643 0.9361052 0.9656234
sal + temp Indian (27.5,27.75] 0.9099394 0.8806356 0.9392432
sal + temp Indian (27.75,27.85] 0.9425451 0.9315897 0.9535006
sal + temp Indian (27.85,27.95] 0.9544230 0.9470237 0.9618223
sal + temp Indian (27.95,28.05] 0.9525330 0.9422768 0.9627892
sal + temp Indian (28.05,28.1] 0.9388174 0.9244233 0.9532115
sal + temp Indian (28.1, Inf] 0.9454254 0.9348312 0.9560195
sal + temp Pacific (-Inf,26] 0.6717634 0.6444231 0.6991037
sal + temp Pacific (26,26.5] 0.9448611 0.9388507 0.9508714
sal + temp Pacific (26.5,26.75] 0.9768838 0.9742344 0.9795332
sal + temp Pacific (26.75,27] 0.9714627 0.9672071 0.9757183
sal + temp Pacific (27,27.25] 0.9337753 0.9285232 0.9390274
sal + temp Pacific (27.25,27.5] 0.8065778 0.8010971 0.8120585
sal + temp Pacific (27.5,27.75] 0.6335064 0.5694039 0.6976088
sal + temp Pacific (27.75,27.85] 0.8088967 0.7443035 0.8734900
sal + temp Pacific (27.85,27.95] 0.6876329 0.5552245 0.8200413
sal + temp Pacific (27.95,28.05] 0.4093277 0.2581736 0.5604818
sal + temp Pacific (28.05,28.1] 0.0522223 -0.0519099 0.1563545
sal + temp Pacific (28.1, Inf] -0.1823210 -0.3124874 -0.0521546
temp + aou Atlantic (-Inf,26] -0.1423927 -0.1983590 -0.0864264
temp + aou Atlantic (26,26.5] -0.3116331 -0.3858693 -0.2373968
temp + aou Atlantic (26.5,26.75] -0.2485480 -0.3275187 -0.1695772
temp + aou Atlantic (26.75,27] -0.0321393 -0.0842570 0.0199783
temp + aou Atlantic (27,27.25] 0.0638907 0.0083025 0.1194790
temp + aou Atlantic (27.25,27.5] -0.0089908 -0.0759291 0.0579475
temp + aou Atlantic (27.5,27.75] -0.2550071 -0.2627373 -0.2472769
temp + aou Atlantic (27.75,27.85] -0.2835365 -0.3557952 -0.2112778
temp + aou Atlantic (27.85,27.95] -0.3215395 -0.3855867 -0.2574924
temp + aou Atlantic (27.95,28.05] -0.4382371 -0.4591947 -0.4172794
temp + aou Atlantic (28.05,28.1] -0.5841862 -0.6098434 -0.5585289
temp + aou Atlantic (28.1,28.15] -0.6179243 -0.6434367 -0.5924120
temp + aou Atlantic (28.15,28.2] -0.6325627 -0.7646524 -0.5004730
temp + aou Atlantic (28.2, Inf] 0.1495538 0.1060643 0.1930433
temp + aou Indian (-Inf,26] -0.2662030 -0.3090646 -0.2233415
temp + aou Indian (26,26.5] -0.4919131 -0.5606395 -0.4231866
temp + aou Indian (26.5,26.75] -0.0054592 -0.1561269 0.1452085
temp + aou Indian (26.75,27] 0.3715610 0.2161234 0.5269985
temp + aou Indian (27,27.25] 0.8073459 0.7732757 0.8414160
temp + aou Indian (27.25,27.5] 0.8878472 0.8615745 0.9141200
temp + aou Indian (27.5,27.75] 0.9191720 0.9017039 0.9366402
temp + aou Indian (27.75,27.85] 0.9471929 0.9395349 0.9548508
temp + aou Indian (27.85,27.95] 0.9273125 0.9233652 0.9312598
temp + aou Indian (27.95,28.05] 0.7828798 0.7679902 0.7977693
temp + aou Indian (28.05,28.1] 0.5075960 0.4479129 0.5672792
temp + aou Indian (28.1, Inf] 0.8061196 0.7778399 0.8343993
temp + aou Pacific (-Inf,26] -0.2650785 -0.2882107 -0.2419463
temp + aou Pacific (26,26.5] -0.1273722 -0.1318568 -0.1228876
temp + aou Pacific (26.5,26.75] 0.2385511 0.2304012 0.2467011
temp + aou Pacific (26.75,27] -0.1154902 -0.1291122 -0.1018683
temp + aou Pacific (27,27.25] -0.2569114 -0.2656823 -0.2481404
temp + aou Pacific (27.25,27.5] -0.0703006 -0.0848642 -0.0557370
temp + aou Pacific (27.5,27.75] 0.1663494 0.0245694 0.3081293
temp + aou Pacific (27.75,27.85] 0.1534833 -0.0422463 0.3492130
temp + aou Pacific (27.85,27.95] 0.1096413 -0.1369083 0.3561909
temp + aou Pacific (27.95,28.05] -0.0154235 -0.2478750 0.2170280
temp + aou Pacific (28.05,28.1] 0.0403932 -0.1493533 0.2301398
temp + aou Pacific (28.1, Inf] 0.8071612 0.7938926 0.8204298
temp + nitrate Atlantic (-Inf,26] -0.2284111 -0.2794475 -0.1773748
temp + nitrate Atlantic (26,26.5] -0.5011777 -0.5288665 -0.4734890
temp + nitrate Atlantic (26.5,26.75] -0.4749186 -0.5068083 -0.4430290
temp + nitrate Atlantic (26.75,27] -0.3514770 -0.3670744 -0.3358796
temp + nitrate Atlantic (27,27.25] -0.4072602 -0.4360651 -0.3784552
temp + nitrate Atlantic (27.25,27.5] -0.5772882 -0.5783143 -0.5762622
temp + nitrate Atlantic (27.5,27.75] -0.6569871 -0.6608379 -0.6531363
temp + nitrate Atlantic (27.75,27.85] -0.6181909 -0.6518968 -0.5844851
temp + nitrate Atlantic (27.85,27.95] -0.6322832 -0.6622894 -0.6022769
temp + nitrate Atlantic (27.95,28.05] -0.7112049 -0.7184672 -0.7039426
temp + nitrate Atlantic (28.05,28.1] -0.7659734 -0.7773024 -0.7546444
temp + nitrate Atlantic (28.1,28.15] -0.7482532 -0.7632675 -0.7332389
temp + nitrate Atlantic (28.15,28.2] -0.6636182 -0.7868218 -0.5404147
temp + nitrate Atlantic (28.2, Inf] -0.2111580 -0.2953207 -0.1269954
temp + nitrate Indian (-Inf,26] -0.3211293 -0.3596642 -0.2825943
temp + nitrate Indian (26,26.5] -0.6040936 -0.6484220 -0.5597651
temp + nitrate Indian (26.5,26.75] -0.2953901 -0.4599316 -0.1308487
temp + nitrate Indian (26.75,27] -0.0657015 -0.3049270 0.1735239
temp + nitrate Indian (27,27.25] 0.3338594 0.1834632 0.4842555
temp + nitrate Indian (27.25,27.5] 0.6288832 0.5515192 0.7062473
temp + nitrate Indian (27.5,27.75] 0.7981930 0.7504597 0.8459263
temp + nitrate Indian (27.75,27.85] 0.7856489 0.7475519 0.8237459
temp + nitrate Indian (27.85,27.95] 0.6507635 0.6158891 0.6856379
temp + nitrate Indian (27.95,28.05] 0.2589900 0.1588076 0.3591725
temp + nitrate Indian (28.05,28.1] 0.1249007 -0.0781108 0.3279121
temp + nitrate Indian (28.1, Inf] 0.0527653 -0.0722656 0.1777962
temp + nitrate Pacific (-Inf,26] -0.5126633 -0.5263463 -0.4989804
temp + nitrate Pacific (26,26.5] -0.5682424 -0.5703863 -0.5660985
temp + nitrate Pacific (26.5,26.75] -0.3116025 -0.3740912 -0.2491139
temp + nitrate Pacific (26.75,27] -0.4381784 -0.4839019 -0.3924549
temp + nitrate Pacific (27,27.25] -0.4112383 -0.4185680 -0.4039086
temp + nitrate Pacific (27.25,27.5] -0.1500216 -0.1673260 -0.1327173
temp + nitrate Pacific (27.5,27.75] 0.1291085 -0.0043477 0.2625647
temp + nitrate Pacific (27.75,27.85] 0.1332687 -0.0505663 0.3171037
temp + nitrate Pacific (27.85,27.95] 0.0737447 -0.1535528 0.3010422
temp + nitrate Pacific (27.95,28.05] -0.0715124 -0.2677851 0.1247602
temp + nitrate Pacific (28.05,28.1] 0.0010271 -0.1950319 0.1970861
temp + nitrate Pacific (28.1, Inf] 0.6576174 0.6471880 0.6680468
temp + oxygen Atlantic (-Inf,26] -0.1869074 -0.2760420 -0.0977729
temp + oxygen Atlantic (26,26.5] 0.0475942 -0.0328194 0.1280079
temp + oxygen Atlantic (26.5,26.75] -0.0104312 -0.1154102 0.0945478
temp + oxygen Atlantic (26.75,27] -0.2560001 -0.2963798 -0.2156203
temp + oxygen Atlantic (27,27.25] -0.3424305 -0.3719752 -0.3128857
temp + oxygen Atlantic (27.25,27.5] -0.3320265 -0.3741365 -0.2899164
temp + oxygen Atlantic (27.5,27.75] -0.1341554 -0.1538673 -0.1144436
temp + oxygen Atlantic (27.75,27.85] -0.0275983 -0.1361281 0.0809316
temp + oxygen Atlantic (27.85,27.95] 0.0635513 -0.0282125 0.1553152
temp + oxygen Atlantic (27.95,28.05] 0.1865662 0.1586569 0.2144755
temp + oxygen Atlantic (28.05,28.1] 0.4106888 0.3661904 0.4551872
temp + oxygen Atlantic (28.1,28.15] 0.4956501 0.4592935 0.5320068
temp + oxygen Atlantic (28.15,28.2] 0.5590683 0.4066313 0.7115054
temp + oxygen Atlantic (28.2, Inf] -0.3401693 -0.3675401 -0.3127986
temp + oxygen Indian (-Inf,26] 0.1509138 0.0897933 0.2120343
temp + oxygen Indian (26,26.5] 0.4243103 0.3564990 0.4921217
temp + oxygen Indian (26.5,26.75] -0.0875814 -0.2222434 0.0470805
temp + oxygen Indian (26.75,27] -0.4835143 -0.6019405 -0.3650881
temp + oxygen Indian (27,27.25] -0.8652570 -0.8851505 -0.8453634
temp + oxygen Indian (27.25,27.5] -0.9230591 -0.9412238 -0.9048944
temp + oxygen Indian (27.5,27.75] -0.9466991 -0.9588621 -0.9345362
temp + oxygen Indian (27.75,27.85] -0.9679866 -0.9723476 -0.9636256
temp + oxygen Indian (27.85,27.95] -0.9568014 -0.9601730 -0.9534298
temp + oxygen Indian (27.95,28.05] -0.8598662 -0.8770200 -0.8427123
temp + oxygen Indian (28.05,28.1] -0.6185277 -0.6421213 -0.5949341
temp + oxygen Indian (28.1, Inf] -0.8873860 -0.9022330 -0.8725390
temp + oxygen Pacific (-Inf,26] -0.2990219 -0.3325085 -0.2655353
temp + oxygen Pacific (26,26.5] -0.1229700 -0.1308701 -0.1150698
temp + oxygen Pacific (26.5,26.75] -0.4499406 -0.4523736 -0.4475077
temp + oxygen Pacific (26.75,27] -0.0877112 -0.0898011 -0.0856213
temp + oxygen Pacific (27,27.25] 0.1528129 0.1456947 0.1599312
temp + oxygen Pacific (27.25,27.5] -0.0213439 -0.0323646 -0.0103232
temp + oxygen Pacific (27.5,27.75] -0.2580978 -0.4085241 -0.1076714
temp + oxygen Pacific (27.75,27.85] -0.2276143 -0.4333903 -0.0218384
temp + oxygen Pacific (27.85,27.95] -0.1786966 -0.4386913 0.0812980
temp + oxygen Pacific (27.95,28.05] -0.0449760 -0.2909162 0.2009643
temp + oxygen Pacific (28.05,28.1] -0.0697989 -0.2622132 0.1226154
temp + oxygen Pacific (28.1, Inf] -0.8530247 -0.8694545 -0.8365949
temp + phosphate Atlantic (-Inf,26] -0.4689693 -0.4768438 -0.4610947
temp + phosphate Atlantic (26,26.5] -0.6627131 -0.6697437 -0.6556825
temp + phosphate Atlantic (26.5,26.75] -0.6166922 -0.6222310 -0.6111534
temp + phosphate Atlantic (26.75,27] -0.4903325 -0.4915415 -0.4891236
temp + phosphate Atlantic (27,27.25] -0.5249691 -0.5457620 -0.5041762
temp + phosphate Atlantic (27.25,27.5] -0.6609765 -0.6658894 -0.6560636
temp + phosphate Atlantic (27.5,27.75] -0.7091703 -0.7127878 -0.7055529
temp + phosphate Atlantic (27.75,27.85] -0.6599705 -0.6868836 -0.6330574
temp + phosphate Atlantic (27.85,27.95] -0.6546193 -0.6836687 -0.6255700
temp + phosphate Atlantic (27.95,28.05] -0.7221286 -0.7299629 -0.7142942
temp + phosphate Atlantic (28.05,28.1] -0.7800203 -0.7911672 -0.7688735
temp + phosphate Atlantic (28.1,28.15] -0.7668448 -0.7838467 -0.7498428
temp + phosphate Atlantic (28.15,28.2] -0.6718784 -0.7958285 -0.5479283
temp + phosphate Atlantic (28.2, Inf] -0.2200026 -0.3078798 -0.1321254
temp + phosphate Indian (-Inf,26] -0.2959707 -0.3575576 -0.2343837
temp + phosphate Indian (26,26.5] -0.5493158 -0.6465669 -0.4520647
temp + phosphate Indian (26.5,26.75] -0.2396768 -0.4427978 -0.0365558
temp + phosphate Indian (26.75,27] -0.0002190 -0.2726936 0.2722555
temp + phosphate Indian (27,27.25] 0.4234836 0.2382028 0.6087643
temp + phosphate Indian (27.25,27.5] 0.6989685 0.6036701 0.7942670
temp + phosphate Indian (27.5,27.75] 0.8399585 0.8038155 0.8761014
temp + phosphate Indian (27.75,27.85] 0.7993583 0.7725012 0.8262155
temp + phosphate Indian (27.85,27.95] 0.6477189 0.6177570 0.6776808
temp + phosphate Indian (27.95,28.05] 0.2857029 0.1950425 0.3763633
temp + phosphate Indian (28.05,28.1] 0.1466571 -0.0592626 0.3525768
temp + phosphate Indian (28.1, Inf] 0.0412570 -0.0789906 0.1615045
temp + phosphate Pacific (-Inf,26] -0.4339584 -0.4398067 -0.4281101
temp + phosphate Pacific (26,26.5] -0.5251992 -0.5454372 -0.5049613
temp + phosphate Pacific (26.5,26.75] -0.2989989 -0.3579989 -0.2399990
temp + phosphate Pacific (26.75,27] -0.4422402 -0.4955874 -0.3888930
temp + phosphate Pacific (27,27.25] -0.4026088 -0.4031281 -0.4020895
temp + phosphate Pacific (27.25,27.5] -0.1393723 -0.1455472 -0.1331974
temp + phosphate Pacific (27.5,27.75] 0.1378643 0.0055663 0.2701622
temp + phosphate Pacific (27.75,27.85] 0.1381773 -0.0461727 0.3225273
temp + phosphate Pacific (27.85,27.95] 0.0752924 -0.1520059 0.3025907
temp + phosphate Pacific (27.95,28.05] -0.0707725 -0.2719522 0.1304071
temp + phosphate Pacific (28.05,28.1] 0.0188391 -0.1665309 0.2042091
temp + phosphate Pacific (28.1, Inf] 0.6640103 0.6617016 0.6663190
temp + silicate Atlantic (-Inf,26] -0.4398121 -0.5002256 -0.3793985
temp + silicate Atlantic (26,26.5] -0.6106144 -0.6413341 -0.5798948
temp + silicate Atlantic (26.5,26.75] -0.5648591 -0.6075374 -0.5221809
temp + silicate Atlantic (26.75,27] -0.4437028 -0.4956250 -0.3917806
temp + silicate Atlantic (27,27.25] -0.5263099 -0.5627225 -0.4898973
temp + silicate Atlantic (27.25,27.5] -0.7536657 -0.7625347 -0.7447967
temp + silicate Atlantic (27.5,27.75] -0.7776088 -0.7931412 -0.7620764
temp + silicate Atlantic (27.75,27.85] -0.7051420 -0.7598467 -0.6504372
temp + silicate Atlantic (27.85,27.95] -0.7278512 -0.7629540 -0.6927484
temp + silicate Atlantic (27.95,28.05] -0.7573065 -0.7749052 -0.7397078
temp + silicate Atlantic (28.05,28.1] -0.7725264 -0.7938280 -0.7512249
temp + silicate Atlantic (28.1,28.15] -0.7536591 -0.7809328 -0.7263855
temp + silicate Atlantic (28.15,28.2] -0.6360376 -0.7727486 -0.4993265
temp + silicate Atlantic (28.2, Inf] -0.1883395 -0.2919698 -0.0847091
temp + silicate Indian (-Inf,26] -0.4658944 -0.4965723 -0.4352165
temp + silicate Indian (26,26.5] -0.5966264 -0.6068176 -0.5864352
temp + silicate Indian (26.5,26.75] -0.1055060 -0.2250120 0.0139999
temp + silicate Indian (26.75,27] 0.2436688 0.0801661 0.4071716
temp + silicate Indian (27,27.25] 0.5139503 0.4467357 0.5811649
temp + silicate Indian (27.25,27.5] 0.5952092 0.5806638 0.6097546
temp + silicate Indian (27.5,27.75] 0.6144992 0.5974753 0.6315232
temp + silicate Indian (27.75,27.85] 0.6912532 0.6073575 0.7751490
temp + silicate Indian (27.85,27.95] 0.6142653 0.5669864 0.6615442
temp + silicate Indian (27.95,28.05] 0.4126235 0.3516625 0.4735844
temp + silicate Indian (28.05,28.1] 0.3195589 0.1912181 0.4478997
temp + silicate Indian (28.1, Inf] -0.0866261 -0.1246927 -0.0485596
temp + silicate Pacific (-Inf,26] -0.5963267 -0.6538238 -0.5388297
temp + silicate Pacific (26,26.5] -0.7454856 -0.7626313 -0.7283399
temp + silicate Pacific (26.5,26.75] -0.6992669 -0.7389506 -0.6595833
temp + silicate Pacific (26.75,27] -0.7191405 -0.7458782 -0.6924027
temp + silicate Pacific (27,27.25] -0.5753782 -0.5873728 -0.5633836
temp + silicate Pacific (27.25,27.5] -0.3775861 -0.4001150 -0.3550573
temp + silicate Pacific (27.5,27.75] -0.1239440 -0.2329985 -0.0148895
temp + silicate Pacific (27.75,27.85] 0.0083992 -0.1784642 0.1952626
temp + silicate Pacific (27.85,27.95] -0.0238461 -0.2666879 0.2189956
temp + silicate Pacific (27.95,28.05] -0.1719675 -0.4241024 0.0801675
temp + silicate Pacific (28.05,28.1] -0.0058685 -0.1961580 0.1844210
temp + silicate Pacific (28.1, Inf] 0.4355564 0.4076135 0.4634992
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")

Version Author Date
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] 0.5652570 0.5614046 0.5691095
aou Atlantic (26,26.5] -0.1802546 -0.1992510 -0.1612581
aou Atlantic (26.5,26.75] -0.4113616 -0.4616411 -0.3610820
aou Atlantic (26.75,27] -0.3197359 -0.4225942 -0.2168775
aou Atlantic (27,27.25] -0.2927496 -0.3549267 -0.2305725
aou Atlantic (27.25,27.5] -0.4289091 -0.4996879 -0.3581302
aou Atlantic (27.5,27.75] -0.7378217 -0.7546798 -0.7209635
aou Atlantic (27.75,27.85] -0.8538103 -0.8911769 -0.8164436
aou Atlantic (27.85,27.95] -0.8780112 -0.8962794 -0.8597430
aou Atlantic (27.95,28.05] -0.8391568 -0.8507608 -0.8275528
aou Atlantic (28.05,28.1] -0.8431909 -0.8631350 -0.8232468
aou Atlantic (28.1,28.15] -0.8674294 -0.8988490 -0.8360097
aou Atlantic (28.15,28.2] -0.9344892 -0.9357043 -0.9332740
aou Atlantic (28.2, Inf] -0.7233247 -0.7625062 -0.6841432
aou Indian (-Inf,26] -0.7257170 -0.7300433 -0.7213907
aou Indian (26,26.5] -0.9259277 -0.9560427 -0.8958127
aou Indian (26.5,26.75] -0.7324436 -0.8179294 -0.6469578
aou Indian (26.75,27] -0.4399470 -0.5795573 -0.3003367
aou Indian (27,27.25] 0.1758862 -0.0562190 0.4079914
aou Indian (27.25,27.5] 0.5305964 0.4460965 0.6150963
aou Indian (27.5,27.75] 0.4498315 0.3482408 0.5514222
aou Indian (27.75,27.85] 0.1521719 0.0581427 0.2462011
aou Indian (27.85,27.95] 0.2505225 0.0950088 0.4060362
aou Indian (27.95,28.05] 0.1406765 -0.0016393 0.2829923
aou Indian (28.05,28.1] 0.1279252 0.1017334 0.1541170
aou Indian (28.1, Inf] 0.4648503 0.4323452 0.4973554
aou Pacific (-Inf,26] 0.0503398 -0.0184704 0.1191501
aou Pacific (26,26.5] -0.5390982 -0.5431367 -0.5350597
aou Pacific (26.5,26.75] -0.3162146 -0.4247930 -0.2076363
aou Pacific (26.75,27] -0.5995165 -0.7008757 -0.4981573
aou Pacific (27,27.25] 0.1083100 0.0430651 0.1735550
aou Pacific (27.25,27.5] 0.6283642 0.6128432 0.6438853
aou Pacific (27.5,27.75] 0.7385212 0.7100666 0.7669758
aou Pacific (27.75,27.85] 0.7988767 0.7779471 0.8198063
aou Pacific (27.85,27.95] 0.7666782 0.7403659 0.7929905
aou Pacific (27.95,28.05] 0.5780711 0.5749697 0.5811724
aou Pacific (28.05,28.1] 0.3046876 0.3045499 0.3048253
aou Pacific (28.1, Inf] 0.3699831 0.2997725 0.4401938
nitrate Atlantic (-Inf,26] 0.3717850 0.3678700 0.3757000
nitrate Atlantic (26,26.5] -0.3517999 -0.4157722 -0.2878276
nitrate Atlantic (26.5,26.75] -0.6156077 -0.6191933 -0.6120220
nitrate Atlantic (26.75,27] -0.6678074 -0.7228604 -0.6127544
nitrate Atlantic (27,27.25] -0.7576792 -0.7956457 -0.7197127
nitrate Atlantic (27.25,27.5] -0.8942797 -0.9128167 -0.8757427
nitrate Atlantic (27.5,27.75] -0.9636104 -0.9670131 -0.9602077
nitrate Atlantic (27.75,27.85] -0.9648563 -0.9672331 -0.9624795
nitrate Atlantic (27.85,27.95] -0.9457105 -0.9508578 -0.9405632
nitrate Atlantic (27.95,28.05] -0.9107879 -0.9300191 -0.8915567
nitrate Atlantic (28.05,28.1] -0.8915920 -0.9196128 -0.8635711
nitrate Atlantic (28.1,28.15] -0.8967728 -0.9314164 -0.8621293
nitrate Atlantic (28.15,28.2] -0.9563458 -0.9653266 -0.9473649
nitrate Atlantic (28.2, Inf] -0.9437519 -0.9572717 -0.9302320
nitrate Indian (-Inf,26] -0.7039159 -0.7041937 -0.7036380
nitrate Indian (26,26.5] -0.9217309 -0.9410063 -0.9024555
nitrate Indian (26.5,26.75] -0.8638527 -0.8971465 -0.8305588
nitrate Indian (26.75,27] -0.7432390 -0.7769941 -0.7094838
nitrate Indian (27,27.25] -0.2727845 -0.3290857 -0.2164833
nitrate Indian (27.25,27.5] 0.3741751 0.3616483 0.3867019
nitrate Indian (27.5,27.75] 0.3974961 0.3369387 0.4580534
nitrate Indian (27.75,27.85] 0.0216007 -0.0619511 0.1051525
nitrate Indian (27.85,27.95] 0.0007319 -0.1093177 0.1107814
nitrate Indian (27.95,28.05] -0.2506162 -0.2640606 -0.2371718
nitrate Indian (28.05,28.1] -0.0921363 -0.2364712 0.0521986
nitrate Indian (28.1, Inf] -0.0571626 -0.1652068 0.0508816
nitrate Pacific (-Inf,26] -0.0073962 -0.0432333 0.0284409
nitrate Pacific (26,26.5] -0.8008946 -0.8221892 -0.7796000
nitrate Pacific (26.5,26.75] -0.6909765 -0.7225651 -0.6593879
nitrate Pacific (26.75,27] -0.7392549 -0.7852566 -0.6932532
nitrate Pacific (27,27.25] 0.0553046 -0.0070645 0.1176736
nitrate Pacific (27.25,27.5] 0.5626657 0.5408766 0.5844548
nitrate Pacific (27.5,27.75] 0.6801448 0.6568018 0.7034878
nitrate Pacific (27.75,27.85] 0.7640832 0.7478791 0.7802874
nitrate Pacific (27.85,27.95] 0.7404050 0.7231334 0.7576766
nitrate Pacific (27.95,28.05] 0.5347870 0.5305921 0.5389820
nitrate Pacific (28.05,28.1] 0.2787156 0.2726276 0.2848037
nitrate Pacific (28.1, Inf] 0.3114198 0.2292126 0.3936270
oxygen Atlantic (-Inf,26] -0.4358323 -0.4598839 -0.4117807
oxygen Atlantic (26,26.5] 0.0291222 0.0022879 0.0559565
oxygen Atlantic (26.5,26.75] 0.2605475 0.1690092 0.3520858
oxygen Atlantic (26.75,27] 0.1558581 0.0492288 0.2624874
oxygen Atlantic (27,27.25] 0.0823127 0.0290973 0.1355281
oxygen Atlantic (27.25,27.5] 0.1423042 0.0724477 0.2121607
oxygen Atlantic (27.5,27.75] 0.4644593 0.4346114 0.4943073
oxygen Atlantic (27.75,27.85] 0.6760332 0.5960506 0.7560157
oxygen Atlantic (27.85,27.95] 0.7585006 0.7122047 0.8047966
oxygen Atlantic (27.95,28.05] 0.7306974 0.7304980 0.7308968
oxygen Atlantic (28.05,28.1] 0.7868432 0.7820290 0.7916573
oxygen Atlantic (28.1,28.15] 0.8395214 0.8136540 0.8653889
oxygen Atlantic (28.15,28.2] 0.9313624 0.9295431 0.9331817
oxygen Atlantic (28.2, Inf] 0.6086634 0.5498699 0.6674569
oxygen Indian (-Inf,26] 0.7808356 0.7666310 0.7950403
oxygen Indian (26,26.5] 0.9257645 0.8973271 0.9542018
oxygen Indian (26.5,26.75] 0.6808014 0.5781058 0.7834970
oxygen Indian (26.75,27] 0.3379047 0.1608640 0.5149453
oxygen Indian (27,27.25] -0.2531241 -0.5042517 -0.0019965
oxygen Indian (27.25,27.5] -0.5446726 -0.6441138 -0.4452315
oxygen Indian (27.5,27.75] -0.4216157 -0.5243753 -0.3188561
oxygen Indian (27.75,27.85] -0.1475159 -0.2375753 -0.0574565
oxygen Indian (27.85,27.95] -0.2717609 -0.4246880 -0.1188338
oxygen Indian (27.95,28.05] -0.1971076 -0.3497096 -0.0445057
oxygen Indian (28.05,28.1] -0.1659687 -0.1759892 -0.1559483
oxygen Indian (28.1, Inf] -0.5125105 -0.5333507 -0.4916704
oxygen Pacific (-Inf,26] 0.2407701 0.1485831 0.3329571
oxygen Pacific (26,26.5] 0.3617297 0.3461523 0.3773070
oxygen Pacific (26.5,26.75] 0.1401160 0.0135892 0.2666427
oxygen Pacific (26.75,27] 0.5103914 0.3786183 0.6421645
oxygen Pacific (27,27.25] -0.0855626 -0.1553900 -0.0157353
oxygen Pacific (27.25,27.5] -0.5860352 -0.6027105 -0.5693598
oxygen Pacific (27.5,27.75] -0.6940335 -0.7298149 -0.6582520
oxygen Pacific (27.75,27.85] -0.7698911 -0.7958363 -0.7439459
oxygen Pacific (27.85,27.95] -0.7435482 -0.7762493 -0.7108471
oxygen Pacific (27.95,28.05] -0.5694090 -0.5733727 -0.5654454
oxygen Pacific (28.05,28.1] -0.3085136 -0.3088712 -0.3081561
oxygen Pacific (28.1, Inf] -0.3790213 -0.4464033 -0.3116392
phosphate Atlantic (-Inf,26] 0.2439169 0.2242314 0.2636025
phosphate Atlantic (26,26.5] -0.4943645 -0.5975215 -0.3912075
phosphate Atlantic (26.5,26.75] -0.7054251 -0.7315010 -0.6793492
phosphate Atlantic (26.75,27] -0.7514845 -0.7873751 -0.7155938
phosphate Atlantic (27,27.25] -0.8301903 -0.8553624 -0.8050181
phosphate Atlantic (27.25,27.5] -0.9311051 -0.9421004 -0.9201098
phosphate Atlantic (27.5,27.75] -0.9759235 -0.9776251 -0.9742219
phosphate Atlantic (27.75,27.85] -0.9731088 -0.9741025 -0.9721152
phosphate Atlantic (27.85,27.95] -0.9519925 -0.9599042 -0.9440808
phosphate Atlantic (27.95,28.05] -0.9185497 -0.9397475 -0.8973520
phosphate Atlantic (28.05,28.1] -0.8966790 -0.9254719 -0.8678860
phosphate Atlantic (28.1,28.15] -0.9016218 -0.9346360 -0.8686076
phosphate Atlantic (28.15,28.2] -0.9591432 -0.9673859 -0.9509005
phosphate Atlantic (28.2, Inf] -0.9518573 -0.9653129 -0.9384016
phosphate Indian (-Inf,26] -0.7255173 -0.7386294 -0.7124052
phosphate Indian (26,26.5] -0.9352247 -0.9681790 -0.9022703
phosphate Indian (26.5,26.75] -0.8716260 -0.9138534 -0.8293987
phosphate Indian (26.75,27] -0.7463430 -0.7877573 -0.7049287
phosphate Indian (27,27.25] -0.2864242 -0.3767833 -0.1960651
phosphate Indian (27.25,27.5] 0.3219318 0.2928826 0.3509810
phosphate Indian (27.5,27.75] 0.3438868 0.2503610 0.4374125
phosphate Indian (27.75,27.85] -0.0166391 -0.0990751 0.0657969
phosphate Indian (27.85,27.95] -0.0449445 -0.1582775 0.0683886
phosphate Indian (27.95,28.05] -0.2780423 -0.2980498 -0.2580348
phosphate Indian (28.05,28.1] -0.1410472 -0.2954161 0.0133216
phosphate Indian (28.1, Inf] -0.1581295 -0.2771036 -0.0391554
phosphate Pacific (-Inf,26] -0.0714394 -0.1054199 -0.0374589
phosphate Pacific (26,26.5] -0.8120091 -0.8284565 -0.7955617
phosphate Pacific (26.5,26.75] -0.7413141 -0.7763263 -0.7063019
phosphate Pacific (26.75,27] -0.7706916 -0.8087337 -0.7326494
phosphate Pacific (27,27.25] 0.0356048 -0.0269899 0.0981995
phosphate Pacific (27.25,27.5] 0.5565162 0.5326989 0.5803335
phosphate Pacific (27.5,27.75] 0.6604163 0.6344005 0.6864322
phosphate Pacific (27.75,27.85] 0.7364616 0.7183952 0.7545281
phosphate Pacific (27.85,27.95] 0.7061005 0.6894627 0.7227383
phosphate Pacific (27.95,28.05] 0.4726665 0.4631818 0.4821512
phosphate Pacific (28.05,28.1] 0.1723530 0.1429913 0.2017146
phosphate Pacific (28.1, Inf] 0.2116185 0.1129342 0.3103028
sal Atlantic (-Inf,26] -0.0371647 -0.0483534 -0.0259760
sal Atlantic (26,26.5] 0.6399894 0.4846118 0.7953670
sal Atlantic (26.5,26.75] 0.7353502 0.6679832 0.8027172
sal Atlantic (26.75,27] 0.7295432 0.7094426 0.7496438
sal Atlantic (27,27.25] 0.8017888 0.7855194 0.8180583
sal Atlantic (27.25,27.5] 0.8326955 0.8065332 0.8588578
sal Atlantic (27.5,27.75] 0.7808540 0.7757464 0.7859616
sal Atlantic (27.75,27.85] 0.6756728 0.6592778 0.6920678
sal Atlantic (27.85,27.95] 0.6103389 0.5989301 0.6217477
sal Atlantic (27.95,28.05] 0.6663628 0.6656949 0.6670306
sal Atlantic (28.05,28.1] 0.7080231 0.6801331 0.7359132
sal Atlantic (28.1,28.15] 0.7297444 0.7027257 0.7567631
sal Atlantic (28.15,28.2] 0.8854113 0.8668915 0.9039310
sal Atlantic (28.2, Inf] 0.9247934 0.9187018 0.9308849
sal Indian (-Inf,26] 0.5283341 0.2806426 0.7760256
sal Indian (26,26.5] 0.6607534 0.5579501 0.7635568
sal Indian (26.5,26.75] 0.5122422 0.2759904 0.7484941
sal Indian (26.75,27] 0.4130624 0.0907425 0.7353822
sal Indian (27,27.25] 0.4124121 0.0911418 0.7336825
sal Indian (27.25,27.5] 0.4902670 0.3029236 0.6776103
sal Indian (27.5,27.75] 0.4175115 0.2216254 0.6133977
sal Indian (27.75,27.85] 0.2006784 0.0735970 0.3277599
sal Indian (27.85,27.95] 0.3692210 0.2046819 0.5337601
sal Indian (27.95,28.05] 0.4446525 0.2829058 0.6063991
sal Indian (28.05,28.1] 0.3119153 0.1109848 0.5128459
sal Indian (28.1, Inf] 0.5326021 0.5303392 0.5348649
sal Pacific (-Inf,26] -0.0408414 -0.0557581 -0.0259248
sal Pacific (26,26.5] 0.6646782 0.6272919 0.7020646
sal Pacific (26.5,26.75] 0.6036555 0.5222577 0.6850533
sal Pacific (26.75,27] 0.3962437 0.2788275 0.5136598
sal Pacific (27,27.25] -0.3634254 -0.3896120 -0.3372387
sal Pacific (27.25,27.5] -0.4921391 -0.5021788 -0.4820995
sal Pacific (27.5,27.75] -0.2366412 -0.3007929 -0.1724896
sal Pacific (27.75,27.85] -0.3029476 -0.4819704 -0.1239247
sal Pacific (27.85,27.95] -0.3050263 -0.4799874 -0.1300653
sal Pacific (27.95,28.05] -0.2479000 -0.3242209 -0.1715790
sal Pacific (28.05,28.1] -0.1758412 -0.2003533 -0.1513291
sal Pacific (28.1, Inf] -0.1547974 -0.1908143 -0.1187805
silicate Atlantic (-Inf,26] 0.1429530 0.1377964 0.1481096
silicate Atlantic (26,26.5] -0.4760830 -0.5582591 -0.3939069
silicate Atlantic (26.5,26.75] -0.6047132 -0.6066653 -0.6027611
silicate Atlantic (26.75,27] -0.5884077 -0.6449692 -0.5318463
silicate Atlantic (27,27.25] -0.7588920 -0.7760567 -0.7417273
silicate Atlantic (27.25,27.5] -0.8893160 -0.8995132 -0.8791189
silicate Atlantic (27.5,27.75] -0.8789547 -0.8887309 -0.8691784
silicate Atlantic (27.75,27.85] -0.8952996 -0.9027159 -0.8878833
silicate Atlantic (27.85,27.95] -0.8909638 -0.9085324 -0.8733953
silicate Atlantic (27.95,28.05] -0.8715424 -0.8988681 -0.8442167
silicate Atlantic (28.05,28.1] -0.8651948 -0.8970922 -0.8332974
silicate Atlantic (28.1,28.15] -0.8839192 -0.9176971 -0.8501412
silicate Atlantic (28.15,28.2] -0.9499919 -0.9601040 -0.9398798
silicate Atlantic (28.2, Inf] -0.9277521 -0.9397319 -0.9157724
silicate Indian (-Inf,26] -0.6299370 -0.6857720 -0.5741020
silicate Indian (26,26.5] -0.9122084 -0.9289914 -0.8954255
silicate Indian (26.5,26.75] -0.7638809 -0.8369985 -0.6907633
silicate Indian (26.75,27] -0.5242750 -0.6342944 -0.4142557
silicate Indian (27,27.25] -0.0840473 -0.2351573 0.0670628
silicate Indian (27.25,27.5] 0.4940954 0.4801434 0.5080474
silicate Indian (27.5,27.75] 0.6193561 0.6015688 0.6371434
silicate Indian (27.75,27.85] 0.2363415 0.1882547 0.2844283
silicate Indian (27.85,27.95] 0.1560800 0.0638271 0.2483329
silicate Indian (27.95,28.05] -0.0412167 -0.0976684 0.0152351
silicate Indian (28.05,28.1] 0.0035657 -0.0580926 0.0652239
silicate Indian (28.1, Inf] -0.1706678 -0.2224590 -0.1188767
silicate Pacific (-Inf,26] -0.0382407 -0.0721767 -0.0043047
silicate Pacific (26,26.5] -0.7612336 -0.7754765 -0.7469907
silicate Pacific (26.5,26.75] -0.6502244 -0.6797335 -0.6207153
silicate Pacific (26.75,27] -0.5423966 -0.5734931 -0.5113002
silicate Pacific (27,27.25] 0.3302289 0.3072838 0.3531739
silicate Pacific (27.25,27.5] 0.8152859 0.8086550 0.8219167
silicate Pacific (27.5,27.75] 0.8743087 0.8667452 0.8818722
silicate Pacific (27.75,27.85] 0.8475584 0.8363284 0.8587884
silicate Pacific (27.85,27.95] 0.7724909 0.7517645 0.7932174
silicate Pacific (27.95,28.05] 0.5490419 0.5471735 0.5509103
silicate Pacific (28.05,28.1] 0.2655881 0.2644381 0.2667380
silicate Pacific (28.1, Inf] 0.2278534 0.1970291 0.2586777
temp Atlantic (-Inf,26] -0.4069993 -0.4153228 -0.3986758
temp Atlantic (26,26.5] 0.5896535 0.4498594 0.7294476
temp Atlantic (26.5,26.75] 0.6578343 0.5803436 0.7353250
temp Atlantic (26.75,27] 0.5991564 0.5633878 0.6349249
temp Atlantic (27,27.25] 0.7137567 0.6871628 0.7403506
temp Atlantic (27.25,27.5] 0.7775178 0.7404548 0.8145809
temp Atlantic (27.5,27.75] 0.7305395 0.7276781 0.7334009
temp Atlantic (27.75,27.85] 0.6525171 0.6486690 0.6563651
temp Atlantic (27.85,27.95] 0.5941385 0.5936273 0.5946497
temp Atlantic (27.95,28.05] 0.6294162 0.6100580 0.6487743
temp Atlantic (28.05,28.1] 0.6357982 0.6080861 0.6635103
temp Atlantic (28.1,28.15] 0.5993458 0.5870036 0.6116880
temp Atlantic (28.15,28.2] 0.5523582 0.4424268 0.6622896
temp Atlantic (28.2, Inf] 0.3175026 0.2151360 0.4198692
temp Indian (-Inf,26] -0.3147936 -0.3725699 -0.2570174
temp Indian (26,26.5] 0.4205593 0.3928677 0.4482509
temp Indian (26.5,26.75] 0.4709511 0.2682518 0.6736503
temp Indian (26.75,27] 0.5235286 0.2636550 0.7834022
temp Indian (27,27.25] 0.5600891 0.2934027 0.8267755
temp Indian (27.25,27.5] 0.5481825 0.3899256 0.7064394
temp Indian (27.5,27.75] 0.2764986 0.1782368 0.3747605
temp Indian (27.75,27.85] 0.1258829 0.0510227 0.2007430
temp Indian (27.85,27.95] 0.3250742 0.1885982 0.4615502
temp Indian (27.95,28.05] 0.3702421 0.2252297 0.5152545
temp Indian (28.05,28.1] 0.2609639 0.0893417 0.4325861
temp Indian (28.1, Inf] 0.5490890 0.5436117 0.5545663
temp Pacific (-Inf,26] -0.6017998 -0.6436091 -0.5599906
temp Pacific (26,26.5] 0.6908014 0.6564107 0.7251921
temp Pacific (26.5,26.75] 0.6345610 0.5551010 0.7140209
temp Pacific (26.75,27] 0.4349447 0.3211751 0.5487142
temp Pacific (27,27.25] -0.2154343 -0.2408660 -0.1900026
temp Pacific (27.25,27.5] -0.4718009 -0.4724520 -0.4711498
temp Pacific (27.5,27.75] -0.3019356 -0.3970558 -0.2068154
temp Pacific (27.75,27.85] -0.2151729 -0.3842139 -0.0461320
temp Pacific (27.85,27.95] -0.2037916 -0.3879590 -0.0196242
temp Pacific (27.95,28.05] -0.1565950 -0.3005983 -0.0125916
temp Pacific (28.05,28.1] -0.0456373 -0.0777406 -0.0135339
temp Pacific (28.1, Inf] 0.3286164 0.2748296 0.3824032
rm(cor_target_predictor, cor_target_predictor_stats)

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