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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]]

Version Author Date
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[2]]

Version Author Date
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[3]]

Version Author Date
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[4]]

Version Author Date
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[5]]

Version Author Date
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[6]]

Version Author Date
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 
GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

3.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version Author Date
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
pair basin gamma_slab mean_r min_r max_r
aou + nitrate Atlantic (-Inf,26] 0.9060893 0.8980939 0.9140847
aou + nitrate Atlantic (26,26.5] 0.9451806 0.9443127 0.9460486
aou + nitrate Atlantic (26.5,26.75] 0.9507814 0.9485760 0.9529869
aou + nitrate Atlantic (26.75,27] 0.8867025 0.8623873 0.9110176
aou + nitrate Atlantic (27,27.25] 0.8327220 0.7748878 0.8905563
aou + nitrate Atlantic (27.25,27.5] 0.8031419 0.7634260 0.8428579
aou + nitrate Atlantic (27.5,27.75] 0.8573662 0.8289586 0.8857739
aou + nitrate Atlantic (27.75,27.85] 0.9224724 0.9063467 0.9385982
aou + nitrate Atlantic (27.85,27.95] 0.9419768 0.9343466 0.9496070
aou + nitrate Atlantic (27.95,28.05] 0.9540854 0.9530593 0.9551115
aou + nitrate Atlantic (28.05,28.1] 0.9738451 0.9737418 0.9739483
aou + nitrate Atlantic (28.1,28.15] 0.9788119 0.9690758 0.9885481
aou + nitrate Atlantic (28.15,28.2] 0.9897577 0.9840336 0.9954819
aou + nitrate Atlantic (28.2, Inf] 0.8176184 0.7386031 0.8966336
aou + nitrate Indian (-Inf,26] 0.9914530 0.9881608 0.9947451
aou + nitrate Indian (26,26.5] 0.9848765 0.9803467 0.9894063
aou + nitrate Indian (26.5,26.75] 0.9676666 0.9577079 0.9776252
aou + nitrate Indian (26.75,27] 0.9287260 0.9111900 0.9462620
aou + nitrate Indian (27,27.25] 0.8812369 0.8741575 0.8883162
aou + nitrate Indian (27.25,27.5] 0.8882791 0.8655088 0.9110495
aou + nitrate Indian (27.5,27.75] 0.9141985 0.9024179 0.9259791
aou + nitrate Indian (27.75,27.85] 0.8893015 0.8662583 0.9123447
aou + nitrate Indian (27.85,27.95] 0.8659573 0.8377220 0.8941925
aou + nitrate Indian (27.95,28.05] 0.8097246 0.7339532 0.8854959
aou + nitrate Indian (28.05,28.1] 0.8724610 0.8034980 0.9414240
aou + nitrate Indian (28.1, Inf] 0.6272541 0.5357021 0.7188060
aou + nitrate Pacific (-Inf,26] 0.8778439 0.8565653 0.8991225
aou + nitrate Pacific (26,26.5] 0.8386867 0.8171111 0.8602623
aou + nitrate Pacific (26.5,26.75] 0.7794433 0.7649405 0.7939461
aou + nitrate Pacific (26.75,27] 0.9002062 0.8920371 0.9083752
aou + nitrate Pacific (27,27.25] 0.9734473 0.9723898 0.9745048
aou + nitrate Pacific (27.25,27.5] 0.9761522 0.9711228 0.9811816
aou + nitrate Pacific (27.5,27.75] 0.9757677 0.9677721 0.9837633
aou + nitrate Pacific (27.75,27.85] 0.9808617 0.9718692 0.9898542
aou + nitrate Pacific (27.85,27.95] 0.9785760 0.9700114 0.9871406
aou + nitrate Pacific (27.95,28.05] 0.9669343 0.9603158 0.9735529
aou + nitrate Pacific (28.05,28.1] 0.9482828 0.9299512 0.9666143
aou + nitrate Pacific (28.1, Inf] 0.9467633 0.9275378 0.9659888
aou + oxygen Atlantic (-Inf,26] -0.9378399 -0.9401856 -0.9354941
aou + oxygen Atlantic (26,26.5] -0.9480151 -0.9482991 -0.9477310
aou + oxygen Atlantic (26.5,26.75] -0.9577962 -0.9669847 -0.9486077
aou + oxygen Atlantic (26.75,27] -0.9575325 -0.9644996 -0.9505654
aou + oxygen Atlantic (27,27.25] -0.9587198 -0.9621745 -0.9552651
aou + oxygen Atlantic (27.25,27.5] -0.9429208 -0.9515136 -0.9343279
aou + oxygen Atlantic (27.5,27.75] -0.9320281 -0.9455364 -0.9185197
aou + oxygen Atlantic (27.75,27.85] -0.9567915 -0.9649372 -0.9486457
aou + oxygen Atlantic (27.85,27.95] -0.9780433 -0.9814889 -0.9745977
aou + oxygen Atlantic (27.95,28.05] -0.9826439 -0.9846614 -0.9806264
aou + oxygen Atlantic (28.05,28.1] -0.9897383 -0.9901379 -0.9893386
aou + oxygen Atlantic (28.1,28.15] -0.9921347 -0.9944900 -0.9897794
aou + oxygen Atlantic (28.15,28.2] -0.9953805 -0.9976793 -0.9930816
aou + oxygen Atlantic (28.2, Inf] -0.9761555 -0.9823135 -0.9699975
aou + oxygen Indian (-Inf,26] -0.9929110 -0.9943479 -0.9914741
aou + oxygen Indian (26,26.5] -0.9969277 -0.9970531 -0.9968023
aou + oxygen Indian (26.5,26.75] -0.9967704 -0.9979137 -0.9956271
aou + oxygen Indian (26.75,27] -0.9946674 -0.9969931 -0.9923418
aou + oxygen Indian (27,27.25] -0.9948163 -0.9958244 -0.9938082
aou + oxygen Indian (27.25,27.5] -0.9954989 -0.9958482 -0.9951496
aou + oxygen Indian (27.5,27.75] -0.9961969 -0.9965962 -0.9957976
aou + oxygen Indian (27.75,27.85] -0.9972081 -0.9978639 -0.9965523
aou + oxygen Indian (27.85,27.95] -0.9948710 -0.9950573 -0.9946847
aou + oxygen Indian (27.95,28.05] -0.9905021 -0.9918794 -0.9891248
aou + oxygen Indian (28.05,28.1] -0.9908866 -0.9960360 -0.9857372
aou + oxygen Indian (28.1, Inf] -0.9870601 -0.9882390 -0.9858812
aou + oxygen Pacific (-Inf,26] -0.8517485 -0.8623571 -0.8411399
aou + oxygen Pacific (26,26.5] -0.9765033 -0.9784584 -0.9745483
aou + oxygen Pacific (26.5,26.75] -0.9759100 -0.9793991 -0.9724209
aou + oxygen Pacific (26.75,27] -0.9752947 -0.9786566 -0.9719328
aou + oxygen Pacific (27,27.25] -0.9939733 -0.9948839 -0.9930627
aou + oxygen Pacific (27.25,27.5] -0.9958073 -0.9964424 -0.9951722
aou + oxygen Pacific (27.5,27.75] -0.9960264 -0.9969074 -0.9951454
aou + oxygen Pacific (27.75,27.85] -0.9977373 -0.9977845 -0.9976901
aou + oxygen Pacific (27.85,27.95] -0.9985931 -0.9989428 -0.9982435
aou + oxygen Pacific (27.95,28.05] -0.9984237 -0.9987347 -0.9981127
aou + oxygen Pacific (28.05,28.1] -0.9991238 -0.9991267 -0.9991209
aou + oxygen Pacific (28.1, Inf] -0.9958456 -0.9964190 -0.9952722
aou + phosphate Atlantic (-Inf,26] 0.7121416 0.6980410 0.7262423
aou + phosphate Atlantic (26,26.5] 0.8305821 0.8202876 0.8408767
aou + phosphate Atlantic (26.5,26.75] 0.8822284 0.8798390 0.8846178
aou + phosphate Atlantic (26.75,27] 0.8162236 0.7965259 0.8359213
aou + phosphate Atlantic (27,27.25] 0.7731223 0.7057283 0.8405163
aou + phosphate Atlantic (27.25,27.5] 0.7544314 0.7101239 0.7987389
aou + phosphate Atlantic (27.5,27.75] 0.8304865 0.7999543 0.8610188
aou + phosphate Atlantic (27.75,27.85] 0.9041037 0.8879205 0.9202870
aou + phosphate Atlantic (27.85,27.95] 0.9377290 0.9300060 0.9454520
aou + phosphate Atlantic (27.95,28.05] 0.9519155 0.9494379 0.9543931
aou + phosphate Atlantic (28.05,28.1] 0.9686708 0.9660715 0.9712702
aou + phosphate Atlantic (28.1,28.15] 0.9734770 0.9679294 0.9790245
aou + phosphate Atlantic (28.15,28.2] 0.9899600 0.9839870 0.9959329
aou + phosphate Atlantic (28.2, Inf] 0.8182546 0.7396817 0.8968275
aou + phosphate Indian (-Inf,26] 0.9934090 0.9905012 0.9963169
aou + phosphate Indian (26,26.5] 0.9941122 0.9918805 0.9963439
aou + phosphate Indian (26.5,26.75] 0.9775401 0.9623149 0.9927654
aou + phosphate Indian (26.75,27] 0.9476561 0.9218735 0.9734387
aou + phosphate Indian (27,27.25] 0.9288115 0.8965164 0.9611067
aou + phosphate Indian (27.25,27.5] 0.9452281 0.9336076 0.9568486
aou + phosphate Indian (27.5,27.75] 0.9560260 0.9539168 0.9581351
aou + phosphate Indian (27.75,27.85] 0.9303082 0.9104895 0.9501268
aou + phosphate Indian (27.85,27.95] 0.8848117 0.8458488 0.9237745
aou + phosphate Indian (27.95,28.05] 0.8394170 0.7660602 0.9127738
aou + phosphate Indian (28.05,28.1] 0.8928289 0.8294400 0.9562178
aou + phosphate Indian (28.1, Inf] 0.6547903 0.5721355 0.7374450
aou + phosphate Pacific (-Inf,26] 0.8719631 0.8633006 0.8806255
aou + phosphate Pacific (26,26.5] 0.8945864 0.8713047 0.9178681
aou + phosphate Pacific (26.5,26.75] 0.8255125 0.8047830 0.8462421
aou + phosphate Pacific (26.75,27] 0.9070542 0.9017017 0.9124067
aou + phosphate Pacific (27,27.25] 0.9801978 0.9795867 0.9808088
aou + phosphate Pacific (27.25,27.5] 0.9823559 0.9811020 0.9836097
aou + phosphate Pacific (27.5,27.75] 0.9778287 0.9724704 0.9831870
aou + phosphate Pacific (27.75,27.85] 0.9804808 0.9740067 0.9869550
aou + phosphate Pacific (27.85,27.95] 0.9806218 0.9753349 0.9859086
aou + phosphate Pacific (27.95,28.05] 0.9743464 0.9695720 0.9791209
aou + phosphate Pacific (28.05,28.1] 0.9658640 0.9605879 0.9711401
aou + phosphate Pacific (28.1, Inf] 0.9409588 0.9236816 0.9582361
aou + silicate Atlantic (-Inf,26] 0.4080337 0.3009804 0.5150871
aou + silicate Atlantic (26,26.5] 0.7548913 0.7211775 0.7886050
aou + silicate Atlantic (26.5,26.75] 0.8759264 0.8709701 0.8808827
aou + silicate Atlantic (26.75,27] 0.8351868 0.8245290 0.8458445
aou + silicate Atlantic (27,27.25] 0.7221767 0.6254616 0.8188917
aou + silicate Atlantic (27.25,27.5] 0.5850249 0.5003618 0.6696880
aou + silicate Atlantic (27.5,27.75] 0.6061711 0.5545501 0.6577921
aou + silicate Atlantic (27.75,27.85] 0.7912129 0.7897472 0.7926787
aou + silicate Atlantic (27.85,27.95] 0.8632044 0.8608886 0.8655202
aou + silicate Atlantic (27.95,28.05] 0.9285897 0.9205690 0.9366104
aou + silicate Atlantic (28.05,28.1] 0.9683566 0.9656229 0.9710903
aou + silicate Atlantic (28.1,28.15] 0.9707595 0.9667481 0.9747710
aou + silicate Atlantic (28.15,28.2] 0.9899057 0.9852254 0.9945859
aou + silicate Atlantic (28.2, Inf] 0.8488723 0.8174649 0.8802797
aou + silicate Indian (-Inf,26] 0.9091037 0.8645206 0.9536868
aou + silicate Indian (26,26.5] 0.9335551 0.9083902 0.9587199
aou + silicate Indian (26.5,26.75] 0.9535171 0.9350157 0.9720184
aou + silicate Indian (26.75,27] 0.9663849 0.9551588 0.9776109
aou + silicate Indian (27,27.25] 0.9197666 0.9001864 0.9393467
aou + silicate Indian (27.25,27.5] 0.8652536 0.8372727 0.8932344
aou + silicate Indian (27.5,27.75] 0.8280791 0.7870008 0.8691575
aou + silicate Indian (27.75,27.85] 0.8509589 0.8255699 0.8763479
aou + silicate Indian (27.85,27.95] 0.8423374 0.8066088 0.8780661
aou + silicate Indian (27.95,28.05] 0.8605521 0.8175015 0.9036027
aou + silicate Indian (28.05,28.1] 0.9352047 0.9178610 0.9525484
aou + silicate Indian (28.1, Inf] 0.5385138 0.5264874 0.5505403
aou + silicate Pacific (-Inf,26] 0.6043060 0.6012333 0.6073788
aou + silicate Pacific (26,26.5] 0.4785175 0.3597639 0.5972711
aou + silicate Pacific (26.5,26.75] 0.3252138 0.2557046 0.3947230
aou + silicate Pacific (26.75,27] 0.6165234 0.5355292 0.6975176
aou + silicate Pacific (27,27.25] 0.8797232 0.8496587 0.9097876
aou + silicate Pacific (27.25,27.5] 0.9020889 0.8731866 0.9309912
aou + silicate Pacific (27.5,27.75] 0.9171247 0.8883362 0.9459133
aou + silicate Pacific (27.75,27.85] 0.9672059 0.9647590 0.9696527
aou + silicate Pacific (27.85,27.95] 0.9634516 0.9621530 0.9647503
aou + silicate Pacific (27.95,28.05] 0.9458473 0.9446550 0.9470397
aou + silicate Pacific (28.05,28.1] 0.9515568 0.9490926 0.9540209
aou + silicate Pacific (28.1, Inf] 0.8578384 0.8515346 0.8641422
nitrate + silicate Atlantic (-Inf,26] 0.5587836 0.5244257 0.5931415
nitrate + silicate Atlantic (26,26.5] 0.8593207 0.8481514 0.8704900
nitrate + silicate Atlantic (26.5,26.75] 0.9352442 0.9281674 0.9423210
nitrate + silicate Atlantic (26.75,27] 0.9164124 0.8859991 0.9468256
nitrate + silicate Atlantic (27,27.25] 0.9113285 0.8776251 0.9450319
nitrate + silicate Atlantic (27.25,27.5] 0.8920584 0.8716491 0.9124677
nitrate + silicate Atlantic (27.5,27.75] 0.8828554 0.8745653 0.8911454
nitrate + silicate Atlantic (27.75,27.85] 0.9396449 0.9322089 0.9470810
nitrate + silicate Atlantic (27.85,27.95] 0.9648514 0.9606036 0.9690992
nitrate + silicate Atlantic (27.95,28.05] 0.9792407 0.9766785 0.9818030
nitrate + silicate Atlantic (28.05,28.1] 0.9874577 0.9866691 0.9882462
nitrate + silicate Atlantic (28.1,28.15] 0.9887576 0.9880814 0.9894338
nitrate + silicate Atlantic (28.15,28.2] 0.9942109 0.9926730 0.9957489
nitrate + silicate Atlantic (28.2, Inf] 0.9653687 0.9442748 0.9864626
nitrate + silicate Indian (-Inf,26] 0.9299296 0.8966412 0.9632180
nitrate + silicate Indian (26,26.5] 0.9515201 0.9416878 0.9613525
nitrate + silicate Indian (26.5,26.75] 0.9496737 0.9492339 0.9501135
nitrate + silicate Indian (26.75,27] 0.9346305 0.9251991 0.9440619
nitrate + silicate Indian (27,27.25] 0.9321142 0.9241827 0.9400457
nitrate + silicate Indian (27.25,27.5] 0.9278174 0.9143847 0.9412501
nitrate + silicate Indian (27.5,27.75] 0.8451066 0.8260782 0.8641350
nitrate + silicate Indian (27.75,27.85] 0.7804341 0.7606005 0.8002677
nitrate + silicate Indian (27.85,27.95] 0.8496950 0.8421600 0.8572300
nitrate + silicate Indian (27.95,28.05] 0.9005008 0.8894736 0.9115279
nitrate + silicate Indian (28.05,28.1] 0.9491038 0.9346474 0.9635601
nitrate + silicate Indian (28.1, Inf] 0.8173615 0.8130217 0.8217013
nitrate + silicate Pacific (-Inf,26] 0.8247596 0.8032347 0.8462845
nitrate + silicate Pacific (26,26.5] 0.7707953 0.7232736 0.8183170
nitrate + silicate Pacific (26.5,26.75] 0.7243636 0.6611332 0.7875939
nitrate + silicate Pacific (26.75,27] 0.8134847 0.7731751 0.8537944
nitrate + silicate Pacific (27,27.25] 0.8932545 0.8626005 0.9239085
nitrate + silicate Pacific (27.25,27.5] 0.8641752 0.8179854 0.9103651
nitrate + silicate Pacific (27.5,27.75] 0.8668700 0.8179016 0.9158385
nitrate + silicate Pacific (27.75,27.85] 0.9361849 0.9201363 0.9522334
nitrate + silicate Pacific (27.85,27.95] 0.9449025 0.9336270 0.9561780
nitrate + silicate Pacific (27.95,28.05] 0.9217202 0.9179068 0.9255335
nitrate + silicate Pacific (28.05,28.1] 0.9045993 0.8919505 0.9172481
nitrate + silicate Pacific (28.1, Inf] 0.9076774 0.8971652 0.9181896
oxygen + nitrate Atlantic (-Inf,26] -0.8464157 -0.8714265 -0.8214049
oxygen + nitrate Atlantic (26,26.5] -0.8170202 -0.8190913 -0.8149492
oxygen + nitrate Atlantic (26.5,26.75] -0.8372735 -0.8493841 -0.8251629
oxygen + nitrate Atlantic (26.75,27] -0.7446849 -0.7828048 -0.7065650
oxygen + nitrate Atlantic (27,27.25] -0.6642144 -0.7535213 -0.5749074
oxygen + nitrate Atlantic (27.25,27.5] -0.5766511 -0.6473544 -0.5059478
oxygen + nitrate Atlantic (27.5,27.75] -0.6335909 -0.7058077 -0.5613741
oxygen + nitrate Atlantic (27.75,27.85] -0.7787362 -0.8221722 -0.7353003
oxygen + nitrate Atlantic (27.85,27.95] -0.8592221 -0.8775949 -0.8408492
oxygen + nitrate Atlantic (27.95,28.05] -0.8945587 -0.8994588 -0.8896587
oxygen + nitrate Atlantic (28.05,28.1] -0.9403578 -0.9415006 -0.9392151
oxygen + nitrate Atlantic (28.1,28.15] -0.9527169 -0.9731206 -0.9323133
oxygen + nitrate Atlantic (28.15,28.2] -0.9813203 -0.9915477 -0.9710930
oxygen + nitrate Atlantic (28.2, Inf] -0.7040074 -0.8245792 -0.5834356
oxygen + nitrate Indian (-Inf,26] -0.9795109 -0.9834919 -0.9755299
oxygen + nitrate Indian (26,26.5] -0.9708170 -0.9780805 -0.9635534
oxygen + nitrate Indian (26.5,26.75] -0.9460126 -0.9634507 -0.9285744
oxygen + nitrate Indian (26.75,27] -0.8873302 -0.9200529 -0.8546074
oxygen + nitrate Indian (27,27.25] -0.8314442 -0.8468900 -0.8159983
oxygen + nitrate Indian (27.25,27.5] -0.8450720 -0.8728517 -0.8172924
oxygen + nitrate Indian (27.5,27.75] -0.8899071 -0.9060070 -0.8738071
oxygen + nitrate Indian (27.75,27.85] -0.8726268 -0.8996776 -0.8455760
oxygen + nitrate Indian (27.85,27.95] -0.8232141 -0.8562146 -0.7902136
oxygen + nitrate Indian (27.95,28.05] -0.7321672 -0.8281316 -0.6362028
oxygen + nitrate Indian (28.05,28.1] -0.8080176 -0.9154179 -0.7006174
oxygen + nitrate Indian (28.1, Inf] -0.5100739 -0.6196455 -0.4005024
oxygen + nitrate Pacific (-Inf,26] -0.5761142 -0.6425142 -0.5097141
oxygen + nitrate Pacific (26,26.5] -0.7201923 -0.7392117 -0.7011728
oxygen + nitrate Pacific (26.5,26.75] -0.6421624 -0.6766165 -0.6077082
oxygen + nitrate Pacific (26.75,27] -0.7949239 -0.8125494 -0.7772983
oxygen + nitrate Pacific (27,27.25] -0.9510381 -0.9525731 -0.9495032
oxygen + nitrate Pacific (27.25,27.5] -0.9670747 -0.9708948 -0.9632546
oxygen + nitrate Pacific (27.5,27.75] -0.9712352 -0.9781949 -0.9642755
oxygen + nitrate Pacific (27.75,27.85] -0.9783380 -0.9867811 -0.9698950
oxygen + nitrate Pacific (27.85,27.95] -0.9769205 -0.9837323 -0.9701086
oxygen + nitrate Pacific (27.95,28.05] -0.9622749 -0.9700883 -0.9544615
oxygen + nitrate Pacific (28.05,28.1] -0.9422982 -0.9607996 -0.9237968
oxygen + nitrate Pacific (28.1, Inf] -0.9244395 -0.9464183 -0.9024606
oxygen + phosphate Atlantic (-Inf,26] -0.5594580 -0.5599394 -0.5589766
oxygen + phosphate Atlantic (26,26.5] -0.6267587 -0.6405869 -0.6129306
oxygen + phosphate Atlantic (26.5,26.75] -0.7232887 -0.7390726 -0.7075049
oxygen + phosphate Atlantic (26.75,27] -0.6383586 -0.6715159 -0.6052013
oxygen + phosphate Atlantic (27,27.25] -0.5799324 -0.6776777 -0.4821871
oxygen + phosphate Atlantic (27.25,27.5] -0.5080961 -0.5839983 -0.4321939
oxygen + phosphate Atlantic (27.5,27.75] -0.5900561 -0.6642094 -0.5159028
oxygen + phosphate Atlantic (27.75,27.85] -0.7480931 -0.7906939 -0.7054922
oxygen + phosphate Atlantic (27.85,27.95] -0.8514457 -0.8703140 -0.8325774
oxygen + phosphate Atlantic (27.95,28.05] -0.8901454 -0.8935579 -0.8867328
oxygen + phosphate Atlantic (28.05,28.1] -0.9331757 -0.9366560 -0.9296954
oxygen + phosphate Atlantic (28.1,28.15] -0.9434043 -0.9587339 -0.9280747
oxygen + phosphate Atlantic (28.15,28.2] -0.9808148 -0.9922437 -0.9693859
oxygen + phosphate Atlantic (28.2, Inf] -0.7025580 -0.8239424 -0.5811736
oxygen + phosphate Indian (-Inf,26] -0.9854438 -0.9857448 -0.9851427
oxygen + phosphate Indian (26,26.5] -0.9852239 -0.9896230 -0.9808248
oxygen + phosphate Indian (26.5,26.75] -0.9598645 -0.9854410 -0.9342880
oxygen + phosphate Indian (26.75,27] -0.9124193 -0.9562840 -0.8685546
oxygen + phosphate Indian (27,27.25] -0.8905801 -0.9374776 -0.8436826
oxygen + phosphate Indian (27.25,27.5] -0.9160118 -0.9313094 -0.9007142
oxygen + phosphate Indian (27.5,27.75] -0.9418051 -0.9437134 -0.9398967
oxygen + phosphate Indian (27.75,27.85] -0.9118319 -0.9354814 -0.8881825
oxygen + phosphate Indian (27.85,27.95] -0.8415222 -0.8882772 -0.7947672
oxygen + phosphate Indian (27.95,28.05] -0.7663643 -0.8609625 -0.6717661
oxygen + phosphate Indian (28.05,28.1] -0.8332487 -0.9329826 -0.7335148
oxygen + phosphate Indian (28.1, Inf] -0.5411306 -0.6404095 -0.4418516
oxygen + phosphate Pacific (-Inf,26] -0.6193054 -0.6675276 -0.5710832
oxygen + phosphate Pacific (26,26.5] -0.7861857 -0.8138934 -0.7584780
oxygen + phosphate Pacific (26.5,26.75] -0.6905798 -0.7287679 -0.6523917
oxygen + phosphate Pacific (26.75,27] -0.7982187 -0.8153305 -0.7811069
oxygen + phosphate Pacific (27,27.25] -0.9578490 -0.9585383 -0.9571598
oxygen + phosphate Pacific (27.25,27.5] -0.9721842 -0.9734262 -0.9709421
oxygen + phosphate Pacific (27.5,27.75] -0.9733677 -0.9783462 -0.9683893
oxygen + phosphate Pacific (27.75,27.85] -0.9774898 -0.9837832 -0.9711963
oxygen + phosphate Pacific (27.85,27.95] -0.9784175 -0.9823175 -0.9745175
oxygen + phosphate Pacific (27.95,28.05] -0.9697666 -0.9755867 -0.9639466
oxygen + phosphate Pacific (28.05,28.1] -0.9620665 -0.9665648 -0.9575683
oxygen + phosphate Pacific (28.1, Inf] -0.9173422 -0.9383299 -0.8963546
oxygen + silicate Atlantic (-Inf,26] -0.2589074 -0.3950821 -0.1227326
oxygen + silicate Atlantic (26,26.5] -0.5650056 -0.5969131 -0.5330981
oxygen + silicate Atlantic (26.5,26.75] -0.7336895 -0.7710893 -0.6962896
oxygen + silicate Atlantic (26.75,27] -0.6783173 -0.6985110 -0.6581236
oxygen + silicate Atlantic (27,27.25] -0.5356889 -0.6589414 -0.4124364
oxygen + silicate Atlantic (27.25,27.5] -0.3158837 -0.4339867 -0.1977807
oxygen + silicate Atlantic (27.5,27.75] -0.3211077 -0.4158795 -0.2263358
oxygen + silicate Atlantic (27.75,27.85] -0.6086099 -0.6298913 -0.5873284
oxygen + silicate Atlantic (27.85,27.95] -0.7506679 -0.7628736 -0.7384622
oxygen + silicate Atlantic (27.95,28.05] -0.8510177 -0.8569526 -0.8450828
oxygen + silicate Atlantic (28.05,28.1] -0.9276379 -0.9333402 -0.9219355
oxygen + silicate Atlantic (28.1,28.15] -0.9380258 -0.9496037 -0.9264479
oxygen + silicate Atlantic (28.15,28.2] -0.9831522 -0.9910614 -0.9752431
oxygen + silicate Atlantic (28.2, Inf] -0.7425306 -0.8057695 -0.6792917
oxygen + silicate Indian (-Inf,26] -0.8818012 -0.9337733 -0.8298291
oxygen + silicate Indian (26,26.5] -0.9156804 -0.9481721 -0.8831888
oxygen + silicate Indian (26.5,26.75] -0.9399826 -0.9612371 -0.9187280
oxygen + silicate Indian (26.75,27] -0.9502159 -0.9594225 -0.9410094
oxygen + silicate Indian (27,27.25] -0.8859031 -0.9042442 -0.8675620
oxygen + silicate Indian (27.25,27.5] -0.8216591 -0.8556862 -0.7876320
oxygen + silicate Indian (27.5,27.75] -0.7864181 -0.8349181 -0.7379182
oxygen + silicate Indian (27.75,27.85] -0.8241853 -0.8551644 -0.7932062
oxygen + silicate Indian (27.85,27.95] -0.7993452 -0.8464677 -0.7522227
oxygen + silicate Indian (27.95,28.05] -0.7977920 -0.8588213 -0.7367627
oxygen + silicate Indian (28.05,28.1] -0.8913286 -0.9336919 -0.8489652
oxygen + silicate Indian (28.1, Inf] -0.4176028 -0.4353229 -0.3998827
oxygen + silicate Pacific (-Inf,26] -0.2396827 -0.2654610 -0.2139044
oxygen + silicate Pacific (26,26.5] -0.3082898 -0.4320851 -0.1844946
oxygen + silicate Pacific (26.5,26.75] -0.1343613 -0.1904045 -0.0783181
oxygen + silicate Pacific (26.75,27] -0.4428254 -0.5483851 -0.3372658
oxygen + silicate Pacific (27,27.25] -0.8295970 -0.8694222 -0.7897718
oxygen + silicate Pacific (27.25,27.5] -0.8653434 -0.9022863 -0.8284004
oxygen + silicate Pacific (27.5,27.75] -0.8855064 -0.9240363 -0.8469765
oxygen + silicate Pacific (27.75,27.85] -0.9551623 -0.9579626 -0.9523621
oxygen + silicate Pacific (27.85,27.95] -0.9544394 -0.9547161 -0.9541626
oxygen + silicate Pacific (27.95,28.05] -0.9323503 -0.9327002 -0.9320004
oxygen + silicate Pacific (28.05,28.1] -0.9434941 -0.9467095 -0.9402786
oxygen + silicate Pacific (28.1, Inf] -0.8134889 -0.8232789 -0.8036989
phosphate + nitrate Atlantic (-Inf,26] 0.8274415 0.7734810 0.8814020
phosphate + nitrate Atlantic (26,26.5] 0.9306703 0.9290829 0.9322576
phosphate + nitrate Atlantic (26.5,26.75] 0.9743070 0.9742041 0.9744099
phosphate + nitrate Atlantic (26.75,27] 0.9810029 0.9805985 0.9814072
phosphate + nitrate Atlantic (27,27.25] 0.9889355 0.9874252 0.9904457
phosphate + nitrate Atlantic (27.25,27.5] 0.9934979 0.9926406 0.9943552
phosphate + nitrate Atlantic (27.5,27.75] 0.9952367 0.9950902 0.9953831
phosphate + nitrate Atlantic (27.75,27.85] 0.9950891 0.9942288 0.9959494
phosphate + nitrate Atlantic (27.85,27.95] 0.9942277 0.9937293 0.9947260
phosphate + nitrate Atlantic (27.95,28.05] 0.9933868 0.9929080 0.9938657
phosphate + nitrate Atlantic (28.05,28.1] 0.9912408 0.9901770 0.9923045
phosphate + nitrate Atlantic (28.1,28.15] 0.9928426 0.9928030 0.9928822
phosphate + nitrate Atlantic (28.15,28.2] 0.9970973 0.9969305 0.9972641
phosphate + nitrate Atlantic (28.2, Inf] 0.9881996 0.9809312 0.9954680
phosphate + nitrate Indian (-Inf,26] 0.9942300 0.9907623 0.9976977
phosphate + nitrate Indian (26,26.5] 0.9896569 0.9823984 0.9969155
phosphate + nitrate Indian (26.5,26.75] 0.9914253 0.9853164 0.9975341
phosphate + nitrate Indian (26.75,27] 0.9863611 0.9769550 0.9957672
phosphate + nitrate Indian (27,27.25] 0.9632020 0.9345488 0.9918551
phosphate + nitrate Indian (27.25,27.5] 0.9554422 0.9262990 0.9845854
phosphate + nitrate Indian (27.5,27.75] 0.9424664 0.9311039 0.9538289
phosphate + nitrate Indian (27.75,27.85] 0.9284202 0.9262700 0.9305704
phosphate + nitrate Indian (27.85,27.95] 0.9571750 0.9556214 0.9587286
phosphate + nitrate Indian (27.95,28.05] 0.9769885 0.9754396 0.9785373
phosphate + nitrate Indian (28.05,28.1] 0.9821476 0.9803834 0.9839118
phosphate + nitrate Indian (28.1, Inf] 0.9302477 0.9200545 0.9404409
phosphate + nitrate Pacific (-Inf,26] 0.9488237 0.9444413 0.9532060
phosphate + nitrate Pacific (26,26.5] 0.9354364 0.9234546 0.9474182
phosphate + nitrate Pacific (26.5,26.75] 0.9329944 0.9191323 0.9468564
phosphate + nitrate Pacific (26.75,27] 0.9734741 0.9658144 0.9811338
phosphate + nitrate Pacific (27,27.25] 0.9870827 0.9842370 0.9899285
phosphate + nitrate Pacific (27.25,27.5] 0.9882551 0.9842536 0.9922565
phosphate + nitrate Pacific (27.5,27.75] 0.9871209 0.9803416 0.9939002
phosphate + nitrate Pacific (27.75,27.85] 0.9799994 0.9680274 0.9919715
phosphate + nitrate Pacific (27.85,27.95] 0.9743956 0.9598084 0.9889827
phosphate + nitrate Pacific (27.95,28.05] 0.9595827 0.9505060 0.9686595
phosphate + nitrate Pacific (28.05,28.1] 0.9311163 0.9071993 0.9550333
phosphate + nitrate Pacific (28.1, Inf] 0.9495040 0.9268909 0.9721170
phosphate + silicate Atlantic (-Inf,26] 0.7716686 0.7374635 0.8058736
phosphate + silicate Atlantic (26,26.5] 0.9221533 0.9019444 0.9423622
phosphate + silicate Atlantic (26.5,26.75] 0.9428781 0.9267788 0.9589774
phosphate + silicate Atlantic (26.75,27] 0.9258840 0.8998554 0.9519125
phosphate + silicate Atlantic (27,27.25] 0.9228664 0.8917621 0.9539708
phosphate + silicate Atlantic (27.25,27.5] 0.9129196 0.8966012 0.9292380
phosphate + silicate Atlantic (27.5,27.75] 0.8988648 0.8913799 0.9063496
phosphate + silicate Atlantic (27.75,27.85] 0.9469817 0.9409823 0.9529812
phosphate + silicate Atlantic (27.85,27.95] 0.9674735 0.9629172 0.9720298
phosphate + silicate Atlantic (27.95,28.05] 0.9807084 0.9781921 0.9832248
phosphate + silicate Atlantic (28.05,28.1] 0.9875969 0.9857673 0.9894266
phosphate + silicate Atlantic (28.1,28.15] 0.9916726 0.9905826 0.9927625
phosphate + silicate Atlantic (28.15,28.2] 0.9946038 0.9936342 0.9955734
phosphate + silicate Atlantic (28.2, Inf] 0.9724137 0.9564293 0.9883981
phosphate + silicate Indian (-Inf,26] 0.9166136 0.8696326 0.9635946
phosphate + silicate Indian (26,26.5] 0.9436115 0.9230692 0.9641538
phosphate + silicate Indian (26.5,26.75] 0.9498436 0.9457331 0.9539541
phosphate + silicate Indian (26.75,27] 0.9442451 0.9373598 0.9511305
phosphate + silicate Indian (27,27.25] 0.9360902 0.9189933 0.9531871
phosphate + silicate Indian (27.25,27.5] 0.9101641 0.8747114 0.9456168
phosphate + silicate Indian (27.5,27.75] 0.8466034 0.7935060 0.8997008
phosphate + silicate Indian (27.75,27.85] 0.8748178 0.8663270 0.8833085
phosphate + silicate Indian (27.85,27.95] 0.9066607 0.9049587 0.9083628
phosphate + silicate Indian (27.95,28.05] 0.9237099 0.9158877 0.9315322
phosphate + silicate Indian (28.05,28.1] 0.9586738 0.9466706 0.9706769
phosphate + silicate Indian (28.1, Inf] 0.8090161 0.7963697 0.8216625
phosphate + silicate Pacific (-Inf,26] 0.7216174 0.6858158 0.7574190
phosphate + silicate Pacific (26,26.5] 0.7317887 0.6844166 0.7791608
phosphate + silicate Pacific (26.5,26.75] 0.6880816 0.6235040 0.7526591
phosphate + silicate Pacific (26.75,27] 0.8179622 0.7795966 0.8563277
phosphate + silicate Pacific (27,27.25] 0.9055670 0.8806908 0.9304433
phosphate + silicate Pacific (27.25,27.5] 0.8817535 0.8463162 0.9171907
phosphate + silicate Pacific (27.5,27.75] 0.8730437 0.8302725 0.9158150
phosphate + silicate Pacific (27.75,27.85] 0.9436297 0.9321474 0.9551119
phosphate + silicate Pacific (27.85,27.95] 0.9566845 0.9490145 0.9643544
phosphate + silicate Pacific (27.95,28.05] 0.9443932 0.9400306 0.9487559
phosphate + silicate Pacific (28.05,28.1] 0.9378843 0.9321145 0.9436541
phosphate + silicate Pacific (28.1, Inf] 0.9069470 0.9018533 0.9120406
sal + aou Atlantic (-Inf,26] -0.1844694 -0.3771551 0.0082163
sal + aou Atlantic (26,26.5] -0.2263847 -0.2819604 -0.1708090
sal + aou Atlantic (26.5,26.75] -0.3122169 -0.3914307 -0.2330031
sal + aou Atlantic (26.75,27] -0.1782010 -0.2324474 -0.1239546
sal + aou Atlantic (27,27.25] -0.1844342 -0.3332205 -0.0356478
sal + aou Atlantic (27.25,27.5] -0.2422585 -0.3317240 -0.1527929
sal + aou Atlantic (27.5,27.75] -0.3666871 -0.3956136 -0.3377605
sal + aou Atlantic (27.75,27.85] -0.3379583 -0.3558465 -0.3200700
sal + aou Atlantic (27.85,27.95] -0.3456166 -0.4292338 -0.2619994
sal + aou Atlantic (27.95,28.05] -0.4879875 -0.6080593 -0.3679156
sal + aou Atlantic (28.05,28.1] -0.7211407 -0.7744267 -0.6678547
sal + aou Atlantic (28.1,28.15] -0.7746468 -0.7900698 -0.7592237
sal + aou Atlantic (28.15,28.2] -0.9200000 -0.9324561 -0.9075438
sal + aou Atlantic (28.2, Inf] -0.5071186 -0.7216029 -0.2926343
sal + aou Indian (-Inf,26] -0.6130070 -0.7805144 -0.4454996
sal + aou Indian (26,26.5] -0.6389977 -0.7928129 -0.4851824
sal + aou Indian (26.5,26.75] -0.2289752 -0.2821979 -0.1757525
sal + aou Indian (26.75,27] 0.4645488 0.3487760 0.5803216
sal + aou Indian (27,27.25] 0.8447333 0.8191625 0.8703042
sal + aou Indian (27.25,27.5] 0.9073090 0.8425379 0.9720801
sal + aou Indian (27.5,27.75] 0.9224958 0.8775526 0.9674390
sal + aou Indian (27.75,27.85] 0.9481670 0.9399097 0.9564242
sal + aou Indian (27.85,27.95] 0.9012776 0.8959046 0.9066507
sal + aou Indian (27.95,28.05] 0.6529646 0.5919362 0.7139929
sal + aou Indian (28.05,28.1] 0.1347944 -0.0755435 0.3451322
sal + aou Indian (28.1, Inf] 0.5625644 0.5561315 0.5689973
sal + aou Pacific (-Inf,26] -0.1022075 -0.1066324 -0.0977825
sal + aou Pacific (26,26.5] 0.1196194 -0.0928623 0.3321011
sal + aou Pacific (26.5,26.75] 0.2716980 0.1392506 0.4041454
sal + aou Pacific (26.75,27] -0.0353533 -0.1447898 0.0740832
sal + aou Pacific (27,27.25] -0.1897947 -0.2355222 -0.1440673
sal + aou Pacific (27.25,27.5] 0.1109745 0.0467911 0.1751578
sal + aou Pacific (27.5,27.75] 0.0606960 0.0600906 0.0613015
sal + aou Pacific (27.75,27.85] -0.1545197 -0.1550168 -0.1540227
sal + aou Pacific (27.85,27.95] -0.4806195 -0.5604011 -0.4008380
sal + aou Pacific (27.95,28.05] -0.7020732 -0.7594934 -0.6446531
sal + aou Pacific (28.05,28.1] -0.8838416 -0.8845101 -0.8831731
sal + aou Pacific (28.1, Inf] -0.7377197 -0.7503234 -0.7251160
sal + nitrate Atlantic (-Inf,26] -0.2535747 -0.3416670 -0.1654825
sal + nitrate Atlantic (26,26.5] -0.4253315 -0.4746104 -0.3760527
sal + nitrate Atlantic (26.5,26.75] -0.5522000 -0.6185079 -0.4858922
sal + nitrate Atlantic (26.75,27] -0.5499848 -0.5766041 -0.5233654
sal + nitrate Atlantic (27,27.25] -0.6401308 -0.6781236 -0.6021380
sal + nitrate Atlantic (27.25,27.5] -0.7359815 -0.7614704 -0.7104926
sal + nitrate Atlantic (27.5,27.75] -0.7439191 -0.7542738 -0.7335643
sal + nitrate Atlantic (27.75,27.85] -0.6327008 -0.6414051 -0.6239965
sal + nitrate Atlantic (27.85,27.95] -0.5931182 -0.6713618 -0.5148747
sal + nitrate Atlantic (27.95,28.05] -0.6804984 -0.7740138 -0.5869829
sal + nitrate Atlantic (28.05,28.1] -0.8149918 -0.8566575 -0.7733260
sal + nitrate Atlantic (28.1,28.15] -0.8458780 -0.8537692 -0.8379868
sal + nitrate Atlantic (28.15,28.2] -0.9397881 -0.9439867 -0.9355894
sal + nitrate Atlantic (28.2, Inf] -0.8802215 -0.9416613 -0.8187818
sal + nitrate Indian (-Inf,26] -0.6413562 -0.7929568 -0.4897556
sal + nitrate Indian (26,26.5] -0.7450184 -0.8574487 -0.6325880
sal + nitrate Indian (26.5,26.75] -0.4424666 -0.5264544 -0.3584787
sal + nitrate Indian (26.75,27] 0.1252132 -0.0585473 0.3089737
sal + nitrate Indian (27,27.25] 0.5155434 0.4998757 0.5312110
sal + nitrate Indian (27.25,27.5] 0.6640430 0.5162439 0.8118421
sal + nitrate Indian (27.5,27.75] 0.7582531 0.6596198 0.8568864
sal + nitrate Indian (27.75,27.85] 0.7431161 0.6908890 0.7953432
sal + nitrate Indian (27.85,27.95] 0.5977333 0.5567733 0.6386932
sal + nitrate Indian (27.95,28.05] 0.1331997 0.0820454 0.1843540
sal + nitrate Indian (28.05,28.1] -0.2997814 -0.3552559 -0.2443070
sal + nitrate Indian (28.1, Inf] -0.1851291 -0.2894777 -0.0807805
sal + nitrate Pacific (-Inf,26] -0.3974229 -0.4555777 -0.3392680
sal + nitrate Pacific (26,26.5] -0.3187865 -0.4943980 -0.1431751
sal + nitrate Pacific (26.5,26.75] -0.2865682 -0.4477312 -0.1254053
sal + nitrate Pacific (26.75,27] -0.3920684 -0.4780488 -0.3060880
sal + nitrate Pacific (27,27.25] -0.3056182 -0.3624359 -0.2488005
sal + nitrate Pacific (27.25,27.5] 0.1000903 0.0141990 0.1859816
sal + nitrate Pacific (27.5,27.75] 0.0649862 0.0445125 0.0854600
sal + nitrate Pacific (27.75,27.85] -0.1517999 -0.1590848 -0.1445151
sal + nitrate Pacific (27.85,27.95] -0.4807559 -0.5368503 -0.4246615
sal + nitrate Pacific (27.95,28.05] -0.7332864 -0.7859115 -0.6806614
sal + nitrate Pacific (28.05,28.1] -0.9048827 -0.9155612 -0.8942042
sal + nitrate Pacific (28.1, Inf] -0.8335823 -0.8438212 -0.8233435
sal + oxygen Atlantic (-Inf,26] -0.0973365 -0.2928631 0.0981900
sal + oxygen Atlantic (26,26.5] -0.0838213 -0.1402147 -0.0274279
sal + oxygen Atlantic (26.5,26.75] 0.0408817 -0.0138164 0.0955797
sal + oxygen Atlantic (26.75,27] -0.0997225 -0.1746462 -0.0247989
sal + oxygen Atlantic (27,27.25] -0.0916841 -0.2542277 0.0708595
sal + oxygen Atlantic (27.25,27.5] -0.0842429 -0.2006617 0.0321758
sal + oxygen Atlantic (27.5,27.75] 0.0203852 -0.0464161 0.0871864
sal + oxygen Atlantic (27.75,27.85] 0.0594548 0.0145041 0.1044056
sal + oxygen Atlantic (27.85,27.95] 0.1552175 0.0829810 0.2274540
sal + oxygen Atlantic (27.95,28.05] 0.3394188 0.2215007 0.4573368
sal + oxygen Atlantic (28.05,28.1] 0.6233491 0.5617835 0.6849147
sal + oxygen Atlantic (28.1,28.15] 0.6938506 0.6626343 0.7250668
sal + oxygen Atlantic (28.15,28.2] 0.8883892 0.8697828 0.9069957
sal + oxygen Atlantic (28.2, Inf] 0.3438637 0.0732003 0.6145270
sal + oxygen Indian (-Inf,26] 0.6128924 0.4308198 0.7949650
sal + oxygen Indian (26,26.5] 0.5871204 0.4222151 0.7520257
sal + oxygen Indian (26.5,26.75] 0.1544488 0.1149513 0.1939462
sal + oxygen Indian (26.75,27] -0.5491934 -0.6381778 -0.4602090
sal + oxygen Indian (27,27.25] -0.8894498 -0.9174300 -0.8614697
sal + oxygen Indian (27.25,27.5] -0.9335785 -0.9852294 -0.8819277
sal + oxygen Indian (27.5,27.75] -0.9336633 -0.9659508 -0.9013758
sal + oxygen Indian (27.75,27.85] -0.9534336 -0.9601262 -0.9467410
sal + oxygen Indian (27.85,27.95] -0.9255323 -0.9317174 -0.9193473
sal + oxygen Indian (27.95,28.05] -0.7372004 -0.7994100 -0.6749907
sal + oxygen Indian (28.05,28.1] -0.2491020 -0.4929920 -0.0052120
sal + oxygen Indian (28.1, Inf] -0.6748808 -0.6835115 -0.6662501
sal + oxygen Pacific (-Inf,26] -0.3458702 -0.3569007 -0.3348398
sal + oxygen Pacific (26,26.5] -0.3156462 -0.5103888 -0.1209035
sal + oxygen Pacific (26.5,26.75] -0.4661818 -0.5731074 -0.3592562
sal + oxygen Pacific (26.75,27] -0.1788566 -0.3014859 -0.0562272
sal + oxygen Pacific (27,27.25] 0.0867846 0.0317134 0.1418557
sal + oxygen Pacific (27.25,27.5] -0.1860654 -0.2570418 -0.1150890
sal + oxygen Pacific (27.5,27.75] -0.1159625 -0.1269132 -0.1050119
sal + oxygen Pacific (27.75,27.85] 0.1021871 0.1005588 0.1038155
sal + oxygen Pacific (27.85,27.95] 0.4561264 0.3666887 0.5455641
sal + oxygen Pacific (27.95,28.05] 0.6920715 0.6277473 0.7563958
sal + oxygen Pacific (28.05,28.1] 0.8766445 0.8763760 0.8769129
sal + oxygen Pacific (28.1, Inf] 0.6835952 0.6645524 0.7026379
sal + phosphate Atlantic (-Inf,26] -0.5709838 -0.6811723 -0.4607953
sal + phosphate Atlantic (26,26.5] -0.6885210 -0.7211921 -0.6558500
sal + phosphate Atlantic (26.5,26.75] -0.7053948 -0.7598633 -0.6509263
sal + phosphate Atlantic (26.75,27] -0.6808036 -0.7105662 -0.6510411
sal + phosphate Atlantic (27,27.25] -0.7289820 -0.7607926 -0.6971714
sal + phosphate Atlantic (27.25,27.5] -0.7904583 -0.8124339 -0.7684827
sal + phosphate Atlantic (27.5,27.75] -0.7830690 -0.7912676 -0.7748704
sal + phosphate Atlantic (27.75,27.85] -0.6701954 -0.6734922 -0.6668986
sal + phosphate Atlantic (27.85,27.95] -0.6089640 -0.6865500 -0.5313780
sal + phosphate Atlantic (27.95,28.05] -0.6887449 -0.7811281 -0.5963617
sal + phosphate Atlantic (28.05,28.1] -0.8248094 -0.8659834 -0.7836353
sal + phosphate Atlantic (28.1,28.15] -0.8632898 -0.8667929 -0.8597867
sal + phosphate Atlantic (28.15,28.2] -0.9418890 -0.9497082 -0.9340698
sal + phosphate Atlantic (28.2, Inf] -0.8850535 -0.9459197 -0.8241873
sal + phosphate Indian (-Inf,26] -0.6060401 -0.7880463 -0.4240339
sal + phosphate Indian (26,26.5] -0.6799084 -0.8511803 -0.5086366
sal + phosphate Indian (26.5,26.75] -0.3784340 -0.5167963 -0.2400718
sal + phosphate Indian (26.75,27] 0.2075131 -0.0308486 0.4458749
sal + phosphate Indian (27,27.25] 0.6440111 0.5766644 0.7113577
sal + phosphate Indian (27.25,27.5] 0.7947049 0.7402430 0.8491669
sal + phosphate Indian (27.5,27.75] 0.8595352 0.8130016 0.9060689
sal + phosphate Indian (27.75,27.85] 0.8461269 0.8020717 0.8901822
sal + phosphate Indian (27.85,27.95] 0.6653306 0.5996750 0.7309863
sal + phosphate Indian (27.95,28.05] 0.1998161 0.1355869 0.2640452
sal + phosphate Indian (28.05,28.1] -0.2511525 -0.3089619 -0.1933430
sal + phosphate Indian (28.1, Inf] -0.1544998 -0.2532403 -0.0557594
sal + phosphate Pacific (-Inf,26] -0.2910511 -0.3444801 -0.2376222
sal + phosphate Pacific (26,26.5] -0.2621504 -0.4164073 -0.1078935
sal + phosphate Pacific (26.5,26.75] -0.2487517 -0.4057718 -0.0917316
sal + phosphate Pacific (26.75,27] -0.4058270 -0.4878760 -0.3237779
sal + phosphate Pacific (27,27.25] -0.3132703 -0.3638241 -0.2627165
sal + phosphate Pacific (27.25,27.5] 0.0817642 0.0074453 0.1560830
sal + phosphate Pacific (27.5,27.75] 0.0654721 0.0512450 0.0796992
sal + phosphate Pacific (27.75,27.85] -0.1536730 -0.1538216 -0.1535245
sal + phosphate Pacific (27.85,27.95] -0.4926677 -0.5569497 -0.4283856
sal + phosphate Pacific (27.95,28.05] -0.7423325 -0.7921101 -0.6925549
sal + phosphate Pacific (28.05,28.1] -0.8992516 -0.9177895 -0.8807138
sal + phosphate Pacific (28.1, Inf] -0.8334039 -0.8422616 -0.8245462
sal + silicate Atlantic (-Inf,26] -0.5854477 -0.6040665 -0.5668288
sal + silicate Atlantic (26,26.5] -0.6545873 -0.7051097 -0.6040650
sal + silicate Atlantic (26.5,26.75] -0.6164493 -0.7195788 -0.5133198
sal + silicate Atlantic (26.75,27] -0.5711379 -0.6241628 -0.5181129
sal + silicate Atlantic (27,27.25] -0.6751300 -0.7208498 -0.6294101
sal + silicate Atlantic (27.25,27.5] -0.7979395 -0.8060831 -0.7897958
sal + silicate Atlantic (27.5,27.75] -0.8018536 -0.8066490 -0.7970582
sal + silicate Atlantic (27.75,27.85] -0.7005338 -0.7266160 -0.6744516
sal + silicate Atlantic (27.85,27.95] -0.6905114 -0.7399639 -0.6410588
sal + silicate Atlantic (27.95,28.05] -0.7349311 -0.8071164 -0.6627458
sal + silicate Atlantic (28.05,28.1] -0.8475041 -0.8769343 -0.8180740
sal + silicate Atlantic (28.1,28.15] -0.8764148 -0.8826732 -0.8701565
sal + silicate Atlantic (28.15,28.2] -0.9302616 -0.9303324 -0.9301907
sal + silicate Atlantic (28.2, Inf] -0.8335325 -0.9381203 -0.7289448
sal + silicate Indian (-Inf,26] -0.7721096 -0.8284736 -0.7157456
sal + silicate Indian (26,26.5] -0.7788651 -0.8557813 -0.7019488
sal + silicate Indian (26.5,26.75] -0.3740647 -0.3947701 -0.3533593
sal + silicate Indian (26.75,27] 0.3410202 0.2548468 0.4271936
sal + silicate Indian (27,27.25] 0.6281777 0.5632603 0.6930951
sal + silicate Indian (27.25,27.5] 0.6425454 0.4961734 0.7889173
sal + silicate Indian (27.5,27.75] 0.6828220 0.5257682 0.8398757
sal + silicate Indian (27.75,27.85] 0.8096069 0.8030164 0.8161975
sal + silicate Indian (27.85,27.95] 0.7011427 0.6482277 0.7540577
sal + silicate Indian (27.95,28.05] 0.3572281 0.3296226 0.3848337
sal + silicate Indian (28.05,28.1] -0.0946644 -0.2229593 0.0336304
sal + silicate Indian (28.1, Inf] -0.1664482 -0.1813180 -0.1515784
sal + silicate Pacific (-Inf,26] -0.6305439 -0.6518332 -0.6092547
sal + silicate Pacific (26,26.5] -0.6560476 -0.7010009 -0.6110943
sal + silicate Pacific (26.5,26.75] -0.7254062 -0.7654173 -0.6853952
sal + silicate Pacific (26.75,27] -0.7511655 -0.7522189 -0.7501122
sal + silicate Pacific (27,27.25] -0.5730771 -0.5858099 -0.5603442
sal + silicate Pacific (27.25,27.5] -0.2091736 -0.2123075 -0.2060398
sal + silicate Pacific (27.5,27.75] -0.0683266 -0.1328207 -0.0038325
sal + silicate Pacific (27.75,27.85] -0.2058955 -0.2126549 -0.1991362
sal + silicate Pacific (27.85,27.95] -0.4441900 -0.4907968 -0.3975831
sal + silicate Pacific (27.95,28.05] -0.6201397 -0.6667022 -0.5735771
sal + silicate Pacific (28.05,28.1] -0.8180575 -0.8200089 -0.8161060
sal + silicate Pacific (28.1, Inf] -0.8680578 -0.8779706 -0.8581449
sal + temp Atlantic (-Inf,26] 0.7838436 0.7723081 0.7953792
sal + temp Atlantic (26,26.5] 0.9613006 0.9598759 0.9627253
sal + temp Atlantic (26.5,26.75] 0.9808679 0.9787372 0.9829985
sal + temp Atlantic (26.75,27] 0.9762711 0.9717606 0.9807816
sal + temp Atlantic (27,27.25] 0.9786021 0.9775721 0.9796322
sal + temp Atlantic (27.25,27.5] 0.9778820 0.9769300 0.9788339
sal + temp Atlantic (27.5,27.75] 0.9653530 0.9641017 0.9666043
sal + temp Atlantic (27.75,27.85] 0.9787837 0.9775948 0.9799725
sal + temp Atlantic (27.85,27.95] 0.9532378 0.9461478 0.9603277
sal + temp Atlantic (27.95,28.05] 0.9143584 0.8999045 0.9288122
sal + temp Atlantic (28.05,28.1] 0.9504259 0.9446752 0.9561766
sal + temp Atlantic (28.1,28.15] 0.9419678 0.9291047 0.9548309
sal + temp Atlantic (28.15,28.2] 0.7284950 0.5388528 0.9181371
sal + temp Atlantic (28.2, Inf] 0.4644180 0.2192454 0.7095907
sal + temp Indian (-Inf,26] 0.1544695 0.0844135 0.2245255
sal + temp Indian (26,26.5] 0.8723309 0.8551482 0.8895136
sal + temp Indian (26.5,26.75] 0.9556990 0.9478091 0.9635889
sal + temp Indian (26.75,27] 0.9675949 0.9590310 0.9761588
sal + temp Indian (27,27.25] 0.9543354 0.9520566 0.9566142
sal + temp Indian (27.25,27.5] 0.9450045 0.9316422 0.9583667
sal + temp Indian (27.5,27.75] 0.9033110 0.8759996 0.9306224
sal + temp Indian (27.75,27.85] 0.9320874 0.9230593 0.9411156
sal + temp Indian (27.85,27.95] 0.9345335 0.9209370 0.9481301
sal + temp Indian (27.95,28.05] 0.9389550 0.9198880 0.9580219
sal + temp Indian (28.05,28.1] 0.9133539 0.8699319 0.9567758
sal + temp Indian (28.1, Inf] 0.9119549 0.9097842 0.9141257
sal + temp Pacific (-Inf,26] 0.7804395 0.7800563 0.7808227
sal + temp Pacific (26,26.5] 0.9528994 0.9499366 0.9558622
sal + temp Pacific (26.5,26.75] 0.9778128 0.9773342 0.9782915
sal + temp Pacific (26.75,27] 0.9783319 0.9755341 0.9811298
sal + temp Pacific (27,27.25] 0.9454357 0.9392912 0.9515802
sal + temp Pacific (27.25,27.5] 0.8245608 0.8006616 0.8484600
sal + temp Pacific (27.5,27.75] 0.6089290 0.5590453 0.6588127
sal + temp Pacific (27.75,27.85] 0.7689884 0.7564782 0.7814987
sal + temp Pacific (27.85,27.95] 0.5299552 0.4621281 0.5977823
sal + temp Pacific (27.95,28.05] 0.3202837 0.2625030 0.3780643
sal + temp Pacific (28.05,28.1] 0.1375102 0.1260879 0.1489324
sal + temp Pacific (28.1, Inf] -0.2807744 -0.3244478 -0.2371011
temp + aou Atlantic (-Inf,26] -0.2773622 -0.4851823 -0.0695421
temp + aou Atlantic (26,26.5] -0.2608404 -0.3028958 -0.2187850
temp + aou Atlantic (26.5,26.75] -0.3008561 -0.3699791 -0.2317331
temp + aou Atlantic (26.75,27] -0.1355541 -0.2063143 -0.0647939
temp + aou Atlantic (27,27.25] -0.1110940 -0.2520638 0.0298759
temp + aou Atlantic (27.25,27.5] -0.2001144 -0.2973605 -0.1028683
temp + aou Atlantic (27.5,27.75] -0.3158098 -0.3455646 -0.2860551
temp + aou Atlantic (27.75,27.85] -0.2882695 -0.2989808 -0.2775582
temp + aou Atlantic (27.85,27.95] -0.2590840 -0.3749319 -0.1432361
temp + aou Atlantic (27.95,28.05] -0.4522166 -0.5215598 -0.3828735
temp + aou Atlantic (28.05,28.1] -0.5913504 -0.6529633 -0.5297374
temp + aou Atlantic (28.1,28.15] -0.5671591 -0.6126061 -0.5217122
temp + aou Atlantic (28.15,28.2] -0.5275263 -0.7337227 -0.3213298
temp + aou Atlantic (28.2, Inf] 0.2917712 0.2765502 0.3069922
temp + aou Indian (-Inf,26] -0.4185729 -0.4720496 -0.3650963
temp + aou Indian (26,26.5] -0.4981183 -0.5719042 -0.4243324
temp + aou Indian (26.5,26.75] -0.1720972 -0.1998582 -0.1443362
temp + aou Indian (26.75,27] 0.3522992 0.2148183 0.4897802
temp + aou Indian (27,27.25] 0.7348071 0.7151925 0.7544216
temp + aou Indian (27.25,27.5] 0.8451298 0.8338561 0.8564035
temp + aou Indian (27.5,27.75] 0.8877648 0.8828816 0.8926481
temp + aou Indian (27.75,27.85] 0.9343924 0.9234670 0.9453177
temp + aou Indian (27.85,27.95] 0.8778994 0.8560515 0.8997472
temp + aou Indian (27.95,28.05] 0.6989350 0.6272904 0.7705795
temp + aou Indian (28.05,28.1] 0.3933585 0.2554081 0.5313090
temp + aou Indian (28.1, Inf] 0.7802542 0.7786653 0.7818431
temp + aou Pacific (-Inf,26] -0.2532895 -0.2578392 -0.2487398
temp + aou Pacific (26,26.5] 0.0477864 -0.1455917 0.2411645
temp + aou Pacific (26.5,26.75] 0.2869461 0.1804681 0.3934241
temp + aou Pacific (26.75,27] -0.0373827 -0.1289364 0.0541711
temp + aou Pacific (27,27.25] -0.2314430 -0.2559525 -0.2069335
temp + aou Pacific (27.25,27.5] 0.0304714 -0.0384192 0.0993620
temp + aou Pacific (27.5,27.75] 0.0955673 0.0718570 0.1192775
temp + aou Pacific (27.75,27.85] 0.0147994 -0.0044113 0.0340101
temp + aou Pacific (27.85,27.95] -0.1730281 -0.2633549 -0.0827014
temp + aou Pacific (27.95,28.05] -0.1587799 -0.2291016 -0.0884583
temp + aou Pacific (28.05,28.1] -0.0837892 -0.1494873 -0.0180912
temp + aou Pacific (28.1, Inf] 0.7763603 0.7590629 0.7936577
temp + nitrate Atlantic (-Inf,26] -0.2575119 -0.3499290 -0.1650948
temp + nitrate Atlantic (26,26.5] -0.4877307 -0.5264267 -0.4490347
temp + nitrate Atlantic (26.5,26.75] -0.5413408 -0.5967973 -0.4858842
temp + nitrate Atlantic (26.75,27] -0.4991414 -0.5527260 -0.4455567
temp + nitrate Atlantic (27,27.25] -0.5721565 -0.6018765 -0.5424365
temp + nitrate Atlantic (27.25,27.5] -0.6943631 -0.7296470 -0.6590791
temp + nitrate Atlantic (27.5,27.75] -0.6981508 -0.7154502 -0.6808515
temp + nitrate Atlantic (27.75,27.85] -0.6021399 -0.6410461 -0.5632337
temp + nitrate Atlantic (27.85,27.95] -0.5269809 -0.6374863 -0.4164755
temp + nitrate Atlantic (27.95,28.05] -0.6381359 -0.7022123 -0.5740595
temp + nitrate Atlantic (28.05,28.1] -0.7085220 -0.7576302 -0.6594138
temp + nitrate Atlantic (28.1,28.15] -0.6687670 -0.6797904 -0.6577437
temp + nitrate Atlantic (28.15,28.2] -0.5468656 -0.7415067 -0.3522245
temp + nitrate Atlantic (28.2, Inf] -0.1250894 -0.2596575 0.0094786
temp + nitrate Indian (-Inf,26] -0.4481610 -0.4867790 -0.4095430
temp + nitrate Indian (26,26.5] -0.6114411 -0.6539895 -0.5688926
temp + nitrate Indian (26.5,26.75] -0.3896910 -0.4520776 -0.3273045
temp + nitrate Indian (26.75,27] 0.0020652 -0.1965091 0.2006396
temp + nitrate Indian (27,27.25] 0.3456955 0.2943672 0.3970239
temp + nitrate Indian (27.25,27.5] 0.5301963 0.4746378 0.5857548
temp + nitrate Indian (27.5,27.75] 0.6987159 0.6641196 0.7333122
temp + nitrate Indian (27.75,27.85] 0.7531083 0.7062447 0.7999719
temp + nitrate Indian (27.85,27.95] 0.5752187 0.5644819 0.5859554
temp + nitrate Indian (27.95,28.05] 0.2099059 0.1740240 0.2457878
temp + nitrate Indian (28.05,28.1] -0.0135427 -0.0298922 0.0028067
temp + nitrate Indian (28.1, Inf] 0.0811576 -0.0400547 0.2023699
temp + nitrate Pacific (-Inf,26] -0.5101453 -0.5688143 -0.4514763
temp + nitrate Pacific (26,26.5] -0.4117470 -0.5614903 -0.2620037
temp + nitrate Pacific (26.5,26.75] -0.2914921 -0.4334047 -0.1495794
temp + nitrate Pacific (26.75,27] -0.4107675 -0.4863546 -0.3351804
temp + nitrate Pacific (27,27.25] -0.3753994 -0.4126102 -0.3381885
temp + nitrate Pacific (27.25,27.5] -0.0276860 -0.1188144 0.0634424
temp + nitrate Pacific (27.5,27.75] 0.0838812 0.0389865 0.1287759
temp + nitrate Pacific (27.75,27.85] 0.0104185 0.0003013 0.0205358
temp + nitrate Pacific (27.85,27.95] -0.1695240 -0.2313854 -0.1076627
temp + nitrate Pacific (27.95,28.05] -0.1942448 -0.2524237 -0.1360658
temp + nitrate Pacific (28.05,28.1] -0.1311907 -0.1924285 -0.0699529
temp + nitrate Pacific (28.1, Inf] 0.6281264 0.5881020 0.6681508
temp + oxygen Atlantic (-Inf,26] -0.0636816 -0.2734555 0.1460924
temp + oxygen Atlantic (26,26.5] -0.0592487 -0.1018095 -0.0166880
temp + oxygen Atlantic (26.5,26.75] 0.0185107 -0.0224234 0.0594449
temp + oxygen Atlantic (26.75,27] -0.1524624 -0.2464179 -0.0585070
temp + oxygen Atlantic (27,27.25] -0.1720822 -0.3236243 -0.0205401
temp + oxygen Atlantic (27.25,27.5] -0.1343077 -0.2580784 -0.0105370
temp + oxygen Atlantic (27.5,27.75] -0.0468169 -0.1153768 0.0217429
temp + oxygen Atlantic (27.75,27.85] -0.0007903 -0.0174929 0.0159122
temp + oxygen Atlantic (27.85,27.95] 0.0548395 -0.0485409 0.1582199
temp + oxygen Atlantic (27.95,28.05] 0.2804004 0.2161639 0.3446370
temp + oxygen Atlantic (28.05,28.1] 0.4714357 0.4015156 0.5413559
temp + oxygen Atlantic (28.1,28.15] 0.4637396 0.3975138 0.5299654
temp + oxygen Atlantic (28.15,28.2] 0.4485655 0.2098897 0.6872413
temp + oxygen Atlantic (28.2, Inf] -0.4845018 -0.5233225 -0.4456811
temp + oxygen Indian (-Inf,26] 0.3090936 0.2644576 0.3537295
temp + oxygen Indian (26,26.5] 0.4290450 0.3507237 0.5073663
temp + oxygen Indian (26.5,26.75] 0.0939101 0.0801994 0.1076207
temp + oxygen Indian (26.75,27] -0.4447213 -0.5557838 -0.3336589
temp + oxygen Indian (27,27.25] -0.7996035 -0.8109558 -0.7882513
temp + oxygen Indian (27.25,27.5] -0.8917470 -0.8996596 -0.8838343
temp + oxygen Indian (27.5,27.75] -0.9242143 -0.9266069 -0.9218217
temp + oxygen Indian (27.75,27.85] -0.9580776 -0.9643429 -0.9518123
temp + oxygen Indian (27.85,27.95] -0.9212333 -0.9396503 -0.9028164
temp + oxygen Indian (27.95,28.05] -0.7880580 -0.8555154 -0.7206007
temp + oxygen Indian (28.05,28.1] -0.5014618 -0.6647630 -0.3381607
temp + oxygen Indian (28.1, Inf] -0.8662532 -0.8709046 -0.8616017
temp + oxygen Pacific (-Inf,26] -0.2862389 -0.3008325 -0.2716453
temp + oxygen Pacific (26,26.5] -0.2574734 -0.4356251 -0.0793217
temp + oxygen Pacific (26.5,26.75] -0.4873955 -0.5704149 -0.4043760
temp + oxygen Pacific (26.75,27] -0.1822717 -0.2872358 -0.0773077
temp + oxygen Pacific (27,27.25] 0.1237973 0.0905513 0.1570434
temp + oxygen Pacific (27.25,27.5] -0.1211798 -0.1964802 -0.0458794
temp + oxygen Pacific (27.5,27.75] -0.1831205 -0.2163104 -0.1499306
temp + oxygen Pacific (27.75,27.85] -0.0818934 -0.1003402 -0.0634467
temp + oxygen Pacific (27.85,27.95] 0.1213424 0.0236764 0.2190083
temp + oxygen Pacific (27.95,28.05] 0.1056367 0.0294665 0.1818068
temp + oxygen Pacific (28.05,28.1] 0.0556988 -0.0115888 0.1229864
temp + oxygen Pacific (28.1, Inf] -0.8240641 -0.8366800 -0.8114482
temp + phosphate Atlantic (-Inf,26] -0.4663317 -0.5425148 -0.3901486
temp + phosphate Atlantic (26,26.5] -0.7017849 -0.7178070 -0.6857628
temp + phosphate Atlantic (26.5,26.75] -0.6861656 -0.7311386 -0.6411927
temp + phosphate Atlantic (26.75,27] -0.6256743 -0.6822156 -0.5691331
temp + phosphate Atlantic (27,27.25] -0.6617990 -0.6874155 -0.6361825
temp + phosphate Atlantic (27.25,27.5] -0.7520284 -0.7829424 -0.7211144
temp + phosphate Atlantic (27.5,27.75] -0.7391875 -0.7534737 -0.7249014
temp + phosphate Atlantic (27.75,27.85] -0.6409716 -0.6731160 -0.6088273
temp + phosphate Atlantic (27.85,27.95] -0.5427089 -0.6527045 -0.4327134
temp + phosphate Atlantic (27.95,28.05] -0.6482888 -0.7120521 -0.5845255
temp + phosphate Atlantic (28.05,28.1] -0.7179274 -0.7702421 -0.6656127
temp + phosphate Atlantic (28.1,28.15] -0.6935840 -0.7104089 -0.6767591
temp + phosphate Atlantic (28.15,28.2] -0.5518258 -0.7375449 -0.3661067
temp + phosphate Atlantic (28.2, Inf] -0.1300549 -0.2666373 0.0065274
temp + phosphate Indian (-Inf,26] -0.4235554 -0.4427267 -0.4043841
temp + phosphate Indian (26,26.5] -0.5580157 -0.6534001 -0.4626313
temp + phosphate Indian (26.5,26.75] -0.3316585 -0.4403742 -0.2229428
temp + phosphate Indian (26.75,27] 0.0768534 -0.1665110 0.3202178
temp + phosphate Indian (27,27.25] 0.4683207 0.3457311 0.5909104
temp + phosphate Indian (27.25,27.5] 0.6622455 0.6378129 0.6866780
temp + phosphate Indian (27.5,27.75] 0.7957256 0.7952929 0.7961583
temp + phosphate Indian (27.75,27.85] 0.7957868 0.7537794 0.8377942
temp + phosphate Indian (27.85,27.95] 0.5994023 0.5648754 0.6339291
temp + phosphate Indian (27.95,28.05] 0.2628347 0.2204426 0.3052267
temp + phosphate Indian (28.05,28.1] 0.0357859 0.0263144 0.0452574
temp + phosphate Indian (28.1, Inf] 0.1220169 0.0126984 0.2313353
temp + phosphate Pacific (-Inf,26] -0.4113541 -0.4613834 -0.3613247
temp + phosphate Pacific (26,26.5] -0.3538009 -0.4843198 -0.2232820
temp + phosphate Pacific (26.5,26.75] -0.2580459 -0.3965997 -0.1194921
temp + phosphate Pacific (26.75,27] -0.4228656 -0.4908250 -0.3549061
temp + phosphate Pacific (27,27.25] -0.3746196 -0.4052924 -0.3439467
temp + phosphate Pacific (27.25,27.5] -0.0373648 -0.1171965 0.0424669
temp + phosphate Pacific (27.5,27.75] 0.0868824 0.0488078 0.1249570
temp + phosphate Pacific (27.75,27.85] 0.0045469 -0.0111810 0.0202748
temp + phosphate Pacific (27.85,27.95] -0.1788400 -0.2485853 -0.1090946
temp + phosphate Pacific (27.95,28.05] -0.2009276 -0.2565683 -0.1452869
temp + phosphate Pacific (28.05,28.1] -0.1053859 -0.1608324 -0.0499394
temp + phosphate Pacific (28.1, Inf] 0.6135281 0.5611538 0.6659025
temp + silicate Atlantic (-Inf,26] -0.4516496 -0.4732001 -0.4300990
temp + silicate Atlantic (26,26.5] -0.6527668 -0.6843465 -0.6211870
temp + silicate Atlantic (26.5,26.75] -0.6110053 -0.7073827 -0.5146279
temp + silicate Atlantic (26.75,27] -0.5422011 -0.6147309 -0.4696714
temp + silicate Atlantic (27,27.25] -0.6402466 -0.6725933 -0.6079000
temp + silicate Atlantic (27.25,27.5] -0.8142820 -0.8268586 -0.8017054
temp + silicate Atlantic (27.5,27.75] -0.8171832 -0.8268928 -0.8074737
temp + silicate Atlantic (27.75,27.85] -0.7061447 -0.7085696 -0.7037199
temp + silicate Atlantic (27.85,27.95] -0.6530017 -0.7358225 -0.5701808
temp + silicate Atlantic (27.95,28.05] -0.7194203 -0.7585307 -0.6803100
temp + silicate Atlantic (28.05,28.1] -0.7473451 -0.7866616 -0.7080286
temp + silicate Atlantic (28.1,28.15] -0.7097304 -0.7396714 -0.6797893
temp + silicate Atlantic (28.15,28.2] -0.5309629 -0.7340411 -0.3278846
temp + silicate Atlantic (28.2, Inf] -0.0726751 -0.1467536 0.0014033
temp + silicate Indian (-Inf,26] -0.5112635 -0.5599348 -0.4625922
temp + silicate Indian (26,26.5] -0.6244512 -0.6258696 -0.6230327
temp + silicate Indian (26.5,26.75] -0.3052513 -0.3482594 -0.2622432
temp + silicate Indian (26.75,27] 0.2320855 0.1252335 0.3389375
temp + silicate Indian (27,27.25] 0.4761978 0.4662925 0.4861030
temp + silicate Indian (27.25,27.5] 0.5062131 0.4411335 0.5712926
temp + silicate Indian (27.5,27.75] 0.5348819 0.4607557 0.6090080
temp + silicate Indian (27.75,27.85] 0.6856276 0.6363057 0.7349495
temp + silicate Indian (27.85,27.95] 0.5711176 0.5221709 0.6200642
temp + silicate Indian (27.95,28.05] 0.3418092 0.3301872 0.3534313
temp + silicate Indian (28.05,28.1] 0.1720107 0.1158553 0.2281662
temp + silicate Indian (28.1, Inf] 0.0362229 0.0342625 0.0381833
temp + silicate Pacific (-Inf,26] -0.6161937 -0.6431256 -0.5892617
temp + silicate Pacific (26,26.5] -0.7173605 -0.7417509 -0.6929701
temp + silicate Pacific (26.5,26.75] -0.7183572 -0.7463707 -0.6903437
temp + silicate Pacific (26.75,27] -0.7448884 -0.7531314 -0.7366454
temp + silicate Pacific (27,27.25] -0.5987831 -0.6246793 -0.5728870
temp + silicate Pacific (27.25,27.5] -0.3317079 -0.3375724 -0.3258434
temp + silicate Pacific (27.5,27.75] -0.2229220 -0.2700378 -0.1758063
temp + silicate Pacific (27.75,27.85] -0.1300953 -0.1518515 -0.1083391
temp + silicate Pacific (27.85,27.95] -0.2968376 -0.3723255 -0.2213498
temp + silicate Pacific (27.95,28.05] -0.3238986 -0.4027630 -0.2450342
temp + silicate Pacific (28.05,28.1] -0.1316917 -0.1849225 -0.0784608
temp + silicate Pacific (28.1, Inf] 0.4316797 0.4061100 0.4572494 
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
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
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4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
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bc1edbd jens-daniel-mueller 2021-12-07
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3c60929 jens-daniel-mueller 2021-12-06
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2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
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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
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78a956e jens-daniel-mueller 2021-10-21
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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
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6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
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9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
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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] 0.4840621 0.4246642 0.5434599
aou Atlantic (26,26.5] -0.3521914 -0.3876211 -0.3167616
aou Atlantic (26.5,26.75] -0.5807200 -0.5842572 -0.5771828
aou Atlantic (26.75,27] -0.4586853 -0.4776908 -0.4396798
aou Atlantic (27,27.25] -0.4830091 -0.5938492 -0.3721690
aou Atlantic (27.25,27.5] -0.5602217 -0.6049120 -0.5155314
aou Atlantic (27.5,27.75] -0.7609240 -0.7908615 -0.7309865
aou Atlantic (27.75,27.85] -0.8776635 -0.8974456 -0.8578814
aou Atlantic (27.85,27.95] -0.9185838 -0.9215854 -0.9155822
aou Atlantic (27.95,28.05] -0.9140085 -0.9175458 -0.9104712
aou Atlantic (28.05,28.1] -0.8991940 -0.9128383 -0.8855496
aou Atlantic (28.1,28.15] -0.9233842 -0.9254466 -0.9213217
aou Atlantic (28.15,28.2] -0.9635256 -0.9694471 -0.9576041
aou Atlantic (28.2, Inf] -0.6782643 -0.8362685 -0.5202601
aou Indian (-Inf,26] -0.7767483 -0.8242547 -0.7292420
aou Indian (26,26.5] -0.9673387 -0.9688084 -0.9658691
aou Indian (26.5,26.75] -0.9042354 -0.9546703 -0.8538004
aou Indian (26.75,27] -0.7258651 -0.8145537 -0.6371766
aou Indian (27,27.25] -0.4585611 -0.5965133 -0.3206090
aou Indian (27.25,27.5] -0.1059529 -0.1769727 -0.0349331
aou Indian (27.5,27.75] 0.0375398 -0.1218084 0.1968880
aou Indian (27.75,27.85] -0.2029511 -0.3585206 -0.0473816
aou Indian (27.85,27.95] -0.1534751 -0.3483182 0.0413680
aou Indian (27.95,28.05] -0.2456746 -0.3893407 -0.1020084
aou Indian (28.05,28.1] -0.2760793 -0.3242902 -0.2278684
aou Indian (28.1, Inf] 0.1315036 0.0993034 0.1637039
aou Pacific (-Inf,26] -0.1887491 -0.2369564 -0.1405418
aou Pacific (26,26.5] -0.6280845 -0.7346664 -0.5215027
aou Pacific (26.5,26.75] -0.4414012 -0.4558179 -0.4269846
aou Pacific (26.75,27] -0.6766618 -0.7006736 -0.6526500
aou Pacific (27,27.25] -0.6127518 -0.6386186 -0.5868849
aou Pacific (27.25,27.5] 0.0932861 0.0614705 0.1251017
aou Pacific (27.5,27.75] 0.4532827 0.4111409 0.4954246
aou Pacific (27.75,27.85] 0.5508854 0.5489510 0.5528198
aou Pacific (27.85,27.95] 0.4480136 0.4442641 0.4517631
aou Pacific (27.95,28.05] 0.0998175 0.0495052 0.1501298
aou Pacific (28.05,28.1] -0.1072466 -0.1746867 -0.0398066
aou Pacific (28.1, Inf] 0.0232551 -0.1370255 0.1835357
nitrate Atlantic (-Inf,26] 0.2247265 0.1868663 0.2625867
nitrate Atlantic (26,26.5] -0.5597433 -0.5812417 -0.5382449
nitrate Atlantic (26.5,26.75] -0.7712280 -0.7717490 -0.7707069
nitrate Atlantic (26.75,27] -0.7890355 -0.8039258 -0.7741452
nitrate Atlantic (27,27.25] -0.8672981 -0.8802001 -0.8543961
nitrate Atlantic (27.25,27.5] -0.9333783 -0.9365148 -0.9302418
nitrate Atlantic (27.5,27.75] -0.9758917 -0.9769571 -0.9748263
nitrate Atlantic (27.75,27.85] -0.9776435 -0.9792129 -0.9760741
nitrate Atlantic (27.85,27.95] -0.9621025 -0.9697972 -0.9544078
nitrate Atlantic (27.95,28.05] -0.9461363 -0.9512610 -0.9410116
nitrate Atlantic (28.05,28.1] -0.9307966 -0.9362304 -0.9253627
nitrate Atlantic (28.1,28.15] -0.9485430 -0.9521913 -0.9448947
nitrate Atlantic (28.15,28.2] -0.9774167 -0.9800231 -0.9748103
nitrate Atlantic (28.2, Inf] -0.9433699 -0.9786496 -0.9080901
nitrate Indian (-Inf,26] -0.7813884 -0.8133155 -0.7494613
nitrate Indian (26,26.5] -0.9703995 -0.9718158 -0.9689832
nitrate Indian (26.5,26.75] -0.9623370 -0.9720359 -0.9526382
nitrate Indian (26.75,27] -0.8913753 -0.9093108 -0.8734398
nitrate Indian (27,27.25] -0.7094244 -0.7276514 -0.6911973
nitrate Indian (27.25,27.5] -0.2821747 -0.3023529 -0.2619964
nitrate Indian (27.5,27.75] -0.0128680 -0.1690837 0.1433477
nitrate Indian (27.75,27.85] -0.3098105 -0.4251267 -0.1944943
nitrate Indian (27.85,27.95] -0.4101123 -0.5092512 -0.3109734
nitrate Indian (27.95,28.05] -0.5982354 -0.6062967 -0.5901741
nitrate Indian (28.05,28.1] -0.5264717 -0.5598086 -0.4931348
nitrate Indian (28.1, Inf] -0.3131344 -0.3852742 -0.2409946
nitrate Pacific (-Inf,26] -0.2806033 -0.3300637 -0.2311429
nitrate Pacific (26,26.5] -0.8023707 -0.8700862 -0.7346552
nitrate Pacific (26.5,26.75] -0.7672801 -0.8075593 -0.7270009
nitrate Pacific (26.75,27] -0.8342791 -0.8669717 -0.8015866
nitrate Pacific (27,27.25] -0.6552009 -0.6868613 -0.6235406
nitrate Pacific (27.25,27.5] -0.0048298 -0.0544931 0.0448334
nitrate Pacific (27.5,27.75] 0.3492086 0.2884847 0.4099325
nitrate Pacific (27.75,27.85] 0.4870175 0.4801200 0.4939150
nitrate Pacific (27.85,27.95] 0.3984748 0.3918093 0.4051404
nitrate Pacific (27.95,28.05] 0.0557284 0.0038242 0.1076327
nitrate Pacific (28.05,28.1] -0.1264871 -0.1974019 -0.0555722
nitrate Pacific (28.1, Inf] -0.0616166 -0.2103734 0.0871401
oxygen Atlantic (-Inf,26] -0.3755023 -0.4538508 -0.2971538
oxygen Atlantic (26,26.5] 0.0993510 0.0670016 0.1317003
oxygen Atlantic (26.5,26.75] 0.3797531 0.3678156 0.3916905
oxygen Atlantic (26.75,27] 0.2464005 0.2279946 0.2648063
oxygen Atlantic (27,27.25] 0.2565868 0.1172384 0.3959352
oxygen Atlantic (27.25,27.5] 0.2813377 0.2119062 0.3507691
oxygen Atlantic (27.5,27.75] 0.5067850 0.4340946 0.5794753
oxygen Atlantic (27.75,27.85] 0.7178929 0.6697977 0.7659882
oxygen Atlantic (27.85,27.95] 0.8413229 0.8267928 0.8558531
oxygen Atlantic (27.95,28.05] 0.8652282 0.8614562 0.8690002
oxygen Atlantic (28.05,28.1] 0.8745774 0.8571893 0.8919656
oxygen Atlantic (28.1,28.15] 0.9020973 0.8985568 0.9056379
oxygen Atlantic (28.15,28.2] 0.9620093 0.9533903 0.9706284
oxygen Atlantic (28.2, Inf] 0.5542489 0.3533513 0.7551465
oxygen Indian (-Inf,26] 0.8225218 0.7826066 0.8624370
oxygen Indian (26,26.5] 0.9609915 0.9594059 0.9625770
oxygen Indian (26.5,26.75] 0.8747824 0.8097926 0.9397722
oxygen Indian (26.75,27] 0.6612660 0.5458601 0.7766718
oxygen Indian (27,27.25] 0.3852362 0.2253427 0.5451297
oxygen Indian (27.25,27.5] 0.0679852 -0.0110807 0.1470510
oxygen Indian (27.5,27.75] -0.0200749 -0.1759522 0.1358024
oxygen Indian (27.75,27.85] 0.1979987 0.0440845 0.3519129
oxygen Indian (27.85,27.95] 0.1106976 -0.0847876 0.3061829
oxygen Indian (27.95,28.05] 0.1719565 0.0111865 0.3327265
oxygen Indian (28.05,28.1] 0.2213734 0.1448313 0.2979155
oxygen Indian (28.1, Inf] -0.2033775 -0.2448848 -0.1618702
oxygen Pacific (-Inf,26] 0.3368277 0.3258984 0.3477569
oxygen Pacific (26,26.5] 0.4888694 0.3750645 0.6026743
oxygen Pacific (26.5,26.75] 0.2700095 0.2338318 0.3061872
oxygen Pacific (26.75,27] 0.5504562 0.5190765 0.5818360
oxygen Pacific (27,27.25] 0.6144542 0.5954710 0.6334374
oxygen Pacific (27.25,27.5] -0.0491631 -0.0863865 -0.0119397
oxygen Pacific (27.5,27.75] -0.4039127 -0.4549986 -0.3528268
oxygen Pacific (27.75,27.85] -0.5228848 -0.5296975 -0.5160721
oxygen Pacific (27.85,27.95] -0.4312823 -0.4404183 -0.4221464
oxygen Pacific (27.95,28.05] -0.0947124 -0.1465718 -0.0428529
oxygen Pacific (28.05,28.1] 0.1033584 0.0387284 0.1679884
oxygen Pacific (28.1, Inf] -0.0397532 -0.1954838 0.1159775
phosphate Atlantic (-Inf,26] 0.0444858 0.0321734 0.0567982
phosphate Atlantic (26,26.5] -0.7662440 -0.7880445 -0.7444435
phosphate Atlantic (26.5,26.75] -0.8694685 -0.8699109 -0.8690261
phosphate Atlantic (26.75,27] -0.8700267 -0.8733695 -0.8666840
phosphate Atlantic (27,27.25] -0.9174230 -0.9244374 -0.9104086
phosphate Atlantic (27.25,27.5] -0.9602263 -0.9632731 -0.9571795
phosphate Atlantic (27.5,27.75] -0.9868924 -0.9872938 -0.9864910
phosphate Atlantic (27.75,27.85] -0.9873706 -0.9881252 -0.9866160
phosphate Atlantic (27.85,27.95] -0.9734448 -0.9771382 -0.9697515
phosphate Atlantic (27.95,28.05] -0.9594526 -0.9609709 -0.9579343
phosphate Atlantic (28.05,28.1] -0.9488780 -0.9491715 -0.9485845
phosphate Atlantic (28.1,28.15] -0.9609686 -0.9614882 -0.9604491
phosphate Atlantic (28.15,28.2] -0.9819606 -0.9821826 -0.9817387
phosphate Atlantic (28.2, Inf] -0.9586826 -0.9848415 -0.9325237
phosphate Indian (-Inf,26] -0.7932636 -0.8222571 -0.7642701
phosphate Indian (26,26.5] -0.9743817 -0.9775449 -0.9712185
phosphate Indian (26.5,26.75] -0.9656935 -0.9775749 -0.9538120
phosphate Indian (26.75,27] -0.8940425 -0.9148284 -0.8732567
phosphate Indian (27,27.25] -0.7277302 -0.7703556 -0.6851049
phosphate Indian (27.25,27.5] -0.3282465 -0.3702368 -0.2862563
phosphate Indian (27.5,27.75] -0.1237734 -0.2935046 0.0459577
phosphate Indian (27.75,27.85] -0.4129243 -0.5278296 -0.2980190
phosphate Indian (27.85,27.95] -0.4682748 -0.5621300 -0.3744195
phosphate Indian (27.95,28.05] -0.6223280 -0.6350788 -0.6095772
phosphate Indian (28.05,28.1] -0.5596099 -0.6060541 -0.5131656
phosphate Indian (28.1, Inf] -0.4395409 -0.4890604 -0.3900215
phosphate Pacific (-Inf,26] -0.3553630 -0.4004494 -0.3102766
phosphate Pacific (26,26.5] -0.8756338 -0.9201622 -0.8311054
phosphate Pacific (26.5,26.75] -0.8398068 -0.8611439 -0.8184698
phosphate Pacific (26.75,27] -0.8781454 -0.9016063 -0.8546846
phosphate Pacific (27,27.25] -0.6793636 -0.7123083 -0.6464189
phosphate Pacific (27.25,27.5] -0.0122466 -0.0534075 0.0289144
phosphate Pacific (27.5,27.75] 0.3177999 0.2535988 0.3820010
phosphate Pacific (27.75,27.85] 0.4271674 0.4006610 0.4536738
phosphate Pacific (27.85,27.95] 0.3168354 0.2960829 0.3375879
phosphate Pacific (27.95,28.05] -0.0648529 -0.1059240 -0.0237818
phosphate Pacific (28.05,28.1] -0.2893234 -0.3495227 -0.2291241
phosphate Pacific (28.1, Inf] -0.1971707 -0.3376901 -0.0566512
sal Atlantic (-Inf,26] 0.0578807 0.0346606 0.0811009
sal Atlantic (26,26.5] 0.8309288 0.8014348 0.8604229
sal Atlantic (26.5,26.75] 0.8475304 0.8260449 0.8690159
sal Atlantic (26.75,27] 0.8435418 0.7956152 0.8914684
sal Atlantic (27,27.25] 0.8640567 0.8633638 0.8647496
sal Atlantic (27.25,27.5] 0.8855755 0.8618326 0.9093183
sal Atlantic (27.5,27.75] 0.8195115 0.8138895 0.8251335
sal Atlantic (27.75,27.85] 0.6835285 0.6735548 0.6935023
sal Atlantic (27.85,27.95] 0.5469921 0.4584091 0.6355751
sal Atlantic (27.95,28.05] 0.5771181 0.4727390 0.6814971
sal Atlantic (28.05,28.1] 0.7156418 0.6812793 0.7500043
sal Atlantic (28.1,28.15] 0.7716468 0.7689479 0.7743458
sal Atlantic (28.15,28.2] 0.8962171 0.8828663 0.9095678
sal Atlantic (28.2, Inf] 0.9067448 0.8579878 0.9555019
sal Indian (-Inf,26] 0.7266666 0.5885804 0.8647528
sal Indian (26,26.5] 0.6952431 0.5691351 0.8213511
sal Indian (26.5,26.75] 0.5123731 0.3575009 0.6672452
sal Indian (26.75,27] 0.1403310 -0.1563467 0.4370087
sal Indian (27,27.25] -0.0927081 -0.3012341 0.1158179
sal Indian (27.25,27.5] 0.0004247 -0.0638060 0.0646553
sal Indian (27.5,27.75] 0.0796966 -0.0994486 0.2588417
sal Indian (27.75,27.85] -0.1211750 -0.2966173 0.0542673
sal Indian (27.85,27.95] 0.0678906 -0.1408370 0.2766181
sal Indian (27.95,28.05] 0.2972005 0.1646885 0.4297124
sal Indian (28.05,28.1] 0.4350328 0.4310156 0.4390500
sal Indian (28.1, Inf] 0.4661368 0.3937456 0.5385281
sal Pacific (-Inf,26] -0.0383907 -0.1345227 0.0577413
sal Pacific (26,26.5] 0.4721957 0.3953191 0.5490723
sal Pacific (26.5,26.75] 0.5432337 0.4304191 0.6560483
sal Pacific (26.75,27] 0.4924671 0.4168720 0.5680623
sal Pacific (27,27.25] -0.0311539 -0.1184040 0.0560961
sal Pacific (27.25,27.5] -0.5767671 -0.5821904 -0.5713438
sal Pacific (27.5,27.75] -0.3882139 -0.4336429 -0.3427848
sal Pacific (27.75,27.85] -0.4121768 -0.4931410 -0.3312126
sal Pacific (27.85,27.95] -0.2826119 -0.3280274 -0.2371963
sal Pacific (27.95,28.05] 0.0964540 0.0604574 0.1324506
sal Pacific (28.05,28.1] 0.2090588 0.1085584 0.3095592
sal Pacific (28.1, Inf] 0.1345287 -0.0012884 0.2703458
silicate Atlantic (-Inf,26] -0.0463797 -0.0536181 -0.0391414
silicate Atlantic (26,26.5] -0.7347215 -0.7583237 -0.7111193
silicate Atlantic (26.5,26.75] -0.7804104 -0.8043822 -0.7564386
silicate Atlantic (26.75,27] -0.7344875 -0.7741288 -0.6948463
silicate Atlantic (27,27.25] -0.8302399 -0.8628978 -0.7975821
silicate Atlantic (27.25,27.5] -0.9019172 -0.9099011 -0.8939333
silicate Atlantic (27.5,27.75] -0.8965183 -0.9065709 -0.8864657
silicate Atlantic (27.75,27.85] -0.9156021 -0.9204922 -0.9107121
silicate Atlantic (27.85,27.95] -0.9106611 -0.9236404 -0.8976817
silicate Atlantic (27.95,28.05] -0.9106447 -0.9184830 -0.9028063
silicate Atlantic (28.05,28.1] -0.9092721 -0.9163244 -0.9022199
silicate Atlantic (28.1,28.15] -0.9400027 -0.9405298 -0.9394755
silicate Atlantic (28.15,28.2] -0.9742650 -0.9777485 -0.9707816
silicate Atlantic (28.2, Inf] -0.9053067 -0.9755017 -0.8351116
silicate Indian (-Inf,26] -0.7567979 -0.7984825 -0.7151134
silicate Indian (26,26.5] -0.9486922 -0.9514169 -0.9459675
silicate Indian (26.5,26.75] -0.9058953 -0.9489780 -0.8628126
silicate Indian (26.75,27] -0.7600927 -0.8332632 -0.6869222
silicate Indian (27,27.25] -0.5915716 -0.6648930 -0.5182502
silicate Indian (27.25,27.5] -0.1771013 -0.1839322 -0.1702703
silicate Indian (27.5,27.75] 0.1497548 0.0405031 0.2590065
silicate Indian (27.75,27.85] -0.1965522 -0.2981726 -0.0949318
silicate Indian (27.85,27.95] -0.2967249 -0.4217355 -0.1717143
silicate Indian (27.95,28.05] -0.4454621 -0.5115602 -0.3793641
silicate Indian (28.05,28.1] -0.4447436 -0.4739673 -0.4155198
silicate Indian (28.1, Inf] -0.3230238 -0.3759554 -0.2700923
silicate Pacific (-Inf,26] -0.2300985 -0.3018709 -0.1583261
silicate Pacific (26,26.5] -0.7649562 -0.7879838 -0.7419285
silicate Pacific (26.5,26.75] -0.7172896 -0.7598231 -0.6747561
silicate Pacific (26.75,27] -0.7092210 -0.7471453 -0.6712967
silicate Pacific (27,27.25] -0.4087491 -0.4809539 -0.3365442
silicate Pacific (27.25,27.5] 0.3924137 0.3791044 0.4057229
silicate Pacific (27.5,27.75] 0.6672612 0.6667568 0.6677657
silicate Pacific (27.75,27.85] 0.6189651 0.6128620 0.6250681
silicate Pacific (27.85,27.95] 0.4563508 0.4522857 0.4604158
silicate Pacific (27.95,28.05] 0.0941432 0.0401545 0.1481319
silicate Pacific (28.05,28.1] -0.1172962 -0.2001263 -0.0344661
silicate Pacific (28.1, Inf] -0.0638109 -0.2147300 0.0871082
temp Atlantic (-Inf,26] -0.4063511 -0.4420726 -0.3706296
temp Atlantic (26,26.5] 0.8020044 0.7875709 0.8164380
temp Atlantic (26.5,26.75] 0.7987275 0.7917619 0.8056931
temp Atlantic (26.75,27] 0.7684854 0.6905237 0.8464470
temp Atlantic (27,27.25] 0.7979170 0.7896044 0.8062295
temp Atlantic (27.25,27.5] 0.8422456 0.8090490 0.8754421
temp Atlantic (27.5,27.75] 0.7651883 0.7523467 0.7780299
temp Atlantic (27.75,27.85] 0.6504572 0.6133712 0.6875431
temp Atlantic (27.85,27.95] 0.4957192 0.3801213 0.6113172
temp Atlantic (27.95,28.05] 0.5650792 0.4903296 0.6398288
temp Atlantic (28.05,28.1] 0.6116207 0.5742862 0.6489552
temp Atlantic (28.1,28.15] 0.5919736 0.5579747 0.6259726
temp Atlantic (28.15,28.2] 0.4603439 0.2604842 0.6602035
temp Atlantic (28.2, Inf] 0.2106438 0.0402605 0.3810272
temp Indian (-Inf,26] -0.0922280 -0.0927156 -0.0917404
temp Indian (26,26.5] 0.5135785 0.4758423 0.5513147
temp Indian (26.5,26.75] 0.4580465 0.3314937 0.5845993
temp Indian (26.75,27] 0.2665820 -0.0085322 0.5416962
temp Indian (27,27.25] 0.1206396 -0.1150483 0.3563274
temp Indian (27.25,27.5] 0.1183829 0.0044813 0.2322845
temp Indian (27.5,27.75] -0.0562925 -0.1783921 0.0658072
temp Indian (27.75,27.85] -0.1715848 -0.3111387 -0.0320310
temp Indian (27.85,27.95] 0.0606237 -0.0998020 0.2210493
temp Indian (27.95,28.05] 0.1879577 0.0671725 0.3087430
temp Indian (28.05,28.1] 0.2107711 0.1459865 0.2755557
temp Indian (28.1, Inf] 0.3550998 0.2932058 0.4169937
temp Pacific (-Inf,26] -0.3651206 -0.4324180 -0.2978231
temp Pacific (26,26.5] 0.5407204 0.4870322 0.5944086
temp Pacific (26.5,26.75] 0.5634626 0.4530808 0.6738445
temp Pacific (26.75,27] 0.5209622 0.4528786 0.5890457
temp Pacific (27,27.25] 0.1072630 0.0228901 0.1916358
temp Pacific (27.25,27.5] -0.4734948 -0.4913894 -0.4556003
temp Pacific (27.5,27.75] -0.4927081 -0.5233643 -0.4620519
temp Pacific (27.75,27.85] -0.3940782 -0.4611808 -0.3269756
temp Pacific (27.85,27.95] -0.3792498 -0.4064268 -0.3520728
temp Pacific (27.95,28.05] -0.1023336 -0.1670435 -0.0376237
temp Pacific (28.05,28.1] 0.0225502 -0.0160753 0.0611756
temp Pacific (28.1, Inf] 0.0924193 -0.0186499 0.2034885 
rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()
R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/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_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  colorspace_2.0-2
 [9] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1