eMLR - assumption testing

workflowr

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Last updated: 2022-01-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
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")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
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]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9450386	0.9440155	0.9460617
aou + nitrate	Atlantic	(26.5,26.75]	0.9504127	0.9478385	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8856101	0.8603958	0.9108244
aou + nitrate	Atlantic	(27,27.25]	0.8345854	0.7756273	0.8935436
aou + nitrate	Atlantic	(27.25,27.5]	0.8175754	0.7787495	0.8564014
aou + nitrate	Atlantic	(27.5,27.75]	0.8622662	0.8349661	0.8895662
aou + nitrate	Atlantic	(27.75,27.85]	0.9258822	0.9131663	0.9385982
aou + nitrate	Atlantic	(27.85,27.95]	0.9416047	0.9336574	0.9495520
aou + nitrate	Atlantic	(27.95,28.05]	0.9535513	0.9512943	0.9558082
aou + nitrate	Atlantic	(28.05,28.1]	0.9739434	0.9734326	0.9744542
aou + nitrate	Atlantic	(28.1,28.15]	0.9791452	0.9697503	0.9885401
aou + nitrate	Atlantic	(28.15,28.2]	0.9903132	0.9851445	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.8163083	0.7360517	0.8965648
aou + nitrate	Indian	(-Inf,26]	0.9911737	0.9877528	0.9945946
aou + nitrate	Indian	(26,26.5]	0.9839625	0.9788933	0.9890318
aou + nitrate	Indian	(26.5,26.75]	0.9648890	0.9553257	0.9744523
aou + nitrate	Indian	(26.75,27]	0.9253983	0.9093336	0.9414630
aou + nitrate	Indian	(27,27.25]	0.8708262	0.8648383	0.8768142
aou + nitrate	Indian	(27.25,27.5]	0.8792249	0.8523189	0.9061309
aou + nitrate	Indian	(27.5,27.75]	0.9057166	0.8931070	0.9183261
aou + nitrate	Indian	(27.75,27.85]	0.8756463	0.8525182	0.8987744
aou + nitrate	Indian	(27.85,27.95]	0.8574956	0.8184964	0.8964948
aou + nitrate	Indian	(27.95,28.05]	0.8172752	0.7384435	0.8961070
aou + nitrate	Indian	(28.05,28.1]	0.8944964	0.8494837	0.9395090
aou + nitrate	Indian	(28.1, Inf]	0.6261132	0.5381408	0.7140856
aou + nitrate	Pacific	(-Inf,26]	0.8675086	0.8547829	0.8802343
aou + nitrate	Pacific	(26,26.5]	0.7761506	0.6903934	0.8619078
aou + nitrate	Pacific	(26.5,26.75]	0.7560047	0.7486094	0.7633999
aou + nitrate	Pacific	(26.75,27]	0.9074548	0.9069599	0.9079496
aou + nitrate	Pacific	(27,27.25]	0.9760920	0.9747587	0.9774253
aou + nitrate	Pacific	(27.25,27.5]	0.9775203	0.9727851	0.9822555
aou + nitrate	Pacific	(27.5,27.75]	0.9760791	0.9681527	0.9840054
aou + nitrate	Pacific	(27.75,27.85]	0.9806385	0.9713650	0.9899120
aou + nitrate	Pacific	(27.85,27.95]	0.9794337	0.9713329	0.9875346
aou + nitrate	Pacific	(27.95,28.05]	0.9678327	0.9616109	0.9740545
aou + nitrate	Pacific	(28.05,28.1]	0.9479593	0.9295048	0.9664138
aou + nitrate	Pacific	(28.1, Inf]	0.9481431	0.9320108	0.9642754
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480162	-0.9483013	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9575106	-0.9664136	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9568870	-0.9644672	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9589922	-0.9626139	-0.9553706
aou + oxygen	Atlantic	(27.25,27.5]	-0.9439117	-0.9528755	-0.9349480
aou + oxygen	Atlantic	(27.5,27.75]	-0.9342780	-0.9476261	-0.9209299
aou + oxygen	Atlantic	(27.75,27.85]	-0.9597990	-0.9649372	-0.9546607
aou + oxygen	Atlantic	(27.85,27.95]	-0.9793377	-0.9825294	-0.9761460
aou + oxygen	Atlantic	(27.95,28.05]	-0.9835632	-0.9859341	-0.9811923
aou + oxygen	Atlantic	(28.05,28.1]	-0.9898164	-0.9901265	-0.9895062
aou + oxygen	Atlantic	(28.1,28.15]	-0.9922606	-0.9944802	-0.9900411
aou + oxygen	Atlantic	(28.15,28.2]	-0.9955767	-0.9976793	-0.9934741
aou + oxygen	Atlantic	(28.2, Inf]	-0.9766293	-0.9836828	-0.9695757
aou + oxygen	Indian	(-Inf,26]	-0.9927894	-0.9941517	-0.9914270
aou + oxygen	Indian	(26,26.5]	-0.9967951	-0.9968566	-0.9967337
aou + oxygen	Indian	(26.5,26.75]	-0.9964919	-0.9976533	-0.9953305
aou + oxygen	Indian	(26.75,27]	-0.9944945	-0.9967913	-0.9921977
aou + oxygen	Indian	(27,27.25]	-0.9945322	-0.9955324	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9954234	-0.9958457	-0.9950011
aou + oxygen	Indian	(27.5,27.75]	-0.9961172	-0.9966067	-0.9956277
aou + oxygen	Indian	(27.75,27.85]	-0.9971348	-0.9978940	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9947342	-0.9951433	-0.9943252
aou + oxygen	Indian	(27.95,28.05]	-0.9900505	-0.9923242	-0.9877768
aou + oxygen	Indian	(28.05,28.1]	-0.9913622	-0.9963061	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9858322	-0.9881456	-0.9835188
aou + oxygen	Pacific	(-Inf,26]	-0.8340716	-0.8377095	-0.8304337
aou + oxygen	Pacific	(26,26.5]	-0.9658821	-0.9740442	-0.9577200
aou + oxygen	Pacific	(26.5,26.75]	-0.9709888	-0.9723885	-0.9695891
aou + oxygen	Pacific	(26.75,27]	-0.9698147	-0.9777451	-0.9618842
aou + oxygen	Pacific	(27,27.25]	-0.9934115	-0.9949258	-0.9918972
aou + oxygen	Pacific	(27.25,27.5]	-0.9955668	-0.9965239	-0.9946097
aou + oxygen	Pacific	(27.5,27.75]	-0.9959715	-0.9969813	-0.9949618
aou + oxygen	Pacific	(27.75,27.85]	-0.9976609	-0.9977929	-0.9975290
aou + oxygen	Pacific	(27.85,27.95]	-0.9986064	-0.9989190	-0.9982938
aou + oxygen	Pacific	(27.95,28.05]	-0.9983828	-0.9987298	-0.9980358
aou + oxygen	Pacific	(28.05,28.1]	-0.9991048	-0.9991075	-0.9991022
aou + oxygen	Pacific	(28.1, Inf]	-0.9958943	-0.9962469	-0.9955417
aou + phosphate	Atlantic	(-Inf,26]	0.7122058	0.6981694	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8306529	0.8204169	0.8408889
aou + phosphate	Atlantic	(26.5,26.75]	0.8810704	0.8775229	0.8846178
aou + phosphate	Atlantic	(26.75,27]	0.8134500	0.7913943	0.8355057
aou + phosphate	Atlantic	(27,27.25]	0.7757980	0.7067041	0.8448918
aou + phosphate	Atlantic	(27.25,27.5]	0.7724241	0.7286733	0.8161750
aou + phosphate	Atlantic	(27.5,27.75]	0.8362204	0.8069580	0.8654828
aou + phosphate	Atlantic	(27.75,27.85]	0.9071010	0.8939149	0.9202870
aou + phosphate	Atlantic	(27.85,27.95]	0.9375144	0.9302996	0.9447292
aou + phosphate	Atlantic	(27.95,28.05]	0.9516005	0.9481077	0.9550933
aou + phosphate	Atlantic	(28.05,28.1]	0.9687910	0.9666751	0.9709070
aou + phosphate	Atlantic	(28.1,28.15]	0.9738307	0.9686848	0.9789766
aou + phosphate	Atlantic	(28.15,28.2]	0.9904729	0.9850128	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.8168613	0.7374794	0.8962433
aou + phosphate	Indian	(-Inf,26]	0.9932904	0.9904301	0.9961507
aou + phosphate	Indian	(26,26.5]	0.9936764	0.9915114	0.9958414
aou + phosphate	Indian	(26.5,26.75]	0.9765901	0.9604946	0.9926855
aou + phosphate	Indian	(26.75,27]	0.9466002	0.9213801	0.9718202
aou + phosphate	Indian	(27,27.25]	0.9240054	0.8892209	0.9587899
aou + phosphate	Indian	(27.25,27.5]	0.9430588	0.9313787	0.9547390
aou + phosphate	Indian	(27.5,27.75]	0.9543789	0.9514312	0.9573267
aou + phosphate	Indian	(27.75,27.85]	0.9285965	0.9055534	0.9516396
aou + phosphate	Indian	(27.85,27.95]	0.8814908	0.8365349	0.9264468
aou + phosphate	Indian	(27.95,28.05]	0.8456057	0.7703703	0.9208412
aou + phosphate	Indian	(28.05,28.1]	0.9105620	0.8650477	0.9560762
aou + phosphate	Indian	(28.1, Inf]	0.6432749	0.5498170	0.7367328
aou + phosphate	Pacific	(-Inf,26]	0.8584470	0.8541783	0.8627156
aou + phosphate	Pacific	(26,26.5]	0.8523896	0.7849627	0.9198164
aou + phosphate	Pacific	(26.5,26.75]	0.8019298	0.7985366	0.8053231
aou + phosphate	Pacific	(26.75,27]	0.8990220	0.8867702	0.9112738
aou + phosphate	Pacific	(27,27.25]	0.9784978	0.9780825	0.9789131
aou + phosphate	Pacific	(27.25,27.5]	0.9814375	0.9788236	0.9840514
aou + phosphate	Pacific	(27.5,27.75]	0.9772944	0.9709997	0.9835890
aou + phosphate	Pacific	(27.75,27.85]	0.9798310	0.9726052	0.9870567
aou + phosphate	Pacific	(27.85,27.95]	0.9809261	0.9755185	0.9863338
aou + phosphate	Pacific	(27.95,28.05]	0.9756075	0.9720409	0.9791742
aou + phosphate	Pacific	(28.05,28.1]	0.9657694	0.9607618	0.9707770
aou + phosphate	Pacific	(28.1, Inf]	0.9414038	0.9261138	0.9566939
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7541666	0.7213543	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8747181	0.8709701	0.8784662
aou + silicate	Atlantic	(26.75,27]	0.8322542	0.8192477	0.8452607
aou + silicate	Atlantic	(27,27.25]	0.7248812	0.6263902	0.8233723
aou + silicate	Atlantic	(27.25,27.5]	0.6137255	0.5323378	0.6951132
aou + silicate	Atlantic	(27.5,27.75]	0.6172424	0.5670843	0.6674005
aou + silicate	Atlantic	(27.75,27.85]	0.7950645	0.7926787	0.7974503
aou + silicate	Atlantic	(27.85,27.95]	0.8615366	0.8592585	0.8638147
aou + silicate	Atlantic	(27.95,28.05]	0.9291613	0.9200143	0.9383083
aou + silicate	Atlantic	(28.05,28.1]	0.9687704	0.9661870	0.9713537
aou + silicate	Atlantic	(28.1,28.15]	0.9711891	0.9676731	0.9747052
aou + silicate	Atlantic	(28.15,28.2]	0.9905227	0.9864595	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8492447	0.8142082	0.8842812
aou + silicate	Indian	(-Inf,26]	0.9079909	0.8621219	0.9538599
aou + silicate	Indian	(26,26.5]	0.9320385	0.9060740	0.9580029
aou + silicate	Indian	(26.5,26.75]	0.9505614	0.9298940	0.9712288
aou + silicate	Indian	(26.75,27]	0.9648832	0.9517406	0.9780258
aou + silicate	Indian	(27,27.25]	0.9171743	0.8955750	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8659220	0.8361009	0.8957431
aou + silicate	Indian	(27.5,27.75]	0.8257461	0.7801370	0.8713552
aou + silicate	Indian	(27.75,27.85]	0.8522730	0.8246495	0.8798965
aou + silicate	Indian	(27.85,27.95]	0.8398902	0.8013024	0.8784779
aou + silicate	Indian	(27.95,28.05]	0.8631885	0.8215466	0.9048305
aou + silicate	Indian	(28.05,28.1]	0.9456655	0.9406044	0.9507266
aou + silicate	Indian	(28.1, Inf]	0.4866227	0.4533157	0.5199297
aou + silicate	Pacific	(-Inf,26]	0.5757221	0.5518121	0.5996322
aou + silicate	Pacific	(26,26.5]	0.4170501	0.2374326	0.5966676
aou + silicate	Pacific	(26.5,26.75]	0.2977246	0.2114931	0.3839560
aou + silicate	Pacific	(26.75,27]	0.6272665	0.5591002	0.6954327
aou + silicate	Pacific	(27,27.25]	0.8877474	0.8606141	0.9148808
aou + silicate	Pacific	(27.25,27.5]	0.9099403	0.8865569	0.9333237
aou + silicate	Pacific	(27.5,27.75]	0.9214408	0.8956645	0.9472170
aou + silicate	Pacific	(27.75,27.85]	0.9669566	0.9640976	0.9698157
aou + silicate	Pacific	(27.85,27.95]	0.9638568	0.9626340	0.9650796
aou + silicate	Pacific	(27.95,28.05]	0.9452567	0.9441322	0.9463812
aou + silicate	Pacific	(28.05,28.1]	0.9496262	0.9467273	0.9525250
aou + silicate	Pacific	(28.1, Inf]	0.8624181	0.8594569	0.8653793
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8574154	0.8482174	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352520	0.9281830	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9174624	0.8882057	0.9467190
nitrate + silicate	Atlantic	(27,27.25]	0.9119766	0.8776571	0.9462961
nitrate + silicate	Atlantic	(27.25,27.5]	0.9000732	0.8810501	0.9190963
nitrate + silicate	Atlantic	(27.5,27.75]	0.8857909	0.8778402	0.8937416
nitrate + silicate	Atlantic	(27.75,27.85]	0.9396888	0.9322089	0.9471686
nitrate + silicate	Atlantic	(27.85,27.95]	0.9644660	0.9598390	0.9690930
nitrate + silicate	Atlantic	(27.95,28.05]	0.9795739	0.9769766	0.9821711
nitrate + silicate	Atlantic	(28.05,28.1]	0.9875963	0.9868273	0.9883652
nitrate + silicate	Atlantic	(28.1,28.15]	0.9887801	0.9881633	0.9893969
nitrate + silicate	Atlantic	(28.15,28.2]	0.9945209	0.9932930	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9653165	0.9445970	0.9860361
nitrate + silicate	Indian	(-Inf,26]	0.9295057	0.8959551	0.9630564
nitrate + silicate	Indian	(26,26.5]	0.9504858	0.9412612	0.9597104
nitrate + silicate	Indian	(26.5,26.75]	0.9477666	0.9470824	0.9484509
nitrate + silicate	Indian	(26.75,27]	0.9320072	0.9226757	0.9413387
nitrate + silicate	Indian	(27,27.25]	0.9272803	0.9206738	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9253030	0.9134424	0.9371635
nitrate + silicate	Indian	(27.5,27.75]	0.8422703	0.8255210	0.8590196
nitrate + silicate	Indian	(27.75,27.85]	0.7803466	0.7560988	0.8045944
nitrate + silicate	Indian	(27.85,27.95]	0.8417112	0.8253099	0.8581125
nitrate + silicate	Indian	(27.95,28.05]	0.8992405	0.8842239	0.9142572
nitrate + silicate	Indian	(28.05,28.1]	0.9515531	0.9389078	0.9641984
nitrate + silicate	Indian	(28.1, Inf]	0.8166948	0.8126474	0.8207423
nitrate + silicate	Pacific	(-Inf,26]	0.8171540	0.7897911	0.8445169
nitrate + silicate	Pacific	(26,26.5]	0.7847688	0.7527771	0.8167606
nitrate + silicate	Pacific	(26.5,26.75]	0.7457480	0.7082797	0.7832163
nitrate + silicate	Pacific	(26.75,27]	0.8274929	0.8004204	0.8545655
nitrate + silicate	Pacific	(27,27.25]	0.9014073	0.8740996	0.9287149
nitrate + silicate	Pacific	(27.25,27.5]	0.8763339	0.8384960	0.9141718
nitrate + silicate	Pacific	(27.5,27.75]	0.8741782	0.8312480	0.9171084
nitrate + silicate	Pacific	(27.75,27.85]	0.9347862	0.9171493	0.9524230
nitrate + silicate	Pacific	(27.85,27.95]	0.9442919	0.9319424	0.9566414
nitrate + silicate	Pacific	(27.95,28.05]	0.9202211	0.9187807	0.9216615
nitrate + silicate	Pacific	(28.05,28.1]	0.9022477	0.8893381	0.9151574
nitrate + silicate	Pacific	(28.1, Inf]	0.9147695	0.9119312	0.9176078
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8169448	-0.8191585	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8361047	-0.8470465	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7417933	-0.7824247	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6674017	-0.7586282	-0.5761752
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5984335	-0.6695884	-0.5272786
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6459554	-0.7164092	-0.5755016
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7908578	-0.8221722	-0.7595433
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8618602	-0.8801537	-0.8435667
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8965166	-0.9006327	-0.8924006
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9407310	-0.9410801	-0.9403819
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9536766	-0.9731026	-0.9342506
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9821876	-0.9915477	-0.9728275
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7031689	-0.8275576	-0.5787803
oxygen + nitrate	Indian	(-Inf,26]	-0.9787737	-0.9828570	-0.9746903
oxygen + nitrate	Indian	(26,26.5]	-0.9692822	-0.9771360	-0.9614285
oxygen + nitrate	Indian	(26.5,26.75]	-0.9414659	-0.9584161	-0.9245156
oxygen + nitrate	Indian	(26.75,27]	-0.8824323	-0.9131945	-0.8516701
oxygen + nitrate	Indian	(27,27.25]	-0.8177519	-0.8319701	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8341627	-0.8671435	-0.8011819
oxygen + nitrate	Indian	(27.5,27.75]	-0.8795986	-0.8978094	-0.8613878
oxygen + nitrate	Indian	(27.75,27.85]	-0.8555850	-0.8821642	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8130106	-0.8591925	-0.7668287
oxygen + nitrate	Indian	(27.95,28.05]	-0.7388228	-0.8429273	-0.6347182
oxygen + nitrate	Indian	(28.05,28.1]	-0.8378149	-0.9148381	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.5037000	-0.6142430	-0.3931571
oxygen + nitrate	Pacific	(-Inf,26]	-0.5354892	-0.5701228	-0.5008556
oxygen + nitrate	Pacific	(26,26.5]	-0.6104235	-0.7396693	-0.4811777
oxygen + nitrate	Pacific	(26.5,26.75]	-0.5954003	-0.6054585	-0.5853420
oxygen + nitrate	Pacific	(26.75,27]	-0.7887505	-0.8078946	-0.7696064
oxygen + nitrate	Pacific	(27,27.25]	-0.9526219	-0.9526343	-0.9526094
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9673055	-0.9721879	-0.9624231
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9705976	-0.9786262	-0.9625690
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9777807	-0.9868644	-0.9686971
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9776871	-0.9842495	-0.9711248
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9633164	-0.9706253	-0.9560075
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9418644	-0.9605218	-0.9232069
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9252285	-0.9434086	-0.9070485
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5594345	-0.5599394	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6268595	-0.6406122	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7209383	-0.7343716	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6333301	-0.6708590	-0.5958013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5841416	-0.6845794	-0.4837038
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5340005	-0.6109757	-0.4570253
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6036914	-0.6760243	-0.5313586
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7596885	-0.7906939	-0.7286830
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8544933	-0.8719255	-0.8370610
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8925209	-0.8953511	-0.8896908
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9335562	-0.9361005	-0.9310119
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9444215	-0.9586683	-0.9301747
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9817413	-0.9922437	-0.9712388
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7017929	-0.8265631	-0.5770228
oxygen + phosphate	Indian	(-Inf,26]	-0.9850248	-0.9852483	-0.9848013
oxygen + phosphate	Indian	(26,26.5]	-0.9844292	-0.9890548	-0.9798037
oxygen + phosphate	Indian	(26.5,26.75]	-0.9579657	-0.9850482	-0.9308832
oxygen + phosphate	Indian	(26.75,27]	-0.9104795	-0.9535467	-0.8674122
oxygen + phosphate	Indian	(27,27.25]	-0.8835259	-0.9335082	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9130593	-0.9280968	-0.8980217
oxygen + phosphate	Indian	(27.5,27.75]	-0.9396095	-0.9420944	-0.9371246
oxygen + phosphate	Indian	(27.75,27.85]	-0.9098449	-0.9382466	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8371027	-0.8919610	-0.7822443
oxygen + phosphate	Indian	(27.95,28.05]	-0.7718002	-0.8729368	-0.6706635
oxygen + phosphate	Indian	(28.05,28.1]	-0.8575515	-0.9341135	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.5235297	-0.6393566	-0.4077029
oxygen + phosphate	Pacific	(-Inf,26]	-0.5821847	-0.5968429	-0.5675264
oxygen + phosphate	Pacific	(26,26.5]	-0.7001069	-0.8149790	-0.5852349
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6446424	-0.6528896	-0.6363952
oxygen + phosphate	Pacific	(26.75,27]	-0.7722941	-0.8111237	-0.7334645
oxygen + phosphate	Pacific	(27,27.25]	-0.9537045	-0.9573900	-0.9500190
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9704605	-0.9739001	-0.9670210
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9722354	-0.9789254	-0.9655453
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9765522	-0.9839154	-0.9691889
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9787015	-0.9828882	-0.9745149
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9710430	-0.9756932	-0.9663927
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9619445	-0.9660739	-0.9578152
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9175516	-0.9355215	-0.8995817
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5645105	-0.5957161	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7312593	-0.7662289	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6726261	-0.6976353	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.5398741	-0.6658671	-0.4138810
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3517455	-0.4682848	-0.2352062
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3397479	-0.4331460	-0.2463498
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6210503	-0.6298913	-0.6122092
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7522907	-0.7639090	-0.7406724
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8547630	-0.8611579	-0.8483682
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9285039	-0.9337876	-0.9232201
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9390550	-0.9494827	-0.9286273
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9839691	-0.9910614	-0.9768768
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7441191	-0.8143991	-0.6738391
oxygen + silicate	Indian	(-Inf,26]	-0.8805249	-0.9342870	-0.8267628
oxygen + silicate	Indian	(26,26.5]	-0.9138464	-0.9473494	-0.8803434
oxygen + silicate	Indian	(26.5,26.75]	-0.9357631	-0.9601043	-0.9114218
oxygen + silicate	Indian	(26.75,27]	-0.9482616	-0.9601263	-0.9363969
oxygen + silicate	Indian	(27,27.25]	-0.8818977	-0.9028356	-0.8609598
oxygen + silicate	Indian	(27.25,27.5]	-0.8222180	-0.8588670	-0.7855690
oxygen + silicate	Indian	(27.5,27.75]	-0.7832591	-0.8371652	-0.7293530
oxygen + silicate	Indian	(27.75,27.85]	-0.8260937	-0.8609998	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7964412	-0.8479240	-0.7449584
oxygen + silicate	Indian	(27.95,28.05]	-0.7991917	-0.8626526	-0.7357308
oxygen + silicate	Indian	(28.05,28.1]	-0.9085024	-0.9327659	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.3573828	-0.4021106	-0.3126550
oxygen + silicate	Pacific	(-Inf,26]	-0.1780674	-0.2009594	-0.1551755
oxygen + silicate	Pacific	(26,26.5]	-0.2047244	-0.4298270	0.0203782
oxygen + silicate	Pacific	(26.5,26.75]	-0.0842137	-0.1784785	0.0100511
oxygen + silicate	Pacific	(26.75,27]	-0.4352871	-0.5424027	-0.3281716
oxygen + silicate	Pacific	(27,27.25]	-0.8368667	-0.8758691	-0.7978642
oxygen + silicate	Pacific	(27.25,27.5]	-0.8732793	-0.9053322	-0.8412263
oxygen + silicate	Pacific	(27.5,27.75]	-0.8903296	-0.9258938	-0.8547654
oxygen + silicate	Pacific	(27.75,27.85]	-0.9544259	-0.9581839	-0.9506679
oxygen + silicate	Pacific	(27.85,27.95]	-0.9549277	-0.9550886	-0.9547668
oxygen + silicate	Pacific	(27.95,28.05]	-0.9315721	-0.9318596	-0.9312846
oxygen + silicate	Pacific	(28.05,28.1]	-0.9413195	-0.9451601	-0.9374790
oxygen + silicate	Pacific	(28.1, Inf]	-0.8193906	-0.8214473	-0.8173340
phosphate + nitrate	Atlantic	(-Inf,26]	0.8274791	0.7735562	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9303984	0.9285739	0.9322228
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9740987	0.9739934	0.9742041
phosphate + nitrate	Atlantic	(26.75,27]	0.9809669	0.9805523	0.9813814
phosphate + nitrate	Atlantic	(27,27.25]	0.9890932	0.9874642	0.9907222
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9939743	0.9930908	0.9948577
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9953852	0.9952571	0.9955133
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9949924	0.9942288	0.9957560
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9939569	0.9934307	0.9944830
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9932742	0.9927286	0.9938197
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9913687	0.9903192	0.9924182
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9928601	0.9928559	0.9928644
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9972024	0.9969305	0.9974743
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9883542	0.9809403	0.9957682
phosphate + nitrate	Indian	(-Inf,26]	0.9940330	0.9904873	0.9975788
phosphate + nitrate	Indian	(26,26.5]	0.9889385	0.9812867	0.9965902
phosphate + nitrate	Indian	(26.5,26.75]	0.9898077	0.9823892	0.9972261
phosphate + nitrate	Indian	(26.75,27]	0.9855244	0.9754593	0.9955895
phosphate + nitrate	Indian	(27,27.25]	0.9603337	0.9289155	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9513046	0.9189683	0.9836408
phosphate + nitrate	Indian	(27.5,27.75]	0.9392448	0.9251954	0.9532943
phosphate + nitrate	Indian	(27.75,27.85]	0.9285076	0.9253443	0.9316709
phosphate + nitrate	Indian	(27.85,27.95]	0.9560937	0.9555214	0.9566659
phosphate + nitrate	Indian	(27.95,28.05]	0.9765917	0.9762463	0.9769372
phosphate + nitrate	Indian	(28.05,28.1]	0.9833256	0.9829883	0.9836628
phosphate + nitrate	Indian	(28.1, Inf]	0.9256126	0.9161874	0.9350379
phosphate + nitrate	Pacific	(-Inf,26]	0.9438457	0.9362692	0.9514223
phosphate + nitrate	Pacific	(26,26.5]	0.9253671	0.9031086	0.9476256
phosphate + nitrate	Pacific	(26.5,26.75]	0.9352819	0.9251011	0.9454627
phosphate + nitrate	Pacific	(26.75,27]	0.9824096	0.9813379	0.9834813
phosphate + nitrate	Pacific	(27,27.25]	0.9915398	0.9910688	0.9920108
phosphate + nitrate	Pacific	(27.25,27.5]	0.9914085	0.9896271	0.9931900
phosphate + nitrate	Pacific	(27.5,27.75]	0.9877058	0.9812538	0.9941578
phosphate + nitrate	Pacific	(27.75,27.85]	0.9789648	0.9658949	0.9920347
phosphate + nitrate	Pacific	(27.85,27.95]	0.9738102	0.9583364	0.9892840
phosphate + nitrate	Pacific	(27.95,28.05]	0.9613803	0.9531775	0.9695830
phosphate + nitrate	Pacific	(28.05,28.1]	0.9313571	0.9073692	0.9553450
phosphate + nitrate	Pacific	(28.1, Inf]	0.9522258	0.9310574	0.9733942
phosphate + silicate	Atlantic	(-Inf,26]	0.7711146	0.7374635	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9213598	0.9019935	0.9407260
phosphate + silicate	Atlantic	(26.5,26.75]	0.9425662	0.9261549	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9257768	0.8996424	0.9519111
phosphate + silicate	Atlantic	(27,27.25]	0.9233851	0.8917842	0.9549859
phosphate + silicate	Atlantic	(27.25,27.5]	0.9194782	0.9044499	0.9345065
phosphate + silicate	Atlantic	(27.5,27.75]	0.9014034	0.8942013	0.9086056
phosphate + silicate	Atlantic	(27.75,27.85]	0.9472681	0.9409823	0.9535540
phosphate + silicate	Atlantic	(27.85,27.95]	0.9670885	0.9628083	0.9713687
phosphate + silicate	Atlantic	(27.95,28.05]	0.9807707	0.9782519	0.9832896
phosphate + silicate	Atlantic	(28.05,28.1]	0.9876456	0.9857887	0.9895025
phosphate + silicate	Atlantic	(28.1,28.15]	0.9917124	0.9906856	0.9927392
phosphate + silicate	Atlantic	(28.15,28.2]	0.9949649	0.9943564	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9720080	0.9566405	0.9873755
phosphate + silicate	Indian	(-Inf,26]	0.9160781	0.8684270	0.9637293
phosphate + silicate	Indian	(26,26.5]	0.9424271	0.9214702	0.9633841
phosphate + silicate	Indian	(26.5,26.75]	0.9474372	0.9422708	0.9526036
phosphate + silicate	Indian	(26.75,27]	0.9423327	0.9363590	0.9483064
phosphate + silicate	Indian	(27,27.25]	0.9323718	0.9162185	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9092304	0.8742985	0.9441623
phosphate + silicate	Indian	(27.5,27.75]	0.8418915	0.7861432	0.8976398
phosphate + silicate	Indian	(27.75,27.85]	0.8687207	0.8553204	0.8821209
phosphate + silicate	Indian	(27.85,27.95]	0.9016922	0.9009604	0.9024241
phosphate + silicate	Indian	(27.95,28.05]	0.9223323	0.9130820	0.9315826
phosphate + silicate	Indian	(28.05,28.1]	0.9599603	0.9487560	0.9711645
phosphate + silicate	Indian	(28.1, Inf]	0.7999348	0.7906138	0.8092558
phosphate + silicate	Pacific	(-Inf,26]	0.7049406	0.6586500	0.7512313
phosphate + silicate	Pacific	(26,26.5]	0.7314514	0.6855126	0.7773903
phosphate + silicate	Pacific	(26.5,26.75]	0.6998032	0.6540260	0.7455804
phosphate + silicate	Pacific	(26.75,27]	0.8351346	0.8138659	0.8564033
phosphate + silicate	Pacific	(27,27.25]	0.9132312	0.8912965	0.9351659
phosphate + silicate	Pacific	(27.25,27.5]	0.8898889	0.8588914	0.9208863
phosphate + silicate	Pacific	(27.5,27.75]	0.8789547	0.8406451	0.9172643
phosphate + silicate	Pacific	(27.75,27.85]	0.9422071	0.9291289	0.9552852
phosphate + silicate	Pacific	(27.85,27.95]	0.9564402	0.9483536	0.9645268
phosphate + silicate	Pacific	(27.95,28.05]	0.9447845	0.9415790	0.9479901
phosphate + silicate	Pacific	(28.05,28.1]	0.9360271	0.9311636	0.9408905
phosphate + silicate	Pacific	(28.1, Inf]	0.9109727	0.9106323	0.9113132
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2268746	-0.2821915	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.3102101	-0.3914307	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.1751764	-0.2316125	-0.1187402
sal + aou	Atlantic	(27,27.25]	-0.1923739	-0.3476307	-0.0371172
sal + aou	Atlantic	(27.25,27.5]	-0.2863789	-0.3792992	-0.1934587
sal + aou	Atlantic	(27.5,27.75]	-0.3788450	-0.4063786	-0.3513114
sal + aou	Atlantic	(27.75,27.85]	-0.3282939	-0.3558465	-0.3007414
sal + aou	Atlantic	(27.85,27.95]	-0.3027220	-0.3956038	-0.2098403
sal + aou	Atlantic	(27.95,28.05]	-0.4542984	-0.6000840	-0.3085129
sal + aou	Atlantic	(28.05,28.1]	-0.7189451	-0.7685106	-0.6693795
sal + aou	Atlantic	(28.1,28.15]	-0.7753727	-0.7901864	-0.7605590
sal + aou	Atlantic	(28.15,28.2]	-0.9228077	-0.9324561	-0.9131593
sal + aou	Atlantic	(28.2, Inf]	-0.5066221	-0.7229801	-0.2902641
sal + aou	Indian	(-Inf,26]	-0.6101222	-0.7808177	-0.4394266
sal + aou	Indian	(26,26.5]	-0.6219510	-0.7926631	-0.4512389
sal + aou	Indian	(26.5,26.75]	-0.1860886	-0.2880253	-0.0841519
sal + aou	Indian	(26.75,27]	0.4645746	0.3392609	0.5898883
sal + aou	Indian	(27,27.25]	0.8371974	0.8071533	0.8672415
sal + aou	Indian	(27.25,27.5]	0.9029089	0.8344812	0.9713366
sal + aou	Indian	(27.5,27.75]	0.9184088	0.8692279	0.9675897
sal + aou	Indian	(27.75,27.85]	0.9447468	0.9353426	0.9541511
sal + aou	Indian	(27.85,27.95]	0.8958919	0.8944167	0.8973671
sal + aou	Indian	(27.95,28.05]	0.6347251	0.5811021	0.6883481
sal + aou	Indian	(28.05,28.1]	0.0679434	-0.0555698	0.1914565
sal + aou	Indian	(28.1, Inf]	0.5831252	0.5782854	0.5879650
sal + aou	Pacific	(-Inf,26]	-0.0944133	-0.1105498	-0.0782768
sal + aou	Pacific	(26,26.5]	0.0622029	-0.1067226	0.2311284
sal + aou	Pacific	(26.5,26.75]	0.2275545	0.1433794	0.3117297
sal + aou	Pacific	(26.75,27]	-0.1073103	-0.1562046	-0.0584160
sal + aou	Pacific	(27,27.25]	-0.2750403	-0.2973230	-0.2527576
sal + aou	Pacific	(27.25,27.5]	-0.0020858	-0.0584500	0.0542784
sal + aou	Pacific	(27.5,27.75]	-0.0050436	-0.0434913	0.0334042
sal + aou	Pacific	(27.75,27.85]	-0.1830031	-0.2027703	-0.1632359
sal + aou	Pacific	(27.85,27.95]	-0.4975467	-0.5761212	-0.4189722
sal + aou	Pacific	(27.95,28.05]	-0.7027962	-0.7668653	-0.6387272
sal + aou	Pacific	(28.05,28.1]	-0.8829123	-0.8841190	-0.8817056
sal + aou	Pacific	(28.1, Inf]	-0.7263656	-0.7278445	-0.7248867
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4251232	-0.4737934	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5513183	-0.6185079	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.5494545	-0.5763227	-0.5225862
sal + nitrate	Atlantic	(27,27.25]	-0.6437285	-0.6851235	-0.6023335
sal + nitrate	Atlantic	(27.25,27.5]	-0.7510212	-0.7785649	-0.7234775
sal + nitrate	Atlantic	(27.5,27.75]	-0.7463699	-0.7569541	-0.7357858
sal + nitrate	Atlantic	(27.75,27.85]	-0.6199149	-0.6239965	-0.6158332
sal + nitrate	Atlantic	(27.85,27.95]	-0.5577209	-0.6464107	-0.4690310
sal + nitrate	Atlantic	(27.95,28.05]	-0.6527334	-0.7654731	-0.5399937
sal + nitrate	Atlantic	(28.05,28.1]	-0.8127341	-0.8520300	-0.7734383
sal + nitrate	Atlantic	(28.1,28.15]	-0.8448808	-0.8517652	-0.8379964
sal + nitrate	Atlantic	(28.15,28.2]	-0.9412956	-0.9470017	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8814495	-0.9433438	-0.8195552
sal + nitrate	Indian	(-Inf,26]	-0.6399909	-0.7929918	-0.4869900
sal + nitrate	Indian	(26,26.5]	-0.7324308	-0.8580877	-0.6067739
sal + nitrate	Indian	(26.5,26.75]	-0.4096995	-0.5366929	-0.2827061
sal + nitrate	Indian	(26.75,27]	0.1173359	-0.0728598	0.3075316
sal + nitrate	Indian	(27,27.25]	0.4874493	0.4654161	0.5094825
sal + nitrate	Indian	(27.25,27.5]	0.6417451	0.4815146	0.8019757
sal + nitrate	Indian	(27.5,27.75]	0.7352608	0.6266301	0.8438916
sal + nitrate	Indian	(27.75,27.85]	0.7167543	0.6598014	0.7737072
sal + nitrate	Indian	(27.85,27.95]	0.5741915	0.5031607	0.6452223
sal + nitrate	Indian	(27.95,28.05]	0.1187145	0.0461034	0.1913257
sal + nitrate	Indian	(28.05,28.1]	-0.3268793	-0.3367188	-0.3170397
sal + nitrate	Indian	(28.1, Inf]	-0.1663713	-0.2703922	-0.0623504
sal + nitrate	Pacific	(-Inf,26]	-0.4040021	-0.4627022	-0.3453020
sal + nitrate	Pacific	(26,26.5]	-0.4578510	-0.5045946	-0.4111074
sal + nitrate	Pacific	(26.5,26.75]	-0.3747001	-0.4472285	-0.3021718
sal + nitrate	Pacific	(26.75,27]	-0.4576933	-0.4917288	-0.4236578
sal + nitrate	Pacific	(27,27.25]	-0.3871093	-0.3925175	-0.3817011
sal + nitrate	Pacific	(27.25,27.5]	-0.0217465	-0.0644402	0.0209472
sal + nitrate	Pacific	(27.5,27.75]	-0.0055415	-0.0315095	0.0204266
sal + nitrate	Pacific	(27.75,27.85]	-0.1835830	-0.2002812	-0.1668848
sal + nitrate	Pacific	(27.85,27.95]	-0.5003526	-0.5596302	-0.4410749
sal + nitrate	Pacific	(27.95,28.05]	-0.7348320	-0.7905495	-0.6791144
sal + nitrate	Pacific	(28.05,28.1]	-0.9057158	-0.9157412	-0.8956904
sal + nitrate	Pacific	(28.1, Inf]	-0.8267215	-0.8273014	-0.8261416
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0832568	-0.1394337	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0377503	-0.0200791	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1046614	-0.1835369	-0.0257859
sal + oxygen	Atlantic	(27,27.25]	-0.0824115	-0.2524603	0.0876372
sal + oxygen	Atlantic	(27.25,27.5]	-0.0358167	-0.1588465	0.0872131
sal + oxygen	Atlantic	(27.5,27.75]	0.0397199	-0.0259359	0.1053758
sal + oxygen	Atlantic	(27.75,27.85]	0.0582968	0.0121880	0.1044056
sal + oxygen	Atlantic	(27.85,27.95]	0.1164186	0.0346760	0.1981613
sal + oxygen	Atlantic	(27.95,28.05]	0.3089914	0.1667180	0.4512648
sal + oxygen	Atlantic	(28.05,28.1]	0.6211864	0.5644081	0.6779647
sal + oxygen	Atlantic	(28.1,28.15]	0.6954086	0.6656497	0.7251676
sal + oxygen	Atlantic	(28.15,28.2]	0.8924413	0.8778869	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.3447278	0.0687453	0.6207103
sal + oxygen	Indian	(-Inf,26]	0.6098739	0.4242296	0.7955183
sal + oxygen	Indian	(26,26.5]	0.5685837	0.3862124	0.7509551
sal + oxygen	Indian	(26.5,26.75]	0.1079244	0.0187418	0.1971070
sal + oxygen	Indian	(26.75,27]	-0.5506456	-0.6491117	-0.4521795
sal + oxygen	Indian	(27,27.25]	-0.8840964	-0.9158363	-0.8523565
sal + oxygen	Indian	(27.25,27.5]	-0.9304053	-0.9847789	-0.8760317
sal + oxygen	Indian	(27.5,27.75]	-0.9313046	-0.9664958	-0.8961134
sal + oxygen	Indian	(27.75,27.85]	-0.9520213	-0.9604491	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9214240	-0.9225644	-0.9202835
sal + oxygen	Indian	(27.95,28.05]	-0.7223796	-0.7826643	-0.6620950
sal + oxygen	Indian	(28.05,28.1]	-0.1834911	-0.3447231	-0.0222591
sal + oxygen	Indian	(28.1, Inf]	-0.6983745	-0.7104211	-0.6863279
sal + oxygen	Pacific	(-Inf,26]	-0.3783598	-0.3983682	-0.3583514
sal + oxygen	Pacific	(26,26.5]	-0.2990187	-0.4887752	-0.1092622
sal + oxygen	Pacific	(26.5,26.75]	-0.4445979	-0.5257668	-0.3634290
sal + oxygen	Pacific	(26.75,27]	-0.1299541	-0.2107949	-0.0491133
sal + oxygen	Pacific	(27,27.25]	0.1694061	0.1597930	0.1790192
sal + oxygen	Pacific	(27.25,27.5]	-0.0761594	-0.1218103	-0.0305085
sal + oxygen	Pacific	(27.5,27.75]	-0.0505730	-0.0771366	-0.0240094
sal + oxygen	Pacific	(27.75,27.85]	0.1296673	0.1121853	0.1471493
sal + oxygen	Pacific	(27.85,27.95]	0.4735551	0.3862039	0.5609063
sal + oxygen	Pacific	(27.95,28.05]	0.6927734	0.6208164	0.7647304
sal + oxygen	Pacific	(28.05,28.1]	0.8757932	0.8735044	0.8780820
sal + oxygen	Pacific	(28.1, Inf]	0.6712966	0.6691500	0.6734431
sal + phosphate	Atlantic	(-Inf,26]	-0.5694457	-0.6780962	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6887739	-0.7212932	-0.6562545
sal + phosphate	Atlantic	(26.5,26.75]	-0.7056253	-0.7598633	-0.6513872
sal + phosphate	Atlantic	(26.75,27]	-0.6816005	-0.7105012	-0.6526999
sal + phosphate	Atlantic	(27,27.25]	-0.7315521	-0.7658353	-0.6972690
sal + phosphate	Atlantic	(27.25,27.5]	-0.8018418	-0.8253100	-0.7783737
sal + phosphate	Atlantic	(27.5,27.75]	-0.7846653	-0.7931118	-0.7762189
sal + phosphate	Atlantic	(27.75,27.85]	-0.6586559	-0.6668986	-0.6504132
sal + phosphate	Atlantic	(27.85,27.95]	-0.5736295	-0.6594008	-0.4878581
sal + phosphate	Atlantic	(27.95,28.05]	-0.6599659	-0.7715636	-0.5483683
sal + phosphate	Atlantic	(28.05,28.1]	-0.8228481	-0.8621439	-0.7835524
sal + phosphate	Atlantic	(28.1,28.15]	-0.8622552	-0.8647601	-0.8597502
sal + phosphate	Atlantic	(28.15,28.2]	-0.9431632	-0.9522566	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8859770	-0.9474188	-0.8245353
sal + phosphate	Indian	(-Inf,26]	-0.6040618	-0.7882931	-0.4198305
sal + phosphate	Indian	(26,26.5]	-0.6628760	-0.8515021	-0.4742498
sal + phosphate	Indian	(26.5,26.75]	-0.3364061	-0.5266456	-0.1461666
sal + phosphate	Indian	(26.75,27]	0.2048502	-0.0418757	0.4515761
sal + phosphate	Indian	(27,27.25]	0.6244805	0.5576223	0.6913387
sal + phosphate	Indian	(27.25,27.5]	0.7834221	0.7236138	0.8432304
sal + phosphate	Indian	(27.5,27.75]	0.8495816	0.7990976	0.9000656
sal + phosphate	Indian	(27.75,27.85]	0.8339105	0.7837131	0.8841078
sal + phosphate	Indian	(27.85,27.95]	0.6507054	0.5632213	0.7381894
sal + phosphate	Indian	(27.95,28.05]	0.1865755	0.1034511	0.2696999
sal + phosphate	Indian	(28.05,28.1]	-0.2852267	-0.2888389	-0.2816146
sal + phosphate	Indian	(28.1, Inf]	-0.1428746	-0.2533384	-0.0324108
sal + phosphate	Pacific	(-Inf,26]	-0.2893372	-0.3416558	-0.2370187
sal + phosphate	Pacific	(26,26.5]	-0.3813339	-0.4264617	-0.3362060
sal + phosphate	Pacific	(26.5,26.75]	-0.3324109	-0.4024486	-0.2623731
sal + phosphate	Pacific	(26.75,27]	-0.4873109	-0.5010380	-0.4735838
sal + phosphate	Pacific	(27,27.25]	-0.4034903	-0.4216256	-0.3853551
sal + phosphate	Pacific	(27.25,27.5]	-0.0358908	-0.0838809	0.0120993
sal + phosphate	Pacific	(27.5,27.75]	-0.0015134	-0.0289016	0.0258748
sal + phosphate	Pacific	(27.75,27.85]	-0.1836268	-0.2055812	-0.1616724
sal + phosphate	Pacific	(27.85,27.95]	-0.5074205	-0.5701934	-0.4446476
sal + phosphate	Pacific	(27.95,28.05]	-0.7384213	-0.7968374	-0.6800051
sal + phosphate	Pacific	(28.05,28.1]	-0.8967696	-0.9181856	-0.8753537
sal + phosphate	Pacific	(28.1, Inf]	-0.8272390	-0.8286517	-0.8258263
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6548160	-0.7052527	-0.6043792
sal + silicate	Atlantic	(26.5,26.75]	-0.6171459	-0.7195788	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.5738411	-0.6243267	-0.5233554
sal + silicate	Atlantic	(27,27.25]	-0.6779286	-0.7264758	-0.6293814
sal + silicate	Atlantic	(27.25,27.5]	-0.8082935	-0.8189425	-0.7976444
sal + silicate	Atlantic	(27.5,27.75]	-0.8040379	-0.8081860	-0.7998898
sal + silicate	Atlantic	(27.75,27.85]	-0.6918363	-0.7266160	-0.6570565
sal + silicate	Atlantic	(27.85,27.95]	-0.6634218	-0.7211701	-0.6056736
sal + silicate	Atlantic	(27.95,28.05]	-0.7084039	-0.7986678	-0.6181399
sal + silicate	Atlantic	(28.05,28.1]	-0.8449305	-0.8717887	-0.8180723
sal + silicate	Atlantic	(28.1,28.15]	-0.8754917	-0.8827402	-0.8682433
sal + silicate	Atlantic	(28.15,28.2]	-0.9324428	-0.9346949	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8325447	-0.9342240	-0.7308654
sal + silicate	Indian	(-Inf,26]	-0.7710805	-0.8284491	-0.7137118
sal + silicate	Indian	(26,26.5]	-0.7656655	-0.8533399	-0.6779910
sal + silicate	Indian	(26.5,26.75]	-0.3402592	-0.3574902	-0.3230281
sal + silicate	Indian	(26.75,27]	0.3385472	0.2500409	0.4270535
sal + silicate	Indian	(27,27.25]	0.6154452	0.5404817	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.6383737	0.4836423	0.7931050
sal + silicate	Indian	(27.5,27.75]	0.6706961	0.5000037	0.8413885
sal + silicate	Indian	(27.75,27.85]	0.7986104	0.7938038	0.8034171
sal + silicate	Indian	(27.85,27.95]	0.6931779	0.6299558	0.7563999
sal + silicate	Indian	(27.95,28.05]	0.3416203	0.3016205	0.3816201
sal + silicate	Indian	(28.05,28.1]	-0.1313306	-0.2064544	-0.0562069
sal + silicate	Indian	(28.1, Inf]	-0.1833980	-0.1900687	-0.1767272
sal + silicate	Pacific	(-Inf,26]	-0.6460961	-0.6558419	-0.6363503
sal + silicate	Pacific	(26,26.5]	-0.7290149	-0.7496801	-0.7083497
sal + silicate	Pacific	(26.5,26.75]	-0.7780302	-0.7857040	-0.7703564
sal + silicate	Pacific	(26.75,27]	-0.7869862	-0.8148831	-0.7590892
sal + silicate	Pacific	(27,27.25]	-0.6244699	-0.6826020	-0.5663379
sal + silicate	Pacific	(27.25,27.5]	-0.2935924	-0.3915769	-0.1956080
sal + silicate	Pacific	(27.5,27.75]	-0.1223631	-0.2189722	-0.0257541
sal + silicate	Pacific	(27.75,27.85]	-0.2376587	-0.2682734	-0.2070440
sal + silicate	Pacific	(27.85,27.95]	-0.4585388	-0.5063555	-0.4107222
sal + silicate	Pacific	(27.95,28.05]	-0.6175541	-0.6706581	-0.5644501
sal + silicate	Pacific	(28.05,28.1]	-0.8125581	-0.8159120	-0.8092042
sal + silicate	Pacific	(28.1, Inf]	-0.8630339	-0.8771957	-0.8488721
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9610959	0.9595484	0.9626434
sal + temp	Atlantic	(26.5,26.75]	0.9808448	0.9787372	0.9829524
sal + temp	Atlantic	(26.75,27]	0.9763016	0.9717939	0.9808092
sal + temp	Atlantic	(27,27.25]	0.9786592	0.9777338	0.9795846
sal + temp	Atlantic	(27.25,27.5]	0.9785734	0.9778117	0.9793350
sal + temp	Atlantic	(27.5,27.75]	0.9651542	0.9637361	0.9665724
sal + temp	Atlantic	(27.75,27.85]	0.9793385	0.9775948	0.9810822
sal + temp	Atlantic	(27.85,27.95]	0.9523775	0.9456524	0.9591026
sal + temp	Atlantic	(27.95,28.05]	0.9106044	0.8938671	0.9273417
sal + temp	Atlantic	(28.05,28.1]	0.9506783	0.9444958	0.9568608
sal + temp	Atlantic	(28.1,28.15]	0.9421298	0.9294428	0.9548169
sal + temp	Atlantic	(28.15,28.2]	0.7391862	0.5602352	0.9181371
sal + temp	Atlantic	(28.2, Inf]	0.4471406	0.1788786	0.7154026
sal + temp	Indian	(-Inf,26]	0.1462556	0.0708895	0.2216216
sal + temp	Indian	(26,26.5]	0.8678703	0.8466442	0.8890963
sal + temp	Indian	(26.5,26.75]	0.9573580	0.9533982	0.9613177
sal + temp	Indian	(26.75,27]	0.9686590	0.9615077	0.9758102
sal + temp	Indian	(27,27.25]	0.9561330	0.9534499	0.9588162
sal + temp	Indian	(27.25,27.5]	0.9468152	0.9331666	0.9604638
sal + temp	Indian	(27.5,27.75]	0.9068224	0.8785240	0.9351208
sal + temp	Indian	(27.75,27.85]	0.9342245	0.9223115	0.9461374
sal + temp	Indian	(27.85,27.95]	0.9327919	0.9198577	0.9457261
sal + temp	Indian	(27.95,28.05]	0.9349406	0.9134683	0.9564129
sal + temp	Indian	(28.05,28.1]	0.9074440	0.8696279	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9262852	0.9199053	0.9326652
sal + temp	Pacific	(-Inf,26]	0.7805344	0.7796993	0.7813695
sal + temp	Pacific	(26,26.5]	0.9555208	0.9503796	0.9606620
sal + temp	Pacific	(26.5,26.75]	0.9780280	0.9771421	0.9789139
sal + temp	Pacific	(26.75,27]	0.9787493	0.9761151	0.9813834
sal + temp	Pacific	(27,27.25]	0.9470161	0.9399415	0.9540907
sal + temp	Pacific	(27.25,27.5]	0.8243179	0.8008945	0.8477412
sal + temp	Pacific	(27.5,27.75]	0.6011376	0.5474931	0.6547821
sal + temp	Pacific	(27.75,27.85]	0.7732528	0.7567502	0.7897555
sal + temp	Pacific	(27.85,27.95]	0.5338714	0.4780781	0.5896648
sal + temp	Pacific	(27.95,28.05]	0.3162730	0.2544732	0.3780729
sal + temp	Pacific	(28.05,28.1]	0.1354480	0.1182128	0.1526833
sal + temp	Pacific	(28.1, Inf]	-0.2685879	-0.2947150	-0.2424609
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2610839	-0.3029734	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2989626	-0.3699791	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.1330363	-0.2055274	-0.0605452
temp + aou	Atlantic	(27,27.25]	-0.1187135	-0.2660016	0.0285745
temp + aou	Atlantic	(27.25,27.5]	-0.2443840	-0.3438381	-0.1449300
temp + aou	Atlantic	(27.5,27.75]	-0.3322624	-0.3609721	-0.3035526
temp + aou	Atlantic	(27.75,27.85]	-0.2788381	-0.2801180	-0.2775582
temp + aou	Atlantic	(27.85,27.95]	-0.2180739	-0.3453168	-0.0908311
temp + aou	Atlantic	(27.95,28.05]	-0.4356918	-0.5196060	-0.3517775
temp + aou	Atlantic	(28.05,28.1]	-0.5901360	-0.6487913	-0.5314806
temp + aou	Atlantic	(28.1,28.15]	-0.5685165	-0.6128052	-0.5242277
temp + aou	Atlantic	(28.15,28.2]	-0.5451197	-0.7337227	-0.3565167
temp + aou	Atlantic	(28.2, Inf]	0.3099233	0.3016504	0.3181962
temp + aou	Indian	(-Inf,26]	-0.4084630	-0.4676432	-0.3492827
temp + aou	Indian	(26,26.5]	-0.4832980	-0.5649927	-0.4016034
temp + aou	Indian	(26.5,26.75]	-0.1365901	-0.2040321	-0.0691481
temp + aou	Indian	(26.75,27]	0.3548416	0.2049212	0.5047620
temp + aou	Indian	(27,27.25]	0.7339185	0.7158196	0.7520174
temp + aou	Indian	(27.25,27.5]	0.8451597	0.8327309	0.8575886
temp + aou	Indian	(27.5,27.75]	0.8861425	0.8791541	0.8931309
temp + aou	Indian	(27.75,27.85]	0.9291128	0.9194233	0.9388024
temp + aou	Indian	(27.85,27.95]	0.8738207	0.8548828	0.8927586
temp + aou	Indian	(27.95,28.05]	0.6827654	0.6154312	0.7500995
temp + aou	Indian	(28.05,28.1]	0.3404387	0.2670213	0.4138561
temp + aou	Indian	(28.1, Inf]	0.7694030	0.7564693	0.7823366
temp + aou	Pacific	(-Inf,26]	-0.2593425	-0.2645279	-0.2541570
temp + aou	Pacific	(26,26.5]	0.0074140	-0.1548921	0.1697200
temp + aou	Pacific	(26.5,26.75]	0.2473164	0.1835603	0.3110725
temp + aou	Pacific	(26.75,27]	-0.1049912	-0.1390844	-0.0708980
temp + aou	Pacific	(27,27.25]	-0.3149102	-0.3580570	-0.2717634
temp + aou	Pacific	(27.25,27.5]	-0.0746134	-0.1093912	-0.0398355
temp + aou	Pacific	(27.5,27.75]	0.0441714	0.0375159	0.0508270
temp + aou	Pacific	(27.75,27.85]	-0.0066622	-0.0390377	0.0257134
temp + aou	Pacific	(27.85,27.95]	-0.1885106	-0.2796591	-0.0973622
temp + aou	Pacific	(27.95,28.05]	-0.1545398	-0.2386585	-0.0704211
temp + aou	Pacific	(28.05,28.1]	-0.0806402	-0.1541897	-0.0070907
temp + aou	Pacific	(28.1, Inf]	0.7769565	0.7588899	0.7950231
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4877458	-0.5262294	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5405688	-0.5967973	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.4989012	-0.5524804	-0.4453219
temp + nitrate	Atlantic	(27,27.25]	-0.5757350	-0.6089903	-0.5424796
temp + nitrate	Atlantic	(27.25,27.5]	-0.7106756	-0.7468309	-0.6745203
temp + nitrate	Atlantic	(27.5,27.75]	-0.7029023	-0.7200395	-0.6857651
temp + nitrate	Atlantic	(27.75,27.85]	-0.5879625	-0.6126914	-0.5632337
temp + nitrate	Atlantic	(27.85,27.95]	-0.4913978	-0.6145585	-0.3682370
temp + nitrate	Atlantic	(27.95,28.05]	-0.6221580	-0.6973324	-0.5469837
temp + nitrate	Atlantic	(28.05,28.1]	-0.7069286	-0.7544429	-0.6594143
temp + nitrate	Atlantic	(28.1,28.15]	-0.6680158	-0.6798897	-0.6561419
temp + nitrate	Atlantic	(28.15,28.2]	-0.5641168	-0.7415067	-0.3867269
temp + nitrate	Atlantic	(28.2, Inf]	-0.1094662	-0.2690835	0.0501511
temp + nitrate	Indian	(-Inf,26]	-0.4401138	-0.4844687	-0.3957589
temp + nitrate	Indian	(26,26.5]	-0.6007124	-0.6484995	-0.5529254
temp + nitrate	Indian	(26.5,26.75]	-0.3644617	-0.4610508	-0.2678726
temp + nitrate	Indian	(26.75,27]	-0.0038159	-0.2107378	0.2031059
temp + nitrate	Indian	(27,27.25]	0.3247933	0.2773634	0.3722232
temp + nitrate	Indian	(27.25,27.5]	0.5144277	0.4498120	0.5790434
temp + nitrate	Indian	(27.5,27.75]	0.6812102	0.6379230	0.7244973
temp + nitrate	Indian	(27.75,27.85]	0.7187845	0.6775949	0.7599740
temp + nitrate	Indian	(27.85,27.95]	0.5559879	0.5238699	0.5881059
temp + nitrate	Indian	(27.95,28.05]	0.2012545	0.1483543	0.2541547
temp + nitrate	Indian	(28.05,28.1]	-0.0277819	-0.0745206	0.0189569
temp + nitrate	Indian	(28.1, Inf]	0.0707469	-0.0628684	0.2043623
temp + nitrate	Pacific	(-Inf,26]	-0.5263091	-0.5780686	-0.4745495
temp + nitrate	Pacific	(26,26.5]	-0.5317408	-0.5680688	-0.4954129
temp + nitrate	Pacific	(26.5,26.75]	-0.3747583	-0.4335113	-0.3160052
temp + nitrate	Pacific	(26.75,27]	-0.4721231	-0.4989994	-0.4452468
temp + nitrate	Pacific	(27,27.25]	-0.4537241	-0.4771170	-0.4303312
temp + nitrate	Pacific	(27.25,27.5]	-0.1379180	-0.1563798	-0.1194563
temp + nitrate	Pacific	(27.5,27.75]	0.0247841	0.0193699	0.0301983
temp + nitrate	Pacific	(27.75,27.85]	-0.0145003	-0.0415641	0.0125636
temp + nitrate	Pacific	(27.85,27.95]	-0.1883434	-0.2553600	-0.1213269
temp + nitrate	Pacific	(27.95,28.05]	-0.1872397	-0.2602985	-0.1141809
temp + nitrate	Pacific	(28.05,28.1]	-0.1292342	-0.1991675	-0.0593009
temp + nitrate	Pacific	(28.1, Inf]	0.6252057	0.5857137	0.6646978
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0589954	-0.1013846	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0154578	-0.0285293	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1569213	-0.2544102	-0.0594325
temp + oxygen	Atlantic	(27,27.25]	-0.1632777	-0.3220551	-0.0045002
temp + oxygen	Atlantic	(27.25,27.5]	-0.0861220	-0.2152260	0.0429819
temp + oxygen	Atlantic	(27.5,27.75]	-0.0231975	-0.0910677	0.0446728
temp + oxygen	Atlantic	(27.75,27.85]	-0.0009247	-0.0177617	0.0159122
temp + oxygen	Atlantic	(27.85,27.95]	0.0190677	-0.0956738	0.1338092
temp + oxygen	Atlantic	(27.95,28.05]	0.2679770	0.1907352	0.3452189
temp + oxygen	Atlantic	(28.05,28.1]	0.4705472	0.4044586	0.5366359
temp + oxygen	Atlantic	(28.1,28.15]	0.4660691	0.4019745	0.5301637
temp + oxygen	Atlantic	(28.15,28.2]	0.4683923	0.2495434	0.6872413
temp + oxygen	Atlantic	(28.2, Inf]	-0.4987877	-0.5199221	-0.4776532
temp + oxygen	Indian	(-Inf,26]	0.2975254	0.2463131	0.3487376
temp + oxygen	Indian	(26,26.5]	0.4121819	0.3264393	0.4979245
temp + oxygen	Indian	(26.5,26.75]	0.0547451	0.0007362	0.1087539
temp + oxygen	Indian	(26.75,27]	-0.4486757	-0.5721500	-0.3252015
temp + oxygen	Indian	(27,27.25]	-0.8004671	-0.8106269	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.8921237	-0.9006715	-0.8835760
temp + oxygen	Indian	(27.5,27.75]	-0.9232226	-0.9269630	-0.9194822
temp + oxygen	Indian	(27.75,27.85]	-0.9541047	-0.9589708	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9184042	-0.9353388	-0.9014697
temp + oxygen	Indian	(27.95,28.05]	-0.7755213	-0.8435219	-0.7075207
temp + oxygen	Indian	(28.05,28.1]	-0.4513027	-0.5559908	-0.3466146
temp + oxygen	Indian	(28.1, Inf]	-0.8606677	-0.8646441	-0.8566913
temp + oxygen	Pacific	(-Inf,26]	-0.3116823	-0.3230877	-0.3002769
temp + oxygen	Pacific	(26,26.5]	-0.2586393	-0.4451159	-0.0721626
temp + oxygen	Pacific	(26.5,26.75]	-0.4704734	-0.5335642	-0.4073826
temp + oxygen	Pacific	(26.75,27]	-0.1378370	-0.2042028	-0.0714712
temp + oxygen	Pacific	(27,27.25]	0.2051295	0.1736189	0.2366402
temp + oxygen	Pacific	(27.25,27.5]	-0.0188481	-0.0434935	0.0057974
temp + oxygen	Pacific	(27.5,27.75]	-0.1327700	-0.1374101	-0.1281299
temp + oxygen	Pacific	(27.75,27.85]	-0.0615736	-0.0919524	-0.0311948
temp + oxygen	Pacific	(27.85,27.95]	0.1371122	0.0392437	0.2349806
temp + oxygen	Pacific	(27.95,28.05]	0.1008201	0.0101074	0.1915327
temp + oxygen	Pacific	(28.05,28.1]	0.0524762	-0.0225609	0.1275133
temp + oxygen	Pacific	(28.1, Inf]	-0.8240366	-0.8384879	-0.8095853
temp + phosphate	Atlantic	(-Inf,26]	-0.4647793	-0.5394100	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.7018720	-0.7178208	-0.6859232
temp + phosphate	Atlantic	(26.5,26.75]	-0.6864194	-0.7311386	-0.6417002
temp + phosphate	Atlantic	(26.75,27]	-0.6266907	-0.6821873	-0.5711941
temp + phosphate	Atlantic	(27,27.25]	-0.6644094	-0.6926711	-0.6361477
temp + phosphate	Atlantic	(27.25,27.5]	-0.7645098	-0.7957948	-0.7332247
temp + phosphate	Atlantic	(27.5,27.75]	-0.7427682	-0.7570630	-0.7284735
temp + phosphate	Atlantic	(27.75,27.85]	-0.6282366	-0.6476459	-0.6088273
temp + phosphate	Atlantic	(27.85,27.95]	-0.5070033	-0.6272418	-0.3867649
temp + phosphate	Atlantic	(27.95,28.05]	-0.6318162	-0.7064058	-0.5572267
temp + phosphate	Atlantic	(28.05,28.1]	-0.7164859	-0.7675972	-0.6653746
temp + phosphate	Atlantic	(28.1,28.15]	-0.6926551	-0.7104799	-0.6748303
temp + phosphate	Atlantic	(28.15,28.2]	-0.5683315	-0.7375449	-0.3991181
temp + phosphate	Atlantic	(28.2, Inf]	-0.1134885	-0.2748648	0.0478878
temp + phosphate	Indian	(-Inf,26]	-0.4144595	-0.4396656	-0.3892535
temp + phosphate	Indian	(26,26.5]	-0.5443121	-0.6487950	-0.4398292
temp + phosphate	Indian	(26.5,26.75]	-0.2969200	-0.4489583	-0.1448817
temp + phosphate	Indian	(26.75,27]	0.0767611	-0.1772871	0.3308093
temp + phosphate	Indian	(27,27.25]	0.4565290	0.3313380	0.5817200
temp + phosphate	Indian	(27.25,27.5]	0.6575416	0.6352016	0.6798816
temp + phosphate	Indian	(27.5,27.75]	0.7904432	0.7878895	0.7929969
temp + phosphate	Indian	(27.75,27.85]	0.7866347	0.7378523	0.8354171
temp + phosphate	Indian	(27.85,27.95]	0.5882479	0.5383379	0.6381580
temp + phosphate	Indian	(27.95,28.05]	0.2541388	0.1970506	0.3112271
temp + phosphate	Indian	(28.05,28.1]	0.0139132	-0.0338728	0.0616992
temp + phosphate	Indian	(28.1, Inf]	0.1006912	-0.0369492	0.2383316
temp + phosphate	Pacific	(-Inf,26]	-0.4197093	-0.4647947	-0.3746239
temp + phosphate	Pacific	(26,26.5]	-0.4585198	-0.4908192	-0.4262205
temp + phosphate	Pacific	(26.5,26.75]	-0.3381601	-0.3934116	-0.2829087
temp + phosphate	Pacific	(26.75,27]	-0.5001291	-0.5025861	-0.4976721
temp + phosphate	Pacific	(27,27.25]	-0.4622526	-0.4989741	-0.4255311
temp + phosphate	Pacific	(27.25,27.5]	-0.1449729	-0.1698406	-0.1201053
temp + phosphate	Pacific	(27.5,27.75]	0.0311968	0.0291872	0.0332064
temp + phosphate	Pacific	(27.75,27.85]	-0.0195248	-0.0514420	0.0123924
temp + phosphate	Pacific	(27.85,27.95]	-0.1957320	-0.2690294	-0.1224346
temp + phosphate	Pacific	(27.95,28.05]	-0.1938061	-0.2640665	-0.1235456
temp + phosphate	Pacific	(28.05,28.1]	-0.1031757	-0.1670393	-0.0393121
temp + phosphate	Pacific	(28.1, Inf]	0.6130194	0.5617600	0.6642788
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6521111	-0.6828473	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.6118058	-0.7073827	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.5453005	-0.6149080	-0.4756930
temp + silicate	Atlantic	(27,27.25]	-0.6428279	-0.6778823	-0.6077735
temp + silicate	Atlantic	(27.25,27.5]	-0.8219985	-0.8367532	-0.8072439
temp + silicate	Atlantic	(27.5,27.75]	-0.8191023	-0.8291788	-0.8090258
temp + silicate	Atlantic	(27.75,27.85]	-0.6960841	-0.7037199	-0.6884483
temp + silicate	Atlantic	(27.85,27.95]	-0.6244643	-0.7179199	-0.5310088
temp + silicate	Atlantic	(27.95,28.05]	-0.7044767	-0.7530292	-0.6559242
temp + silicate	Atlantic	(28.05,28.1]	-0.7451755	-0.7823216	-0.7080294
temp + silicate	Atlantic	(28.1,28.15]	-0.7089887	-0.7398379	-0.6781394
temp + silicate	Atlantic	(28.15,28.2]	-0.5489528	-0.7340411	-0.3638646
temp + silicate	Atlantic	(28.2, Inf]	-0.0532885	-0.1573821	0.0508052
temp + silicate	Indian	(-Inf,26]	-0.5001563	-0.5584347	-0.4418779
temp + silicate	Indian	(26,26.5]	-0.6113964	-0.6130475	-0.6097452
temp + silicate	Indian	(26.5,26.75]	-0.2796661	-0.2950018	-0.2643305
temp + silicate	Indian	(26.75,27]	0.2327202	0.1197639	0.3456765
temp + silicate	Indian	(27,27.25]	0.4708140	0.4548478	0.4867802
temp + silicate	Indian	(27.25,27.5]	0.5087425	0.4385367	0.5789483
temp + silicate	Indian	(27.5,27.75]	0.5282703	0.4452961	0.6112444
temp + silicate	Indian	(27.75,27.85]	0.6820983	0.6277590	0.7364376
temp + silicate	Indian	(27.85,27.95]	0.5644028	0.5063746	0.6224311
temp + silicate	Indian	(27.95,28.05]	0.3280303	0.3070870	0.3489736
temp + silicate	Indian	(28.05,28.1]	0.1496930	0.1294558	0.1699302
temp + silicate	Indian	(28.1, Inf]	-0.0201341	-0.0530281	0.0127600
temp + silicate	Pacific	(-Inf,26]	-0.6338001	-0.6471688	-0.6204313
temp + silicate	Pacific	(26,26.5]	-0.7737687	-0.8017162	-0.7458212
temp + silicate	Pacific	(26.5,26.75]	-0.7661804	-0.7804541	-0.7519067
temp + silicate	Pacific	(26.75,27]	-0.7771652	-0.8095340	-0.7447963
temp + silicate	Pacific	(27,27.25]	-0.6468571	-0.7181240	-0.5755902
temp + silicate	Pacific	(27.25,27.5]	-0.4106687	-0.4866835	-0.3346538
temp + silicate	Pacific	(27.5,27.75]	-0.2619282	-0.3313689	-0.1924874
temp + silicate	Pacific	(27.75,27.85]	-0.1547805	-0.1936193	-0.1159416
temp + silicate	Pacific	(27.85,27.95]	-0.3113852	-0.3892281	-0.2335423
temp + silicate	Pacific	(27.95,28.05]	-0.3201149	-0.4135080	-0.2267217
temp + silicate	Pacific	(28.05,28.1]	-0.1288501	-0.1929928	-0.0647073
temp + silicate	Pacific	(28.1, Inf]	0.4446024	0.4321310	0.4570738

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

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

Past versions of correlation_predictors-1.png

Version	Author	Date
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
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
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]	0.6135585	0.5575993	0.6695176
aou	Atlantic	(26,26.5]	-0.0753481	-0.1170688	-0.0336273
aou	Atlantic	(26.5,26.75]	-0.3623077	-0.3635718	-0.3610435
aou	Atlantic	(26.75,27]	-0.2891473	-0.2923343	-0.2859603
aou	Atlantic	(27,27.25]	-0.3835459	-0.5002914	-0.2668004
aou	Atlantic	(27.25,27.5]	-0.5321687	-0.5761409	-0.4881965
aou	Atlantic	(27.5,27.75]	-0.7435960	-0.7719514	-0.7152406
aou	Atlantic	(27.75,27.85]	-0.8697661	-0.8873416	-0.8521906
aou	Atlantic	(27.85,27.95]	-0.9046585	-0.9056206	-0.9036964
aou	Atlantic	(27.95,28.05]	-0.8885266	-0.8916349	-0.8854183
aou	Atlantic	(28.05,28.1]	-0.8614604	-0.8784754	-0.8444455
aou	Atlantic	(28.1,28.15]	-0.8896651	-0.8957828	-0.8835474
aou	Atlantic	(28.15,28.2]	-0.9489226	-0.9506109	-0.9472342
aou	Atlantic	(28.2, Inf]	-0.6296396	-0.8176403	-0.4416390
aou	Indian	(-Inf,26]	-0.4869544	-0.5709663	-0.4029425
aou	Indian	(26,26.5]	-0.9210562	-0.9274371	-0.9146754
aou	Indian	(26.5,26.75]	-0.8225296	-0.8961649	-0.7488943
aou	Indian	(26.75,27]	-0.4826436	-0.5451659	-0.4201212
aou	Indian	(27,27.25]	0.0689754	-0.0133420	0.1512929
aou	Indian	(27.25,27.5]	0.5201301	0.4791327	0.5611276
aou	Indian	(27.5,27.75]	0.4860406	0.3637031	0.6083781
aou	Indian	(27.75,27.85]	0.2350358	0.0959871	0.3740845
aou	Indian	(27.85,27.95]	0.2551323	0.1036891	0.4065755
aou	Indian	(27.95,28.05]	0.0845976	0.0077434	0.1614518
aou	Indian	(28.05,28.1]	0.1197547	0.0483731	0.1911363
aou	Indian	(28.1, Inf]	0.4252642	0.4101408	0.4403877
aou	Pacific	(-Inf,26]	0.1155930	0.0531315	0.1780545
aou	Pacific	(26,26.5]	-0.3713859	-0.5595196	-0.1832523
aou	Pacific	(26.5,26.75]	-0.1914599	-0.2050106	-0.1779092
aou	Pacific	(26.75,27]	-0.4276030	-0.4752508	-0.3799551
aou	Pacific	(27,27.25]	0.1870158	0.1864650	0.1875666
aou	Pacific	(27.25,27.5]	0.6297504	0.5948325	0.6646683
aou	Pacific	(27.5,27.75]	0.7351692	0.6908031	0.7795353
aou	Pacific	(27.75,27.85]	0.7946513	0.7710468	0.8182559
aou	Pacific	(27.85,27.95]	0.7590185	0.7200757	0.7979613
aou	Pacific	(27.95,28.05]	0.5320675	0.4858273	0.5783076
aou	Pacific	(28.05,28.1]	0.2854132	0.2574287	0.3133977
aou	Pacific	(28.1, Inf]	0.3462130	0.2926622	0.3997639
nitrate	Atlantic	(-Inf,26]	0.3851423	0.3586393	0.4116453
nitrate	Atlantic	(26,26.5]	-0.2999235	-0.3310898	-0.2687572
nitrate	Atlantic	(26.5,26.75]	-0.5855712	-0.5893152	-0.5818273
nitrate	Atlantic	(26.75,27]	-0.6618672	-0.6948017	-0.6289327
nitrate	Atlantic	(27,27.25]	-0.8025543	-0.8158902	-0.7892185
nitrate	Atlantic	(27.25,27.5]	-0.9099240	-0.9147115	-0.9051365
nitrate	Atlantic	(27.5,27.75]	-0.9655281	-0.9674757	-0.9635805
nitrate	Atlantic	(27.75,27.85]	-0.9675814	-0.9693706	-0.9657923
nitrate	Atlantic	(27.85,27.95]	-0.9413217	-0.9532092	-0.9294342
nitrate	Atlantic	(27.95,28.05]	-0.9145871	-0.9224816	-0.9066927
nitrate	Atlantic	(28.05,28.1]	-0.8944974	-0.9022125	-0.8867823
nitrate	Atlantic	(28.1,28.15]	-0.9161890	-0.9227477	-0.9096304
nitrate	Atlantic	(28.15,28.2]	-0.9641128	-0.9706658	-0.9575599
nitrate	Atlantic	(28.2, Inf]	-0.9144750	-0.9707289	-0.8582212
nitrate	Indian	(-Inf,26]	-0.4913742	-0.5525319	-0.4302165
nitrate	Indian	(26,26.5]	-0.9269881	-0.9341654	-0.9198109
nitrate	Indian	(26.5,26.75]	-0.9062539	-0.9285030	-0.8840047
nitrate	Indian	(26.75,27]	-0.7165940	-0.7217591	-0.7114289
nitrate	Indian	(27,27.25]	-0.2625498	-0.2969603	-0.2281394
nitrate	Indian	(27.25,27.5]	0.3541785	0.3517414	0.3566155
nitrate	Indian	(27.5,27.75]	0.4321883	0.3266252	0.5377513
nitrate	Indian	(27.75,27.85]	0.1035838	0.0109990	0.1961685
nitrate	Indian	(27.85,27.95]	-0.0118907	-0.0669383	0.0431570
nitrate	Indian	(27.95,28.05]	-0.2647563	-0.3170831	-0.2124295
nitrate	Indian	(28.05,28.1]	-0.1364532	-0.2735460	0.0006395
nitrate	Indian	(28.1, Inf]	-0.0387818	-0.1376403	0.0600767
nitrate	Pacific	(-Inf,26]	0.0367229	-0.0158710	0.0893168
nitrate	Pacific	(26,26.5]	-0.6564041	-0.7512832	-0.5615250
nitrate	Pacific	(26.5,26.75]	-0.6166581	-0.6652925	-0.5680238
nitrate	Pacific	(26.75,27]	-0.6282222	-0.6918844	-0.5645600
nitrate	Pacific	(27,27.25]	0.1282297	0.1215136	0.1349458
nitrate	Pacific	(27.25,27.5]	0.5545890	0.5023476	0.6068304
nitrate	Pacific	(27.5,27.75]	0.6560922	0.5950450	0.7171394
nitrate	Pacific	(27.75,27.85]	0.7457502	0.7116832	0.7798172
nitrate	Pacific	(27.85,27.95]	0.7206477	0.6795089	0.7617866
nitrate	Pacific	(27.95,28.05]	0.4827559	0.4350156	0.5304962
nitrate	Pacific	(28.05,28.1]	0.2482545	0.2182353	0.2782737
nitrate	Pacific	(28.1, Inf]	0.2673226	0.2179389	0.3167063
oxygen	Atlantic	(-Inf,26]	-0.4769308	-0.5532040	-0.4006576
oxygen	Atlantic	(26,26.5]	-0.1611150	-0.1941184	-0.1281116
oxygen	Atlantic	(26.5,26.75]	0.1591843	0.1490991	0.1692694
oxygen	Atlantic	(26.75,27]	0.0763479	0.0757783	0.0769174
oxygen	Atlantic	(27,27.25]	0.1554236	0.0115734	0.2992738
oxygen	Atlantic	(27.25,27.5]	0.2546145	0.1854901	0.3237388
oxygen	Atlantic	(27.5,27.75]	0.4951363	0.4245490	0.5657235
oxygen	Atlantic	(27.75,27.85]	0.7190368	0.6814514	0.7566223
oxygen	Atlantic	(27.85,27.95]	0.8350252	0.8250577	0.8449926
oxygen	Atlantic	(27.95,28.05]	0.8483393	0.8429351	0.8537435
oxygen	Atlantic	(28.05,28.1]	0.8414246	0.8203436	0.8625057
oxygen	Atlantic	(28.1,28.15]	0.8726780	0.8703381	0.8750179
oxygen	Atlantic	(28.15,28.2]	0.9497465	0.9455943	0.9538987
oxygen	Atlantic	(28.2, Inf]	0.5081850	0.2781403	0.7382296
oxygen	Indian	(-Inf,26]	0.5576919	0.4808831	0.6345007
oxygen	Indian	(26,26.5]	0.9172917	0.9171165	0.9174670
oxygen	Indian	(26.5,26.75]	0.7860224	0.6957047	0.8763400
oxygen	Indian	(26.75,27]	0.4053874	0.3170672	0.4937076
oxygen	Indian	(27,27.25]	-0.1437563	-0.2457995	-0.0417131
oxygen	Indian	(27.25,27.5]	-0.5368963	-0.5867653	-0.4870273
oxygen	Indian	(27.5,27.75]	-0.4611043	-0.5857552	-0.3364534
oxygen	Indian	(27.75,27.85]	-0.2318607	-0.3692434	-0.0944779
oxygen	Indian	(27.85,27.95]	-0.2844164	-0.4339707	-0.1348621
oxygen	Indian	(27.95,28.05]	-0.1405845	-0.2320024	-0.0491666
oxygen	Indian	(28.05,28.1]	-0.1609327	-0.2087551	-0.1131103
oxygen	Indian	(28.1, Inf]	-0.4733478	-0.4956718	-0.4510238
oxygen	Pacific	(-Inf,26]	0.1439915	0.1158182	0.1721648
oxygen	Pacific	(26,26.5]	0.1988162	-0.0205875	0.4182198
oxygen	Pacific	(26.5,26.75]	0.0052708	0.0000418	0.0104997
oxygen	Pacific	(26.75,27]	0.2963161	0.2405500	0.3520822
oxygen	Pacific	(27,27.25]	-0.1641121	-0.1765253	-0.1516989
oxygen	Pacific	(27.25,27.5]	-0.5867574	-0.6282869	-0.5452280
oxygen	Pacific	(27.5,27.75]	-0.6933567	-0.7467408	-0.6399726
oxygen	Pacific	(27.75,27.85]	-0.7713437	-0.7927025	-0.7499848
oxygen	Pacific	(27.85,27.95]	-0.7451415	-0.7804070	-0.7098760
oxygen	Pacific	(27.95,28.05]	-0.5249652	-0.5703011	-0.4796293
oxygen	Pacific	(28.05,28.1]	-0.2879507	-0.3182297	-0.2576717
oxygen	Pacific	(28.1, Inf]	-0.3539396	-0.4023150	-0.3055642
phosphate	Atlantic	(-Inf,26]	0.2450586	0.2335450	0.2565723
phosphate	Atlantic	(26,26.5]	-0.5387644	-0.5738119	-0.5037169
phosphate	Atlantic	(26.5,26.75]	-0.7128067	-0.7173464	-0.7082670
phosphate	Atlantic	(26.75,27]	-0.7627439	-0.7806374	-0.7448504
phosphate	Atlantic	(27,27.25]	-0.8623707	-0.8691779	-0.8555634
phosphate	Atlantic	(27.25,27.5]	-0.9398316	-0.9446125	-0.9350508
phosphate	Atlantic	(27.5,27.75]	-0.9780477	-0.9789696	-0.9771258
phosphate	Atlantic	(27.75,27.85]	-0.9788583	-0.9796523	-0.9780644
phosphate	Atlantic	(27.85,27.95]	-0.9547217	-0.9617905	-0.9476528
phosphate	Atlantic	(27.95,28.05]	-0.9300800	-0.9331982	-0.9269619
phosphate	Atlantic	(28.05,28.1]	-0.9145201	-0.9148323	-0.9142079
phosphate	Atlantic	(28.1,28.15]	-0.9301592	-0.9310036	-0.9293148
phosphate	Atlantic	(28.15,28.2]	-0.9693160	-0.9726798	-0.9659521
phosphate	Atlantic	(28.2, Inf]	-0.9316602	-0.9770170	-0.8863034
phosphate	Indian	(-Inf,26]	-0.5068621	-0.5657551	-0.4479690
phosphate	Indian	(26,26.5]	-0.9286279	-0.9394013	-0.9178545
phosphate	Indian	(26.5,26.75]	-0.9075200	-0.9306741	-0.8843659
phosphate	Indian	(26.75,27]	-0.7111567	-0.7174417	-0.7048717
phosphate	Indian	(27,27.25]	-0.2670461	-0.2802287	-0.2538636
phosphate	Indian	(27.25,27.5]	0.3253885	0.3042835	0.3464934
phosphate	Indian	(27.5,27.75]	0.3447286	0.2048709	0.4845863
phosphate	Indian	(27.75,27.85]	0.0231475	-0.0962496	0.1425446
phosphate	Indian	(27.85,27.95]	-0.0558406	-0.1180593	0.0063781
phosphate	Indian	(27.95,28.05]	-0.2916518	-0.3374032	-0.2459004
phosphate	Indian	(28.05,28.1]	-0.1637706	-0.3133120	-0.0142292
phosphate	Indian	(28.1, Inf]	-0.1561030	-0.2357310	-0.0764749
phosphate	Pacific	(-Inf,26]	-0.0336185	-0.0741792	0.0069422
phosphate	Pacific	(26,26.5]	-0.7219277	-0.7932315	-0.6506238
phosphate	Pacific	(26.5,26.75]	-0.6801398	-0.7117998	-0.6484799
phosphate	Pacific	(26.75,27]	-0.6773729	-0.7317064	-0.6230394
phosphate	Pacific	(27,27.25]	0.1131603	0.1002358	0.1260849
phosphate	Pacific	(27.25,27.5]	0.5501058	0.5003414	0.5998703
phosphate	Pacific	(27.5,27.75]	0.6324740	0.5659213	0.6990267
phosphate	Pacific	(27.75,27.85]	0.7030825	0.6524229	0.7537420
phosphate	Pacific	(27.85,27.95]	0.6646196	0.6012320	0.7280072
phosphate	Pacific	(27.95,28.05]	0.3996970	0.3485621	0.4508320
phosphate	Pacific	(28.05,28.1]	0.1132995	0.0835803	0.1430187
phosphate	Pacific	(28.1, Inf]	0.1551319	0.1013890	0.2088748
sal	Atlantic	(-Inf,26]	-0.0592261	-0.1041564	-0.0142957
sal	Atlantic	(26,26.5]	0.7685314	0.7344973	0.8025654
sal	Atlantic	(26.5,26.75]	0.8343007	0.8331145	0.8354869
sal	Atlantic	(26.75,27]	0.8481854	0.7986921	0.8976787
sal	Atlantic	(27,27.25]	0.8776643	0.8726221	0.8827064
sal	Atlantic	(27.25,27.5]	0.9037265	0.8804972	0.9269558
sal	Atlantic	(27.5,27.75]	0.8262215	0.8205849	0.8318582
sal	Atlantic	(27.75,27.85]	0.6720206	0.6709217	0.6731194
sal	Atlantic	(27.85,27.95]	0.4817670	0.3810899	0.5824441
sal	Atlantic	(27.95,28.05]	0.4945929	0.3646553	0.6245305
sal	Atlantic	(28.05,28.1]	0.6638228	0.6330608	0.6945849
sal	Atlantic	(28.1,28.15]	0.7218979	0.7183415	0.7254544
sal	Atlantic	(28.15,28.2]	0.8759524	0.8537877	0.8981171
sal	Atlantic	(28.2, Inf]	0.8944385	0.8338109	0.9550662
sal	Indian	(-Inf,26]	0.6498750	0.5433645	0.7563855
sal	Indian	(26,26.5]	0.6616461	0.5522902	0.7710021
sal	Indian	(26.5,26.75]	0.5265237	0.3247906	0.7282568
sal	Indian	(26.75,27]	0.3580249	0.1007210	0.6153289
sal	Indian	(27,27.25]	0.3557767	0.1773795	0.5341739
sal	Indian	(27.25,27.5]	0.5090127	0.4049689	0.6130564
sal	Indian	(27.5,27.75]	0.4537817	0.2610020	0.6465615
sal	Indian	(27.75,27.85]	0.2732588	0.1055990	0.4409187
sal	Indian	(27.85,27.95]	0.3996249	0.2297440	0.5695059
sal	Indian	(27.95,28.05]	0.4519109	0.3559251	0.5478967
sal	Indian	(28.05,28.1]	0.4043854	0.3276563	0.4811145
sal	Indian	(28.1, Inf]	0.5066060	0.4686036	0.5446084
sal	Pacific	(-Inf,26]	-0.1401589	-0.2243027	-0.0560151
sal	Pacific	(26,26.5]	0.5814055	0.5622164	0.6005947
sal	Pacific	(26.5,26.75]	0.6533815	0.5920783	0.7146848
sal	Pacific	(26.75,27]	0.5090722	0.4512162	0.5669283
sal	Pacific	(27,27.25]	-0.3442851	-0.4003672	-0.2882030
sal	Pacific	(27.25,27.5]	-0.4887218	-0.5300190	-0.4474245
sal	Pacific	(27.5,27.75]	-0.3361087	-0.4097606	-0.2624568
sal	Pacific	(27.75,27.85]	-0.4029464	-0.4348818	-0.3710110
sal	Pacific	(27.85,27.95]	-0.4451370	-0.4572799	-0.4329941
sal	Pacific	(27.95,28.05]	-0.2687743	-0.3175303	-0.2200183
sal	Pacific	(28.05,28.1]	-0.1550760	-0.1658496	-0.1443023
sal	Pacific	(28.1, Inf]	-0.1458402	-0.2044970	-0.0871835
silicate	Atlantic	(-Inf,26]	0.1108169	0.1106419	0.1109918
silicate	Atlantic	(26,26.5]	-0.5345027	-0.5631577	-0.5058478
silicate	Atlantic	(26.5,26.75]	-0.6173683	-0.6378574	-0.5968792
silicate	Atlantic	(26.75,27]	-0.6156803	-0.6421297	-0.5892309
silicate	Atlantic	(27,27.25]	-0.7755780	-0.8060238	-0.7451321
silicate	Atlantic	(27.25,27.5]	-0.8938743	-0.8980203	-0.8897283
silicate	Atlantic	(27.5,27.75]	-0.8937193	-0.9032385	-0.8842001
silicate	Atlantic	(27.75,27.85]	-0.9018443	-0.9080787	-0.8956099
silicate	Atlantic	(27.85,27.95]	-0.8820716	-0.9000016	-0.8641415
silicate	Atlantic	(27.95,28.05]	-0.8722774	-0.8835220	-0.8610327
silicate	Atlantic	(28.05,28.1]	-0.8676607	-0.8776112	-0.8577102
silicate	Atlantic	(28.1,28.15]	-0.9055435	-0.9071306	-0.9039563
silicate	Atlantic	(28.15,28.2]	-0.9611781	-0.9690758	-0.9532805
silicate	Atlantic	(28.2, Inf]	-0.8719970	-0.9662455	-0.7777485
silicate	Indian	(-Inf,26]	-0.5022493	-0.5576307	-0.4468678
silicate	Indian	(26,26.5]	-0.9169305	-0.9229915	-0.9108696
silicate	Indian	(26.5,26.75]	-0.8412647	-0.9127670	-0.7697624
silicate	Indian	(26.75,27]	-0.5380803	-0.5938250	-0.4823356
silicate	Indian	(27,27.25]	-0.1066448	-0.1433550	-0.0699346
silicate	Indian	(27.25,27.5]	0.4460009	0.4359484	0.4560535
silicate	Indian	(27.5,27.75]	0.5703189	0.5081550	0.6324827
silicate	Indian	(27.75,27.85]	0.2399842	0.1731014	0.3068670
silicate	Indian	(27.85,27.95]	0.1250173	0.0485590	0.2014756
silicate	Indian	(27.95,28.05]	-0.0976950	-0.1061256	-0.0892644
silicate	Indian	(28.05,28.1]	-0.0452013	-0.1141360	0.0237334
silicate	Indian	(28.1, Inf]	-0.0996020	-0.1639503	-0.0352538
silicate	Pacific	(-Inf,26]	0.0098811	-0.0622459	0.0820081
silicate	Pacific	(26,26.5]	-0.6959090	-0.7335627	-0.6582553
silicate	Pacific	(26.5,26.75]	-0.6651751	-0.6932391	-0.6371112
silicate	Pacific	(26.75,27]	-0.5390539	-0.5870526	-0.4910552
silicate	Pacific	(27,27.25]	0.3723732	0.3408502	0.4038961
silicate	Pacific	(27.25,27.5]	0.8161081	0.8040081	0.8282081
silicate	Pacific	(27.5,27.75]	0.8684262	0.8512222	0.8856302
silicate	Pacific	(27.75,27.85]	0.8360131	0.8107098	0.8613163
silicate	Pacific	(27.85,27.95]	0.7560928	0.7127691	0.7994165
silicate	Pacific	(27.95,28.05]	0.5130807	0.4718875	0.5542738
silicate	Pacific	(28.05,28.1]	0.2639996	0.2541961	0.2738030
silicate	Pacific	(28.1, Inf]	0.2559098	0.1858050	0.3260146
temp	Atlantic	(-Inf,26]	-0.4879780	-0.5385855	-0.4373705
temp	Atlantic	(26,26.5]	0.7242496	0.7035874	0.7449117
temp	Atlantic	(26.5,26.75]	0.7749305	0.7603529	0.7895080
temp	Atlantic	(26.75,27]	0.7702101	0.6915633	0.8488569
temp	Atlantic	(27,27.25]	0.8141491	0.7998800	0.8284182
temp	Atlantic	(27.25,27.5]	0.8608643	0.8291392	0.8925894
temp	Atlantic	(27.5,27.75]	0.7697686	0.7562496	0.7832876
temp	Atlantic	(27.75,27.85]	0.6359779	0.6096824	0.6622734
temp	Atlantic	(27.85,27.95]	0.4358496	0.3075995	0.5640996
temp	Atlantic	(27.95,28.05]	0.5051417	0.4129115	0.5973719
temp	Atlantic	(28.05,28.1]	0.5629570	0.5307207	0.5951934
temp	Atlantic	(28.1,28.15]	0.5418068	0.5048396	0.5787739
temp	Atlantic	(28.15,28.2]	0.4456291	0.2698643	0.6213938
temp	Atlantic	(28.2, Inf]	0.2009474	0.0129598	0.3889350
temp	Indian	(-Inf,26]	-0.4053997	-0.4062395	-0.4045600
temp	Indian	(26,26.5]	0.4466677	0.4409421	0.4523933
temp	Indian	(26.5,26.75]	0.4789324	0.3132010	0.6446639
temp	Indian	(26.75,27]	0.4698926	0.2486121	0.6911730
temp	Indian	(27,27.25]	0.5232255	0.3509743	0.6954767
temp	Indian	(27.25,27.5]	0.5442555	0.4469202	0.6415907
temp	Indian	(27.5,27.75]	0.3125954	0.1924414	0.4327494
temp	Indian	(27.75,27.85]	0.2024867	0.0790461	0.3259272
temp	Indian	(27.85,27.95]	0.3661123	0.2435091	0.4887156
temp	Indian	(27.95,28.05]	0.3410740	0.2530502	0.4290977
temp	Indian	(28.05,28.1]	0.2938553	0.2116005	0.3761100
temp	Indian	(28.1, Inf]	0.5020065	0.4714765	0.5325365
temp	Pacific	(-Inf,26]	-0.5271282	-0.5712005	-0.4830558
temp	Pacific	(26,26.5]	0.6182609	0.6125582	0.6239635
temp	Pacific	(26.5,26.75]	0.6738675	0.6054170	0.7423180
temp	Pacific	(26.75,27]	0.5369220	0.4788424	0.5950015
temp	Pacific	(27,27.25]	-0.2192541	-0.3043741	-0.1341341
temp	Pacific	(27.25,27.5]	-0.4704820	-0.5082091	-0.4327548
temp	Pacific	(27.5,27.75]	-0.4015235	-0.4484557	-0.3545913
temp	Pacific	(27.75,27.85]	-0.3216377	-0.3389738	-0.3043017
temp	Pacific	(27.85,27.95]	-0.3787031	-0.3976341	-0.3597721
temp	Pacific	(27.95,28.05]	-0.1976690	-0.2983887	-0.0969494
temp	Pacific	(28.05,28.1]	-0.0201070	-0.0944409	0.0542269
temp	Pacific	(28.1, Inf]	0.2915484	0.2746626	0.3084343

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

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  ggforce_0.3.3   
 [9] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[13] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[17] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[21] tidyverse_1.3.1  workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] fs_1.5.2           bit64_4.0.5        webshot_0.5.2      RColorBrewer_1.1-2
 [5] httr_1.4.2         rprojroot_2.0.2    tools_4.1.2        backports_1.4.1   
 [9] bslib_0.3.1        utf8_1.2.2         R6_2.5.1           nortest_1.0-4     
[13] DBI_1.1.2          colorspace_2.0-2   withr_2.4.3        gridExtra_2.3     
[17] tidyselect_1.1.1   processx_3.5.2     bit_4.0.4          compiler_4.1.2    
[21] git2r_0.29.0       cli_3.1.1          rvest_1.0.2        xml2_1.3.3        
[25] labeling_0.4.2     sass_0.4.0         scales_1.1.1       checkmate_2.0.0   
[29] callr_3.7.0        systemfonts_1.0.3  goftest_1.2-3      digest_0.6.29     
[33] svglite_2.0.0      rmarkdown_2.11     pkgconfig_2.0.3    htmltools_0.5.2   
[37] highr_0.9          dbplyr_2.1.1       fastmap_1.1.0      rlang_0.4.12      
[41] readxl_1.3.1       rstudioapi_0.13    jquerylib_0.1.4    generics_0.1.1    
[45] farver_2.1.0       jsonlite_1.7.3     vroom_1.5.7        car_3.0-12        
[49] magrittr_2.0.1     Rcpp_1.0.8         munsell_0.5.0      fansi_1.0.2       
[53] abind_1.4-5        lifecycle_1.0.1    stringi_1.7.6      whisker_0.4       
[57] yaml_2.2.1         carData_3.0-5      MASS_7.3-55        plyr_1.8.6        
[61] grid_4.1.2         parallel_4.1.2     promises_1.2.0.1   crayon_1.4.2      
[65] haven_2.4.3        hms_1.1.1          ps_1.6.0           pillar_1.6.4      
[69] reprex_2.0.1       glue_1.6.0         evaluate_0.14      getPass_0.2-2     
[73] data.table_1.14.2  modelr_0.1.8       vctrs_0.3.8        tzdb_0.2.0        
[77] tweenr_1.0.2       httpuv_1.6.5       cellranger_1.1.0   gtable_0.3.0      
[81] polyclip_1.10-0    reshape_0.8.8      assertthat_0.2.1   xfun_0.29         
[85] later_1.3.0        viridisLite_0.4.0  ellipsis_0.3.2     here_1.0.1