eMLR - assumption testing

workflowr

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Last updated: 2022-01-04

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
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
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
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
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
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
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
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]	0.9033998	0.8948608	0.9119389
aou + nitrate	Atlantic	(26,26.5]	0.9567892	0.9459611	0.9676172
aou + nitrate	Atlantic	(26.5,26.75]	0.9564549	0.9530001	0.9599096
aou + nitrate	Atlantic	(26.75,27]	0.8923365	0.8740459	0.9106272
aou + nitrate	Atlantic	(27,27.25]	0.8419890	0.7910972	0.8928807
aou + nitrate	Atlantic	(27.25,27.5]	0.8176546	0.7803682	0.8549410
aou + nitrate	Atlantic	(27.5,27.75]	0.8753004	0.8553267	0.8952742
aou + nitrate	Atlantic	(27.75,27.85]	0.9261110	0.9137564	0.9384656
aou + nitrate	Atlantic	(27.85,27.95]	0.9452329	0.9404548	0.9500110
aou + nitrate	Atlantic	(27.95,28.05]	0.9596061	0.9572730	0.9619393
aou + nitrate	Atlantic	(28.05,28.1]	0.9767135	0.9762941	0.9771329
aou + nitrate	Atlantic	(28.1,28.15]	0.9843320	0.9794948	0.9891692
aou + nitrate	Atlantic	(28.15,28.2]	0.9943860	0.9929423	0.9958298
aou + nitrate	Atlantic	(28.2, Inf]	0.8283037	0.7531701	0.9034373
aou + nitrate	Indian	(-Inf,26]	0.9925986	0.9903951	0.9948021
aou + nitrate	Indian	(26,26.5]	0.9860527	0.9829339	0.9891715
aou + nitrate	Indian	(26.5,26.75]	0.9695986	0.9596147	0.9795824
aou + nitrate	Indian	(26.75,27]	0.9293860	0.9130524	0.9457197
aou + nitrate	Indian	(27,27.25]	0.8728376	0.8665388	0.8791364
aou + nitrate	Indian	(27.25,27.5]	0.8791193	0.8525967	0.9056419
aou + nitrate	Indian	(27.5,27.75]	0.9098376	0.9043151	0.9153601
aou + nitrate	Indian	(27.75,27.85]	0.8868725	0.8559406	0.9178043
aou + nitrate	Indian	(27.85,27.95]	0.8635922	0.8193612	0.9078232
aou + nitrate	Indian	(27.95,28.05]	0.8198567	0.7349766	0.9047369
aou + nitrate	Indian	(28.05,28.1]	0.8948594	0.8468016	0.9429173
aou + nitrate	Indian	(28.1, Inf]	0.6454664	0.5457234	0.7452094
aou + nitrate	Pacific	(-Inf,26]	0.8775879	0.8556423	0.8995335
aou + nitrate	Pacific	(26,26.5]	0.8786702	0.8686576	0.8886828
aou + nitrate	Pacific	(26.5,26.75]	0.8146349	0.7958730	0.8333968
aou + nitrate	Pacific	(26.75,27]	0.9089390	0.9072891	0.9105888
aou + nitrate	Pacific	(27,27.25]	0.9747604	0.9742996	0.9752212
aou + nitrate	Pacific	(27.25,27.5]	0.9781694	0.9737089	0.9826298
aou + nitrate	Pacific	(27.5,27.75]	0.9785775	0.9726960	0.9844589
aou + nitrate	Pacific	(27.75,27.85]	0.9858641	0.9814353	0.9902930
aou + nitrate	Pacific	(27.85,27.95]	0.9839046	0.9797744	0.9880348
aou + nitrate	Pacific	(27.95,28.05]	0.9697103	0.9645497	0.9748708
aou + nitrate	Pacific	(28.05,28.1]	0.9595049	0.9495706	0.9694392
aou + nitrate	Pacific	(28.1, Inf]	0.9495894	0.9338307	0.9653480
aou + oxygen	Atlantic	(-Inf,26]	-0.9408944	-0.9470291	-0.9347598
aou + oxygen	Atlantic	(26,26.5]	-0.9580039	-0.9678480	-0.9481598
aou + oxygen	Atlantic	(26.5,26.75]	-0.9600590	-0.9695892	-0.9505288
aou + oxygen	Atlantic	(26.75,27]	-0.9580141	-0.9639817	-0.9520466
aou + oxygen	Atlantic	(27,27.25]	-0.9573449	-0.9623605	-0.9523293
aou + oxygen	Atlantic	(27.25,27.5]	-0.9418827	-0.9526870	-0.9310785
aou + oxygen	Atlantic	(27.5,27.75]	-0.9346195	-0.9483953	-0.9208438
aou + oxygen	Atlantic	(27.75,27.85]	-0.9581727	-0.9643598	-0.9519856
aou + oxygen	Atlantic	(27.85,27.95]	-0.9796751	-0.9824019	-0.9769483
aou + oxygen	Atlantic	(27.95,28.05]	-0.9861112	-0.9885192	-0.9837031
aou + oxygen	Atlantic	(28.05,28.1]	-0.9907744	-0.9913599	-0.9901889
aou + oxygen	Atlantic	(28.1,28.15]	-0.9934381	-0.9944682	-0.9924080
aou + oxygen	Atlantic	(28.15,28.2]	-0.9962111	-0.9977705	-0.9946517
aou + oxygen	Atlantic	(28.2, Inf]	-0.9764563	-0.9848036	-0.9681089
aou + oxygen	Indian	(-Inf,26]	-0.9945291	-0.9949621	-0.9940962
aou + oxygen	Indian	(26,26.5]	-0.9969211	-0.9969445	-0.9968976
aou + oxygen	Indian	(26.5,26.75]	-0.9968559	-0.9977648	-0.9959469
aou + oxygen	Indian	(26.75,27]	-0.9946964	-0.9969109	-0.9924820
aou + oxygen	Indian	(27,27.25]	-0.9947426	-0.9958330	-0.9936522
aou + oxygen	Indian	(27.25,27.5]	-0.9954493	-0.9957940	-0.9951046
aou + oxygen	Indian	(27.5,27.75]	-0.9959898	-0.9964280	-0.9955517
aou + oxygen	Indian	(27.75,27.85]	-0.9971498	-0.9979745	-0.9963251
aou + oxygen	Indian	(27.85,27.95]	-0.9950958	-0.9958361	-0.9943555
aou + oxygen	Indian	(27.95,28.05]	-0.9903266	-0.9929989	-0.9876544
aou + oxygen	Indian	(28.05,28.1]	-0.9912123	-0.9963284	-0.9860961
aou + oxygen	Indian	(28.1, Inf]	-0.9860621	-0.9893911	-0.9827331
aou + oxygen	Pacific	(-Inf,26]	-0.8484729	-0.8609359	-0.8360099
aou + oxygen	Pacific	(26,26.5]	-0.9762658	-0.9821528	-0.9703788
aou + oxygen	Pacific	(26.5,26.75]	-0.9757993	-0.9802304	-0.9713682
aou + oxygen	Pacific	(26.75,27]	-0.9756055	-0.9780072	-0.9732038
aou + oxygen	Pacific	(27,27.25]	-0.9944024	-0.9949401	-0.9938648
aou + oxygen	Pacific	(27.25,27.5]	-0.9958963	-0.9965743	-0.9952183
aou + oxygen	Pacific	(27.5,27.75]	-0.9964777	-0.9973690	-0.9955864
aou + oxygen	Pacific	(27.75,27.85]	-0.9980395	-0.9984450	-0.9976341
aou + oxygen	Pacific	(27.85,27.95]	-0.9986132	-0.9989171	-0.9983092
aou + oxygen	Pacific	(27.95,28.05]	-0.9983786	-0.9987163	-0.9980409
aou + oxygen	Pacific	(28.05,28.1]	-0.9990991	-0.9991012	-0.9990970
aou + oxygen	Pacific	(28.1, Inf]	-0.9957264	-0.9963422	-0.9951105
aou + phosphate	Atlantic	(-Inf,26]	0.7071371	0.6763060	0.7379682
aou + phosphate	Atlantic	(26,26.5]	0.8707639	0.8410947	0.9004331
aou + phosphate	Atlantic	(26.5,26.75]	0.8949547	0.8944913	0.8954182
aou + phosphate	Atlantic	(26.75,27]	0.8158702	0.8007200	0.8310204
aou + phosphate	Atlantic	(27,27.25]	0.7826312	0.7233255	0.8419370
aou + phosphate	Atlantic	(27.25,27.5]	0.7718342	0.7294335	0.8142349
aou + phosphate	Atlantic	(27.5,27.75]	0.8486975	0.8265804	0.8708145
aou + phosphate	Atlantic	(27.75,27.85]	0.9069078	0.8932130	0.9206025
aou + phosphate	Atlantic	(27.85,27.95]	0.9401749	0.9360530	0.9442969
aou + phosphate	Atlantic	(27.95,28.05]	0.9572798	0.9537701	0.9607895
aou + phosphate	Atlantic	(28.05,28.1]	0.9708718	0.9684544	0.9732893
aou + phosphate	Atlantic	(28.1,28.15]	0.9783860	0.9774040	0.9793679
aou + phosphate	Atlantic	(28.15,28.2]	0.9944445	0.9928345	0.9960546
aou + phosphate	Atlantic	(28.2, Inf]	0.8305974	0.7585659	0.9026288
aou + phosphate	Indian	(-Inf,26]	0.9954389	0.9946601	0.9962177
aou + phosphate	Indian	(26,26.5]	0.9943476	0.9918970	0.9967981
aou + phosphate	Indian	(26.5,26.75]	0.9792516	0.9655791	0.9929242
aou + phosphate	Indian	(26.75,27]	0.9485334	0.9248415	0.9722253
aou + phosphate	Indian	(27,27.25]	0.9269591	0.8908062	0.9631120
aou + phosphate	Indian	(27.25,27.5]	0.9453310	0.9322488	0.9584132
aou + phosphate	Indian	(27.5,27.75]	0.9591264	0.9525870	0.9656659
aou + phosphate	Indian	(27.75,27.85]	0.9330987	0.9078438	0.9583537
aou + phosphate	Indian	(27.85,27.95]	0.8816046	0.8363886	0.9268205
aou + phosphate	Indian	(27.95,28.05]	0.8455909	0.7672367	0.9239451
aou + phosphate	Indian	(28.05,28.1]	0.9087827	0.8622990	0.9552664
aou + phosphate	Indian	(28.1, Inf]	0.6526071	0.5535509	0.7516632
aou + phosphate	Pacific	(-Inf,26]	0.8808458	0.8690543	0.8926373
aou + phosphate	Pacific	(26,26.5]	0.9160403	0.9155513	0.9165292
aou + phosphate	Pacific	(26.5,26.75]	0.8417884	0.8150188	0.8685580
aou + phosphate	Pacific	(26.75,27]	0.9116241	0.9102703	0.9129780
aou + phosphate	Pacific	(27,27.25]	0.9809446	0.9790819	0.9828074
aou + phosphate	Pacific	(27.25,27.5]	0.9832587	0.9819665	0.9845508
aou + phosphate	Pacific	(27.5,27.75]	0.9783476	0.9726837	0.9840116
aou + phosphate	Pacific	(27.75,27.85]	0.9814241	0.9754583	0.9873899
aou + phosphate	Pacific	(27.85,27.95]	0.9820694	0.9776693	0.9864696
aou + phosphate	Pacific	(27.95,28.05]	0.9747519	0.9698975	0.9796064
aou + phosphate	Pacific	(28.05,28.1]	0.9663403	0.9622147	0.9704660
aou + phosphate	Pacific	(28.1, Inf]	0.9421538	0.9266410	0.9576665
aou + silicate	Atlantic	(-Inf,26]	0.3967558	0.2903143	0.5031972
aou + silicate	Atlantic	(26,26.5]	0.7813685	0.7753442	0.7873928
aou + silicate	Atlantic	(26.5,26.75]	0.8781051	0.8713315	0.8848788
aou + silicate	Atlantic	(26.75,27]	0.8393099	0.8351291	0.8434907
aou + silicate	Atlantic	(27,27.25]	0.7637650	0.7042109	0.8233190
aou + silicate	Atlantic	(27.25,27.5]	0.6301873	0.5700907	0.6902839
aou + silicate	Atlantic	(27.5,27.75]	0.6575480	0.6347716	0.6803244
aou + silicate	Atlantic	(27.75,27.85]	0.8040541	0.7936983	0.8144100
aou + silicate	Atlantic	(27.85,27.95]	0.8680533	0.8637541	0.8723524
aou + silicate	Atlantic	(27.95,28.05]	0.9371708	0.9262239	0.9481176
aou + silicate	Atlantic	(28.05,28.1]	0.9712432	0.9676450	0.9748414
aou + silicate	Atlantic	(28.1,28.15]	0.9749024	0.9745416	0.9752632
aou + silicate	Atlantic	(28.15,28.2]	0.9937295	0.9921856	0.9952733
aou + silicate	Atlantic	(28.2, Inf]	0.8583276	0.8216678	0.8949874
aou + silicate	Indian	(-Inf,26]	0.9203523	0.8875670	0.9531376
aou + silicate	Indian	(26,26.5]	0.9394273	0.9197860	0.9590687
aou + silicate	Indian	(26.5,26.75]	0.9559671	0.9394424	0.9724917
aou + silicate	Indian	(26.75,27]	0.9739418	0.9688892	0.9789944
aou + silicate	Indian	(27,27.25]	0.9287573	0.9161476	0.9413671
aou + silicate	Indian	(27.25,27.5]	0.8726219	0.8455256	0.8997183
aou + silicate	Indian	(27.5,27.75]	0.8362145	0.7826193	0.8898098
aou + silicate	Indian	(27.75,27.85]	0.8602959	0.8358038	0.8847879
aou + silicate	Indian	(27.85,27.95]	0.8404500	0.8033284	0.8775717
aou + silicate	Indian	(27.95,28.05]	0.8611686	0.8183061	0.9040311
aou + silicate	Indian	(28.05,28.1]	0.9448280	0.9398834	0.9497726
aou + silicate	Indian	(28.1, Inf]	0.5012288	0.4588384	0.5436192
aou + silicate	Pacific	(-Inf,26]	0.5833374	0.5749231	0.5917517
aou + silicate	Pacific	(26,26.5]	0.5260987	0.4572397	0.5949577
aou + silicate	Pacific	(26.5,26.75]	0.3565530	0.3067627	0.4063433
aou + silicate	Pacific	(26.75,27]	0.6257781	0.5539630	0.6975932
aou + silicate	Pacific	(27,27.25]	0.8853646	0.8556488	0.9150804
aou + silicate	Pacific	(27.25,27.5]	0.9041186	0.8741881	0.9340491
aou + silicate	Pacific	(27.5,27.75]	0.9233463	0.8978587	0.9488339
aou + silicate	Pacific	(27.75,27.85]	0.9687860	0.9656964	0.9718756
aou + silicate	Pacific	(27.85,27.95]	0.9648253	0.9639460	0.9657045
aou + silicate	Pacific	(27.95,28.05]	0.9470675	0.9442202	0.9499148
aou + silicate	Pacific	(28.05,28.1]	0.9534348	0.9479679	0.9589017
aou + silicate	Pacific	(28.1, Inf]	0.8538395	0.8459388	0.8617403
nitrate + silicate	Atlantic	(-Inf,26]	0.5527504	0.5133032	0.5921977
nitrate + silicate	Atlantic	(26,26.5]	0.8664651	0.8604582	0.8724721
nitrate + silicate	Atlantic	(26.5,26.75]	0.9361668	0.9286637	0.9436699
nitrate + silicate	Atlantic	(26.75,27]	0.9243180	0.9028630	0.9457729
nitrate + silicate	Atlantic	(27,27.25]	0.9385345	0.9314265	0.9456425
nitrate + silicate	Atlantic	(27.25,27.5]	0.9120128	0.9053862	0.9186395
nitrate + silicate	Atlantic	(27.5,27.75]	0.8995499	0.8961113	0.9029885
nitrate + silicate	Atlantic	(27.75,27.85]	0.9455410	0.9341313	0.9569507
nitrate + silicate	Atlantic	(27.85,27.95]	0.9657497	0.9608103	0.9706891
nitrate + silicate	Atlantic	(27.95,28.05]	0.9793021	0.9764900	0.9821141
nitrate + silicate	Atlantic	(28.05,28.1]	0.9875559	0.9868739	0.9882378
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897299	0.9894154	0.9900445
nitrate + silicate	Atlantic	(28.15,28.2]	0.9955923	0.9952647	0.9959199
nitrate + silicate	Atlantic	(28.2, Inf]	0.9682385	0.9491871	0.9872899
nitrate + silicate	Indian	(-Inf,26]	0.9417940	0.9209713	0.9626166
nitrate + silicate	Indian	(26,26.5]	0.9547183	0.9485278	0.9609088
nitrate + silicate	Indian	(26.5,26.75]	0.9540770	0.9514185	0.9567354
nitrate + silicate	Indian	(26.75,27]	0.9386896	0.9259411	0.9514381
nitrate + silicate	Indian	(27,27.25]	0.9310335	0.9281346	0.9339323
nitrate + silicate	Indian	(27.25,27.5]	0.9301327	0.9201679	0.9400974
nitrate + silicate	Indian	(27.5,27.75]	0.8489397	0.8231686	0.8747108
nitrate + silicate	Indian	(27.75,27.85]	0.7842543	0.7604475	0.8080611
nitrate + silicate	Indian	(27.85,27.95]	0.8448863	0.8270986	0.8626739
nitrate + silicate	Indian	(27.95,28.05]	0.8993514	0.8806313	0.9180716
nitrate + silicate	Indian	(28.05,28.1]	0.9537644	0.9372021	0.9703267
nitrate + silicate	Indian	(28.1, Inf]	0.8443413	0.8283990	0.8602837
nitrate + silicate	Pacific	(-Inf,26]	0.8239397	0.8041061	0.8437734
nitrate + silicate	Pacific	(26,26.5]	0.7832724	0.7404376	0.8261071
nitrate + silicate	Pacific	(26.5,26.75]	0.7271593	0.6729906	0.7813280
nitrate + silicate	Pacific	(26.75,27]	0.8144370	0.7753445	0.8535295
nitrate + silicate	Pacific	(27,27.25]	0.8987776	0.8688794	0.9286758
nitrate + silicate	Pacific	(27.25,27.5]	0.8687411	0.8231825	0.9142996
nitrate + silicate	Pacific	(27.5,27.75]	0.8739748	0.8304864	0.9174632
nitrate + silicate	Pacific	(27.75,27.85]	0.9442340	0.9351019	0.9533662
nitrate + silicate	Pacific	(27.85,27.95]	0.9539366	0.9488649	0.9590084
nitrate + silicate	Pacific	(27.95,28.05]	0.9283954	0.9211901	0.9356006
nitrate + silicate	Pacific	(28.05,28.1]	0.9250924	0.9250887	0.9250961
nitrate + silicate	Pacific	(28.1, Inf]	0.9123673	0.9056991	0.9190356
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8507830	-0.8763471	-0.8252190
oxygen + nitrate	Atlantic	(26,26.5]	-0.8529121	-0.8898902	-0.8159339
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8509430	-0.8606042	-0.8412819
oxygen + nitrate	Atlantic	(26.75,27]	-0.7491698	-0.7801378	-0.7182019
oxygen + nitrate	Atlantic	(27,27.25]	-0.6705816	-0.7559724	-0.5851908
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5926372	-0.6651804	-0.5200941
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6652533	-0.7251109	-0.6053957
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7868971	-0.8196977	-0.7540965
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8677256	-0.8802803	-0.8551708
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9126159	-0.9164641	-0.9087678
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9475144	-0.9500675	-0.9449613
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9645120	-0.9739167	-0.9551074
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9895475	-0.9919389	-0.9871562
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7181791	-0.8398357	-0.5965225
oxygen + nitrate	Indian	(-Inf,26]	-0.9810993	-0.9840589	-0.9781397
oxygen + nitrate	Indian	(26,26.5]	-0.9723232	-0.9773850	-0.9672613
oxygen + nitrate	Indian	(26.5,26.75]	-0.9487278	-0.9649503	-0.9325052
oxygen + nitrate	Indian	(26.75,27]	-0.8879021	-0.9185225	-0.8572817
oxygen + nitrate	Indian	(27,27.25]	-0.8209586	-0.8359220	-0.8059952
oxygen + nitrate	Indian	(27.25,27.5]	-0.8337416	-0.8661180	-0.8013651
oxygen + nitrate	Indian	(27.5,27.75]	-0.8825062	-0.8931195	-0.8718929
oxygen + nitrate	Indian	(27.75,27.85]	-0.8669059	-0.9024258	-0.8313860
oxygen + nitrate	Indian	(27.85,27.95]	-0.8211244	-0.8744442	-0.7678045
oxygen + nitrate	Indian	(27.95,28.05]	-0.7431486	-0.8560663	-0.6302308
oxygen + nitrate	Indian	(28.05,28.1]	-0.8375296	-0.9190219	-0.7560373
oxygen + nitrate	Indian	(28.1, Inf]	-0.5242008	-0.6520227	-0.3963789
oxygen + nitrate	Pacific	(-Inf,26]	-0.5669643	-0.6331741	-0.5007546
oxygen + nitrate	Pacific	(26,26.5]	-0.7672874	-0.7989889	-0.7355860
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6814094	-0.7228815	-0.6399374
oxygen + nitrate	Pacific	(26.75,27]	-0.8063598	-0.8133626	-0.7993570
oxygen + nitrate	Pacific	(27,27.25]	-0.9529933	-0.9533000	-0.9526866
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9692805	-0.9728378	-0.9657231
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9749887	-0.9799092	-0.9700682
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9836785	-0.9886900	-0.9786671
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9819889	-0.9846392	-0.9793387
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9649885	-0.9713793	-0.9585977
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9539867	-0.9638214	-0.9441520
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9264196	-0.9451208	-0.9077185
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5616787	-0.5785329	-0.5448246
oxygen + phosphate	Atlantic	(26,26.5]	-0.7073893	-0.7733119	-0.6414668
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7477092	-0.7672905	-0.7281279
oxygen + phosphate	Atlantic	(26.75,27]	-0.6362532	-0.6633795	-0.6091269
oxygen + phosphate	Atlantic	(27,27.25]	-0.5862953	-0.6789578	-0.4936327
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5273123	-0.6062995	-0.4483251
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6222040	-0.6844499	-0.5599581
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7551953	-0.7896143	-0.7207763
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8591096	-0.8709883	-0.8472309
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9083614	-0.9108694	-0.9058533
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9394138	-0.9436228	-0.9352047
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9546883	-0.9591570	-0.9502196
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9892138	-0.9926101	-0.9858175
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7190287	-0.8385901	-0.5994673
oxygen + phosphate	Indian	(-Inf,26]	-0.9870707	-0.9883975	-0.9857439
oxygen + phosphate	Indian	(26,26.5]	-0.9854582	-0.9905705	-0.9803458
oxygen + phosphate	Indian	(26.5,26.75]	-0.9627122	-0.9854767	-0.9399476
oxygen + phosphate	Indian	(26.75,27]	-0.9135540	-0.9542452	-0.8728628
oxygen + phosphate	Indian	(27,27.25]	-0.8879881	-0.9400317	-0.8359446
oxygen + phosphate	Indian	(27.25,27.5]	-0.9155089	-0.9323053	-0.8987125
oxygen + phosphate	Indian	(27.5,27.75]	-0.9440185	-0.9501627	-0.9378743
oxygen + phosphate	Indian	(27.75,27.85]	-0.9139462	-0.9452654	-0.8826271
oxygen + phosphate	Indian	(27.85,27.95]	-0.8381074	-0.8940467	-0.7821682
oxygen + phosphate	Indian	(27.95,28.05]	-0.7727459	-0.8791595	-0.6663324
oxygen + phosphate	Indian	(28.05,28.1]	-0.8548569	-0.9334295	-0.7762843
oxygen + phosphate	Indian	(28.1, Inf]	-0.5348642	-0.6620955	-0.4076329
oxygen + phosphate	Pacific	(-Inf,26]	-0.6307975	-0.6759596	-0.5856354
oxygen + phosphate	Pacific	(26,26.5]	-0.8145928	-0.8289309	-0.8002547
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7101608	-0.7583581	-0.6619635
oxygen + phosphate	Pacific	(26.75,27]	-0.8050902	-0.8141389	-0.7960414
oxygen + phosphate	Pacific	(27,27.25]	-0.9596786	-0.9617085	-0.9576488
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9733864	-0.9747608	-0.9720119
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9754194	-0.9804877	-0.9703511
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9793983	-0.9860934	-0.9727032
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9800310	-0.9830284	-0.9770337
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9701424	-0.9760966	-0.9641882
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9622449	-0.9656339	-0.9588559
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9180027	-0.9370771	-0.8989284
oxygen + silicate	Atlantic	(-Inf,26]	-0.2524004	-0.4031945	-0.1016064
oxygen + silicate	Atlantic	(26,26.5]	-0.6180543	-0.6392276	-0.5968809
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7405606	-0.7816102	-0.6995110
oxygen + silicate	Atlantic	(26.75,27]	-0.6817266	-0.6931886	-0.6702646
oxygen + silicate	Atlantic	(27,27.25]	-0.5746684	-0.6645205	-0.4848162
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3635923	-0.4605149	-0.2666698
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3903733	-0.4504459	-0.3303006
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6289879	-0.6295558	-0.6284200
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7624304	-0.7634598	-0.7614009
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8736992	-0.8825868	-0.8648115
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9345732	-0.9418341	-0.9273122
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9475619	-0.9501485	-0.9449754
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9898470	-0.9916444	-0.9880495
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7557826	-0.8321515	-0.6794137
oxygen + silicate	Indian	(-Inf,26]	-0.8942810	-0.9330247	-0.8555372
oxygen + silicate	Indian	(26,26.5]	-0.9227787	-0.9484154	-0.8971420
oxygen + silicate	Indian	(26.5,26.75]	-0.9425369	-0.9624631	-0.9226107
oxygen + silicate	Indian	(26.75,27]	-0.9589473	-0.9616565	-0.9562380
oxygen + silicate	Indian	(27,27.25]	-0.8958546	-0.9066409	-0.8850682
oxygen + silicate	Indian	(27.25,27.5]	-0.8294734	-0.8629567	-0.7959901
oxygen + silicate	Indian	(27.5,27.75]	-0.7933929	-0.8558820	-0.7309038
oxygen + silicate	Indian	(27.75,27.85]	-0.8334672	-0.8664086	-0.8005257
oxygen + silicate	Indian	(27.85,27.95]	-0.7969317	-0.8471899	-0.7466736
oxygen + silicate	Indian	(27.95,28.05]	-0.7970857	-0.8629659	-0.7312056
oxygen + silicate	Indian	(28.05,28.1]	-0.9069110	-0.9313808	-0.8824413
oxygen + silicate	Indian	(28.1, Inf]	-0.3713729	-0.4290432	-0.3137026
oxygen + silicate	Pacific	(-Inf,26]	-0.2063940	-0.2488639	-0.1639241
oxygen + silicate	Pacific	(26,26.5]	-0.3609370	-0.4144254	-0.3074487
oxygen + silicate	Pacific	(26.5,26.75]	-0.1658537	-0.1991336	-0.1325737
oxygen + silicate	Pacific	(26.75,27]	-0.4541767	-0.5459480	-0.3624054
oxygen + silicate	Pacific	(27,27.25]	-0.8383655	-0.8761745	-0.8005565
oxygen + silicate	Pacific	(27.25,27.5]	-0.8680633	-0.9064413	-0.8296854
oxygen + silicate	Pacific	(27.5,27.75]	-0.8945940	-0.9293032	-0.8598848
oxygen + silicate	Pacific	(27.75,27.85]	-0.9582023	-0.9631543	-0.9532503
oxygen + silicate	Pacific	(27.85,27.95]	-0.9559755	-0.9564915	-0.9554595
oxygen + silicate	Pacific	(27.95,28.05]	-0.9331512	-0.9350623	-0.9312402
oxygen + silicate	Pacific	(28.05,28.1]	-0.9443584	-0.9505578	-0.9381590
oxygen + silicate	Pacific	(28.1, Inf]	-0.8073895	-0.8197905	-0.7949886
phosphate + nitrate	Atlantic	(-Inf,26]	0.8176963	0.7509486	0.8844440
phosphate + nitrate	Atlantic	(26,26.5]	0.9465445	0.9333404	0.9597485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9785257	0.9759930	0.9810584
phosphate + nitrate	Atlantic	(26.75,27]	0.9814626	0.9803270	0.9825983
phosphate + nitrate	Atlantic	(27,27.25]	0.9901061	0.9893941	0.9908180
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9945586	0.9940598	0.9950574
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9958926	0.9957495	0.9960358
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954902	0.9954808	0.9954996
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9941862	0.9941031	0.9942693
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9930723	0.9928000	0.9933447
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9914385	0.9913396	0.9915374
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9932322	0.9930002	0.9934642
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975319	0.9971288	0.9979349
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9891979	0.9818218	0.9965740
phosphate + nitrate	Indian	(-Inf,26]	0.9945327	0.9913551	0.9977103
phosphate + nitrate	Indian	(26,26.5]	0.9908066	0.9850253	0.9965878
phosphate + nitrate	Indian	(26.5,26.75]	0.9925708	0.9878808	0.9972608
phosphate + nitrate	Indian	(26.75,27]	0.9879672	0.9801361	0.9957983
phosphate + nitrate	Indian	(27,27.25]	0.9604459	0.9291209	0.9917710
phosphate + nitrate	Indian	(27.25,27.5]	0.9525804	0.9213252	0.9838356
phosphate + nitrate	Indian	(27.5,27.75]	0.9448551	0.9360169	0.9536933
phosphate + nitrate	Indian	(27.75,27.85]	0.9367808	0.9250174	0.9485441
phosphate + nitrate	Indian	(27.85,27.95]	0.9600658	0.9556458	0.9644857
phosphate + nitrate	Indian	(27.95,28.05]	0.9778425	0.9761669	0.9795181
phosphate + nitrate	Indian	(28.05,28.1]	0.9841402	0.9827419	0.9855385
phosphate + nitrate	Indian	(28.1, Inf]	0.9356043	0.9332885	0.9379200
phosphate + nitrate	Pacific	(-Inf,26]	0.9499090	0.9487311	0.9510869
phosphate + nitrate	Pacific	(26,26.5]	0.9576279	0.9563954	0.9588604
phosphate + nitrate	Pacific	(26.5,26.75]	0.9495626	0.9406150	0.9585103
phosphate + nitrate	Pacific	(26.75,27]	0.9779122	0.9730301	0.9827943
phosphate + nitrate	Pacific	(27,27.25]	0.9890280	0.9867879	0.9912682
phosphate + nitrate	Pacific	(27.25,27.5]	0.9897000	0.9861407	0.9932594
phosphate + nitrate	Pacific	(27.5,27.75]	0.9899207	0.9855747	0.9942668
phosphate + nitrate	Pacific	(27.75,27.85]	0.9873855	0.9827394	0.9920316
phosphate + nitrate	Pacific	(27.85,27.95]	0.9833195	0.9769697	0.9896694
phosphate + nitrate	Pacific	(27.95,28.05]	0.9633471	0.9557574	0.9709367
phosphate + nitrate	Pacific	(28.05,28.1]	0.9470919	0.9348176	0.9593662
phosphate + nitrate	Pacific	(28.1, Inf]	0.9521650	0.9303320	0.9739980
phosphate + silicate	Atlantic	(-Inf,26]	0.7932536	0.7277513	0.8587558
phosphate + silicate	Atlantic	(26,26.5]	0.9221282	0.9034131	0.9408433
phosphate + silicate	Atlantic	(26.5,26.75]	0.9462881	0.9296787	0.9628976
phosphate + silicate	Atlantic	(26.75,27]	0.9299604	0.9089449	0.9509759
phosphate + silicate	Atlantic	(27,27.25]	0.9477475	0.9411873	0.9543076
phosphate + silicate	Atlantic	(27.25,27.5]	0.9297778	0.9257004	0.9338553
phosphate + silicate	Atlantic	(27.5,27.75]	0.9130334	0.9103492	0.9157176
phosphate + silicate	Atlantic	(27.75,27.85]	0.9511293	0.9410797	0.9611789
phosphate + silicate	Atlantic	(27.85,27.95]	0.9677454	0.9629289	0.9725619
phosphate + silicate	Atlantic	(27.95,28.05]	0.9800587	0.9776100	0.9825075
phosphate + silicate	Atlantic	(28.05,28.1]	0.9875343	0.9863583	0.9887103
phosphate + silicate	Atlantic	(28.1,28.15]	0.9918856	0.9910334	0.9927377
phosphate + silicate	Atlantic	(28.15,28.2]	0.9958133	0.9955620	0.9960645
phosphate + silicate	Atlantic	(28.2, Inf]	0.9747723	0.9612362	0.9883085
phosphate + silicate	Indian	(-Inf,26]	0.9299881	0.8966972	0.9632790
phosphate + silicate	Indian	(26,26.5]	0.9481325	0.9312810	0.9649840
phosphate + silicate	Indian	(26.5,26.75]	0.9532652	0.9489470	0.9575834
phosphate + silicate	Indian	(26.75,27]	0.9495312	0.9394731	0.9595893
phosphate + silicate	Indian	(27,27.25]	0.9403678	0.9321536	0.9485820
phosphate + silicate	Indian	(27.25,27.5]	0.9161892	0.8863035	0.9460749
phosphate + silicate	Indian	(27.5,27.75]	0.8451435	0.7831364	0.9071505
phosphate + silicate	Indian	(27.75,27.85]	0.8702496	0.8536826	0.8868166
phosphate + silicate	Indian	(27.85,27.95]	0.9024795	0.9023400	0.9026190
phosphate + silicate	Indian	(27.95,28.05]	0.9222923	0.9121301	0.9324545
phosphate + silicate	Indian	(28.05,28.1]	0.9602887	0.9471662	0.9734111
phosphate + silicate	Indian	(28.1, Inf]	0.8226437	0.8178359	0.8274516
phosphate + silicate	Pacific	(-Inf,26]	0.7153710	0.6911504	0.7395916
phosphate + silicate	Pacific	(26,26.5]	0.7387540	0.6951685	0.7823395
phosphate + silicate	Pacific	(26.5,26.75]	0.6915662	0.6361880	0.7469443
phosphate + silicate	Pacific	(26.75,27]	0.8194578	0.7823722	0.8565433
phosphate + silicate	Pacific	(27,27.25]	0.9094730	0.8836431	0.9353029
phosphate + silicate	Pacific	(27.25,27.5]	0.8842433	0.8476245	0.9208621
phosphate + silicate	Pacific	(27.5,27.75]	0.8750195	0.8327864	0.9172525
phosphate + silicate	Pacific	(27.75,27.85]	0.9434025	0.9314490	0.9553560
phosphate + silicate	Pacific	(27.85,27.95]	0.9576555	0.9499462	0.9653649
phosphate + silicate	Pacific	(27.95,28.05]	0.9443764	0.9401075	0.9486454
phosphate + silicate	Pacific	(28.05,28.1]	0.9370347	0.9331163	0.9409531
phosphate + silicate	Pacific	(28.1, Inf]	0.9073919	0.9017786	0.9130053
sal + aou	Atlantic	(-Inf,26]	-0.1992678	-0.3375257	-0.0610100
sal + aou	Atlantic	(26,26.5]	-0.3114501	-0.3466302	-0.2762701
sal + aou	Atlantic	(26.5,26.75]	-0.3404552	-0.4115911	-0.2693193
sal + aou	Atlantic	(26.75,27]	-0.1857480	-0.2186158	-0.1528803
sal + aou	Atlantic	(27,27.25]	-0.2339720	-0.3482841	-0.1196599
sal + aou	Atlantic	(27.25,27.5]	-0.3002172	-0.3799440	-0.2204904
sal + aou	Atlantic	(27.5,27.75]	-0.4009681	-0.4296694	-0.3722669
sal + aou	Atlantic	(27.75,27.85]	-0.3204398	-0.3705986	-0.2702811
sal + aou	Atlantic	(27.85,27.95]	-0.2887090	-0.3681020	-0.2093159
sal + aou	Atlantic	(27.95,28.05]	-0.4472677	-0.5895476	-0.3049878
sal + aou	Atlantic	(28.05,28.1]	-0.7148606	-0.7565767	-0.6731446
sal + aou	Atlantic	(28.1,28.15]	-0.7855401	-0.7903834	-0.7806968
sal + aou	Atlantic	(28.15,28.2]	-0.9418230	-0.9492338	-0.9344122
sal + aou	Atlantic	(28.2, Inf]	-0.5439232	-0.7409600	-0.3468865
sal + aou	Indian	(-Inf,26]	-0.6797985	-0.8420322	-0.5175648
sal + aou	Indian	(26,26.5]	-0.6265097	-0.7921324	-0.4608869
sal + aou	Indian	(26.5,26.75]	-0.1888457	-0.3131410	-0.0645505
sal + aou	Indian	(26.75,27]	0.4734926	0.3364895	0.6104958
sal + aou	Indian	(27,27.25]	0.8452200	0.8233299	0.8671101
sal + aou	Indian	(27.25,27.5]	0.9072840	0.8436019	0.9709661
sal + aou	Indian	(27.5,27.75]	0.9184936	0.8684916	0.9684957
sal + aou	Indian	(27.75,27.85]	0.9465734	0.9367549	0.9563919
sal + aou	Indian	(27.85,27.95]	0.9010879	0.8951924	0.9069835
sal + aou	Indian	(27.95,28.05]	0.6431214	0.5999461	0.6862966
sal + aou	Indian	(28.05,28.1]	0.1122214	0.0387522	0.1856907
sal + aou	Indian	(28.1, Inf]	0.6091734	0.5801348	0.6382121
sal + aou	Pacific	(-Inf,26]	-0.1214096	-0.1223188	-0.1205005
sal + aou	Pacific	(26,26.5]	0.0649346	-0.1642647	0.2941340
sal + aou	Pacific	(26.5,26.75]	0.2254599	0.1011915	0.3497282
sal + aou	Pacific	(26.75,27]	-0.0579735	-0.1633691	0.0474222
sal + aou	Pacific	(27,27.25]	-0.1908449	-0.2541158	-0.1275740
sal + aou	Pacific	(27.25,27.5]	0.1031906	0.0380018	0.1683795
sal + aou	Pacific	(27.5,27.75]	0.0032124	-0.0062500	0.0126748
sal + aou	Pacific	(27.75,27.85]	-0.2027038	-0.2929170	-0.1124906
sal + aou	Pacific	(27.85,27.95]	-0.4800026	-0.5349014	-0.4251039
sal + aou	Pacific	(27.95,28.05]	-0.7013488	-0.7663715	-0.6363260
sal + aou	Pacific	(28.05,28.1]	-0.8885619	-0.8903049	-0.8868189
sal + aou	Pacific	(28.1, Inf]	-0.7370647	-0.7453814	-0.7287480
sal + nitrate	Atlantic	(-Inf,26]	-0.2603976	-0.2893819	-0.2314132
sal + nitrate	Atlantic	(26,26.5]	-0.4773642	-0.4787432	-0.4759852
sal + nitrate	Atlantic	(26.5,26.75]	-0.5693662	-0.6220487	-0.5166838
sal + nitrate	Atlantic	(26.75,27]	-0.5594906	-0.5697085	-0.5492727
sal + nitrate	Atlantic	(27,27.25]	-0.6729666	-0.6892214	-0.6567119
sal + nitrate	Atlantic	(27.25,27.5]	-0.7635223	-0.7852285	-0.7418161
sal + nitrate	Atlantic	(27.5,27.75]	-0.7512107	-0.7525004	-0.7499211
sal + nitrate	Atlantic	(27.75,27.85]	-0.6170129	-0.6400628	-0.5939629
sal + nitrate	Atlantic	(27.85,27.95]	-0.5415934	-0.6147447	-0.4684421
sal + nitrate	Atlantic	(27.95,28.05]	-0.6323914	-0.7442393	-0.5205435
sal + nitrate	Atlantic	(28.05,28.1]	-0.8026133	-0.8334423	-0.7717843
sal + nitrate	Atlantic	(28.1,28.15]	-0.8423137	-0.8471534	-0.8374741
sal + nitrate	Atlantic	(28.15,28.2]	-0.9488998	-0.9595006	-0.9382990
sal + nitrate	Atlantic	(28.2, Inf]	-0.8924888	-0.9484163	-0.8365613
sal + nitrate	Indian	(-Inf,26]	-0.7189760	-0.8564895	-0.5814626
sal + nitrate	Indian	(26,26.5]	-0.7312595	-0.8573648	-0.6051542
sal + nitrate	Indian	(26.5,26.75]	-0.3964730	-0.5456343	-0.2473117
sal + nitrate	Indian	(26.75,27]	0.1360778	-0.0689560	0.3411116
sal + nitrate	Indian	(27,27.25]	0.4996552	0.4874621	0.5118482
sal + nitrate	Indian	(27.25,27.5]	0.6464473	0.4930650	0.7998295
sal + nitrate	Indian	(27.5,27.75]	0.7352482	0.6310599	0.8394365
sal + nitrate	Indian	(27.75,27.85]	0.7294141	0.6594892	0.7993391
sal + nitrate	Indian	(27.85,27.95]	0.5923523	0.5053535	0.6793510
sal + nitrate	Indian	(27.95,28.05]	0.1344509	0.0374726	0.2314293
sal + nitrate	Indian	(28.05,28.1]	-0.2831886	-0.3286397	-0.2377376
sal + nitrate	Indian	(28.1, Inf]	-0.1179824	-0.2786550	0.0426902
sal + nitrate	Pacific	(-Inf,26]	-0.4257143	-0.4715031	-0.3799255
sal + nitrate	Pacific	(26,26.5]	-0.3200537	-0.5540613	-0.0860461
sal + nitrate	Pacific	(26.5,26.75]	-0.2953398	-0.4512495	-0.1394302
sal + nitrate	Pacific	(26.75,27]	-0.4018901	-0.4923122	-0.3114679
sal + nitrate	Pacific	(27,27.25]	-0.3078305	-0.3813225	-0.2343385
sal + nitrate	Pacific	(27.25,27.5]	0.0921589	0.0064870	0.1778308
sal + nitrate	Pacific	(27.5,27.75]	0.0151953	-0.0134522	0.0438429
sal + nitrate	Pacific	(27.75,27.85]	-0.2005941	-0.2841828	-0.1170055
sal + nitrate	Pacific	(27.85,27.95]	-0.4894213	-0.5291288	-0.4497138
sal + nitrate	Pacific	(27.95,28.05]	-0.7337240	-0.7896532	-0.6777948
sal + nitrate	Pacific	(28.05,28.1]	-0.9115728	-0.9158995	-0.9072461
sal + nitrate	Pacific	(28.1, Inf]	-0.8377380	-0.8417550	-0.8337211
sal + oxygen	Atlantic	(-Inf,26]	-0.0807599	-0.2188964	0.0573766
sal + oxygen	Atlantic	(26,26.5]	0.0385766	-0.0321037	0.1092569
sal + oxygen	Atlantic	(26.5,26.75]	0.0791854	0.0344896	0.1238811
sal + oxygen	Atlantic	(26.75,27]	-0.0916698	-0.1425036	-0.0408361
sal + oxygen	Atlantic	(27,27.25]	-0.0473800	-0.1820306	0.0872706
sal + oxygen	Atlantic	(27.25,27.5]	-0.0275682	-0.1424014	0.0872650
sal + oxygen	Atlantic	(27.5,27.75]	0.0646514	-0.0039803	0.1332831
sal + oxygen	Atlantic	(27.75,27.85]	0.0445118	-0.0290749	0.1180985
sal + oxygen	Atlantic	(27.85,27.95]	0.1028767	0.0334386	0.1723148
sal + oxygen	Atlantic	(27.95,28.05]	0.3156479	0.1784982	0.4527977
sal + oxygen	Atlantic	(28.05,28.1]	0.6221842	0.5726667	0.6717016
sal + oxygen	Atlantic	(28.1,28.15]	0.7137532	0.7022107	0.7252956
sal + oxygen	Atlantic	(28.15,28.2]	0.9188253	0.9098856	0.9277650
sal + oxygen	Atlantic	(28.2, Inf]	0.3856175	0.1236497	0.6475854
sal + oxygen	Indian	(-Inf,26]	0.6700718	0.4966288	0.8435147
sal + oxygen	Indian	(26,26.5]	0.5747045	0.3987767	0.7506324
sal + oxygen	Indian	(26.5,26.75]	0.1151854	0.0009154	0.2294553
sal + oxygen	Indian	(26.75,27]	-0.5573764	-0.6672730	-0.4474798
sal + oxygen	Indian	(27,27.25]	-0.8901851	-0.9153325	-0.8650378
sal + oxygen	Indian	(27.25,27.5]	-0.9340891	-0.9847204	-0.8834579
sal + oxygen	Indian	(27.5,27.75]	-0.9317693	-0.9677154	-0.8958232
sal + oxygen	Indian	(27.75,27.85]	-0.9533491	-0.9621505	-0.9445478
sal + oxygen	Indian	(27.85,27.95]	-0.9242915	-0.9254333	-0.9231498
sal + oxygen	Indian	(27.95,28.05]	-0.7278851	-0.7814322	-0.6743381
sal + oxygen	Indian	(28.05,28.1]	-0.2284885	-0.3410450	-0.1159320
sal + oxygen	Indian	(28.1, Inf]	-0.7199892	-0.7328762	-0.7071022
sal + oxygen	Pacific	(-Inf,26]	-0.3298142	-0.3407220	-0.3189064
sal + oxygen	Pacific	(26,26.5]	-0.2631081	-0.4601901	-0.0660261
sal + oxygen	Pacific	(26.5,26.75]	-0.4244227	-0.5213510	-0.3274943
sal + oxygen	Pacific	(26.75,27]	-0.1556299	-0.2705828	-0.0406771
sal + oxygen	Pacific	(27,27.25]	0.0916762	0.0220092	0.1613431
sal + oxygen	Pacific	(27.25,27.5]	-0.1775082	-0.2500024	-0.1050141
sal + oxygen	Pacific	(27.5,27.75]	-0.0525555	-0.0727942	-0.0323169
sal + oxygen	Pacific	(27.75,27.85]	0.1568414	0.0581201	0.2555627
sal + oxygen	Pacific	(27.85,27.95]	0.4562203	0.3928949	0.5195458
sal + oxygen	Pacific	(27.95,28.05]	0.6915500	0.6189698	0.7641301
sal + oxygen	Pacific	(28.05,28.1]	0.8816751	0.8809998	0.8823504
sal + oxygen	Pacific	(28.1, Inf]	0.6818602	0.6674274	0.6962931
sal + phosphate	Atlantic	(-Inf,26]	-0.5838250	-0.6508545	-0.5167955
sal + phosphate	Atlantic	(26,26.5]	-0.6968347	-0.7181308	-0.6755386
sal + phosphate	Atlantic	(26.5,26.75]	-0.7093249	-0.7615014	-0.6571484
sal + phosphate	Atlantic	(26.75,27]	-0.6919421	-0.7078911	-0.6759930
sal + phosphate	Atlantic	(27,27.25]	-0.7570690	-0.7713679	-0.7427700
sal + phosphate	Atlantic	(27.25,27.5]	-0.8128385	-0.8309912	-0.7946858
sal + phosphate	Atlantic	(27.5,27.75]	-0.7885363	-0.7888311	-0.7882415
sal + phosphate	Atlantic	(27.75,27.85]	-0.6552615	-0.6786284	-0.6318946
sal + phosphate	Atlantic	(27.85,27.95]	-0.5583658	-0.6284962	-0.4882353
sal + phosphate	Atlantic	(27.95,28.05]	-0.6390996	-0.7485323	-0.5296670
sal + phosphate	Atlantic	(28.05,28.1]	-0.8139643	-0.8446810	-0.7832476
sal + phosphate	Atlantic	(28.1,28.15]	-0.8592373	-0.8595763	-0.8588982
sal + phosphate	Atlantic	(28.15,28.2]	-0.9489378	-0.9626226	-0.9352531
sal + phosphate	Atlantic	(28.2, Inf]	-0.8950806	-0.9513412	-0.8388201
sal + phosphate	Indian	(-Inf,26]	-0.6791337	-0.8476825	-0.5105849
sal + phosphate	Indian	(26,26.5]	-0.6655472	-0.8500100	-0.4810845
sal + phosphate	Indian	(26.5,26.75]	-0.3299576	-0.5325305	-0.1273846
sal + phosphate	Indian	(26.75,27]	0.2184923	-0.0365333	0.4735179
sal + phosphate	Indian	(27,27.25]	0.6407539	0.5602039	0.7213040
sal + phosphate	Indian	(27.25,27.5]	0.7918371	0.7408517	0.8428225
sal + phosphate	Indian	(27.5,27.75]	0.8527014	0.8072814	0.8981213
sal + phosphate	Indian	(27.75,27.85]	0.8390387	0.7829966	0.8950808
sal + phosphate	Indian	(27.85,27.95]	0.6570264	0.5639693	0.7500834
sal + phosphate	Indian	(27.95,28.05]	0.1965887	0.0958156	0.2973618
sal + phosphate	Indian	(28.05,28.1]	-0.2461750	-0.2926055	-0.1997444
sal + phosphate	Indian	(28.1, Inf]	-0.1000423	-0.2613969	0.0613123
sal + phosphate	Pacific	(-Inf,26]	-0.2920804	-0.3201654	-0.2639954
sal + phosphate	Pacific	(26,26.5]	-0.2764555	-0.4851429	-0.0677682
sal + phosphate	Pacific	(26.5,26.75]	-0.2710184	-0.4267368	-0.1153001
sal + phosphate	Pacific	(26.75,27]	-0.4189629	-0.5046602	-0.3332655
sal + phosphate	Pacific	(27,27.25]	-0.3128622	-0.3860534	-0.2396711
sal + phosphate	Pacific	(27.25,27.5]	0.0745209	-0.0014563	0.1504981
sal + phosphate	Pacific	(27.5,27.75]	0.0200081	-0.0054636	0.0454798
sal + phosphate	Pacific	(27.75,27.85]	-0.1917703	-0.2726694	-0.1108711
sal + phosphate	Pacific	(27.85,27.95]	-0.4923718	-0.5333271	-0.4514164
sal + phosphate	Pacific	(27.95,28.05]	-0.7421696	-0.7967900	-0.6875492
sal + phosphate	Pacific	(28.05,28.1]	-0.9080037	-0.9223664	-0.8936411
sal + phosphate	Pacific	(28.1, Inf]	-0.8338781	-0.8425628	-0.8251934
sal + silicate	Atlantic	(-Inf,26]	-0.6199719	-0.6497374	-0.5902065
sal + silicate	Atlantic	(26,26.5]	-0.6923609	-0.7012718	-0.6834500
sal + silicate	Atlantic	(26.5,26.75]	-0.6382929	-0.7361611	-0.5404248
sal + silicate	Atlantic	(26.75,27]	-0.5801153	-0.6202146	-0.5400159
sal + silicate	Atlantic	(27,27.25]	-0.7038663	-0.7270921	-0.6806404
sal + silicate	Atlantic	(27.25,27.5]	-0.8144549	-0.8237974	-0.8051124
sal + silicate	Atlantic	(27.5,27.75]	-0.7984837	-0.8126215	-0.7843459
sal + silicate	Atlantic	(27.75,27.85]	-0.6810451	-0.7348731	-0.6272171
sal + silicate	Atlantic	(27.85,27.95]	-0.6445271	-0.6841060	-0.6049482
sal + silicate	Atlantic	(27.95,28.05]	-0.6886625	-0.7758511	-0.6014739
sal + silicate	Atlantic	(28.05,28.1]	-0.8377725	-0.8581539	-0.8173910
sal + silicate	Atlantic	(28.1,28.15]	-0.8763641	-0.8824768	-0.8702515
sal + silicate	Atlantic	(28.15,28.2]	-0.9430548	-0.9521623	-0.9339472
sal + silicate	Atlantic	(28.2, Inf]	-0.8496878	-0.9360891	-0.7632864
sal + silicate	Indian	(-Inf,26]	-0.8137393	-0.8802000	-0.7472787
sal + silicate	Indian	(26,26.5]	-0.7609127	-0.8550393	-0.6667861
sal + silicate	Indian	(26.5,26.75]	-0.3356914	-0.3814817	-0.2899012
sal + silicate	Indian	(26.75,27]	0.3667711	0.2484912	0.4850509
sal + silicate	Indian	(27,27.25]	0.6448558	0.5941020	0.6956096
sal + silicate	Indian	(27.25,27.5]	0.6517484	0.5087561	0.7947407
sal + silicate	Indian	(27.5,27.75]	0.6769236	0.5052935	0.8485536
sal + silicate	Indian	(27.75,27.85]	0.8067079	0.7969996	0.8164161
sal + silicate	Indian	(27.85,27.95]	0.6982917	0.6307885	0.7657949
sal + silicate	Indian	(27.95,28.05]	0.3475750	0.2940600	0.4010900
sal + silicate	Indian	(28.05,28.1]	-0.0941047	-0.1251144	-0.0630950
sal + silicate	Indian	(28.1, Inf]	-0.1510292	-0.1778920	-0.1241665
sal + silicate	Pacific	(-Inf,26]	-0.6642574	-0.6920126	-0.6365021
sal + silicate	Pacific	(26,26.5]	-0.6557425	-0.7508959	-0.5605891
sal + silicate	Pacific	(26.5,26.75]	-0.7325894	-0.7772583	-0.6879206
sal + silicate	Pacific	(26.75,27]	-0.7584780	-0.7616107	-0.7553452
sal + silicate	Pacific	(27,27.25]	-0.5660998	-0.5672172	-0.5649824
sal + silicate	Pacific	(27.25,27.5]	-0.2130002	-0.2179048	-0.2080956
sal + silicate	Pacific	(27.5,27.75]	-0.1044334	-0.1578603	-0.0510065
sal + silicate	Pacific	(27.75,27.85]	-0.2366840	-0.3030458	-0.1703222
sal + silicate	Pacific	(27.85,27.95]	-0.4407504	-0.4657353	-0.4157655
sal + silicate	Pacific	(27.95,28.05]	-0.6204949	-0.6711389	-0.5698510
sal + silicate	Pacific	(28.05,28.1]	-0.8309941	-0.8371571	-0.8248311
sal + silicate	Pacific	(28.1, Inf]	-0.8772482	-0.8863523	-0.8681442
sal + temp	Atlantic	(-Inf,26]	0.7929635	0.7581228	0.8278041
sal + temp	Atlantic	(26,26.5]	0.9587562	0.9575328	0.9599796
sal + temp	Atlantic	(26.5,26.75]	0.9803389	0.9783973	0.9822804
sal + temp	Atlantic	(26.75,27]	0.9771129	0.9735237	0.9807021
sal + temp	Atlantic	(27,27.25]	0.9793234	0.9779648	0.9806820
sal + temp	Atlantic	(27.25,27.5]	0.9792187	0.9791570	0.9792803
sal + temp	Atlantic	(27.5,27.75]	0.9659987	0.9637329	0.9682644
sal + temp	Atlantic	(27.75,27.85]	0.9801761	0.9776144	0.9827378
sal + temp	Atlantic	(27.85,27.95]	0.9524570	0.9458641	0.9590498
sal + temp	Atlantic	(27.95,28.05]	0.9024987	0.8852956	0.9197018
sal + temp	Atlantic	(28.05,28.1]	0.9484333	0.9433107	0.9535560
sal + temp	Atlantic	(28.1,28.15]	0.9398813	0.9248749	0.9548877
sal + temp	Atlantic	(28.15,28.2]	0.7197279	0.5234727	0.9159831
sal + temp	Atlantic	(28.2, Inf]	0.4275214	0.1492395	0.7058032
sal + temp	Indian	(-Inf,26]	0.2506738	0.1740487	0.3272988
sal + temp	Indian	(26,26.5]	0.8654882	0.8455295	0.8854470
sal + temp	Indian	(26.5,26.75]	0.9530185	0.9492692	0.9567679
sal + temp	Indian	(26.75,27]	0.9681076	0.9610997	0.9751156
sal + temp	Indian	(27,27.25]	0.9555314	0.9530197	0.9580431
sal + temp	Indian	(27.25,27.5]	0.9466857	0.9323140	0.9610574
sal + temp	Indian	(27.5,27.75]	0.9052171	0.8749211	0.9355131
sal + temp	Indian	(27.75,27.85]	0.9343020	0.9214657	0.9471384
sal + temp	Indian	(27.85,27.95]	0.9324964	0.9189188	0.9460740
sal + temp	Indian	(27.95,28.05]	0.9313705	0.9059740	0.9567670
sal + temp	Indian	(28.05,28.1]	0.9097275	0.8730553	0.9463996
sal + temp	Indian	(28.1, Inf]	0.9318569	0.9278668	0.9358471
sal + temp	Pacific	(-Inf,26]	0.7756241	0.7635466	0.7877016
sal + temp	Pacific	(26,26.5]	0.9501616	0.9501419	0.9501813
sal + temp	Pacific	(26.5,26.75]	0.9779313	0.9775519	0.9783107
sal + temp	Pacific	(26.75,27]	0.9781535	0.9762246	0.9800824
sal + temp	Pacific	(27,27.25]	0.9440409	0.9396747	0.9484071
sal + temp	Pacific	(27.25,27.5]	0.8232181	0.7983698	0.8480664
sal + temp	Pacific	(27.5,27.75]	0.5687928	0.5117081	0.6258775
sal + temp	Pacific	(27.75,27.85]	0.7355576	0.6890743	0.7820410
sal + temp	Pacific	(27.85,27.95]	0.5186875	0.4529783	0.5843968
sal + temp	Pacific	(27.95,28.05]	0.3187670	0.2565503	0.3809837
sal + temp	Pacific	(28.05,28.1]	0.1439211	0.1319334	0.1559088
sal + temp	Pacific	(28.1, Inf]	-0.2814724	-0.3249574	-0.2379875
temp + aou	Atlantic	(-Inf,26]	-0.3023492	-0.4628143	-0.1418842
temp + aou	Atlantic	(26,26.5]	-0.3425543	-0.3876999	-0.2974086
temp + aou	Atlantic	(26.5,26.75]	-0.3245667	-0.3917823	-0.2573510
temp + aou	Atlantic	(26.75,27]	-0.1460724	-0.1929930	-0.0991518
temp + aou	Atlantic	(27,27.25]	-0.1604899	-0.2661619	-0.0548180
temp + aou	Atlantic	(27.25,27.5]	-0.2624782	-0.3426551	-0.1823013
temp + aou	Atlantic	(27.5,27.75]	-0.3700259	-0.3917049	-0.3483469
temp + aou	Atlantic	(27.75,27.85]	-0.2770350	-0.2946571	-0.2594130
temp + aou	Atlantic	(27.85,27.95]	-0.2076420	-0.3255905	-0.0896934
temp + aou	Atlantic	(27.95,28.05]	-0.4446924	-0.5268410	-0.3625437
temp + aou	Atlantic	(28.05,28.1]	-0.5882613	-0.6406384	-0.5358843
temp + aou	Atlantic	(28.1,28.15]	-0.5812489	-0.6129443	-0.5495534
temp + aou	Atlantic	(28.15,28.2]	-0.5619998	-0.7340864	-0.3899131
temp + aou	Atlantic	(28.2, Inf]	0.2832326	0.2541974	0.3122678
temp + aou	Indian	(-Inf,26]	-0.3876596	-0.4710991	-0.3042202
temp + aou	Indian	(26,26.5]	-0.4889481	-0.5610457	-0.4168505
temp + aou	Indian	(26.5,26.75]	-0.1333931	-0.2235471	-0.0432392
temp + aou	Indian	(26.75,27]	0.3628503	0.1991823	0.5265183
temp + aou	Indian	(27,27.25]	0.7384018	0.7149454	0.7618583
temp + aou	Indian	(27.25,27.5]	0.8455952	0.8364254	0.8547651
temp + aou	Indian	(27.5,27.75]	0.8824808	0.8781317	0.8868299
temp + aou	Indian	(27.75,27.85]	0.9302310	0.9194083	0.9410536
temp + aou	Indian	(27.85,27.95]	0.8821144	0.8708244	0.8934044
temp + aou	Indian	(27.95,28.05]	0.6881583	0.6277812	0.7485355
temp + aou	Indian	(28.05,28.1]	0.3698377	0.3344454	0.4052300
temp + aou	Indian	(28.1, Inf]	0.7769029	0.7475840	0.8062218
temp + aou	Pacific	(-Inf,26]	-0.2827656	-0.2857773	-0.2797539
temp + aou	Pacific	(26,26.5]	-0.0111929	-0.2092685	0.1868828
temp + aou	Pacific	(26.5,26.75]	0.2425625	0.1427108	0.3424142
temp + aou	Pacific	(26.75,27]	-0.0593608	-0.1478524	0.0291307
temp + aou	Pacific	(27,27.25]	-0.2357057	-0.2755465	-0.1958649
temp + aou	Pacific	(27.25,27.5]	0.0164106	-0.0591309	0.0919522
temp + aou	Pacific	(27.5,27.75]	0.0251376	-0.0166454	0.0669207
temp + aou	Pacific	(27.75,27.85]	-0.0437061	-0.1189071	0.0314949
temp + aou	Pacific	(27.85,27.95]	-0.1707276	-0.2403990	-0.1010562
temp + aou	Pacific	(27.95,28.05]	-0.1621444	-0.2390261	-0.0852628
temp + aou	Pacific	(28.05,28.1]	-0.0958868	-0.1629318	-0.0288417
temp + aou	Pacific	(28.1, Inf]	0.7742317	0.7541022	0.7943612
temp + nitrate	Atlantic	(-Inf,26]	-0.2723535	-0.3066589	-0.2380482
temp + nitrate	Atlantic	(26,26.5]	-0.5361007	-0.5462416	-0.5259599
temp + nitrate	Atlantic	(26.5,26.75]	-0.5521902	-0.6002945	-0.5040859
temp + nitrate	Atlantic	(26.75,27]	-0.5132217	-0.5460491	-0.4803942
temp + nitrate	Atlantic	(27,27.25]	-0.6071338	-0.6139143	-0.6003534
temp + nitrate	Atlantic	(27.25,27.5]	-0.7266137	-0.7531685	-0.7000589
temp + nitrate	Atlantic	(27.5,27.75]	-0.7178408	-0.7301348	-0.7055469
temp + nitrate	Atlantic	(27.75,27.85]	-0.5896696	-0.5975928	-0.5817464
temp + nitrate	Atlantic	(27.85,27.95]	-0.4771659	-0.5869978	-0.3673339
temp + nitrate	Atlantic	(27.95,28.05]	-0.6094463	-0.6836408	-0.5352517
temp + nitrate	Atlantic	(28.05,28.1]	-0.6954529	-0.7346663	-0.6562396
temp + nitrate	Atlantic	(28.1,28.15]	-0.6628617	-0.6790755	-0.6466480
temp + nitrate	Atlantic	(28.15,28.2]	-0.5641999	-0.7434657	-0.3849341
temp + nitrate	Atlantic	(28.2, Inf]	-0.1129154	-0.2867440	0.0609132
temp + nitrate	Indian	(-Inf,26]	-0.4327252	-0.5109008	-0.3545496
temp + nitrate	Indian	(26,26.5]	-0.6000399	-0.6448937	-0.5551861
temp + nitrate	Indian	(26.5,26.75]	-0.3465488	-0.4647439	-0.2283538
temp + nitrate	Indian	(26.75,27]	0.0130029	-0.2096691	0.2356748
temp + nitrate	Indian	(27,27.25]	0.3328309	0.2785962	0.3870656
temp + nitrate	Indian	(27.25,27.5]	0.5125471	0.4522393	0.5728549
temp + nitrate	Indian	(27.5,27.75]	0.6757820	0.6437369	0.7078271
temp + nitrate	Indian	(27.75,27.85]	0.7313259	0.6766258	0.7860260
temp + nitrate	Indian	(27.85,27.95]	0.5760198	0.5256252	0.6264144
temp + nitrate	Indian	(27.95,28.05]	0.2140126	0.1409282	0.2870970
temp + nitrate	Indian	(28.05,28.1]	0.0045851	-0.0901847	0.0993549
temp + nitrate	Indian	(28.1, Inf]	0.1021294	-0.0715522	0.2758111
temp + nitrate	Pacific	(-Inf,26]	-0.5399374	-0.5893860	-0.4904888
temp + nitrate	Pacific	(26,26.5]	-0.4168805	-0.6150740	-0.2186870
temp + nitrate	Pacific	(26.5,26.75]	-0.2995648	-0.4377315	-0.1613981
temp + nitrate	Pacific	(26.75,27]	-0.4204334	-0.5011375	-0.3397292
temp + nitrate	Pacific	(27,27.25]	-0.3818511	-0.4323691	-0.3313331
temp + nitrate	Pacific	(27.25,27.5]	-0.0407419	-0.1362733	0.0547895
temp + nitrate	Pacific	(27.5,27.75]	0.0204634	-0.0429570	0.0838837
temp + nitrate	Pacific	(27.75,27.85]	-0.0468092	-0.1188109	0.0251924
temp + nitrate	Pacific	(27.85,27.95]	-0.1739717	-0.2206578	-0.1272856
temp + nitrate	Pacific	(27.95,28.05]	-0.1973188	-0.2615887	-0.1330489
temp + nitrate	Pacific	(28.05,28.1]	-0.1383005	-0.2025826	-0.0740183
temp + nitrate	Pacific	(28.1, Inf]	0.6263632	0.5850984	0.6676280
temp + oxygen	Atlantic	(-Inf,26]	-0.0319326	-0.1826686	0.1188034
temp + oxygen	Atlantic	(26,26.5]	0.0612578	-0.0210960	0.1436116
temp + oxygen	Atlantic	(26.5,26.75]	0.0518498	0.0145396	0.0891600
temp + oxygen	Atlantic	(26.75,27]	-0.1411744	-0.2083416	-0.0740073
temp + oxygen	Atlantic	(27,27.25]	-0.1285801	-0.2518824	-0.0052779
temp + oxygen	Atlantic	(27.25,27.5]	-0.0737728	-0.1886484	0.0411028
temp + oxygen	Atlantic	(27.5,27.75]	0.0180573	-0.0440467	0.0801614
temp + oxygen	Atlantic	(27.75,27.85]	-0.0082976	-0.0481627	0.0315674
temp + oxygen	Atlantic	(27.85,27.95]	0.0096111	-0.0974906	0.1167128
temp + oxygen	Atlantic	(27.95,28.05]	0.2918466	0.2179237	0.3657696
temp + oxygen	Atlantic	(28.05,28.1]	0.4745329	0.4136174	0.5354484
temp + oxygen	Atlantic	(28.1,28.15]	0.4878976	0.4455707	0.5302245
temp + oxygen	Atlantic	(28.15,28.2]	0.4915278	0.2944274	0.6886282
temp + oxygen	Atlantic	(28.2, Inf]	-0.4744228	-0.4821791	-0.4666665
temp + oxygen	Indian	(-Inf,26]	0.2902430	0.2073926	0.3730934
temp + oxygen	Indian	(26,26.5]	0.4194517	0.3446759	0.4942275
temp + oxygen	Indian	(26.5,26.75]	0.0557590	-0.0235645	0.1350825
temp + oxygen	Indian	(26.75,27]	-0.4545268	-0.5915707	-0.3174829
temp + oxygen	Indian	(27,27.25]	-0.8032010	-0.8175072	-0.7888947
temp + oxygen	Indian	(27.25,27.5]	-0.8923785	-0.8985337	-0.8862232
temp + oxygen	Indian	(27.5,27.75]	-0.9207556	-0.9225476	-0.9189636
temp + oxygen	Indian	(27.75,27.85]	-0.9549358	-0.9604661	-0.9494055
temp + oxygen	Indian	(27.85,27.95]	-0.9237030	-0.9357442	-0.9116618
temp + oxygen	Indian	(27.95,28.05]	-0.7786593	-0.8426679	-0.7146506
temp + oxygen	Indian	(28.05,28.1]	-0.4807079	-0.5497121	-0.4117038
temp + oxygen	Indian	(28.1, Inf]	-0.8655578	-0.8793269	-0.8517887
temp + oxygen	Pacific	(-Inf,26]	-0.2627218	-0.2821972	-0.2432464
temp + oxygen	Pacific	(26,26.5]	-0.2001408	-0.3677444	-0.0325372
temp + oxygen	Pacific	(26.5,26.75]	-0.4471473	-0.5210396	-0.3732551
temp + oxygen	Pacific	(26.75,27]	-0.1596256	-0.2578706	-0.0613806
temp + oxygen	Pacific	(27,27.25]	0.1319516	0.0862731	0.1776302
temp + oxygen	Pacific	(27.25,27.5]	-0.1061488	-0.1887153	-0.0235822
temp + oxygen	Pacific	(27.5,27.75]	-0.1079967	-0.1601779	-0.0558154
temp + oxygen	Pacific	(27.75,27.85]	-0.0182963	-0.1000516	0.0634590
temp + oxygen	Pacific	(27.85,27.95]	0.1192406	0.0432211	0.1952601
temp + oxygen	Pacific	(27.95,28.05]	0.1084177	0.0252152	0.1916201
temp + oxygen	Pacific	(28.05,28.1]	0.0674886	-0.0013126	0.1362898
temp + oxygen	Pacific	(28.1, Inf]	-0.8223963	-0.8370638	-0.8077288
temp + phosphate	Atlantic	(-Inf,26]	-0.4786677	-0.5011656	-0.4561698
temp + phosphate	Atlantic	(26,26.5]	-0.7100708	-0.7151043	-0.7050373
temp + phosphate	Atlantic	(26.5,26.75]	-0.6850880	-0.7331610	-0.6370149
temp + phosphate	Atlantic	(26.75,27]	-0.6414887	-0.6793241	-0.6036533
temp + phosphate	Atlantic	(27,27.25]	-0.6926811	-0.6993502	-0.6860119
temp + phosphate	Atlantic	(27.25,27.5]	-0.7790981	-0.8013941	-0.7568022
temp + phosphate	Atlantic	(27.5,27.75]	-0.7563300	-0.7659561	-0.7467039
temp + phosphate	Atlantic	(27.75,27.85]	-0.6293881	-0.6357657	-0.6230104
temp + phosphate	Atlantic	(27.85,27.95]	-0.4940343	-0.6013802	-0.3866884
temp + phosphate	Atlantic	(27.95,28.05]	-0.6191313	-0.6919175	-0.5463450
temp + phosphate	Atlantic	(28.05,28.1]	-0.7068587	-0.7493273	-0.6643900
temp + phosphate	Atlantic	(28.1,28.15]	-0.6874472	-0.7099678	-0.6649265
temp + phosphate	Atlantic	(28.15,28.2]	-0.5663579	-0.7368244	-0.3958914
temp + phosphate	Atlantic	(28.2, Inf]	-0.1145285	-0.2886356	0.0595786
temp + phosphate	Indian	(-Inf,26]	-0.4110001	-0.4689777	-0.3530225
temp + phosphate	Indian	(26,26.5]	-0.5487234	-0.6448398	-0.4526071
temp + phosphate	Indian	(26.5,26.75]	-0.2847731	-0.4495651	-0.1199812
temp + phosphate	Indian	(26.75,27]	0.0892097	-0.1751249	0.3535443
temp + phosphate	Indian	(27,27.25]	0.4691467	0.3330860	0.6052074
temp + phosphate	Indian	(27.25,27.5]	0.6607233	0.6320896	0.6893570
temp + phosphate	Indian	(27.5,27.75]	0.7901194	0.7862529	0.7939859
temp + phosphate	Indian	(27.75,27.85]	0.7904851	0.7356859	0.8452842
temp + phosphate	Indian	(27.85,27.95]	0.5973780	0.5389766	0.6557795
temp + phosphate	Indian	(27.95,28.05]	0.2608883	0.1894080	0.3323686
temp + phosphate	Indian	(28.05,28.1]	0.0417754	-0.0490531	0.1326039
temp + phosphate	Indian	(28.1, Inf]	0.1252914	-0.0474190	0.2980019
temp + phosphate	Pacific	(-Inf,26]	-0.4235046	-0.4566064	-0.3904028
temp + phosphate	Pacific	(26,26.5]	-0.3690118	-0.5475035	-0.1905200
temp + phosphate	Pacific	(26.5,26.75]	-0.2788944	-0.4172397	-0.1405491
temp + phosphate	Pacific	(26.75,27]	-0.4352992	-0.5072320	-0.3633664
temp + phosphate	Pacific	(27,27.25]	-0.3778537	-0.4285887	-0.3271187
temp + phosphate	Pacific	(27.25,27.5]	-0.0496647	-0.1359487	0.0366192
temp + phosphate	Pacific	(27.5,27.75]	0.0296159	-0.0285662	0.0877979
temp + phosphate	Pacific	(27.75,27.85]	-0.0431023	-0.1117292	0.0255246
temp + phosphate	Pacific	(27.85,27.95]	-0.1748785	-0.2234217	-0.1263353
temp + phosphate	Pacific	(27.95,28.05]	-0.2032091	-0.2646281	-0.1417902
temp + phosphate	Pacific	(28.05,28.1]	-0.1202898	-0.1769322	-0.0636475
temp + phosphate	Pacific	(28.1, Inf]	0.6127832	0.5585672	0.6669991
temp + silicate	Atlantic	(-Inf,26]	-0.4630909	-0.5563607	-0.3698212
temp + silicate	Atlantic	(26,26.5]	-0.6919721	-0.7040174	-0.6799267
temp + silicate	Atlantic	(26.5,26.75]	-0.6291235	-0.7261088	-0.5321383
temp + silicate	Atlantic	(26.75,27]	-0.5552755	-0.6110189	-0.4995321
temp + silicate	Atlantic	(27,27.25]	-0.6655806	-0.6802091	-0.6509520
temp + silicate	Atlantic	(27.25,27.5]	-0.8283025	-0.8424362	-0.8141689
temp + silicate	Atlantic	(27.5,27.75]	-0.8161149	-0.8176649	-0.8145649
temp + silicate	Atlantic	(27.75,27.85]	-0.6871409	-0.7141289	-0.6601528
temp + silicate	Atlantic	(27.85,27.95]	-0.6068059	-0.6836998	-0.5299119
temp + silicate	Atlantic	(27.95,28.05]	-0.6954486	-0.7386138	-0.6522834
temp + silicate	Atlantic	(28.05,28.1]	-0.7380021	-0.7689424	-0.7070618
temp + silicate	Atlantic	(28.1,28.15]	-0.7092807	-0.7393013	-0.6792601
temp + silicate	Atlantic	(28.15,28.2]	-0.5527813	-0.7377021	-0.3678605
temp + silicate	Atlantic	(28.2, Inf]	-0.0600806	-0.1927571	0.0725959
temp + silicate	Indian	(-Inf,26]	-0.5161408	-0.6077262	-0.4245553
temp + silicate	Indian	(26,26.5]	-0.6069698	-0.6110337	-0.6029059
temp + silicate	Indian	(26.5,26.75]	-0.2686481	-0.2822386	-0.2550575
temp + silicate	Indian	(26.75,27]	0.2590557	0.1151166	0.4029948
temp + silicate	Indian	(27,27.25]	0.4957056	0.4924603	0.4989508
temp + silicate	Indian	(27.25,27.5]	0.5169544	0.4540523	0.5798565
temp + silicate	Indian	(27.5,27.75]	0.5329828	0.4437255	0.6222400
temp + silicate	Indian	(27.75,27.85]	0.6882460	0.6307977	0.7456943
temp + silicate	Indian	(27.85,27.95]	0.5695123	0.5074316	0.6315929
temp + silicate	Indian	(27.95,28.05]	0.3280187	0.2990785	0.3569588
temp + silicate	Indian	(28.05,28.1]	0.1759549	0.1592272	0.1926826
temp + silicate	Indian	(28.1, Inf]	-0.0014463	-0.0618887	0.0589961
temp + silicate	Pacific	(-Inf,26]	-0.6404146	-0.6706252	-0.6102040
temp + silicate	Pacific	(26,26.5]	-0.7137558	-0.7781044	-0.6494071
temp + silicate	Pacific	(26.5,26.75]	-0.7273644	-0.7582640	-0.6964648
temp + silicate	Pacific	(26.75,27]	-0.7518885	-0.7554124	-0.7483646
temp + silicate	Pacific	(27,27.25]	-0.5931738	-0.6080552	-0.5782924
temp + silicate	Pacific	(27.25,27.5]	-0.3411131	-0.3503336	-0.3318927
temp + silicate	Pacific	(27.5,27.75]	-0.2783447	-0.3036462	-0.2530431
temp + silicate	Pacific	(27.75,27.85]	-0.1783112	-0.2413996	-0.1152227
temp + silicate	Pacific	(27.85,27.95]	-0.2929848	-0.3492711	-0.2366985
temp + silicate	Pacific	(27.95,28.05]	-0.3301846	-0.4147301	-0.2456391
temp + silicate	Pacific	(28.05,28.1]	-0.1539441	-0.2084557	-0.0994324
temp + silicate	Pacific	(28.1, Inf]	0.4187267	0.3804974	0.4569561

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
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]	0.6257291	0.5733914	0.6780668
aou	Atlantic	(26,26.5]	-0.1526299	-0.1886986	-0.1165613
aou	Atlantic	(26.5,26.75]	-0.4147965	-0.4207350	-0.4088580
aou	Atlantic	(26.75,27]	-0.2951156	-0.3228895	-0.2673416
aou	Atlantic	(27,27.25]	-0.4102774	-0.4911763	-0.3293784
aou	Atlantic	(27.25,27.5]	-0.5342140	-0.5742507	-0.4941773
aou	Atlantic	(27.5,27.75]	-0.7586719	-0.7783192	-0.7390246
aou	Atlantic	(27.75,27.85]	-0.8678075	-0.8857194	-0.8498957
aou	Atlantic	(27.85,27.95]	-0.9072785	-0.9081322	-0.9064247
aou	Atlantic	(27.95,28.05]	-0.8965411	-0.8967716	-0.8963107
aou	Atlantic	(28.05,28.1]	-0.8639412	-0.8801666	-0.8477157
aou	Atlantic	(28.1,28.15]	-0.8956671	-0.9048506	-0.8864836
aou	Atlantic	(28.15,28.2]	-0.9571593	-0.9575788	-0.9567398
aou	Atlantic	(28.2, Inf]	-0.6631293	-0.8297678	-0.4964907
aou	Indian	(-Inf,26]	-0.6630521	-0.7156382	-0.6104660
aou	Indian	(26,26.5]	-0.9295248	-0.9409538	-0.9180958
aou	Indian	(26.5,26.75]	-0.8364808	-0.8977874	-0.7751742
aou	Indian	(26.75,27]	-0.4935107	-0.5369957	-0.4500256
aou	Indian	(27,27.25]	0.0399560	-0.0668379	0.1467499
aou	Indian	(27.25,27.5]	0.5487807	0.5170454	0.5805160
aou	Indian	(27.5,27.75]	0.4846888	0.3571854	0.6121923
aou	Indian	(27.75,27.85]	0.2198527	0.0590511	0.3806543
aou	Indian	(27.85,27.95]	0.2358703	0.0578937	0.4138470
aou	Indian	(27.95,28.05]	0.0781252	-0.0206658	0.1769162
aou	Indian	(28.05,28.1]	0.1404776	0.0724926	0.2084626
aou	Indian	(28.1, Inf]	0.4302031	0.4119003	0.4485060
aou	Pacific	(-Inf,26]	0.0944647	0.0744219	0.1145076
aou	Pacific	(26,26.5]	-0.4735399	-0.5702300	-0.3768499
aou	Pacific	(26.5,26.75]	-0.2469212	-0.2495343	-0.2443081
aou	Pacific	(26.75,27]	-0.4263514	-0.4850061	-0.3676967
aou	Pacific	(27,27.25]	0.1638694	0.1414367	0.1863022
aou	Pacific	(27.25,27.5]	0.6058510	0.5466729	0.6650292
aou	Pacific	(27.5,27.75]	0.7300851	0.6754534	0.7847168
aou	Pacific	(27.75,27.85]	0.8055428	0.7807681	0.8303176
aou	Pacific	(27.85,27.95]	0.7722651	0.7446209	0.7999093
aou	Pacific	(27.95,28.05]	0.5505472	0.5233559	0.5777385
aou	Pacific	(28.05,28.1]	0.3130000	0.3124803	0.3135197
aou	Pacific	(28.1, Inf]	0.3801769	0.3068545	0.4534993
nitrate	Atlantic	(-Inf,26]	0.3856724	0.3535072	0.4178376
nitrate	Atlantic	(26,26.5]	-0.3463459	-0.3529093	-0.3397824
nitrate	Atlantic	(26.5,26.75]	-0.6198271	-0.6354704	-0.6041838
nitrate	Atlantic	(26.75,27]	-0.6615486	-0.7116694	-0.6114277
nitrate	Atlantic	(27,27.25]	-0.8152892	-0.8181688	-0.8124095
nitrate	Atlantic	(27.25,27.5]	-0.9125287	-0.9190287	-0.9060287
nitrate	Atlantic	(27.5,27.75]	-0.9667937	-0.9681852	-0.9654022
nitrate	Atlantic	(27.75,27.85]	-0.9687976	-0.9692880	-0.9683072
nitrate	Atlantic	(27.85,27.95]	-0.9430034	-0.9508596	-0.9351472
nitrate	Atlantic	(27.95,28.05]	-0.9143686	-0.9197141	-0.9090230
nitrate	Atlantic	(28.05,28.1]	-0.8957265	-0.9006656	-0.8907875
nitrate	Atlantic	(28.1,28.15]	-0.9171189	-0.9219147	-0.9123232
nitrate	Atlantic	(28.15,28.2]	-0.9681452	-0.9726731	-0.9636174
nitrate	Atlantic	(28.2, Inf]	-0.9266935	-0.9738341	-0.8795529
nitrate	Indian	(-Inf,26]	-0.6597278	-0.6976485	-0.6218070
nitrate	Indian	(26,26.5]	-0.9351089	-0.9473565	-0.9228612
nitrate	Indian	(26.5,26.75]	-0.9145166	-0.9346020	-0.8944312
nitrate	Indian	(26.75,27]	-0.7241573	-0.7406733	-0.7076412
nitrate	Indian	(27,27.25]	-0.2883756	-0.2989349	-0.2778163
nitrate	Indian	(27.25,27.5]	0.3682526	0.3663734	0.3701318
nitrate	Indian	(27.5,27.75]	0.4359693	0.3362131	0.5357255
nitrate	Indian	(27.75,27.85]	0.0723787	-0.0478576	0.1926150
nitrate	Indian	(27.85,27.95]	-0.0342815	-0.1158497	0.0472868
nitrate	Indian	(27.95,28.05]	-0.2759887	-0.3066363	-0.2453411
nitrate	Indian	(28.05,28.1]	-0.1225772	-0.2544872	0.0093327
nitrate	Indian	(28.1, Inf]	-0.0465809	-0.1263676	0.0332057
nitrate	Pacific	(-Inf,26]	0.0234091	-0.0020823	0.0489005
nitrate	Pacific	(26,26.5]	-0.6661093	-0.7732548	-0.5589638
nitrate	Pacific	(26.5,26.75]	-0.6146196	-0.6774248	-0.5518144
nitrate	Pacific	(26.75,27]	-0.6229645	-0.6987280	-0.5472010
nitrate	Pacific	(27,27.25]	0.1081290	0.0943115	0.1219465
nitrate	Pacific	(27.25,27.5]	0.5277868	0.4485842	0.6069894
nitrate	Pacific	(27.5,27.75]	0.6454690	0.5696297	0.7213083
nitrate	Pacific	(27.75,27.85]	0.7544735	0.7188860	0.7900610
nitrate	Pacific	(27.85,27.95]	0.7301131	0.6943744	0.7658518
nitrate	Pacific	(27.95,28.05]	0.5035083	0.4752097	0.5318069
nitrate	Pacific	(28.05,28.1]	0.2665713	0.2552872	0.2778553
nitrate	Pacific	(28.1, Inf]	0.3035909	0.2309849	0.3761969
oxygen	Atlantic	(-Inf,26]	-0.5034221	-0.5539102	-0.4529341
oxygen	Atlantic	(26,26.5]	-0.0606870	-0.1289326	0.0075587
oxygen	Atlantic	(26.5,26.75]	0.2254921	0.2055743	0.2454100
oxygen	Atlantic	(26.75,27]	0.0778752	0.0484118	0.1073387
oxygen	Atlantic	(27,27.25]	0.1740838	0.0626857	0.2854819
oxygen	Atlantic	(27.25,27.5]	0.2491862	0.1811842	0.3171883
oxygen	Atlantic	(27.5,27.75]	0.5143606	0.4557452	0.5729760
oxygen	Atlantic	(27.75,27.85]	0.7103683	0.6693031	0.7514334
oxygen	Atlantic	(27.85,27.95]	0.8386803	0.8308589	0.8465016
oxygen	Atlantic	(27.95,28.05]	0.8674381	0.8590629	0.8758132
oxygen	Atlantic	(28.05,28.1]	0.8475453	0.8251293	0.8699614
oxygen	Atlantic	(28.1,28.15]	0.8842199	0.8727456	0.8956943
oxygen	Atlantic	(28.15,28.2]	0.9615392	0.9602855	0.9627930
oxygen	Atlantic	(28.2, Inf]	0.5445187	0.3319300	0.7571074
oxygen	Indian	(-Inf,26]	0.7119616	0.6622898	0.7616334
oxygen	Indian	(26,26.5]	0.9268237	0.9201638	0.9334837
oxygen	Indian	(26.5,26.75]	0.8040960	0.7296408	0.8785512
oxygen	Indian	(26.75,27]	0.4176569	0.3493656	0.4859481
oxygen	Indian	(27,27.25]	-0.1141829	-0.2414937	0.0131278
oxygen	Indian	(27.25,27.5]	-0.5680663	-0.6080431	-0.5280895
oxygen	Indian	(27.5,27.75]	-0.4568243	-0.5885406	-0.3251080
oxygen	Indian	(27.75,27.85]	-0.2171956	-0.3756558	-0.0587353
oxygen	Indian	(27.85,27.95]	-0.2619148	-0.4412449	-0.0825847
oxygen	Indian	(27.95,28.05]	-0.1330167	-0.2484905	-0.0175429
oxygen	Indian	(28.05,28.1]	-0.1818935	-0.2256814	-0.1381055
oxygen	Indian	(28.1, Inf]	-0.4804400	-0.5045827	-0.4562973
oxygen	Pacific	(-Inf,26]	0.1586052	0.1544698	0.1627405
oxygen	Pacific	(26,26.5]	0.3385607	0.2610988	0.4160226
oxygen	Pacific	(26.5,26.75]	0.0748069	0.0528694	0.0967445
oxygen	Pacific	(26.75,27]	0.3053764	0.2478505	0.3629022
oxygen	Pacific	(27,27.25]	-0.1419381	-0.1745831	-0.1092930
oxygen	Pacific	(27.25,27.5]	-0.5622811	-0.6285264	-0.4960359
oxygen	Pacific	(27.5,27.75]	-0.6897849	-0.7538042	-0.6257657
oxygen	Pacific	(27.75,27.85]	-0.7847116	-0.8095680	-0.7598552
oxygen	Pacific	(27.85,27.95]	-0.7581709	-0.7824583	-0.7338835
oxygen	Pacific	(27.95,28.05]	-0.5432399	-0.5694471	-0.5170327
oxygen	Pacific	(28.05,28.1]	-0.3157237	-0.3174003	-0.3140471
oxygen	Pacific	(28.1, Inf]	-0.3876340	-0.4552003	-0.3200677
phosphate	Atlantic	(-Inf,26]	0.2374829	0.2234811	0.2514847
phosphate	Atlantic	(26,26.5]	-0.5492199	-0.5756817	-0.5227582
phosphate	Atlantic	(26.5,26.75]	-0.7318329	-0.7401469	-0.7235190
phosphate	Atlantic	(26.75,27]	-0.7662167	-0.7991714	-0.7332620
phosphate	Atlantic	(27,27.25]	-0.8726393	-0.8779778	-0.8673008
phosphate	Atlantic	(27.25,27.5]	-0.9414487	-0.9470450	-0.9358523
phosphate	Atlantic	(27.5,27.75]	-0.9794211	-0.9807530	-0.9780893
phosphate	Atlantic	(27.75,27.85]	-0.9802242	-0.9806504	-0.9797979
phosphate	Atlantic	(27.85,27.95]	-0.9564983	-0.9615003	-0.9514962
phosphate	Atlantic	(27.95,28.05]	-0.9310673	-0.9329251	-0.9292094
phosphate	Atlantic	(28.05,28.1]	-0.9156020	-0.9161547	-0.9150493
phosphate	Atlantic	(28.1,28.15]	-0.9315910	-0.9320380	-0.9311440
phosphate	Atlantic	(28.15,28.2]	-0.9725714	-0.9744529	-0.9706898
phosphate	Atlantic	(28.2, Inf]	-0.9402426	-0.9794335	-0.9010517
phosphate	Indian	(-Inf,26]	-0.6694909	-0.7054885	-0.6334933
phosphate	Indian	(26,26.5]	-0.9349715	-0.9491952	-0.9207478
phosphate	Indian	(26.5,26.75]	-0.9126651	-0.9321016	-0.8932285
phosphate	Indian	(26.75,27]	-0.7174075	-0.7369811	-0.6978339
phosphate	Indian	(27,27.25]	-0.2884069	-0.2941206	-0.2826931
phosphate	Indian	(27.25,27.5]	0.3549378	0.3507558	0.3591199
phosphate	Indian	(27.5,27.75]	0.3625058	0.2417600	0.4832516
phosphate	Indian	(27.75,27.85]	0.0173948	-0.1057864	0.1405760
phosphate	Indian	(27.85,27.95]	-0.0840339	-0.1787909	0.0107232
phosphate	Indian	(27.95,28.05]	-0.3019344	-0.3286934	-0.2751754
phosphate	Indian	(28.05,28.1]	-0.1491893	-0.2948271	-0.0035516
phosphate	Indian	(28.1, Inf]	-0.1556996	-0.2290377	-0.0823615
phosphate	Pacific	(-Inf,26]	-0.0367740	-0.0608376	-0.0127104
phosphate	Pacific	(26,26.5]	-0.7215997	-0.8033009	-0.6398984
phosphate	Pacific	(26.5,26.75]	-0.6778015	-0.7311101	-0.6244929
phosphate	Pacific	(26.75,27]	-0.6690375	-0.7368612	-0.6012138
phosphate	Pacific	(27,27.25]	0.0926909	0.0848589	0.1005229
phosphate	Pacific	(27.25,27.5]	0.5282494	0.4567848	0.5997140
phosphate	Pacific	(27.5,27.75]	0.6212099	0.5400311	0.7023886
phosphate	Pacific	(27.75,27.85]	0.7157824	0.6696900	0.7618747
phosphate	Pacific	(27.85,27.95]	0.6813548	0.6317755	0.7309341
phosphate	Pacific	(27.95,28.05]	0.4112210	0.3696411	0.4528010
phosphate	Pacific	(28.05,28.1]	0.1341166	0.1290537	0.1391795
phosphate	Pacific	(28.1, Inf]	0.1814921	0.1149145	0.2480698
sal	Atlantic	(-Inf,26]	-0.0595075	-0.0929412	-0.0260738
sal	Atlantic	(26,26.5]	0.7693479	0.7317129	0.8069830
sal	Atlantic	(26.5,26.75]	0.8361512	0.8322385	0.8400639
sal	Atlantic	(26.75,27]	0.8637838	0.8288173	0.8987503
sal	Atlantic	(27,27.25]	0.8906862	0.8811784	0.9001939
sal	Atlantic	(27.25,27.5]	0.9130219	0.8892113	0.9368326
sal	Atlantic	(27.5,27.75]	0.8332205	0.8298382	0.8366027
sal	Atlantic	(27.75,27.85]	0.6756618	0.6632589	0.6880648
sal	Atlantic	(27.85,27.95]	0.4711990	0.3856220	0.5567760
sal	Atlantic	(27.95,28.05]	0.4639843	0.3359217	0.5920470
sal	Atlantic	(28.05,28.1]	0.6516729	0.6365717	0.6667740
sal	Atlantic	(28.1,28.15]	0.7164835	0.7014303	0.7315368
sal	Atlantic	(28.15,28.2]	0.8831683	0.8597032	0.9066334
sal	Atlantic	(28.2, Inf]	0.9025508	0.8465989	0.9585027
sal	Indian	(-Inf,26]	0.6819972	0.5882618	0.7757326
sal	Indian	(26,26.5]	0.6584572	0.5436298	0.7732847
sal	Indian	(26.5,26.75]	0.5103431	0.3077083	0.7129779
sal	Indian	(26.75,27]	0.3447981	0.0876485	0.6019477
sal	Indian	(27,27.25]	0.3234832	0.1137244	0.5332420
sal	Indian	(27.25,27.5]	0.5337249	0.4338709	0.6335789
sal	Indian	(27.5,27.75]	0.4396939	0.2330315	0.6463562
sal	Indian	(27.75,27.85]	0.2617695	0.0753473	0.4481918
sal	Indian	(27.85,27.95]	0.3751975	0.1719322	0.5784628
sal	Indian	(27.95,28.05]	0.4515875	0.3430392	0.5601357
sal	Indian	(28.05,28.1]	0.4213550	0.3553182	0.4873918
sal	Indian	(28.1, Inf]	0.5252405	0.5112911	0.5391899
sal	Pacific	(-Inf,26]	-0.1381870	-0.2298745	-0.0464995
sal	Pacific	(26,26.5]	0.5343036	0.4282956	0.6403116
sal	Pacific	(26.5,26.75]	0.6355996	0.5603218	0.7108774
sal	Pacific	(26.75,27]	0.4999739	0.4306865	0.5692613
sal	Pacific	(27,27.25]	-0.3597483	-0.4240523	-0.2954443
sal	Pacific	(27.25,27.5]	-0.4617261	-0.4617912	-0.4616610
sal	Pacific	(27.5,27.75]	-0.3330204	-0.3787782	-0.2872626
sal	Pacific	(27.75,27.85]	-0.4087553	-0.5136571	-0.3038534
sal	Pacific	(27.85,27.95]	-0.4259145	-0.4585262	-0.3933028
sal	Pacific	(27.95,28.05]	-0.2616020	-0.3169374	-0.2062666
sal	Pacific	(28.05,28.1]	-0.1790300	-0.2145459	-0.1435142
sal	Pacific	(28.1, Inf]	-0.1768949	-0.2559090	-0.0978808
silicate	Atlantic	(-Inf,26]	0.0972219	0.0857595	0.1086844
silicate	Atlantic	(26,26.5]	-0.5564607	-0.5638628	-0.5490586
silicate	Atlantic	(26.5,26.75]	-0.6558131	-0.6763071	-0.6353190
silicate	Atlantic	(26.75,27]	-0.6190016	-0.6256689	-0.6123342
silicate	Atlantic	(27,27.25]	-0.8005970	-0.8006788	-0.8005152
silicate	Atlantic	(27.25,27.5]	-0.9025128	-0.9052549	-0.8997707
silicate	Atlantic	(27.5,27.75]	-0.9049371	-0.9058084	-0.9040657
silicate	Atlantic	(27.75,27.85]	-0.9083771	-0.9186294	-0.8981248
silicate	Atlantic	(27.85,27.95]	-0.8840563	-0.8989650	-0.8691475
silicate	Atlantic	(27.95,28.05]	-0.8704630	-0.8792484	-0.8616775
silicate	Atlantic	(28.05,28.1]	-0.8679411	-0.8746634	-0.8612187
silicate	Atlantic	(28.1,28.15]	-0.9057790	-0.9064084	-0.9051496
silicate	Atlantic	(28.15,28.2]	-0.9654890	-0.9715795	-0.9593985
silicate	Atlantic	(28.2, Inf]	-0.8875271	-0.9688194	-0.8062348
silicate	Indian	(-Inf,26]	-0.6367053	-0.6869059	-0.5865047
silicate	Indian	(26,26.5]	-0.9210816	-0.9279570	-0.9142063
silicate	Indian	(26.5,26.75]	-0.8515460	-0.9093529	-0.7937391
silicate	Indian	(26.75,27]	-0.5401576	-0.5711038	-0.5092113
silicate	Indian	(27,27.25]	-0.1264045	-0.1822568	-0.0705522
silicate	Indian	(27.25,27.5]	0.4636595	0.4475162	0.4798028
silicate	Indian	(27.5,27.75]	0.6173696	0.6023640	0.6323753
silicate	Indian	(27.75,27.85]	0.2569709	0.2018104	0.3121315
silicate	Indian	(27.85,27.95]	0.0955931	-0.0206342	0.2118204
silicate	Indian	(27.95,28.05]	-0.1116046	-0.1454576	-0.0777515
silicate	Indian	(28.05,28.1]	-0.0293232	-0.0902452	0.0315988
silicate	Indian	(28.1, Inf]	-0.1061535	-0.1546720	-0.0576349
silicate	Pacific	(-Inf,26]	-0.0070989	-0.0586420	0.0444442
silicate	Pacific	(26,26.5]	-0.6890061	-0.7540573	-0.6239549
silicate	Pacific	(26.5,26.75]	-0.6454042	-0.6884701	-0.6023383
silicate	Pacific	(26.75,27]	-0.5332399	-0.5921091	-0.4743706
silicate	Pacific	(27,27.25]	0.3677004	0.3425648	0.3928359
silicate	Pacific	(27.25,27.5]	0.8128717	0.7964581	0.8292854
silicate	Pacific	(27.5,27.75]	0.8721228	0.8559579	0.8882878
silicate	Pacific	(27.75,27.85]	0.8447038	0.8236692	0.8657383
silicate	Pacific	(27.85,27.95]	0.7721155	0.7430295	0.8012015
silicate	Pacific	(27.95,28.05]	0.5344822	0.5171662	0.5517983
silicate	Pacific	(28.05,28.1]	0.2904715	0.2719918	0.3089513
silicate	Pacific	(28.1, Inf]	0.2834292	0.2025709	0.3642875
temp	Atlantic	(-Inf,26]	-0.4701026	-0.5474962	-0.3927089
temp	Atlantic	(26,26.5]	0.7284056	0.7072644	0.7495469
temp	Atlantic	(26.5,26.75]	0.7695895	0.7584037	0.7807753
temp	Atlantic	(26.75,27]	0.7907567	0.7320305	0.8494828
temp	Atlantic	(27,27.25]	0.8309936	0.8119889	0.8499984
temp	Atlantic	(27.25,27.5]	0.8737500	0.8434851	0.9040149
temp	Atlantic	(27.5,27.75]	0.7847213	0.7776381	0.7918045
temp	Atlantic	(27.75,27.85]	0.6450211	0.6306114	0.6594308
temp	Atlantic	(27.85,27.95]	0.4268934	0.3116813	0.5421054
temp	Atlantic	(27.95,28.05]	0.4785657	0.3835366	0.5735948
temp	Atlantic	(28.05,28.1]	0.5486166	0.5328770	0.5643563
temp	Atlantic	(28.1,28.15]	0.5315672	0.4772606	0.5858737
temp	Atlantic	(28.15,28.2]	0.4410173	0.2578256	0.6242091
temp	Atlantic	(28.2, Inf]	0.1942493	-0.0064489	0.3949475
temp	Indian	(-Inf,26]	-0.2373595	-0.2714269	-0.2032922
temp	Indian	(26,26.5]	0.4456520	0.4365718	0.4547322
temp	Indian	(26.5,26.75]	0.4557774	0.2892358	0.6223191
temp	Indian	(26.75,27]	0.4618343	0.2390539	0.6846148
temp	Indian	(27,27.25]	0.5020731	0.3055106	0.6986355
temp	Indian	(27.25,27.5]	0.5808386	0.4935958	0.6680815
temp	Indian	(27.5,27.75]	0.2936086	0.1609965	0.4262206
temp	Indian	(27.75,27.85]	0.1906657	0.0494876	0.3318437
temp	Indian	(27.85,27.95]	0.3344547	0.1731413	0.4957681
temp	Indian	(27.95,28.05]	0.3341482	0.2230737	0.4452228
temp	Indian	(28.05,28.1]	0.3058933	0.2208117	0.3909750
temp	Indian	(28.1, Inf]	0.5165161	0.4937586	0.5392737
temp	Pacific	(-Inf,26]	-0.5409502	-0.5816583	-0.5002421
temp	Pacific	(26,26.5]	0.5667611	0.4748506	0.6586716
temp	Pacific	(26.5,26.75]	0.6613649	0.5840897	0.7386400
temp	Pacific	(26.75,27]	0.5319808	0.4668097	0.5971519
temp	Pacific	(27,27.25]	-0.2179625	-0.2949307	-0.1409943
temp	Pacific	(27.25,27.5]	-0.4434972	-0.4494006	-0.4375938
temp	Pacific	(27.5,27.75]	-0.4322026	-0.4528775	-0.4115277
temp	Pacific	(27.75,27.85]	-0.3510278	-0.4471738	-0.2548817
temp	Pacific	(27.85,27.95]	-0.3746984	-0.3867603	-0.3626365
temp	Pacific	(27.95,28.05]	-0.2024697	-0.3038852	-0.1010541
temp	Pacific	(28.05,28.1]	-0.0309213	-0.0962017	0.0343591
temp	Pacific	(28.1, Inf]	0.3192092	0.2877296	0.3506887

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1