eMLR - assumption testing

workflowr

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Last updated: 2022-01-05

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

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

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9113079	0.9090746	0.9135411
aou + nitrate	Atlantic	(26,26.5]	0.9654818	0.9577560	0.9732075
aou + nitrate	Atlantic	(26.5,26.75]	0.9544949	0.9518011	0.9571887
aou + nitrate	Atlantic	(26.75,27]	0.8839442	0.8761869	0.8917015
aou + nitrate	Atlantic	(27,27.25]	0.8170639	0.7892501	0.8448777
aou + nitrate	Atlantic	(27.25,27.5]	0.7205518	0.6619461	0.7791575
aou + nitrate	Atlantic	(27.5,27.75]	0.8533342	0.8485791	0.8580894
aou + nitrate	Atlantic	(27.75,27.85]	0.9220591	0.9142425	0.9298757
aou + nitrate	Atlantic	(27.85,27.95]	0.9345490	0.9289001	0.9401978
aou + nitrate	Atlantic	(27.95,28.05]	0.9528118	0.9413690	0.9642545
aou + nitrate	Atlantic	(28.05,28.1]	0.9695411	0.9612532	0.9778291
aou + nitrate	Atlantic	(28.1,28.15]	0.9823617	0.9796590	0.9850645
aou + nitrate	Atlantic	(28.15,28.2]	0.9920058	0.9909187	0.9930930
aou + nitrate	Atlantic	(28.2, Inf]	0.8597477	0.8142388	0.9052566
aou + nitrate	Indian	(-Inf,26]	0.9929078	0.9908458	0.9949698
aou + nitrate	Indian	(26,26.5]	0.9913667	0.9892697	0.9934637
aou + nitrate	Indian	(26.5,26.75]	0.9684665	0.9638161	0.9731168
aou + nitrate	Indian	(26.75,27]	0.9315282	0.9152553	0.9478011
aou + nitrate	Indian	(27,27.25]	0.8811880	0.8660108	0.8963653
aou + nitrate	Indian	(27.25,27.5]	0.9135599	0.9058491	0.9212707
aou + nitrate	Indian	(27.5,27.75]	0.9385270	0.9161103	0.9609437
aou + nitrate	Indian	(27.75,27.85]	0.8898727	0.8559719	0.9237735
aou + nitrate	Indian	(27.85,27.95]	0.8564082	0.8177550	0.8950614
aou + nitrate	Indian	(27.95,28.05]	0.8043157	0.7380098	0.8706216
aou + nitrate	Indian	(28.05,28.1]	0.9017735	0.8493415	0.9542055
aou + nitrate	Indian	(28.1, Inf]	0.5933140	0.5497922	0.6368358
aou + nitrate	Pacific	(-Inf,26]	0.8935588	0.8710027	0.9161150
aou + nitrate	Pacific	(26,26.5]	0.8712865	0.8641902	0.8783828
aou + nitrate	Pacific	(26.5,26.75]	0.8391248	0.8162592	0.8619905
aou + nitrate	Pacific	(26.75,27]	0.9226414	0.9116490	0.9336338
aou + nitrate	Pacific	(27,27.25]	0.9739057	0.9724897	0.9753217
aou + nitrate	Pacific	(27.25,27.5]	0.9807678	0.9786782	0.9828574
aou + nitrate	Pacific	(27.5,27.75]	0.9840417	0.9831015	0.9849820
aou + nitrate	Pacific	(27.75,27.85]	0.9903545	0.9902791	0.9904300
aou + nitrate	Pacific	(27.85,27.95]	0.9894308	0.9881614	0.9907003
aou + nitrate	Pacific	(27.95,28.05]	0.9795965	0.9757015	0.9834914
aou + nitrate	Pacific	(28.05,28.1]	0.9801078	0.9715683	0.9886472
aou + nitrate	Pacific	(28.1, Inf]	0.9592763	0.9533253	0.9652272
aou + oxygen	Atlantic	(-Inf,26]	-0.9469486	-0.9469832	-0.9469141
aou + oxygen	Atlantic	(26,26.5]	-0.9679999	-0.9696860	-0.9663137
aou + oxygen	Atlantic	(26.5,26.75]	-0.9733535	-0.9745362	-0.9721707
aou + oxygen	Atlantic	(26.75,27]	-0.9615327	-0.9718998	-0.9511657
aou + oxygen	Atlantic	(27,27.25]	-0.9619126	-0.9719120	-0.9519131
aou + oxygen	Atlantic	(27.25,27.5]	-0.9423092	-0.9534173	-0.9312011
aou + oxygen	Atlantic	(27.5,27.75]	-0.9226264	-0.9269667	-0.9182860
aou + oxygen	Atlantic	(27.75,27.85]	-0.9572890	-0.9627972	-0.9517809
aou + oxygen	Atlantic	(27.85,27.95]	-0.9748478	-0.9768526	-0.9728430
aou + oxygen	Atlantic	(27.95,28.05]	-0.9763519	-0.9845519	-0.9681519
aou + oxygen	Atlantic	(28.05,28.1]	-0.9866855	-0.9916410	-0.9817299
aou + oxygen	Atlantic	(28.1,28.15]	-0.9926513	-0.9940245	-0.9912782
aou + oxygen	Atlantic	(28.15,28.2]	-0.9958044	-0.9969734	-0.9946355
aou + oxygen	Atlantic	(28.2, Inf]	-0.9827628	-0.9851408	-0.9803848
aou + oxygen	Indian	(-Inf,26]	-0.9928880	-0.9949906	-0.9907855
aou + oxygen	Indian	(26,26.5]	-0.9974095	-0.9978709	-0.9969481
aou + oxygen	Indian	(26.5,26.75]	-0.9969198	-0.9973847	-0.9964549
aou + oxygen	Indian	(26.75,27]	-0.9947737	-0.9967629	-0.9927845
aou + oxygen	Indian	(27,27.25]	-0.9950199	-0.9964640	-0.9935759
aou + oxygen	Indian	(27.25,27.5]	-0.9964437	-0.9970851	-0.9958023
aou + oxygen	Indian	(27.5,27.75]	-0.9969301	-0.9974115	-0.9964488
aou + oxygen	Indian	(27.75,27.85]	-0.9970574	-0.9978659	-0.9962489
aou + oxygen	Indian	(27.85,27.95]	-0.9948929	-0.9955394	-0.9942464
aou + oxygen	Indian	(27.95,28.05]	-0.9898167	-0.9920702	-0.9875633
aou + oxygen	Indian	(28.05,28.1]	-0.9910478	-0.9958054	-0.9862902
aou + oxygen	Indian	(28.1, Inf]	-0.9858865	-0.9886743	-0.9830987
aou + oxygen	Pacific	(-Inf,26]	-0.8437016	-0.8454126	-0.8419905
aou + oxygen	Pacific	(26,26.5]	-0.9668882	-0.9672041	-0.9665722
aou + oxygen	Pacific	(26.5,26.75]	-0.9737268	-0.9764520	-0.9710017
aou + oxygen	Pacific	(26.75,27]	-0.9795783	-0.9814428	-0.9777138
aou + oxygen	Pacific	(27,27.25]	-0.9944433	-0.9949266	-0.9939600
aou + oxygen	Pacific	(27.25,27.5]	-0.9960613	-0.9966324	-0.9954901
aou + oxygen	Pacific	(27.5,27.75]	-0.9963471	-0.9975755	-0.9951186
aou + oxygen	Pacific	(27.75,27.85]	-0.9973214	-0.9985309	-0.9961120
aou + oxygen	Pacific	(27.85,27.95]	-0.9973367	-0.9983064	-0.9963669
aou + oxygen	Pacific	(27.95,28.05]	-0.9977940	-0.9987137	-0.9968744
aou + oxygen	Pacific	(28.05,28.1]	-0.9989903	-0.9990951	-0.9988854
aou + oxygen	Pacific	(28.1, Inf]	-0.9954348	-0.9963166	-0.9945531
aou + phosphate	Atlantic	(-Inf,26]	0.6476532	0.5485417	0.7467648
aou + phosphate	Atlantic	(26,26.5]	0.8914689	0.8692231	0.9137148
aou + phosphate	Atlantic	(26.5,26.75]	0.8965808	0.8860088	0.9071527
aou + phosphate	Atlantic	(26.75,27]	0.8050747	0.8021886	0.8079607
aou + phosphate	Atlantic	(27,27.25]	0.7434872	0.7206731	0.7663014
aou + phosphate	Atlantic	(27.25,27.5]	0.6458339	0.5647624	0.7269054
aou + phosphate	Atlantic	(27.5,27.75]	0.8258927	0.8230768	0.8287085
aou + phosphate	Atlantic	(27.75,27.85]	0.9044706	0.8928163	0.9161249
aou + phosphate	Atlantic	(27.85,27.95]	0.9299542	0.9241116	0.9357968
aou + phosphate	Atlantic	(27.95,28.05]	0.9511118	0.9388875	0.9633362
aou + phosphate	Atlantic	(28.05,28.1]	0.9657584	0.9574054	0.9741114
aou + phosphate	Atlantic	(28.1,28.15]	0.9783611	0.9735793	0.9831430
aou + phosphate	Atlantic	(28.15,28.2]	0.9916512	0.9902856	0.9930169
aou + phosphate	Atlantic	(28.2, Inf]	0.8563345	0.8086494	0.9040196
aou + phosphate	Indian	(-Inf,26]	0.9950125	0.9937923	0.9962327
aou + phosphate	Indian	(26,26.5]	0.9941244	0.9920012	0.9962475
aou + phosphate	Indian	(26.5,26.75]	0.9739503	0.9703714	0.9775293
aou + phosphate	Indian	(26.75,27]	0.9445030	0.9277848	0.9612213
aou + phosphate	Indian	(27,27.25]	0.9185065	0.8895891	0.9474240
aou + phosphate	Indian	(27.25,27.5]	0.9437126	0.9328297	0.9545954
aou + phosphate	Indian	(27.5,27.75]	0.9588508	0.9533026	0.9643990
aou + phosphate	Indian	(27.75,27.85]	0.9249641	0.9096073	0.9403209
aou + phosphate	Indian	(27.85,27.95]	0.8713633	0.8372701	0.9054565
aou + phosphate	Indian	(27.95,28.05]	0.8237796	0.7691205	0.8784388
aou + phosphate	Indian	(28.05,28.1]	0.9102149	0.8639894	0.9564404
aou + phosphate	Indian	(28.1, Inf]	0.5813657	0.5508882	0.6118431
aou + phosphate	Pacific	(-Inf,26]	0.9066860	0.8973050	0.9160671
aou + phosphate	Pacific	(26,26.5]	0.8992627	0.8814527	0.9170726
aou + phosphate	Pacific	(26.5,26.75]	0.8455574	0.8367625	0.8543522
aou + phosphate	Pacific	(26.75,27]	0.9295164	0.9152792	0.9437535
aou + phosphate	Pacific	(27,27.25]	0.9798763	0.9791226	0.9806300
aou + phosphate	Pacific	(27.25,27.5]	0.9844449	0.9837373	0.9851525
aou + phosphate	Pacific	(27.5,27.75]	0.9837298	0.9826185	0.9848412
aou + phosphate	Pacific	(27.75,27.85]	0.9878019	0.9876297	0.9879740
aou + phosphate	Pacific	(27.85,27.95]	0.9871182	0.9868480	0.9873884
aou + phosphate	Pacific	(27.95,28.05]	0.9816039	0.9813380	0.9818697
aou + phosphate	Pacific	(28.05,28.1]	0.9785529	0.9722930	0.9848127
aou + phosphate	Pacific	(28.1, Inf]	0.9547262	0.9522676	0.9571848
aou + silicate	Atlantic	(-Inf,26]	0.3921131	0.2999919	0.4842344
aou + silicate	Atlantic	(26,26.5]	0.8235225	0.7902888	0.8567561
aou + silicate	Atlantic	(26.5,26.75]	0.9083647	0.8968698	0.9198596
aou + silicate	Atlantic	(26.75,27]	0.8527887	0.8369342	0.8686432
aou + silicate	Atlantic	(27,27.25]	0.7134902	0.7026775	0.7243028
aou + silicate	Atlantic	(27.25,27.5]	0.4315595	0.2934133	0.5697058
aou + silicate	Atlantic	(27.5,27.75]	0.6094143	0.5773265	0.6415021
aou + silicate	Atlantic	(27.75,27.85]	0.7981748	0.7796159	0.8167337
aou + silicate	Atlantic	(27.85,27.95]	0.8574514	0.8425917	0.8723111
aou + silicate	Atlantic	(27.95,28.05]	0.9328942	0.9166510	0.9491375
aou + silicate	Atlantic	(28.05,28.1]	0.9688186	0.9621538	0.9754833
aou + silicate	Atlantic	(28.1,28.15]	0.9753658	0.9726586	0.9780730
aou + silicate	Atlantic	(28.15,28.2]	0.9897809	0.9873508	0.9922110
aou + silicate	Atlantic	(28.2, Inf]	0.8436342	0.7898463	0.8974221
aou + silicate	Indian	(-Inf,26]	0.9158074	0.8789878	0.9526270
aou + silicate	Indian	(26,26.5]	0.9457426	0.9325001	0.9589850
aou + silicate	Indian	(26.5,26.75]	0.9648170	0.9571740	0.9724599
aou + silicate	Indian	(26.75,27]	0.9771898	0.9751762	0.9792034
aou + silicate	Indian	(27,27.25]	0.9265793	0.9120017	0.9411569
aou + silicate	Indian	(27.25,27.5]	0.8763204	0.8516953	0.9009456
aou + silicate	Indian	(27.5,27.75]	0.8610516	0.8326444	0.8894587
aou + silicate	Indian	(27.75,27.85]	0.8756793	0.8440624	0.9072963
aou + silicate	Indian	(27.85,27.95]	0.8489312	0.8069739	0.8908886
aou + silicate	Indian	(27.95,28.05]	0.8597757	0.8219324	0.8976189
aou + silicate	Indian	(28.05,28.1]	0.9499630	0.9408620	0.9590639
aou + silicate	Indian	(28.1, Inf]	0.4131542	0.3629143	0.4633941
aou + silicate	Pacific	(-Inf,26]	0.6521983	0.5897683	0.7146284
aou + silicate	Pacific	(26,26.5]	0.5811133	0.5708153	0.5914112
aou + silicate	Pacific	(26.5,26.75]	0.4154819	0.3845445	0.4464192
aou + silicate	Pacific	(26.75,27]	0.6952017	0.6860328	0.7043707
aou + silicate	Pacific	(27,27.25]	0.9050553	0.8939564	0.9161541
aou + silicate	Pacific	(27.25,27.5]	0.9297079	0.9244743	0.9349415
aou + silicate	Pacific	(27.5,27.75]	0.9425533	0.9352600	0.9498465
aou + silicate	Pacific	(27.75,27.85]	0.9712418	0.9703022	0.9721815
aou + silicate	Pacific	(27.85,27.95]	0.9666017	0.9656163	0.9675870
aou + silicate	Pacific	(27.95,28.05]	0.9529784	0.9449820	0.9609749
aou + silicate	Pacific	(28.05,28.1]	0.9592185	0.9494445	0.9689925
aou + silicate	Pacific	(28.1, Inf]	0.8311716	0.8016765	0.8606666
nitrate + silicate	Atlantic	(-Inf,26]	0.6171680	0.5239377	0.7103983
nitrate + silicate	Atlantic	(26,26.5]	0.8996600	0.8623034	0.9370166
nitrate + silicate	Atlantic	(26.5,26.75]	0.9515454	0.9333427	0.9697481
nitrate + silicate	Atlantic	(26.75,27]	0.9233622	0.9130908	0.9336336
nitrate + silicate	Atlantic	(27,27.25]	0.9280126	0.9228454	0.9331798
nitrate + silicate	Atlantic	(27.25,27.5]	0.8603405	0.8143506	0.9063305
nitrate + silicate	Atlantic	(27.5,27.75]	0.8867093	0.8682543	0.9051644
nitrate + silicate	Atlantic	(27.75,27.85]	0.9476181	0.9374987	0.9577375
nitrate + silicate	Atlantic	(27.85,27.95]	0.9693177	0.9674059	0.9712295
nitrate + silicate	Atlantic	(27.95,28.05]	0.9830280	0.9824875	0.9835684
nitrate + silicate	Atlantic	(28.05,28.1]	0.9900225	0.9886274	0.9914176
nitrate + silicate	Atlantic	(28.1,28.15]	0.9908818	0.9903442	0.9914195
nitrate + silicate	Atlantic	(28.15,28.2]	0.9943947	0.9933837	0.9954057
nitrate + silicate	Atlantic	(28.2, Inf]	0.9797188	0.9724436	0.9869940
nitrate + silicate	Indian	(-Inf,26]	0.9358926	0.9098125	0.9619728
nitrate + silicate	Indian	(26,26.5]	0.9538394	0.9467581	0.9609207
nitrate + silicate	Indian	(26.5,26.75]	0.9539984	0.9527735	0.9552233
nitrate + silicate	Indian	(26.75,27]	0.9407695	0.9271342	0.9544047
nitrate + silicate	Indian	(27,27.25]	0.9335163	0.9333233	0.9337093
nitrate + silicate	Indian	(27.25,27.5]	0.9271850	0.9137636	0.9406063
nitrate + silicate	Indian	(27.5,27.75]	0.8550195	0.8358482	0.8741907
nitrate + silicate	Indian	(27.75,27.85]	0.7988571	0.7611980	0.8365162
nitrate + silicate	Indian	(27.85,27.95]	0.8405513	0.8277478	0.8533549
nitrate + silicate	Indian	(27.95,28.05]	0.8927674	0.8834369	0.9020980
nitrate + silicate	Indian	(28.05,28.1]	0.9517385	0.9380591	0.9654179
nitrate + silicate	Indian	(28.1, Inf]	0.8249849	0.8238966	0.8260733
nitrate + silicate	Pacific	(-Inf,26]	0.8459087	0.8396431	0.8521743
nitrate + silicate	Pacific	(26,26.5]	0.8194574	0.8045185	0.8343963
nitrate + silicate	Pacific	(26.5,26.75]	0.7393077	0.6891000	0.7895154
nitrate + silicate	Pacific	(26.75,27]	0.8304500	0.8047759	0.8561240
nitrate + silicate	Pacific	(27,27.25]	0.9145141	0.9001869	0.9288413
nitrate + silicate	Pacific	(27.25,27.5]	0.9066647	0.8988211	0.9145082
nitrate + silicate	Pacific	(27.5,27.75]	0.9149575	0.9127429	0.9171721
nitrate + silicate	Pacific	(27.75,27.85]	0.9542894	0.9539170	0.9546618
nitrate + silicate	Pacific	(27.85,27.95]	0.9639915	0.9593052	0.9686778
nitrate + silicate	Pacific	(27.95,28.05]	0.9477608	0.9245829	0.9709386
nitrate + silicate	Pacific	(28.05,28.1]	0.9521137	0.9319702	0.9722572
nitrate + silicate	Pacific	(28.1, Inf]	0.9115477	0.9036789	0.9194166
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8212004	-0.8240208	-0.8183801
oxygen + nitrate	Atlantic	(26,26.5]	-0.8820646	-0.9033940	-0.8607353
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8677052	-0.8735168	-0.8618935
oxygen + nitrate	Atlantic	(26.75,27]	-0.7477335	-0.7764361	-0.7190309
oxygen + nitrate	Atlantic	(27,27.25]	-0.6445350	-0.7083841	-0.5806860
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4666748	-0.5176714	-0.4156781
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6062383	-0.6079771	-0.6044995
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7780839	-0.8020973	-0.7540704
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8393428	-0.8543917	-0.8242938
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8745696	-0.9146794	-0.8344598
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9247862	-0.9513087	-0.8982636
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9587522	-0.9680478	-0.9494566
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9850863	-0.9872982	-0.9828744
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7723035	-0.8427962	-0.7018108
oxygen + nitrate	Indian	(-Inf,26]	-0.9783211	-0.9843153	-0.9723269
oxygen + nitrate	Indian	(26,26.5]	-0.9814718	-0.9853325	-0.9776111
oxygen + nitrate	Indian	(26.5,26.75]	-0.9473544	-0.9546968	-0.9400120
oxygen + nitrate	Indian	(26.75,27]	-0.8906307	-0.9199538	-0.8613076
oxygen + nitrate	Indian	(27,27.25]	-0.8315889	-0.8582007	-0.8049772
oxygen + nitrate	Indian	(27.25,27.5]	-0.8791314	-0.8918683	-0.8663944
oxygen + nitrate	Indian	(27.5,27.75]	-0.9208406	-0.9474893	-0.8941919
oxygen + nitrate	Indian	(27.75,27.85]	-0.8691553	-0.9076816	-0.8306290
oxygen + nitrate	Indian	(27.85,27.95]	-0.8119560	-0.8586760	-0.7652361
oxygen + nitrate	Indian	(27.95,28.05]	-0.7203490	-0.8074930	-0.6332051
oxygen + nitrate	Indian	(28.05,28.1]	-0.8432056	-0.9264499	-0.7599613
oxygen + nitrate	Indian	(28.1, Inf]	-0.4609853	-0.5192307	-0.4027400
oxygen + nitrate	Pacific	(-Inf,26]	-0.5853465	-0.6293145	-0.5413785
oxygen + nitrate	Pacific	(26,26.5]	-0.7271302	-0.7357841	-0.7184762
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7028176	-0.7408253	-0.6648099
oxygen + nitrate	Pacific	(26.75,27]	-0.8360179	-0.8579624	-0.8140734
oxygen + nitrate	Pacific	(27,27.25]	-0.9507300	-0.9533948	-0.9480652
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9697284	-0.9733793	-0.9660774
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9767133	-0.9813527	-0.9720740
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9860043	-0.9889098	-0.9830989
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9833010	-0.9847512	-0.9818507
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9719264	-0.9721800	-0.9716728
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9748461	-0.9835600	-0.9661322
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9326366	-0.9448115	-0.9204618
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4755709	-0.5872041	-0.3639378
oxygen + phosphate	Atlantic	(26,26.5]	-0.7601008	-0.7974985	-0.7227031
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7768154	-0.7927686	-0.7608623
oxygen + phosphate	Atlantic	(26.75,27]	-0.6357152	-0.6622388	-0.6091916
oxygen + phosphate	Atlantic	(27,27.25]	-0.5472074	-0.6059123	-0.4885025
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3712840	-0.4441870	-0.2983810
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5618705	-0.5661827	-0.5575583
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7490880	-0.7790585	-0.7191175
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8311795	-0.8462968	-0.8160622
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8709974	-0.9119203	-0.8300745
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9183212	-0.9449638	-0.8916786
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9511282	-0.9631489	-0.9391075
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9837400	-0.9859541	-0.9815259
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7679340	-0.8411842	-0.6946837
oxygen + phosphate	Indian	(-Inf,26]	-0.9839424	-0.9858155	-0.9820693
oxygen + phosphate	Indian	(26,26.5]	-0.9852185	-0.9898622	-0.9805747
oxygen + phosphate	Indian	(26.5,26.75]	-0.9547436	-0.9612208	-0.9482665
oxygen + phosphate	Indian	(26.75,27]	-0.9078596	-0.9379079	-0.8778112
oxygen + phosphate	Indian	(27,27.25]	-0.8780075	-0.9219729	-0.8340421
oxygen + phosphate	Indian	(27.25,27.5]	-0.9177557	-0.9360740	-0.8994374
oxygen + phosphate	Indian	(27.5,27.75]	-0.9467141	-0.9547216	-0.9387066
oxygen + phosphate	Indian	(27.75,27.85]	-0.9032164	-0.9229197	-0.8835132
oxygen + phosphate	Indian	(27.85,27.95]	-0.8245771	-0.8666724	-0.7824817
oxygen + phosphate	Indian	(27.95,28.05]	-0.7424637	-0.8167616	-0.6681657
oxygen + phosphate	Indian	(28.05,28.1]	-0.8549325	-0.9307978	-0.7790673
oxygen + phosphate	Indian	(28.1, Inf]	-0.4517397	-0.4968449	-0.4066345
oxygen + phosphate	Pacific	(-Inf,26]	-0.6632486	-0.6759580	-0.6505392
oxygen + phosphate	Pacific	(26,26.5]	-0.7655533	-0.7914016	-0.7397050
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7089380	-0.7288607	-0.6890154
oxygen + phosphate	Pacific	(26.75,27]	-0.8425106	-0.8685142	-0.8165069
oxygen + phosphate	Pacific	(27,27.25]	-0.9580443	-0.9584614	-0.9576273
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9740555	-0.9757193	-0.9723917
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9778330	-0.9824185	-0.9732475
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9839539	-0.9864383	-0.9814696
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9811087	-0.9833770	-0.9788403
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9741487	-0.9778491	-0.9704483
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9733299	-0.9792076	-0.9674521
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9286111	-0.9364108	-0.9208114
oxygen + silicate	Atlantic	(-Inf,26]	-0.2029944	-0.2891521	-0.1168367
oxygen + silicate	Atlantic	(26,26.5]	-0.6943143	-0.7224606	-0.6661679
oxygen + silicate	Atlantic	(26.5,26.75]	-0.8143946	-0.8262702	-0.8025190
oxygen + silicate	Atlantic	(26.75,27]	-0.7112071	-0.7554139	-0.6670003
oxygen + silicate	Atlantic	(27,27.25]	-0.5245034	-0.5680639	-0.4809429
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1436637	-0.2654511	-0.0218763
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3019742	-0.3328935	-0.2710549
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6159172	-0.6313820	-0.6004524
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7331601	-0.7609222	-0.7053979
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8401122	-0.8862822	-0.7939421
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9205227	-0.9435015	-0.8975439
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9466068	-0.9546967	-0.9385170
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9843938	-0.9880222	-0.9807654
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7569228	-0.8359708	-0.6778749
oxygen + silicate	Indian	(-Inf,26]	-0.8796879	-0.9323501	-0.8270257
oxygen + silicate	Indian	(26,26.5]	-0.9326425	-0.9483529	-0.9169321
oxygen + silicate	Indian	(26.5,26.75]	-0.9543435	-0.9630625	-0.9456246
oxygen + silicate	Indian	(26.75,27]	-0.9630179	-0.9633924	-0.9626435
oxygen + silicate	Indian	(27,27.25]	-0.8944340	-0.9061019	-0.8827661
oxygen + silicate	Indian	(27.25,27.5]	-0.8401356	-0.8644301	-0.8158412
oxygen + silicate	Indian	(27.5,27.75]	-0.8274478	-0.8555154	-0.7993801
oxygen + silicate	Indian	(27.75,27.85]	-0.8487780	-0.8899931	-0.8075628
oxygen + silicate	Indian	(27.85,27.95]	-0.8038849	-0.8577875	-0.7499823
oxygen + silicate	Indian	(27.95,28.05]	-0.7922862	-0.8494898	-0.7350826
oxygen + silicate	Indian	(28.05,28.1]	-0.9120463	-0.9397272	-0.8843655
oxygen + silicate	Indian	(28.1, Inf]	-0.2788013	-0.3198994	-0.2377032
oxygen + silicate	Pacific	(-Inf,26]	-0.3012167	-0.3998144	-0.2026191
oxygen + silicate	Pacific	(26,26.5]	-0.3921493	-0.3974040	-0.3868946
oxygen + silicate	Pacific	(26.5,26.75]	-0.2242892	-0.2414850	-0.2070934
oxygen + silicate	Pacific	(26.75,27]	-0.5520287	-0.5529794	-0.5510780
oxygen + silicate	Pacific	(27,27.25]	-0.8631027	-0.8774822	-0.8487232
oxygen + silicate	Pacific	(27.25,27.5]	-0.8994452	-0.9077539	-0.8911365
oxygen + silicate	Pacific	(27.5,27.75]	-0.9179161	-0.9313954	-0.9044368
oxygen + silicate	Pacific	(27.75,27.85]	-0.9590794	-0.9637919	-0.9543670
oxygen + silicate	Pacific	(27.85,27.95]	-0.9539631	-0.9553479	-0.9525783
oxygen + silicate	Pacific	(27.95,28.05]	-0.9383373	-0.9446973	-0.9319774
oxygen + silicate	Pacific	(28.05,28.1]	-0.9498267	-0.9602771	-0.9393763
oxygen + silicate	Pacific	(28.1, Inf]	-0.7813413	-0.8182988	-0.7443837
phosphate + nitrate	Atlantic	(-Inf,26]	0.8167764	0.7467735	0.8867793
phosphate + nitrate	Atlantic	(26,26.5]	0.9620141	0.9609865	0.9630416
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9818843	0.9797812	0.9839874
phosphate + nitrate	Atlantic	(26.75,27]	0.9820306	0.9809258	0.9831353
phosphate + nitrate	Atlantic	(27,27.25]	0.9886199	0.9874300	0.9898099
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9915379	0.9888771	0.9941987
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9962556	0.9961938	0.9963174
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9965923	0.9958988	0.9972858
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9959674	0.9947796	0.9971552
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9955382	0.9938307	0.9972456
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943114	0.9921795	0.9964433
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9952650	0.9940721	0.9964578
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9982854	0.9981573	0.9984135
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9967306	0.9966983	0.9967630
phosphate + nitrate	Indian	(-Inf,26]	0.9942013	0.9906406	0.9977619
phosphate + nitrate	Indian	(26,26.5]	0.9964743	0.9963639	0.9965847
phosphate + nitrate	Indian	(26.5,26.75]	0.9964692	0.9956175	0.9973210
phosphate + nitrate	Indian	(26.75,27]	0.9919029	0.9878348	0.9959709
phosphate + nitrate	Indian	(27,27.25]	0.9730387	0.9538855	0.9921920
phosphate + nitrate	Indian	(27.25,27.5]	0.9711667	0.9584703	0.9838631
phosphate + nitrate	Indian	(27.5,27.75]	0.9640318	0.9548290	0.9732346
phosphate + nitrate	Indian	(27.75,27.85]	0.9493017	0.9245447	0.9740588
phosphate + nitrate	Indian	(27.85,27.95]	0.9655341	0.9564586	0.9746096
phosphate + nitrate	Indian	(27.95,28.05]	0.9820358	0.9766431	0.9874285
phosphate + nitrate	Indian	(28.05,28.1]	0.9868811	0.9830654	0.9906969
phosphate + nitrate	Indian	(28.1, Inf]	0.9488524	0.9358664	0.9618384
phosphate + nitrate	Pacific	(-Inf,26]	0.9580765	0.9505525	0.9656004
phosphate + nitrate	Pacific	(26,26.5]	0.9744704	0.9622899	0.9866508
phosphate + nitrate	Pacific	(26.5,26.75]	0.9669822	0.9621802	0.9717842
phosphate + nitrate	Pacific	(26.75,27]	0.9829571	0.9824043	0.9835100
phosphate + nitrate	Pacific	(27,27.25]	0.9907059	0.9898761	0.9915357
phosphate + nitrate	Pacific	(27.25,27.5]	0.9936824	0.9933969	0.9939679
phosphate + nitrate	Pacific	(27.5,27.75]	0.9942616	0.9942022	0.9943210
phosphate + nitrate	Pacific	(27.75,27.85]	0.9932368	0.9922823	0.9941914
phosphate + nitrate	Pacific	(27.85,27.95]	0.9922866	0.9901440	0.9944292
phosphate + nitrate	Pacific	(27.95,28.05]	0.9835729	0.9741379	0.9930080
phosphate + nitrate	Pacific	(28.05,28.1]	0.9762446	0.9645611	0.9879282
phosphate + nitrate	Pacific	(28.1, Inf]	0.9780298	0.9738741	0.9821854
phosphate + silicate	Atlantic	(-Inf,26]	0.7825048	0.7218613	0.8431483
phosphate + silicate	Atlantic	(26,26.5]	0.9350481	0.9004250	0.9696712
phosphate + silicate	Atlantic	(26.5,26.75]	0.9480359	0.9358363	0.9602355
phosphate + silicate	Atlantic	(26.75,27]	0.9205404	0.9188574	0.9222234
phosphate + silicate	Atlantic	(27,27.25]	0.9420612	0.9417650	0.9423575
phosphate + silicate	Atlantic	(27.25,27.5]	0.8962836	0.8652146	0.9273525
phosphate + silicate	Atlantic	(27.5,27.75]	0.9036776	0.8896875	0.9176677
phosphate + silicate	Atlantic	(27.75,27.85]	0.9553912	0.9484982	0.9622843
phosphate + silicate	Atlantic	(27.85,27.95]	0.9724803	0.9714861	0.9734745
phosphate + silicate	Atlantic	(27.95,28.05]	0.9842390	0.9831955	0.9852824
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908297	0.9895336	0.9921259
phosphate + silicate	Atlantic	(28.1,28.15]	0.9925672	0.9917623	0.9933722
phosphate + silicate	Atlantic	(28.15,28.2]	0.9942361	0.9928885	0.9955837
phosphate + silicate	Atlantic	(28.2, Inf]	0.9794990	0.9707753	0.9882227
phosphate + silicate	Indian	(-Inf,26]	0.9229910	0.8831489	0.9628332
phosphate + silicate	Indian	(26,26.5]	0.9552577	0.9454754	0.9650399
phosphate + silicate	Indian	(26.5,26.75]	0.9579103	0.9539252	0.9618954
phosphate + silicate	Indian	(26.75,27]	0.9506923	0.9410584	0.9603263
phosphate + silicate	Indian	(27,27.25]	0.9374845	0.9267727	0.9481964
phosphate + silicate	Indian	(27.25,27.5]	0.9100228	0.8736032	0.9464424
phosphate + silicate	Indian	(27.5,27.75]	0.8601850	0.8134502	0.9069197
phosphate + silicate	Indian	(27.75,27.85]	0.8833519	0.8779530	0.8887509
phosphate + silicate	Indian	(27.85,27.95]	0.9017675	0.8998608	0.9036742
phosphate + silicate	Indian	(27.95,28.05]	0.9140631	0.9133988	0.9147273
phosphate + silicate	Indian	(28.05,28.1]	0.9543648	0.9477296	0.9610000
phosphate + silicate	Indian	(28.1, Inf]	0.8041457	0.7913058	0.8169856
phosphate + silicate	Pacific	(-Inf,26]	0.7481461	0.7268006	0.7694917
phosphate + silicate	Pacific	(26,26.5]	0.7741600	0.7657025	0.7826174
phosphate + silicate	Pacific	(26.5,26.75]	0.7027819	0.6526870	0.7528767
phosphate + silicate	Pacific	(26.75,27]	0.8301788	0.8021231	0.8582345
phosphate + silicate	Pacific	(27,27.25]	0.9206555	0.9055361	0.9357750
phosphate + silicate	Pacific	(27.25,27.5]	0.9138664	0.9062135	0.9215192
phosphate + silicate	Pacific	(27.5,27.75]	0.9133175	0.9096820	0.9169530
phosphate + silicate	Pacific	(27.75,27.85]	0.9562712	0.9558821	0.9566604
phosphate + silicate	Pacific	(27.85,27.95]	0.9685727	0.9659600	0.9711854
phosphate + silicate	Pacific	(27.95,28.05]	0.9602069	0.9505062	0.9699075
phosphate + silicate	Pacific	(28.05,28.1]	0.9573698	0.9429507	0.9717889
phosphate + silicate	Pacific	(28.1, Inf]	0.9016842	0.8904571	0.9129113
sal + aou	Atlantic	(-Inf,26]	-0.0033886	-0.1046277	0.0978504
sal + aou	Atlantic	(26,26.5]	-0.2879257	-0.3660766	-0.2097749
sal + aou	Atlantic	(26.5,26.75]	-0.2814718	-0.2975566	-0.2653870
sal + aou	Atlantic	(26.75,27]	-0.0850432	-0.1596811	-0.0104052
sal + aou	Atlantic	(27,27.25]	-0.0586964	-0.1207964	0.0034036
sal + aou	Atlantic	(27.25,27.5]	-0.0196362	-0.2189191	0.1796467
sal + aou	Atlantic	(27.5,27.75]	-0.3880157	-0.3892922	-0.3867392
sal + aou	Atlantic	(27.75,27.85]	-0.3636070	-0.4606264	-0.2665876
sal + aou	Atlantic	(27.85,27.95]	-0.4207126	-0.4731369	-0.3682884
sal + aou	Atlantic	(27.95,28.05]	-0.6213217	-0.6474936	-0.5951499
sal + aou	Atlantic	(28.05,28.1]	-0.7590954	-0.7646316	-0.7535592
sal + aou	Atlantic	(28.1,28.15]	-0.8127068	-0.8167806	-0.8086330
sal + aou	Atlantic	(28.15,28.2]	-0.9416187	-0.9490367	-0.9342007
sal + aou	Atlantic	(28.2, Inf]	-0.6444561	-0.7439120	-0.5450002
sal + aou	Indian	(-Inf,26]	-0.6328289	-0.8427661	-0.4228917
sal + aou	Indian	(26,26.5]	-0.8003706	-0.8075580	-0.7931833
sal + aou	Indian	(26.5,26.75]	-0.2034898	-0.3376519	-0.0693277
sal + aou	Indian	(26.75,27]	0.4887250	0.3373886	0.6400614
sal + aou	Indian	(27,27.25]	0.8747939	0.8659389	0.8836490
sal + aou	Indian	(27.25,27.5]	0.9515978	0.9322277	0.9709679
sal + aou	Indian	(27.5,27.75]	0.9630409	0.9575186	0.9685633
sal + aou	Indian	(27.75,27.85]	0.9520432	0.9371062	0.9669803
sal + aou	Indian	(27.85,27.95]	0.9046146	0.8924950	0.9167343
sal + aou	Indian	(27.95,28.05]	0.6994624	0.6820651	0.7168597
sal + aou	Indian	(28.05,28.1]	0.2744502	0.1800739	0.3688265
sal + aou	Indian	(28.1, Inf]	0.6741306	0.5847176	0.7635436
sal + aou	Pacific	(-Inf,26]	-0.1564380	-0.1748521	-0.1380239
sal + aou	Pacific	(26,26.5]	-0.1552519	-0.2185369	-0.0919669
sal + aou	Pacific	(26.5,26.75]	0.1588225	0.0414676	0.2761774
sal + aou	Pacific	(26.75,27]	-0.1394305	-0.1848386	-0.0940223
sal + aou	Pacific	(27,27.25]	-0.2314545	-0.2620660	-0.2008431
sal + aou	Pacific	(27.25,27.5]	-0.0040160	-0.0307674	0.0227354
sal + aou	Pacific	(27.5,27.75]	0.0458477	-0.0491392	0.1408347
sal + aou	Pacific	(27.75,27.85]	-0.0618995	-0.3140524	0.1902534
sal + aou	Pacific	(27.85,27.95]	-0.1982030	-0.4256629	0.0292570
sal + aou	Pacific	(27.95,28.05]	-0.5857200	-0.7685146	-0.4029254
sal + aou	Pacific	(28.05,28.1]	-0.8884230	-0.8890154	-0.8878307
sal + aou	Pacific	(28.1, Inf]	-0.6297208	-0.7484798	-0.5109619
sal + nitrate	Atlantic	(-Inf,26]	-0.1727425	-0.2703778	-0.0751071
sal + nitrate	Atlantic	(26,26.5]	-0.4559641	-0.4808791	-0.4310492
sal + nitrate	Atlantic	(26.5,26.75]	-0.5259186	-0.5294647	-0.5223725
sal + nitrate	Atlantic	(26.75,27]	-0.4848797	-0.5577445	-0.4120148
sal + nitrate	Atlantic	(27,27.25]	-0.5757923	-0.6633933	-0.4881913
sal + nitrate	Atlantic	(27.25,27.5]	-0.6670330	-0.7442989	-0.5897670
sal + nitrate	Atlantic	(27.5,27.75]	-0.7659842	-0.7699125	-0.7620559
sal + nitrate	Atlantic	(27.75,27.85]	-0.6561429	-0.7207483	-0.5915375
sal + nitrate	Atlantic	(27.85,27.95]	-0.6746671	-0.7332840	-0.6160502
sal + nitrate	Atlantic	(27.95,28.05]	-0.7932455	-0.8427543	-0.7437367
sal + nitrate	Atlantic	(28.05,28.1]	-0.8613581	-0.8819868	-0.8407294
sal + nitrate	Atlantic	(28.1,28.15]	-0.8748860	-0.8941853	-0.8555868
sal + nitrate	Atlantic	(28.15,28.2]	-0.9567862	-0.9592653	-0.9543070
sal + nitrate	Atlantic	(28.2, Inf]	-0.9303711	-0.9487990	-0.9119433
sal + nitrate	Indian	(-Inf,26]	-0.6510741	-0.8563425	-0.4458058
sal + nitrate	Indian	(26,26.5]	-0.8573422	-0.8579820	-0.8567024
sal + nitrate	Indian	(26.5,26.75]	-0.4179007	-0.5533913	-0.2824101
sal + nitrate	Indian	(26.75,27]	0.1540677	-0.0628249	0.3709602
sal + nitrate	Indian	(27,27.25]	0.5560540	0.5089247	0.6031833
sal + nitrate	Indian	(27.25,27.5]	0.7789211	0.7577438	0.8000985
sal + nitrate	Indian	(27.5,27.75]	0.8673787	0.8397519	0.8950054
sal + nitrate	Indian	(27.75,27.85]	0.7407030	0.6553604	0.8260457
sal + nitrate	Indian	(27.85,27.95]	0.5816867	0.4970464	0.6663270
sal + nitrate	Indian	(27.95,28.05]	0.1700097	0.0364407	0.3035787
sal + nitrate	Indian	(28.05,28.1]	-0.1081268	-0.3293516	0.1130980
sal + nitrate	Indian	(28.1, Inf]	-0.1088102	-0.2702231	0.0526027
sal + nitrate	Pacific	(-Inf,26]	-0.4212619	-0.4605331	-0.3819907
sal + nitrate	Pacific	(26,26.5]	-0.5485784	-0.6075503	-0.4896065
sal + nitrate	Pacific	(26.5,26.75]	-0.3308391	-0.4755712	-0.1861070
sal + nitrate	Pacific	(26.75,27]	-0.4365276	-0.5086986	-0.3643566
sal + nitrate	Pacific	(27,27.25]	-0.3579387	-0.3886282	-0.3272492
sal + nitrate	Pacific	(27.25,27.5]	-0.0358182	-0.0653879	-0.0062485
sal + nitrate	Pacific	(27.5,27.75]	0.0230068	-0.0473114	0.0933251
sal + nitrate	Pacific	(27.75,27.85]	-0.0809779	-0.3044516	0.1424959
sal + nitrate	Pacific	(27.85,27.95]	-0.2447334	-0.4502606	-0.0392063
sal + nitrate	Pacific	(27.95,28.05]	-0.6482931	-0.7919551	-0.5046311
sal + nitrate	Pacific	(28.05,28.1]	-0.9167363	-0.9170620	-0.9164105
sal + nitrate	Pacific	(28.1, Inf]	-0.7677096	-0.8448860	-0.6905333
sal + oxygen	Atlantic	(-Inf,26]	-0.2757926	-0.3711265	-0.1804586
sal + oxygen	Atlantic	(26,26.5]	0.0485457	-0.0400327	0.1371240
sal + oxygen	Atlantic	(26.5,26.75]	0.0604280	0.0457605	0.0750955
sal + oxygen	Atlantic	(26.75,27]	-0.1771025	-0.2157709	-0.1384341
sal + oxygen	Atlantic	(27,27.25]	-0.2075869	-0.2330510	-0.1821227
sal + oxygen	Atlantic	(27.25,27.5]	-0.3017061	-0.4596711	-0.1437412
sal + oxygen	Atlantic	(27.5,27.75]	0.0173714	0.0081703	0.0265726
sal + oxygen	Atlantic	(27.75,27.85]	0.0900100	-0.0336995	0.2137194
sal + oxygen	Atlantic	(27.85,27.95]	0.2201289	0.1721073	0.2681505
sal + oxygen	Atlantic	(27.95,28.05]	0.4552824	0.4472931	0.4632718
sal + oxygen	Atlantic	(28.05,28.1]	0.6513496	0.6202161	0.6824830
sal + oxygen	Atlantic	(28.1,28.15]	0.7397116	0.7356451	0.7437780
sal + oxygen	Atlantic	(28.15,28.2]	0.9171391	0.9067052	0.9275729
sal + oxygen	Atlantic	(28.2, Inf]	0.5212441	0.3905593	0.6519288
sal + oxygen	Indian	(-Inf,26]	0.6203501	0.3966248	0.8440753
sal + oxygen	Indian	(26,26.5]	0.7639876	0.7521707	0.7758046
sal + oxygen	Indian	(26.5,26.75]	0.1303174	0.0002018	0.2604330
sal + oxygen	Indian	(26.75,27]	-0.5716221	-0.6971554	-0.4460889
sal + oxygen	Indian	(27,27.25]	-0.9146280	-0.9146456	-0.9146104
sal + oxygen	Indian	(27.25,27.5]	-0.9670351	-0.9847354	-0.9493348
sal + oxygen	Indian	(27.5,27.75]	-0.9651616	-0.9678027	-0.9625205
sal + oxygen	Indian	(27.75,27.85]	-0.9581929	-0.9716143	-0.9447714
sal + oxygen	Indian	(27.85,27.95]	-0.9278888	-0.9346607	-0.9211169
sal + oxygen	Indian	(27.95,28.05]	-0.7815503	-0.7849390	-0.7781615
sal + oxygen	Indian	(28.05,28.1]	-0.3895264	-0.4445280	-0.3345248
sal + oxygen	Indian	(28.1, Inf]	-0.7752799	-0.8409136	-0.7096462
sal + oxygen	Pacific	(-Inf,26]	-0.2394015	-0.3004992	-0.1783038
sal + oxygen	Pacific	(26,26.5]	-0.0848666	-0.1446675	-0.0250656
sal + oxygen	Pacific	(26.5,26.75]	-0.3705058	-0.4691546	-0.2718570
sal + oxygen	Pacific	(26.75,27]	-0.0564308	-0.0925918	-0.0202697
sal + oxygen	Pacific	(27,27.25]	0.1342105	0.0990698	0.1693511
sal + oxygen	Pacific	(27.25,27.5]	-0.0678360	-0.0892037	-0.0464683
sal + oxygen	Pacific	(27.5,27.75]	-0.0948547	-0.2041205	0.0144111
sal + oxygen	Pacific	(27.75,27.85]	0.0071994	-0.2644133	0.2788122
sal + oxygen	Pacific	(27.85,27.95]	0.1466926	-0.1000350	0.3934202
sal + oxygen	Pacific	(27.95,28.05]	0.5575970	0.3489805	0.7662134
sal + oxygen	Pacific	(28.05,28.1]	0.8783893	0.8734751	0.8833035
sal + oxygen	Pacific	(28.1, Inf]	0.5658741	0.4322386	0.6995095
sal + phosphate	Atlantic	(-Inf,26]	-0.5189818	-0.5315497	-0.5064139
sal + phosphate	Atlantic	(26,26.5]	-0.6540222	-0.6690503	-0.6389941
sal + phosphate	Atlantic	(26.5,26.75]	-0.6647801	-0.6723884	-0.6571718
sal + phosphate	Atlantic	(26.75,27]	-0.6242093	-0.6818038	-0.5666148
sal + phosphate	Atlantic	(27,27.25]	-0.6772366	-0.7484865	-0.6059867
sal + phosphate	Atlantic	(27.25,27.5]	-0.7421595	-0.7981414	-0.6861776
sal + phosphate	Atlantic	(27.5,27.75]	-0.7996052	-0.8013178	-0.7978927
sal + phosphate	Atlantic	(27.75,27.85]	-0.6884457	-0.7454504	-0.6314410
sal + phosphate	Atlantic	(27.85,27.95]	-0.6872299	-0.7433573	-0.6311025
sal + phosphate	Atlantic	(27.95,28.05]	-0.7981601	-0.8476512	-0.7486690
sal + phosphate	Atlantic	(28.05,28.1]	-0.8723366	-0.8920329	-0.8526404
sal + phosphate	Atlantic	(28.1,28.15]	-0.8890859	-0.9095322	-0.8686395
sal + phosphate	Atlantic	(28.15,28.2]	-0.9602894	-0.9627134	-0.9578653
sal + phosphate	Atlantic	(28.2, Inf]	-0.9339378	-0.9518237	-0.9160519
sal + phosphate	Indian	(-Inf,26]	-0.6112133	-0.8481425	-0.3742842
sal + phosphate	Indian	(26,26.5]	-0.8443797	-0.8505650	-0.8381944
sal + phosphate	Indian	(26.5,26.75]	-0.3935482	-0.5371941	-0.2499023
sal + phosphate	Indian	(26.75,27]	0.2063817	-0.0281468	0.4409102
sal + phosphate	Indian	(27,27.25]	0.6579622	0.5558089	0.7601155
sal + phosphate	Indian	(27.25,27.5]	0.8592523	0.8435062	0.8749984
sal + phosphate	Indian	(27.5,27.75]	0.9179616	0.8985726	0.9373506
sal + phosphate	Indian	(27.75,27.85]	0.8283545	0.7809701	0.8757390
sal + phosphate	Indian	(27.85,27.95]	0.6392521	0.5599416	0.7185626
sal + phosphate	Indian	(27.95,28.05]	0.2168676	0.0932783	0.3404568
sal + phosphate	Indian	(28.05,28.1]	-0.0783586	-0.2952198	0.1385027
sal + phosphate	Indian	(28.1, Inf]	-0.1099031	-0.2599887	0.0401826
sal + phosphate	Pacific	(-Inf,26]	-0.2887808	-0.2984834	-0.2790783
sal + phosphate	Pacific	(26,26.5]	-0.5043806	-0.5317067	-0.4770545
sal + phosphate	Pacific	(26.5,26.75]	-0.3261295	-0.4486483	-0.2036108
sal + phosphate	Pacific	(26.75,27]	-0.4443717	-0.5191747	-0.3695687
sal + phosphate	Pacific	(27,27.25]	-0.3567302	-0.3939302	-0.3195302
sal + phosphate	Pacific	(27.25,27.5]	-0.0381723	-0.0621261	-0.0142184
sal + phosphate	Pacific	(27.5,27.75]	0.0369932	-0.0364264	0.1104127
sal + phosphate	Pacific	(27.75,27.85]	-0.0673162	-0.2928158	0.1581835
sal + phosphate	Pacific	(27.85,27.95]	-0.2436287	-0.4517715	-0.0354859
sal + phosphate	Pacific	(27.95,28.05]	-0.6507455	-0.7981349	-0.5033561
sal + phosphate	Pacific	(28.05,28.1]	-0.9234316	-0.9258806	-0.9209826
sal + phosphate	Pacific	(28.1, Inf]	-0.7678371	-0.8452958	-0.6903784
sal + silicate	Atlantic	(-Inf,26]	-0.6070232	-0.6367318	-0.5773146
sal + silicate	Atlantic	(26,26.5]	-0.6374270	-0.6731388	-0.6017151
sal + silicate	Atlantic	(26.5,26.75]	-0.5469568	-0.5518582	-0.5420554
sal + silicate	Atlantic	(26.75,27]	-0.4689306	-0.5567051	-0.3811561
sal + silicate	Atlantic	(27,27.25]	-0.6254998	-0.6857863	-0.5652132
sal + silicate	Atlantic	(27.25,27.5]	-0.7719650	-0.8076737	-0.7362563
sal + silicate	Atlantic	(27.5,27.75]	-0.7992159	-0.8087335	-0.7896983
sal + silicate	Atlantic	(27.75,27.85]	-0.7129382	-0.8041753	-0.6217011
sal + silicate	Atlantic	(27.85,27.95]	-0.7489495	-0.8129484	-0.6849506
sal + silicate	Atlantic	(27.95,28.05]	-0.8249642	-0.8721221	-0.7778064
sal + silicate	Atlantic	(28.05,28.1]	-0.8765554	-0.8900431	-0.8630677
sal + silicate	Atlantic	(28.1,28.15]	-0.8952395	-0.9078079	-0.8826711
sal + silicate	Atlantic	(28.15,28.2]	-0.9479214	-0.9520233	-0.9438194
sal + silicate	Atlantic	(28.2, Inf]	-0.9099459	-0.9349550	-0.8849367
sal + silicate	Indian	(-Inf,26]	-0.7606506	-0.8808048	-0.6404964
sal + silicate	Indian	(26,26.5]	-0.8922397	-0.9277475	-0.8567319
sal + silicate	Indian	(26.5,26.75]	-0.3142706	-0.4086261	-0.2199152
sal + silicate	Indian	(26.75,27]	0.3958320	0.2515654	0.5400986
sal + silicate	Indian	(27,27.25]	0.6833000	0.6733299	0.6932701
sal + silicate	Indian	(27.25,27.5]	0.7256051	0.6551842	0.7960260
sal + silicate	Indian	(27.5,27.75]	0.7842962	0.7200886	0.8485039
sal + silicate	Indian	(27.75,27.85]	0.8363632	0.8000861	0.8726403
sal + silicate	Indian	(27.85,27.95]	0.7161277	0.6324394	0.7998159
sal + silicate	Indian	(27.95,28.05]	0.4078464	0.2932176	0.5224752
sal + silicate	Indian	(28.05,28.1]	0.0899067	-0.0656461	0.2454595
sal + silicate	Indian	(28.1, Inf]	-0.1374780	-0.1742514	-0.1007046
sal + silicate	Pacific	(-Inf,26]	-0.6351355	-0.6860189	-0.5842521
sal + silicate	Pacific	(26,26.5]	-0.7401669	-0.7846485	-0.6956853
sal + silicate	Pacific	(26.5,26.75]	-0.7222316	-0.7841492	-0.6603140
sal + silicate	Pacific	(26.75,27]	-0.7387802	-0.7686538	-0.7089066
sal + silicate	Pacific	(27,27.25]	-0.5535958	-0.5714795	-0.5357122
sal + silicate	Pacific	(27.25,27.5]	-0.2470924	-0.2743851	-0.2197996
sal + silicate	Pacific	(27.5,27.75]	-0.0177077	-0.0801067	0.0446914
sal + silicate	Pacific	(27.75,27.85]	-0.0985222	-0.3200819	0.1230374
sal + silicate	Pacific	(27.85,27.95]	-0.2178816	-0.4155647	-0.0201985
sal + silicate	Pacific	(27.95,28.05]	-0.5481363	-0.6745869	-0.4216858
sal + silicate	Pacific	(28.05,28.1]	-0.8553958	-0.8788215	-0.8319701
sal + silicate	Pacific	(28.1, Inf]	-0.7894288	-0.8702451	-0.7086124
sal + temp	Atlantic	(-Inf,26]	0.8406159	0.8361380	0.8450937
sal + temp	Atlantic	(26,26.5]	0.9601043	0.9579774	0.9622312
sal + temp	Atlantic	(26.5,26.75]	0.9844807	0.9811453	0.9878161
sal + temp	Atlantic	(26.75,27]	0.9741274	0.9736707	0.9745840
sal + temp	Atlantic	(27,27.25]	0.9796973	0.9788467	0.9805479
sal + temp	Atlantic	(27.25,27.5]	0.9770453	0.9747477	0.9793428
sal + temp	Atlantic	(27.5,27.75]	0.9669714	0.9654024	0.9685405
sal + temp	Atlantic	(27.75,27.85]	0.9768270	0.9706834	0.9829705
sal + temp	Atlantic	(27.85,27.95]	0.9584005	0.9577042	0.9590967
sal + temp	Atlantic	(27.95,28.05]	0.9335601	0.9187006	0.9484196
sal + temp	Atlantic	(28.05,28.1]	0.9638194	0.9540036	0.9736353
sal + temp	Atlantic	(28.1,28.15]	0.9503404	0.9222896	0.9783912
sal + temp	Atlantic	(28.15,28.2]	0.7219011	0.5195545	0.9242477
sal + temp	Atlantic	(28.2, Inf]	0.2994062	0.1422141	0.4565982
sal + temp	Indian	(-Inf,26]	0.1985077	0.1807910	0.2162243
sal + temp	Indian	(26,26.5]	0.8504972	0.8457948	0.8551995
sal + temp	Indian	(26.5,26.75]	0.9484172	0.9450101	0.9518242
sal + temp	Indian	(26.75,27]	0.9665703	0.9588480	0.9742926
sal + temp	Indian	(27,27.25]	0.9567271	0.9523940	0.9610602
sal + temp	Indian	(27.25,27.5]	0.9481519	0.9323020	0.9640017
sal + temp	Indian	(27.5,27.75]	0.9070944	0.8755009	0.9386878
sal + temp	Indian	(27.75,27.85]	0.9398626	0.9205814	0.9591438
sal + temp	Indian	(27.85,27.95]	0.9406507	0.9363644	0.9449370
sal + temp	Indian	(27.95,28.05]	0.9447480	0.9335640	0.9559321
sal + temp	Indian	(28.05,28.1]	0.9261460	0.9071322	0.9451597
sal + temp	Indian	(28.1, Inf]	0.9475532	0.9354553	0.9596512
sal + temp	Pacific	(-Inf,26]	0.6529750	0.5643208	0.7416291
sal + temp	Pacific	(26,26.5]	0.9392410	0.9288279	0.9496541
sal + temp	Pacific	(26.5,26.75]	0.9758203	0.9738265	0.9778142
sal + temp	Pacific	(26.75,27]	0.9723994	0.9685391	0.9762597
sal + temp	Pacific	(27,27.25]	0.9349718	0.9303173	0.9396262
sal + temp	Pacific	(27.25,27.5]	0.7982073	0.7968694	0.7995452
sal + temp	Pacific	(27.5,27.75]	0.5640120	0.4791816	0.6488424
sal + temp	Pacific	(27.75,27.85]	0.7705217	0.6769177	0.8641258
sal + temp	Pacific	(27.85,27.95]	0.6907266	0.5835251	0.7979280
sal + temp	Pacific	(27.95,28.05]	0.4155377	0.2570282	0.5740473
sal + temp	Pacific	(28.05,28.1]	0.0582687	-0.0422148	0.1587522
sal + temp	Pacific	(28.1, Inf]	-0.1959007	-0.3290665	-0.0627349
temp + aou	Atlantic	(-Inf,26]	-0.0722544	-0.1702623	0.0257535
temp + aou	Atlantic	(26,26.5]	-0.3423781	-0.4128394	-0.2719169
temp + aou	Atlantic	(26.5,26.75]	-0.2736089	-0.2827424	-0.2644754
temp + aou	Atlantic	(26.75,27]	-0.0351936	-0.1002805	0.0298932
temp + aou	Atlantic	(27,27.25]	0.0080715	-0.0568860	0.0730290
temp + aou	Atlantic	(27.25,27.5]	0.0276768	-0.1827957	0.2381493
temp + aou	Atlantic	(27.5,27.75]	-0.3450477	-0.3705071	-0.3195883
temp + aou	Atlantic	(27.75,27.85]	-0.3093267	-0.3650804	-0.2535729
temp + aou	Atlantic	(27.85,27.95]	-0.3538992	-0.3813270	-0.3264714
temp + aou	Atlantic	(27.95,28.05]	-0.5189878	-0.5358913	-0.5020843
temp + aou	Atlantic	(28.05,28.1]	-0.6487162	-0.6518221	-0.6456103
temp + aou	Atlantic	(28.1,28.15]	-0.6470672	-0.7059303	-0.5882042
temp + aou	Atlantic	(28.15,28.2]	-0.5886357	-0.7910220	-0.3862494
temp + aou	Atlantic	(28.2, Inf]	0.3117666	0.3049890	0.3185442
temp + aou	Indian	(-Inf,26]	-0.2846866	-0.3093061	-0.2600670
temp + aou	Indian	(26,26.5]	-0.5972475	-0.6309909	-0.5635041
temp + aou	Indian	(26.5,26.75]	-0.1174872	-0.2398470	0.0048727
temp + aou	Indian	(26.75,27]	0.3539850	0.1973470	0.5106230
temp + aou	Indian	(27,27.25]	0.7637826	0.7117749	0.8157903
temp + aou	Indian	(27.25,27.5]	0.8811849	0.8545816	0.9077882
temp + aou	Indian	(27.5,27.75]	0.9110551	0.8873459	0.9347644
temp + aou	Indian	(27.75,27.85]	0.9360046	0.9187817	0.9532276
temp + aou	Indian	(27.85,27.95]	0.8957432	0.8907506	0.9007357
temp + aou	Indian	(27.95,28.05]	0.7482856	0.7451693	0.7514018
temp + aou	Indian	(28.05,28.1]	0.4928760	0.4030286	0.5827235
temp + aou	Indian	(28.1, Inf]	0.7946074	0.7506641	0.8385507
temp + aou	Pacific	(-Inf,26]	-0.3081805	-0.3137130	-0.3026481
temp + aou	Pacific	(26,26.5]	-0.1972886	-0.2569460	-0.1376313
temp + aou	Pacific	(26.5,26.75]	0.1763968	0.0827028	0.2700908
temp + aou	Pacific	(26.75,27]	-0.1299346	-0.1662121	-0.0936571
temp + aou	Pacific	(27,27.25]	-0.2765248	-0.2802442	-0.2728053
temp + aou	Pacific	(27.25,27.5]	-0.0947460	-0.1119352	-0.0775569
temp + aou	Pacific	(27.5,27.75]	0.0773813	-0.0653118	0.2200744
temp + aou	Pacific	(27.75,27.85]	0.0975549	-0.1417387	0.3368486
temp + aou	Pacific	(27.85,27.95]	0.1142862	-0.0977934	0.3263657
temp + aou	Pacific	(27.95,28.05]	-0.0093450	-0.2372158	0.2185258
temp + aou	Pacific	(28.05,28.1]	0.0330411	-0.1708150	0.2368972
temp + aou	Pacific	(28.1, Inf]	0.8065939	0.7935268	0.8196611
temp + nitrate	Atlantic	(-Inf,26]	-0.1890429	-0.2777249	-0.1003610
temp + nitrate	Atlantic	(26,26.5]	-0.5268876	-0.5520385	-0.5017367
temp + nitrate	Atlantic	(26.5,26.75]	-0.5226040	-0.5319110	-0.5132970
temp + nitrate	Atlantic	(26.75,27]	-0.4247530	-0.4809054	-0.3686006
temp + nitrate	Atlantic	(27,27.25]	-0.5149208	-0.6075718	-0.4222697
temp + nitrate	Atlantic	(27.25,27.5]	-0.6198177	-0.7044384	-0.5351970
temp + nitrate	Atlantic	(27.5,27.75]	-0.7299645	-0.7426090	-0.7173199
temp + nitrate	Atlantic	(27.75,27.85]	-0.6253485	-0.6574110	-0.5932861
temp + nitrate	Atlantic	(27.85,27.95]	-0.6299250	-0.6708110	-0.5890390
temp + nitrate	Atlantic	(27.95,28.05]	-0.7107772	-0.7377710	-0.6837834
temp + nitrate	Atlantic	(28.05,28.1]	-0.7741898	-0.8032812	-0.7450984
temp + nitrate	Atlantic	(28.1,28.15]	-0.7308924	-0.8040236	-0.6577612
temp + nitrate	Atlantic	(28.15,28.2]	-0.5957516	-0.8105403	-0.3809630
temp + nitrate	Atlantic	(28.2, Inf]	-0.0425646	-0.1537046	0.0685755
temp + nitrate	Indian	(-Inf,26]	-0.3401425	-0.3592849	-0.3210001
temp + nitrate	Indian	(26,26.5]	-0.6724447	-0.6977574	-0.6471320
temp + nitrate	Indian	(26.5,26.75]	-0.3391546	-0.4649613	-0.2133478
temp + nitrate	Indian	(26.75,27]	0.0063094	-0.2061796	0.2187984
temp + nitrate	Indian	(27,27.25]	0.3813943	0.2732945	0.4894941
temp + nitrate	Indian	(27.25,27.5]	0.6310196	0.5729282	0.6891109
temp + nitrate	Indian	(27.5,27.75]	0.7766127	0.7106297	0.8425956
temp + nitrate	Indian	(27.75,27.85]	0.7409741	0.6730862	0.8088621
temp + nitrate	Indian	(27.85,27.95]	0.5839677	0.5178602	0.6500751
temp + nitrate	Indian	(27.95,28.05]	0.2487476	0.1404325	0.3570628
temp + nitrate	Indian	(28.05,28.1]	0.1325929	-0.0874449	0.3526308
temp + nitrate	Indian	(28.1, Inf]	0.0471884	-0.0621376	0.1565144
temp + nitrate	Pacific	(-Inf,26]	-0.5500062	-0.5861024	-0.5139100
temp + nitrate	Pacific	(26,26.5]	-0.6117528	-0.6614064	-0.5620992
temp + nitrate	Pacific	(26.5,26.75]	-0.3385542	-0.4619732	-0.2151352
temp + nitrate	Pacific	(26.75,27]	-0.4531259	-0.5149423	-0.3913096
temp + nitrate	Pacific	(27,27.25]	-0.4325277	-0.4364533	-0.4286021
temp + nitrate	Pacific	(27.25,27.5]	-0.1741937	-0.1964732	-0.1519142
temp + nitrate	Pacific	(27.5,27.75]	0.0358574	-0.0820858	0.1538007
temp + nitrate	Pacific	(27.75,27.85]	0.0772045	-0.1414430	0.2958519
temp + nitrate	Pacific	(27.85,27.95]	0.0710137	-0.1242182	0.2662456
temp + nitrate	Pacific	(27.95,28.05]	-0.0703883	-0.2605504	0.1197737
temp + nitrate	Pacific	(28.05,28.1]	-0.0032376	-0.2069081	0.2004329
temp + nitrate	Pacific	(28.1, Inf]	0.6574380	0.6481705	0.6667054
temp + oxygen	Atlantic	(-Inf,26]	-0.2497807	-0.3449525	-0.1546088
temp + oxygen	Atlantic	(26,26.5]	0.0966394	0.0152937	0.1779851
temp + oxygen	Atlantic	(26.5,26.75]	0.0467375	0.0417271	0.0517479
temp + oxygen	Atlantic	(26.75,27]	-0.2366726	-0.2633725	-0.2099727
temp + oxygen	Atlantic	(27,27.25]	-0.2782613	-0.3053364	-0.2511863
temp + oxygen	Atlantic	(27.25,27.5]	-0.3537953	-0.5197652	-0.1878255
temp + oxygen	Atlantic	(27.5,27.75]	-0.0427323	-0.0586358	-0.0268289
temp + oxygen	Atlantic	(27.75,27.85]	0.0228048	-0.0548777	0.1004872
temp + oxygen	Atlantic	(27.85,27.95]	0.1373291	0.1171958	0.1574623
temp + oxygen	Atlantic	(27.95,28.05]	0.3249473	0.2697762	0.3801185
temp + oxygen	Atlantic	(28.05,28.1]	0.5194145	0.4892463	0.5495828
temp + oxygen	Atlantic	(28.1,28.15]	0.5540675	0.4992697	0.6088653
temp + oxygen	Atlantic	(28.15,28.2]	0.5167912	0.2904690	0.7431133
temp + oxygen	Atlantic	(28.2, Inf]	-0.4750602	-0.4792724	-0.4708480
temp + oxygen	Indian	(-Inf,26]	0.1701051	0.1273189	0.2128914
temp + oxygen	Indian	(26,26.5]	0.5382486	0.4973687	0.5791285
temp + oxygen	Indian	(26.5,26.75]	0.0401981	-0.0769966	0.1573928
temp + oxygen	Indian	(26.75,27]	-0.4456668	-0.5779849	-0.3133488
temp + oxygen	Indian	(27,27.25]	-0.8239136	-0.8613039	-0.7865232
temp + oxygen	Indian	(27.25,27.5]	-0.9176172	-0.9368951	-0.8983394
temp + oxygen	Indian	(27.5,27.75]	-0.9402595	-0.9576365	-0.9228825
temp + oxygen	Indian	(27.75,27.85]	-0.9599341	-0.9706885	-0.9491796
temp + oxygen	Indian	(27.85,27.95]	-0.9356716	-0.9373227	-0.9340205
temp + oxygen	Indian	(27.95,28.05]	-0.8339793	-0.8402516	-0.8277069
temp + oxygen	Indian	(28.05,28.1]	-0.5995860	-0.6524573	-0.5467148
temp + oxygen	Indian	(28.1, Inf]	-0.8795656	-0.9059720	-0.8531593
temp + oxygen	Pacific	(-Inf,26]	-0.2469819	-0.2494778	-0.2444860
temp + oxygen	Pacific	(26,26.5]	-0.0582196	-0.1176687	0.0012294
temp + oxygen	Pacific	(26.5,26.75]	-0.3944964	-0.4709570	-0.3180358
temp + oxygen	Pacific	(26.75,27]	-0.0714981	-0.0987823	-0.0442139
temp + oxygen	Pacific	(27,27.25]	0.1739718	0.1656345	0.1823092
temp + oxygen	Pacific	(27.25,27.5]	0.0064006	-0.0044120	0.0172131
temp + oxygen	Pacific	(27.5,27.75]	-0.1596927	-0.3151469	-0.0042385
temp + oxygen	Pacific	(27.75,27.85]	-0.1651990	-0.4183785	0.0879805
temp + oxygen	Pacific	(27.85,27.95]	-0.1827749	-0.4054468	0.0398969
temp + oxygen	Pacific	(27.95,28.05]	-0.0517502	-0.2932802	0.1897798
temp + oxygen	Pacific	(28.05,28.1]	-0.0625488	-0.2693324	0.1442348
temp + oxygen	Pacific	(28.1, Inf]	-0.8524218	-0.8683711	-0.8364725
temp + phosphate	Atlantic	(-Inf,26]	-0.4673531	-0.4795087	-0.4551976
temp + phosphate	Atlantic	(26,26.5]	-0.6880142	-0.7035351	-0.6724933
temp + phosphate	Atlantic	(26.5,26.75]	-0.6542301	-0.6743261	-0.6341342
temp + phosphate	Atlantic	(26.75,27]	-0.5590261	-0.6033074	-0.5147448
temp + phosphate	Atlantic	(27,27.25]	-0.6161249	-0.6922691	-0.5399806
temp + phosphate	Atlantic	(27.25,27.5]	-0.7002603	-0.7622222	-0.6382984
temp + phosphate	Atlantic	(27.5,27.75]	-0.7666836	-0.7787904	-0.7545768
temp + phosphate	Atlantic	(27.75,27.85]	-0.6599654	-0.6861428	-0.6337880
temp + phosphate	Atlantic	(27.85,27.95]	-0.6435809	-0.6830250	-0.6041368
temp + phosphate	Atlantic	(27.95,28.05]	-0.7181030	-0.7434911	-0.6927150
temp + phosphate	Atlantic	(28.05,28.1]	-0.7865925	-0.8130357	-0.7601492
temp + phosphate	Atlantic	(28.1,28.15]	-0.7510906	-0.8238325	-0.6783486
temp + phosphate	Atlantic	(28.15,28.2]	-0.6040412	-0.8155217	-0.3925608
temp + phosphate	Atlantic	(28.2, Inf]	-0.0493446	-0.1661761	0.0674868
temp + phosphate	Indian	(-Inf,26]	-0.3176449	-0.3579126	-0.2773773
temp + phosphate	Indian	(26,26.5]	-0.6631802	-0.6792217	-0.6471386
temp + phosphate	Indian	(26.5,26.75]	-0.3147306	-0.4468306	-0.1826306
temp + phosphate	Indian	(26.75,27]	0.0539726	-0.1695723	0.2775176
temp + phosphate	Indian	(27,27.25]	0.4771677	0.3258914	0.6284439
temp + phosphate	Indian	(27.25,27.5]	0.7108715	0.6329262	0.7888167
temp + phosphate	Indian	(27.5,27.75]	0.8299547	0.7878481	0.8720613
temp + phosphate	Indian	(27.75,27.85]	0.7799393	0.7334675	0.8264111
temp + phosphate	Indian	(27.85,27.95]	0.5964425	0.5351521	0.6577329
temp + phosphate	Indian	(27.95,28.05]	0.2818981	0.1878360	0.3759602
temp + phosphate	Indian	(28.05,28.1]	0.1619147	-0.0481234	0.3719529
temp + phosphate	Indian	(28.1, Inf]	0.0480090	-0.0445103	0.1405283
temp + phosphate	Pacific	(-Inf,26]	-0.4322355	-0.4363981	-0.4280730
temp + phosphate	Pacific	(26,26.5]	-0.5722213	-0.5890307	-0.5554119
temp + phosphate	Pacific	(26.5,26.75]	-0.3366151	-0.4389347	-0.2342955
temp + phosphate	Pacific	(26.75,27]	-0.4536116	-0.5191083	-0.3881149
temp + phosphate	Pacific	(27,27.25]	-0.4220163	-0.4332308	-0.4108017
temp + phosphate	Pacific	(27.25,27.5]	-0.1672530	-0.1833229	-0.1511830
temp + phosphate	Pacific	(27.5,27.75]	0.0535707	-0.0647617	0.1719030
temp + phosphate	Pacific	(27.75,27.85]	0.0852924	-0.1337336	0.3043185
temp + phosphate	Pacific	(27.85,27.95]	0.0736150	-0.1235648	0.2707949
temp + phosphate	Pacific	(27.95,28.05]	-0.0678924	-0.2623196	0.1265348
temp + phosphate	Pacific	(28.05,28.1]	0.0101844	-0.1832159	0.2035847
temp + phosphate	Pacific	(28.1, Inf]	0.6622636	0.6588928	0.6656344
temp + silicate	Atlantic	(-Inf,26]	-0.5214363	-0.5471451	-0.4957275
temp + silicate	Atlantic	(26,26.5]	-0.6608082	-0.6955855	-0.6260309
temp + silicate	Atlantic	(26.5,26.75]	-0.5442292	-0.5474898	-0.5409686
temp + silicate	Atlantic	(26.75,27]	-0.4356248	-0.5116799	-0.3595697
temp + silicate	Atlantic	(27,27.25]	-0.5929438	-0.6566451	-0.5292426
temp + silicate	Atlantic	(27.25,27.5]	-0.7883690	-0.8176310	-0.7591070
temp + silicate	Atlantic	(27.5,27.75]	-0.8298395	-0.8385713	-0.8211077
temp + silicate	Atlantic	(27.75,27.85]	-0.7231376	-0.7931431	-0.6531320
temp + silicate	Atlantic	(27.85,27.95]	-0.7316428	-0.7782409	-0.6850448
temp + silicate	Atlantic	(27.95,28.05]	-0.7642343	-0.7850765	-0.7433921
temp + silicate	Atlantic	(28.05,28.1]	-0.7938390	-0.8111168	-0.7765612
temp + silicate	Atlantic	(28.1,28.15]	-0.7589466	-0.8195552	-0.6983381
temp + silicate	Atlantic	(28.15,28.2]	-0.5784895	-0.7924989	-0.3644801
temp + silicate	Atlantic	(28.2, Inf]	-0.0284302	-0.1392648	0.0824043
temp + silicate	Indian	(-Inf,26]	-0.4753056	-0.5193104	-0.4313007
temp + silicate	Indian	(26,26.5]	-0.6763963	-0.7386978	-0.6140948
temp + silicate	Indian	(26.5,26.75]	-0.2111129	-0.3002641	-0.1219617
temp + silicate	Indian	(26.75,27]	0.2592063	0.1155236	0.4028891
temp + silicate	Indian	(27,27.25]	0.5232577	0.4879844	0.5585309
temp + silicate	Indian	(27.25,27.5]	0.5831726	0.5817432	0.5846020
temp + silicate	Indian	(27.5,27.75]	0.6211303	0.6203093	0.6219513
temp + silicate	Indian	(27.75,27.85]	0.7159534	0.6332131	0.7986938
temp + silicate	Indian	(27.85,27.95]	0.5938719	0.5073622	0.6803817
temp + silicate	Indian	(27.95,28.05]	0.3880929	0.2996153	0.4765706
temp + silicate	Indian	(28.05,28.1]	0.3108249	0.1599519	0.4616978
temp + silicate	Indian	(28.1, Inf]	-0.0508848	-0.0535247	-0.0482449
temp + silicate	Pacific	(-Inf,26]	-0.6011860	-0.6627459	-0.5396261
temp + silicate	Pacific	(26,26.5]	-0.7608323	-0.8029980	-0.7186666
temp + silicate	Pacific	(26.5,26.75]	-0.7102520	-0.7650239	-0.6554801
temp + silicate	Pacific	(26.75,27]	-0.7260600	-0.7532066	-0.6989134
temp + silicate	Pacific	(27,27.25]	-0.5861424	-0.5926873	-0.5795975
temp + silicate	Pacific	(27.25,27.5]	-0.3872822	-0.4095045	-0.3650599
temp + silicate	Pacific	(27.5,27.75]	-0.1761924	-0.2954446	-0.0569401
temp + silicate	Pacific	(27.75,27.85]	-0.0315169	-0.2622074	0.1991735
temp + silicate	Pacific	(27.85,27.95]	-0.0181474	-0.2337952	0.1975005
temp + silicate	Pacific	(27.95,28.05]	-0.1657766	-0.4131129	0.0815598
temp + silicate	Pacific	(28.05,28.1]	-0.0133059	-0.2206872	0.1940754
temp + silicate	Pacific	(28.1, Inf]	0.4348310	0.4168584	0.4528035

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
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.6476532	-0.7467648	-0.5485417
aou	Atlantic	(26,26.5]	-0.8914689	-0.9137148	-0.8692231
aou	Atlantic	(26.5,26.75]	-0.8965808	-0.9071527	-0.8860088
aou	Atlantic	(26.75,27]	-0.8050747	-0.8079607	-0.8021886
aou	Atlantic	(27,27.25]	-0.7434872	-0.7663014	-0.7206731
aou	Atlantic	(27.25,27.5]	-0.6458339	-0.7269054	-0.5647624
aou	Atlantic	(27.5,27.75]	-0.8258927	-0.8287085	-0.8230768
aou	Atlantic	(27.75,27.85]	-0.9044706	-0.9161249	-0.8928163
aou	Atlantic	(27.85,27.95]	-0.9299542	-0.9357968	-0.9241116
aou	Atlantic	(27.95,28.05]	-0.9511118	-0.9633362	-0.9388875
aou	Atlantic	(28.05,28.1]	-0.9657584	-0.9741114	-0.9574054
aou	Atlantic	(28.1,28.15]	-0.9783611	-0.9831430	-0.9735793
aou	Atlantic	(28.15,28.2]	-0.9916512	-0.9930169	-0.9902856
aou	Atlantic	(28.2, Inf]	-0.8563345	-0.9040196	-0.8086494
aou	Indian	(-Inf,26]	-0.9950125	-0.9962327	-0.9937923
aou	Indian	(26,26.5]	-0.9941244	-0.9962475	-0.9920012
aou	Indian	(26.5,26.75]	-0.9739503	-0.9775293	-0.9703714
aou	Indian	(26.75,27]	-0.9445030	-0.9612213	-0.9277848
aou	Indian	(27,27.25]	-0.9185065	-0.9474240	-0.8895891
aou	Indian	(27.25,27.5]	-0.9437126	-0.9545954	-0.9328297
aou	Indian	(27.5,27.75]	-0.9588508	-0.9643990	-0.9533026
aou	Indian	(27.75,27.85]	-0.9249641	-0.9403209	-0.9096073
aou	Indian	(27.85,27.95]	-0.8713633	-0.9054565	-0.8372701
aou	Indian	(27.95,28.05]	-0.8237796	-0.8784388	-0.7691205
aou	Indian	(28.05,28.1]	-0.9102149	-0.9564404	-0.8639894
aou	Indian	(28.1, Inf]	-0.5813657	-0.6118431	-0.5508882
aou	Pacific	(-Inf,26]	-0.9066860	-0.9160671	-0.8973050
aou	Pacific	(26,26.5]	-0.8992627	-0.9170726	-0.8814527
aou	Pacific	(26.5,26.75]	-0.8455574	-0.8543522	-0.8367625
aou	Pacific	(26.75,27]	-0.9295164	-0.9437535	-0.9152792
aou	Pacific	(27,27.25]	-0.9798763	-0.9806300	-0.9791226
aou	Pacific	(27.25,27.5]	-0.9844449	-0.9851525	-0.9837373
aou	Pacific	(27.5,27.75]	-0.9837298	-0.9848412	-0.9826185
aou	Pacific	(27.75,27.85]	-0.9878019	-0.9879740	-0.9876297
aou	Pacific	(27.85,27.95]	-0.9871182	-0.9873884	-0.9868480
aou	Pacific	(27.95,28.05]	-0.9816039	-0.9818697	-0.9813380
aou	Pacific	(28.05,28.1]	-0.9785529	-0.9848127	-0.9722930
aou	Pacific	(28.1, Inf]	-0.9547262	-0.9571848	-0.9522676
nitrate	Atlantic	(-Inf,26]	-0.8167764	-0.8867793	-0.7467735
nitrate	Atlantic	(26,26.5]	-0.9620141	-0.9630416	-0.9609865
nitrate	Atlantic	(26.5,26.75]	-0.9818843	-0.9839874	-0.9797812
nitrate	Atlantic	(26.75,27]	-0.9820306	-0.9831353	-0.9809258
nitrate	Atlantic	(27,27.25]	-0.9886199	-0.9898099	-0.9874300
nitrate	Atlantic	(27.25,27.5]	-0.9915379	-0.9941987	-0.9888771
nitrate	Atlantic	(27.5,27.75]	-0.9962556	-0.9963174	-0.9961938
nitrate	Atlantic	(27.75,27.85]	-0.9965923	-0.9972858	-0.9958988
nitrate	Atlantic	(27.85,27.95]	-0.9959674	-0.9971552	-0.9947796
nitrate	Atlantic	(27.95,28.05]	-0.9955382	-0.9972456	-0.9938307
nitrate	Atlantic	(28.05,28.1]	-0.9943114	-0.9964433	-0.9921795
nitrate	Atlantic	(28.1,28.15]	-0.9952650	-0.9964578	-0.9940721
nitrate	Atlantic	(28.15,28.2]	-0.9982854	-0.9984135	-0.9981573
nitrate	Atlantic	(28.2, Inf]	-0.9967306	-0.9967630	-0.9966983
nitrate	Indian	(-Inf,26]	-0.9942013	-0.9977619	-0.9906406
nitrate	Indian	(26,26.5]	-0.9964743	-0.9965847	-0.9963639
nitrate	Indian	(26.5,26.75]	-0.9964692	-0.9973210	-0.9956175
nitrate	Indian	(26.75,27]	-0.9919029	-0.9959709	-0.9878348
nitrate	Indian	(27,27.25]	-0.9730387	-0.9921920	-0.9538855
nitrate	Indian	(27.25,27.5]	-0.9711667	-0.9838631	-0.9584703
nitrate	Indian	(27.5,27.75]	-0.9640318	-0.9732346	-0.9548290
nitrate	Indian	(27.75,27.85]	-0.9493017	-0.9740588	-0.9245447
nitrate	Indian	(27.85,27.95]	-0.9655341	-0.9746096	-0.9564586
nitrate	Indian	(27.95,28.05]	-0.9820358	-0.9874285	-0.9766431
nitrate	Indian	(28.05,28.1]	-0.9868811	-0.9906969	-0.9830654
nitrate	Indian	(28.1, Inf]	-0.9488524	-0.9618384	-0.9358664
nitrate	Pacific	(-Inf,26]	-0.9580765	-0.9656004	-0.9505525
nitrate	Pacific	(26,26.5]	-0.9744704	-0.9866508	-0.9622899
nitrate	Pacific	(26.5,26.75]	-0.9669822	-0.9717842	-0.9621802
nitrate	Pacific	(26.75,27]	-0.9829571	-0.9835100	-0.9824043
nitrate	Pacific	(27,27.25]	-0.9907059	-0.9915357	-0.9898761
nitrate	Pacific	(27.25,27.5]	-0.9936824	-0.9939679	-0.9933969
nitrate	Pacific	(27.5,27.75]	-0.9942616	-0.9943210	-0.9942022
nitrate	Pacific	(27.75,27.85]	-0.9932368	-0.9941914	-0.9922823
nitrate	Pacific	(27.85,27.95]	-0.9922866	-0.9944292	-0.9901440
nitrate	Pacific	(27.95,28.05]	-0.9835729	-0.9930080	-0.9741379
nitrate	Pacific	(28.05,28.1]	-0.9762446	-0.9879282	-0.9645611
nitrate	Pacific	(28.1, Inf]	-0.9780298	-0.9821854	-0.9738741
oxygen	Atlantic	(-Inf,26]	0.4755709	0.3639378	0.5872041
oxygen	Atlantic	(26,26.5]	0.7601008	0.7227031	0.7974985
oxygen	Atlantic	(26.5,26.75]	0.7768154	0.7608623	0.7927686
oxygen	Atlantic	(26.75,27]	0.6357152	0.6091916	0.6622388
oxygen	Atlantic	(27,27.25]	0.5472074	0.4885025	0.6059123
oxygen	Atlantic	(27.25,27.5]	0.3712840	0.2983810	0.4441870
oxygen	Atlantic	(27.5,27.75]	0.5618705	0.5575583	0.5661827
oxygen	Atlantic	(27.75,27.85]	0.7490880	0.7191175	0.7790585
oxygen	Atlantic	(27.85,27.95]	0.8311795	0.8160622	0.8462968
oxygen	Atlantic	(27.95,28.05]	0.8709974	0.8300745	0.9119203
oxygen	Atlantic	(28.05,28.1]	0.9183212	0.8916786	0.9449638
oxygen	Atlantic	(28.1,28.15]	0.9511282	0.9391075	0.9631489
oxygen	Atlantic	(28.15,28.2]	0.9837400	0.9815259	0.9859541
oxygen	Atlantic	(28.2, Inf]	0.7679340	0.6946837	0.8411842
oxygen	Indian	(-Inf,26]	0.9839424	0.9820693	0.9858155
oxygen	Indian	(26,26.5]	0.9852185	0.9805747	0.9898622
oxygen	Indian	(26.5,26.75]	0.9547436	0.9482665	0.9612208
oxygen	Indian	(26.75,27]	0.9078596	0.8778112	0.9379079
oxygen	Indian	(27,27.25]	0.8780075	0.8340421	0.9219729
oxygen	Indian	(27.25,27.5]	0.9177557	0.8994374	0.9360740
oxygen	Indian	(27.5,27.75]	0.9467141	0.9387066	0.9547216
oxygen	Indian	(27.75,27.85]	0.9032164	0.8835132	0.9229197
oxygen	Indian	(27.85,27.95]	0.8245771	0.7824817	0.8666724
oxygen	Indian	(27.95,28.05]	0.7424637	0.6681657	0.8167616
oxygen	Indian	(28.05,28.1]	0.8549325	0.7790673	0.9307978
oxygen	Indian	(28.1, Inf]	0.4517397	0.4066345	0.4968449
oxygen	Pacific	(-Inf,26]	0.6632486	0.6505392	0.6759580
oxygen	Pacific	(26,26.5]	0.7655533	0.7397050	0.7914016
oxygen	Pacific	(26.5,26.75]	0.7089380	0.6890154	0.7288607
oxygen	Pacific	(26.75,27]	0.8425106	0.8165069	0.8685142
oxygen	Pacific	(27,27.25]	0.9580443	0.9576273	0.9584614
oxygen	Pacific	(27.25,27.5]	0.9740555	0.9723917	0.9757193
oxygen	Pacific	(27.5,27.75]	0.9778330	0.9732475	0.9824185
oxygen	Pacific	(27.75,27.85]	0.9839539	0.9814696	0.9864383
oxygen	Pacific	(27.85,27.95]	0.9811087	0.9788403	0.9833770
oxygen	Pacific	(27.95,28.05]	0.9741487	0.9704483	0.9778491
oxygen	Pacific	(28.05,28.1]	0.9733299	0.9674521	0.9792076
oxygen	Pacific	(28.1, Inf]	0.9286111	0.9208114	0.9364108
phosphate	Atlantic	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(26,26.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(26.5,26.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(26.75,27]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27,27.25]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27.25,27.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27.5,27.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27.75,27.85]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27.85,27.95]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(27.95,28.05]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(28.05,28.1]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(28.1,28.15]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(28.15,28.2]	-1.0000000	-1.0000000	-1.0000000
phosphate	Atlantic	(28.2, Inf]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(26,26.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(26.5,26.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(26.75,27]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27,27.25]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27.25,27.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27.5,27.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27.75,27.85]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27.85,27.95]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(27.95,28.05]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(28.05,28.1]	-1.0000000	-1.0000000	-1.0000000
phosphate	Indian	(28.1, Inf]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(26,26.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(26.5,26.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(26.75,27]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27,27.25]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27.25,27.5]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27.5,27.75]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27.75,27.85]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27.85,27.95]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(27.95,28.05]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(28.05,28.1]	-1.0000000	-1.0000000	-1.0000000
phosphate	Pacific	(28.1, Inf]	-1.0000000	-1.0000000	-1.0000000
sal	Atlantic	(-Inf,26]	0.5189818	0.5064139	0.5315497
sal	Atlantic	(26,26.5]	0.6540222	0.6389941	0.6690503
sal	Atlantic	(26.5,26.75]	0.6647801	0.6571718	0.6723884
sal	Atlantic	(26.75,27]	0.6242093	0.5666148	0.6818038
sal	Atlantic	(27,27.25]	0.6772366	0.6059867	0.7484865
sal	Atlantic	(27.25,27.5]	0.7421595	0.6861776	0.7981414
sal	Atlantic	(27.5,27.75]	0.7996052	0.7978927	0.8013178
sal	Atlantic	(27.75,27.85]	0.6884457	0.6314410	0.7454504
sal	Atlantic	(27.85,27.95]	0.6872299	0.6311025	0.7433573
sal	Atlantic	(27.95,28.05]	0.7981601	0.7486690	0.8476512
sal	Atlantic	(28.05,28.1]	0.8723366	0.8526404	0.8920329
sal	Atlantic	(28.1,28.15]	0.8890859	0.8686395	0.9095322
sal	Atlantic	(28.15,28.2]	0.9602894	0.9578653	0.9627134
sal	Atlantic	(28.2, Inf]	0.9339378	0.9160519	0.9518237
sal	Indian	(-Inf,26]	0.6112133	0.3742842	0.8481425
sal	Indian	(26,26.5]	0.8443797	0.8381944	0.8505650
sal	Indian	(26.5,26.75]	0.3935482	0.2499023	0.5371941
sal	Indian	(26.75,27]	-0.2063817	-0.4409102	0.0281468
sal	Indian	(27,27.25]	-0.6579622	-0.7601155	-0.5558089
sal	Indian	(27.25,27.5]	-0.8592523	-0.8749984	-0.8435062
sal	Indian	(27.5,27.75]	-0.9179616	-0.9373506	-0.8985726
sal	Indian	(27.75,27.85]	-0.8283545	-0.8757390	-0.7809701
sal	Indian	(27.85,27.95]	-0.6392521	-0.7185626	-0.5599416
sal	Indian	(27.95,28.05]	-0.2168676	-0.3404568	-0.0932783
sal	Indian	(28.05,28.1]	0.0783586	-0.1385027	0.2952198
sal	Indian	(28.1, Inf]	0.1099031	-0.0401826	0.2599887
sal	Pacific	(-Inf,26]	0.2887808	0.2790783	0.2984834
sal	Pacific	(26,26.5]	0.5043806	0.4770545	0.5317067
sal	Pacific	(26.5,26.75]	0.3261295	0.2036108	0.4486483
sal	Pacific	(26.75,27]	0.4443717	0.3695687	0.5191747
sal	Pacific	(27,27.25]	0.3567302	0.3195302	0.3939302
sal	Pacific	(27.25,27.5]	0.0381723	0.0142184	0.0621261
sal	Pacific	(27.5,27.75]	-0.0369932	-0.1104127	0.0364264
sal	Pacific	(27.75,27.85]	0.0673162	-0.1581835	0.2928158
sal	Pacific	(27.85,27.95]	0.2436287	0.0354859	0.4517715
sal	Pacific	(27.95,28.05]	0.6507455	0.5033561	0.7981349
sal	Pacific	(28.05,28.1]	0.9234316	0.9209826	0.9258806
sal	Pacific	(28.1, Inf]	0.7678371	0.6903784	0.8452958
silicate	Atlantic	(-Inf,26]	-0.7825048	-0.8431483	-0.7218613
silicate	Atlantic	(26,26.5]	-0.9350481	-0.9696712	-0.9004250
silicate	Atlantic	(26.5,26.75]	-0.9480359	-0.9602355	-0.9358363
silicate	Atlantic	(26.75,27]	-0.9205404	-0.9222234	-0.9188574
silicate	Atlantic	(27,27.25]	-0.9420612	-0.9423575	-0.9417650
silicate	Atlantic	(27.25,27.5]	-0.8962836	-0.9273525	-0.8652146
silicate	Atlantic	(27.5,27.75]	-0.9036776	-0.9176677	-0.8896875
silicate	Atlantic	(27.75,27.85]	-0.9553912	-0.9622843	-0.9484982
silicate	Atlantic	(27.85,27.95]	-0.9724803	-0.9734745	-0.9714861
silicate	Atlantic	(27.95,28.05]	-0.9842390	-0.9852824	-0.9831955
silicate	Atlantic	(28.05,28.1]	-0.9908297	-0.9921259	-0.9895336
silicate	Atlantic	(28.1,28.15]	-0.9925672	-0.9933722	-0.9917623
silicate	Atlantic	(28.15,28.2]	-0.9942361	-0.9955837	-0.9928885
silicate	Atlantic	(28.2, Inf]	-0.9794990	-0.9882227	-0.9707753
silicate	Indian	(-Inf,26]	-0.9229910	-0.9628332	-0.8831489
silicate	Indian	(26,26.5]	-0.9552577	-0.9650399	-0.9454754
silicate	Indian	(26.5,26.75]	-0.9579103	-0.9618954	-0.9539252
silicate	Indian	(26.75,27]	-0.9506923	-0.9603263	-0.9410584
silicate	Indian	(27,27.25]	-0.9374845	-0.9481964	-0.9267727
silicate	Indian	(27.25,27.5]	-0.9100228	-0.9464424	-0.8736032
silicate	Indian	(27.5,27.75]	-0.8601850	-0.9069197	-0.8134502
silicate	Indian	(27.75,27.85]	-0.8833519	-0.8887509	-0.8779530
silicate	Indian	(27.85,27.95]	-0.9017675	-0.9036742	-0.8998608
silicate	Indian	(27.95,28.05]	-0.9140631	-0.9147273	-0.9133988
silicate	Indian	(28.05,28.1]	-0.9543648	-0.9610000	-0.9477296
silicate	Indian	(28.1, Inf]	-0.8041457	-0.8169856	-0.7913058
silicate	Pacific	(-Inf,26]	-0.7481461	-0.7694917	-0.7268006
silicate	Pacific	(26,26.5]	-0.7741600	-0.7826174	-0.7657025
silicate	Pacific	(26.5,26.75]	-0.7027819	-0.7528767	-0.6526870
silicate	Pacific	(26.75,27]	-0.8301788	-0.8582345	-0.8021231
silicate	Pacific	(27,27.25]	-0.9206555	-0.9357750	-0.9055361
silicate	Pacific	(27.25,27.5]	-0.9138664	-0.9215192	-0.9062135
silicate	Pacific	(27.5,27.75]	-0.9133175	-0.9169530	-0.9096820
silicate	Pacific	(27.75,27.85]	-0.9562712	-0.9566604	-0.9558821
silicate	Pacific	(27.85,27.95]	-0.9685727	-0.9711854	-0.9659600
silicate	Pacific	(27.95,28.05]	-0.9602069	-0.9699075	-0.9505062
silicate	Pacific	(28.05,28.1]	-0.9573698	-0.9717889	-0.9429507
silicate	Pacific	(28.1, Inf]	-0.9016842	-0.9129113	-0.8904571
temp	Atlantic	(-Inf,26]	0.4673531	0.4551976	0.4795087
temp	Atlantic	(26,26.5]	0.6880142	0.6724933	0.7035351
temp	Atlantic	(26.5,26.75]	0.6542301	0.6341342	0.6743261
temp	Atlantic	(26.75,27]	0.5590261	0.5147448	0.6033074
temp	Atlantic	(27,27.25]	0.6161249	0.5399806	0.6922691
temp	Atlantic	(27.25,27.5]	0.7002603	0.6382984	0.7622222
temp	Atlantic	(27.5,27.75]	0.7666836	0.7545768	0.7787904
temp	Atlantic	(27.75,27.85]	0.6599654	0.6337880	0.6861428
temp	Atlantic	(27.85,27.95]	0.6435809	0.6041368	0.6830250
temp	Atlantic	(27.95,28.05]	0.7181030	0.6927150	0.7434911
temp	Atlantic	(28.05,28.1]	0.7865925	0.7601492	0.8130357
temp	Atlantic	(28.1,28.15]	0.7510906	0.6783486	0.8238325
temp	Atlantic	(28.15,28.2]	0.6040412	0.3925608	0.8155217
temp	Atlantic	(28.2, Inf]	0.0493446	-0.0674868	0.1661761
temp	Indian	(-Inf,26]	0.3176449	0.2773773	0.3579126
temp	Indian	(26,26.5]	0.6631802	0.6471386	0.6792217
temp	Indian	(26.5,26.75]	0.3147306	0.1826306	0.4468306
temp	Indian	(26.75,27]	-0.0539726	-0.2775176	0.1695723
temp	Indian	(27,27.25]	-0.4771677	-0.6284439	-0.3258914
temp	Indian	(27.25,27.5]	-0.7108715	-0.7888167	-0.6329262
temp	Indian	(27.5,27.75]	-0.8299547	-0.8720613	-0.7878481
temp	Indian	(27.75,27.85]	-0.7799393	-0.8264111	-0.7334675
temp	Indian	(27.85,27.95]	-0.5964425	-0.6577329	-0.5351521
temp	Indian	(27.95,28.05]	-0.2818981	-0.3759602	-0.1878360
temp	Indian	(28.05,28.1]	-0.1619147	-0.3719529	0.0481234
temp	Indian	(28.1, Inf]	-0.0480090	-0.1405283	0.0445103
temp	Pacific	(-Inf,26]	0.4322355	0.4280730	0.4363981
temp	Pacific	(26,26.5]	0.5722213	0.5554119	0.5890307
temp	Pacific	(26.5,26.75]	0.3366151	0.2342955	0.4389347
temp	Pacific	(26.75,27]	0.4536116	0.3881149	0.5191083
temp	Pacific	(27,27.25]	0.4220163	0.4108017	0.4332308
temp	Pacific	(27.25,27.5]	0.1672530	0.1511830	0.1833229
temp	Pacific	(27.5,27.75]	-0.0535707	-0.1719030	0.0647617
temp	Pacific	(27.75,27.85]	-0.0852924	-0.3043185	0.1337336
temp	Pacific	(27.85,27.95]	-0.0736150	-0.2707949	0.1235648
temp	Pacific	(27.95,28.05]	0.0678924	-0.1265348	0.2623196
temp	Pacific	(28.05,28.1]	-0.0101844	-0.2035847	0.1832159
temp	Pacific	(28.1, Inf]	-0.6622636	-0.6656344	-0.6588928

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