eMLR - assumption testing

workflowr

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Last updated: 2022-01-09

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

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

[[6]]

Past versions of predictor_correlation_per_basin-6.png

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

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9113079	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]	0.8835079	0.8755438	0.8914720
aou + nitrate	Atlantic	(27,27.25]	0.8070586	0.7771556	0.8369615
aou + nitrate	Atlantic	(27.25,27.5]	0.7136673	0.6493193	0.7780153
aou + nitrate	Atlantic	(27.5,27.75]	0.8382430	0.8189781	0.8575080
aou + nitrate	Atlantic	(27.75,27.85]	0.9226718	0.9173771	0.9279664
aou + nitrate	Atlantic	(27.85,27.95]	0.9333555	0.9257521	0.9409589
aou + nitrate	Atlantic	(27.95,28.05]	0.9511603	0.9376204	0.9647001
aou + nitrate	Atlantic	(28.05,28.1]	0.9692389	0.9604426	0.9780352
aou + nitrate	Atlantic	(28.1,28.15]	0.9824410	0.9796668	0.9852152
aou + nitrate	Atlantic	(28.15,28.2]	0.9918835	0.9908129	0.9929541
aou + nitrate	Atlantic	(28.2, Inf]	0.8549167	0.8028938	0.9069396
aou + nitrate	Indian	(-Inf,26]	0.9929029	0.9908458	0.9949600
aou + nitrate	Indian	(26,26.5]	0.9913867	0.9893096	0.9934637
aou + nitrate	Indian	(26.5,26.75]	0.9684397	0.9637625	0.9731168
aou + nitrate	Indian	(26.75,27]	0.9321905	0.9165798	0.9478011
aou + nitrate	Indian	(27,27.25]	0.8812147	0.8660108	0.8964186
aou + nitrate	Indian	(27.25,27.5]	0.9135439	0.9058491	0.9212387
aou + nitrate	Indian	(27.5,27.75]	0.9382669	0.9154785	0.9610553
aou + nitrate	Indian	(27.75,27.85]	0.8898727	0.8559719	0.9237735
aou + nitrate	Indian	(27.85,27.95]	0.8567288	0.8183961	0.8950614
aou + nitrate	Indian	(27.95,28.05]	0.8046259	0.7387156	0.8705363
aou + nitrate	Indian	(28.05,28.1]	0.9017735	0.8493415	0.9542055
aou + nitrate	Indian	(28.1, Inf]	0.5919318	0.5491185	0.6347452
aou + nitrate	Pacific	(-Inf,26]	0.8927365	0.8703032	0.9151697
aou + nitrate	Pacific	(26,26.5]	0.8712175	0.8641365	0.8782985
aou + nitrate	Pacific	(26.5,26.75]	0.8392340	0.8162592	0.8622089
aou + nitrate	Pacific	(26.75,27]	0.9232585	0.9123978	0.9341192
aou + nitrate	Pacific	(27,27.25]	0.9738158	0.9724307	0.9752010
aou + nitrate	Pacific	(27.25,27.5]	0.9808569	0.9788059	0.9829079
aou + nitrate	Pacific	(27.5,27.75]	0.9840080	0.9830200	0.9849959
aou + nitrate	Pacific	(27.75,27.85]	0.9903536	0.9902776	0.9904295
aou + nitrate	Pacific	(27.85,27.95]	0.9894326	0.9881603	0.9907049
aou + nitrate	Pacific	(27.95,28.05]	0.9795625	0.9757031	0.9834220
aou + nitrate	Pacific	(28.05,28.1]	0.9801688	0.9715785	0.9887591
aou + nitrate	Pacific	(28.1, Inf]	0.9593024	0.9534717	0.9651331
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]	-0.9614446	-0.9718762	-0.9510130
aou + oxygen	Atlantic	(27,27.25]	-0.9626194	-0.9723672	-0.9528716
aou + oxygen	Atlantic	(27.25,27.5]	-0.9457184	-0.9579498	-0.9334869
aou + oxygen	Atlantic	(27.5,27.75]	-0.9208763	-0.9224643	-0.9192882
aou + oxygen	Atlantic	(27.75,27.85]	-0.9596019	-0.9639127	-0.9552912
aou + oxygen	Atlantic	(27.85,27.95]	-0.9747867	-0.9776696	-0.9719038
aou + oxygen	Atlantic	(27.95,28.05]	-0.9753456	-0.9844109	-0.9662804
aou + oxygen	Atlantic	(28.05,28.1]	-0.9864698	-0.9916891	-0.9812504
aou + oxygen	Atlantic	(28.1,28.15]	-0.9927400	-0.9941514	-0.9913286
aou + oxygen	Atlantic	(28.15,28.2]	-0.9957183	-0.9969259	-0.9945108
aou + oxygen	Atlantic	(28.2, Inf]	-0.9829493	-0.9851522	-0.9807463
aou + oxygen	Indian	(-Inf,26]	-0.9928912	-0.9949969	-0.9907855
aou + oxygen	Indian	(26,26.5]	-0.9974097	-0.9978709	-0.9969485
aou + oxygen	Indian	(26.5,26.75]	-0.9969125	-0.9973847	-0.9964404
aou + oxygen	Indian	(26.75,27]	-0.9948241	-0.9967629	-0.9928853
aou + oxygen	Indian	(27,27.25]	-0.9950206	-0.9964654	-0.9935759
aou + oxygen	Indian	(27.25,27.5]	-0.9964412	-0.9970801	-0.9958023
aou + oxygen	Indian	(27.5,27.75]	-0.9969325	-0.9974254	-0.9964395
aou + oxygen	Indian	(27.75,27.85]	-0.9970574	-0.9978659	-0.9962489
aou + oxygen	Indian	(27.85,27.95]	-0.9948921	-0.9955394	-0.9942447
aou + oxygen	Indian	(27.95,28.05]	-0.9897993	-0.9920649	-0.9875338
aou + oxygen	Indian	(28.05,28.1]	-0.9910478	-0.9958054	-0.9862902
aou + oxygen	Indian	(28.1, Inf]	-0.9855749	-0.9886886	-0.9824611
aou + oxygen	Pacific	(-Inf,26]	-0.8444990	-0.8456588	-0.8433393
aou + oxygen	Pacific	(26,26.5]	-0.9669503	-0.9673673	-0.9665332
aou + oxygen	Pacific	(26.5,26.75]	-0.9737403	-0.9764789	-0.9710017
aou + oxygen	Pacific	(26.75,27]	-0.9797808	-0.9816266	-0.9779349
aou + oxygen	Pacific	(27,27.25]	-0.9944276	-0.9949114	-0.9939438
aou + oxygen	Pacific	(27.25,27.5]	-0.9960719	-0.9966419	-0.9955019
aou + oxygen	Pacific	(27.5,27.75]	-0.9963486	-0.9975720	-0.9951253
aou + oxygen	Pacific	(27.75,27.85]	-0.9973192	-0.9985293	-0.9961092
aou + oxygen	Pacific	(27.85,27.95]	-0.9973378	-0.9983062	-0.9963694
aou + oxygen	Pacific	(27.95,28.05]	-0.9977946	-0.9987133	-0.9968759
aou + oxygen	Pacific	(28.05,28.1]	-0.9989895	-0.9990939	-0.9988850
aou + oxygen	Pacific	(28.1, Inf]	-0.9954326	-0.9962801	-0.9945852
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]	0.8042430	0.8010724	0.8074136
aou + phosphate	Atlantic	(27,27.25]	0.7282037	0.7034681	0.7529394
aou + phosphate	Atlantic	(27.25,27.5]	0.6344037	0.5434496	0.7253579
aou + phosphate	Atlantic	(27.5,27.75]	0.8086932	0.7885244	0.8288620
aou + phosphate	Atlantic	(27.75,27.85]	0.9054334	0.8976284	0.9132385
aou + phosphate	Atlantic	(27.85,27.95]	0.9285100	0.9200241	0.9369959
aou + phosphate	Atlantic	(27.95,28.05]	0.9490644	0.9347524	0.9633764
aou + phosphate	Atlantic	(28.05,28.1]	0.9661944	0.9570379	0.9753509
aou + phosphate	Atlantic	(28.1,28.15]	0.9786570	0.9735722	0.9837418
aou + phosphate	Atlantic	(28.15,28.2]	0.9914726	0.9901129	0.9928324
aou + phosphate	Atlantic	(28.2, Inf]	0.8516804	0.7972679	0.9060929
aou + phosphate	Indian	(-Inf,26]	0.9950492	0.9937923	0.9963060
aou + phosphate	Indian	(26,26.5]	0.9941173	0.9919871	0.9962475
aou + phosphate	Indian	(26.5,26.75]	0.9739529	0.9703766	0.9775293
aou + phosphate	Indian	(26.75,27]	0.9450659	0.9289106	0.9612213
aou + phosphate	Indian	(27,27.25]	0.9185114	0.8895891	0.9474337
aou + phosphate	Indian	(27.25,27.5]	0.9437020	0.9328297	0.9545743
aou + phosphate	Indian	(27.5,27.75]	0.9588137	0.9531327	0.9644948
aou + phosphate	Indian	(27.75,27.85]	0.9249641	0.9096073	0.9403209
aou + phosphate	Indian	(27.85,27.95]	0.8714609	0.8374653	0.9054565
aou + phosphate	Indian	(27.95,28.05]	0.8240161	0.7693710	0.8786612
aou + phosphate	Indian	(28.05,28.1]	0.9102149	0.8639894	0.9564404
aou + phosphate	Indian	(28.1, Inf]	0.5801405	0.5546332	0.6056479
aou + phosphate	Pacific	(-Inf,26]	0.9059283	0.8969969	0.9148597
aou + phosphate	Pacific	(26,26.5]	0.8992109	0.8813764	0.9170453
aou + phosphate	Pacific	(26.5,26.75]	0.8458123	0.8367625	0.8548622
aou + phosphate	Pacific	(26.75,27]	0.9301621	0.9161193	0.9442048
aou + phosphate	Pacific	(27,27.25]	0.9797881	0.9789840	0.9805921
aou + phosphate	Pacific	(27.25,27.5]	0.9844556	0.9837835	0.9851278
aou + phosphate	Pacific	(27.5,27.75]	0.9837150	0.9825663	0.9848637
aou + phosphate	Pacific	(27.75,27.85]	0.9878159	0.9876258	0.9880061
aou + phosphate	Pacific	(27.85,27.95]	0.9871334	0.9868479	0.9874189
aou + phosphate	Pacific	(27.95,28.05]	0.9815886	0.9813921	0.9817852
aou + phosphate	Pacific	(28.05,28.1]	0.9785342	0.9722591	0.9848093
aou + phosphate	Pacific	(28.1, Inf]	0.9551989	0.9535530	0.9568447
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]	0.8522444	0.8362133	0.8682756
aou + silicate	Atlantic	(27,27.25]	0.6969976	0.6853342	0.7086609
aou + silicate	Atlantic	(27.25,27.5]	0.4086845	0.2543544	0.5630146
aou + silicate	Atlantic	(27.5,27.75]	0.5675408	0.5012871	0.6337946
aou + silicate	Atlantic	(27.75,27.85]	0.7924140	0.7669825	0.8178454
aou + silicate	Atlantic	(27.85,27.95]	0.8541818	0.8359427	0.8724209
aou + silicate	Atlantic	(27.95,28.05]	0.9306228	0.9125941	0.9486514
aou + silicate	Atlantic	(28.05,28.1]	0.9685013	0.9614079	0.9755947
aou + silicate	Atlantic	(28.1,28.15]	0.9758516	0.9729666	0.9787367
aou + silicate	Atlantic	(28.15,28.2]	0.9896700	0.9871915	0.9921486
aou + silicate	Atlantic	(28.2, Inf]	0.8398356	0.7818865	0.8977848
aou + silicate	Indian	(-Inf,26]	0.9158859	0.8789878	0.9527840
aou + silicate	Indian	(26,26.5]	0.9457603	0.9325001	0.9590204
aou + silicate	Indian	(26.5,26.75]	0.9648269	0.9571740	0.9724797
aou + silicate	Indian	(26.75,27]	0.9772115	0.9751762	0.9792469
aou + silicate	Indian	(27,27.25]	0.9265695	0.9119822	0.9411569
aou + silicate	Indian	(27.25,27.5]	0.8765613	0.8521771	0.9009456
aou + silicate	Indian	(27.5,27.75]	0.8604159	0.8324988	0.8883330
aou + silicate	Indian	(27.75,27.85]	0.8756793	0.8440624	0.9072963
aou + silicate	Indian	(27.85,27.95]	0.8490029	0.8071172	0.8908886
aou + silicate	Indian	(27.95,28.05]	0.8595408	0.8224111	0.8966706
aou + silicate	Indian	(28.05,28.1]	0.9499630	0.9408620	0.9590639
aou + silicate	Indian	(28.1, Inf]	0.4057641	0.3551516	0.4563765
aou + silicate	Pacific	(-Inf,26]	0.6495962	0.5886302	0.7105621
aou + silicate	Pacific	(26,26.5]	0.5811608	0.5709808	0.5913409
aou + silicate	Pacific	(26.5,26.75]	0.4147586	0.3830980	0.4464192
aou + silicate	Pacific	(26.75,27]	0.6954234	0.6860674	0.7047793
aou + silicate	Pacific	(27,27.25]	0.9050316	0.8937948	0.9162684
aou + silicate	Pacific	(27.25,27.5]	0.9296459	0.9244006	0.9348912
aou + silicate	Pacific	(27.5,27.75]	0.9425938	0.9353572	0.9498304
aou + silicate	Pacific	(27.75,27.85]	0.9712673	0.9703770	0.9721576
aou + silicate	Pacific	(27.85,27.95]	0.9665619	0.9656466	0.9674772
aou + silicate	Pacific	(27.95,28.05]	0.9528601	0.9448519	0.9608682
aou + silicate	Pacific	(28.05,28.1]	0.9593210	0.9498557	0.9687864
aou + silicate	Pacific	(28.1, Inf]	0.8307863	0.8023402	0.8592323
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]	0.9231098	0.9128483	0.9333712
nitrate + silicate	Atlantic	(27,27.25]	0.9225591	0.9167693	0.9283490
nitrate + silicate	Atlantic	(27.25,27.5]	0.8490376	0.7952059	0.9028694
nitrate + silicate	Atlantic	(27.5,27.75]	0.8744885	0.8466402	0.9023367
nitrate + silicate	Atlantic	(27.75,27.85]	0.9454469	0.9335419	0.9573519
nitrate + silicate	Atlantic	(27.85,27.95]	0.9689319	0.9664482	0.9714157
nitrate + silicate	Atlantic	(27.95,28.05]	0.9831604	0.9828103	0.9835105
nitrate + silicate	Atlantic	(28.05,28.1]	0.9903573	0.9892260	0.9914885
nitrate + silicate	Atlantic	(28.1,28.15]	0.9909827	0.9905065	0.9914588
nitrate + silicate	Atlantic	(28.15,28.2]	0.9942907	0.9932735	0.9953078
nitrate + silicate	Atlantic	(28.2, Inf]	0.9784213	0.9691329	0.9877098
nitrate + silicate	Indian	(-Inf,26]	0.9359371	0.9098125	0.9620616
nitrate + silicate	Indian	(26,26.5]	0.9539142	0.9467581	0.9610703
nitrate + silicate	Indian	(26.5,26.75]	0.9540075	0.9527735	0.9552415
nitrate + silicate	Indian	(26.75,27]	0.9412796	0.9281545	0.9544047
nitrate + silicate	Indian	(27,27.25]	0.9334579	0.9332065	0.9337093
nitrate + silicate	Indian	(27.25,27.5]	0.9274775	0.9143486	0.9406063
nitrate + silicate	Indian	(27.5,27.75]	0.8541915	0.8352661	0.8731169
nitrate + silicate	Indian	(27.75,27.85]	0.7988571	0.7611980	0.8365162
nitrate + silicate	Indian	(27.85,27.95]	0.8414120	0.8294691	0.8533549
nitrate + silicate	Indian	(27.95,28.05]	0.8910776	0.8818903	0.9002649
nitrate + silicate	Indian	(28.05,28.1]	0.9517385	0.9380591	0.9654179
nitrate + silicate	Indian	(28.1, Inf]	0.8249832	0.8197515	0.8302148
nitrate + silicate	Pacific	(-Inf,26]	0.8449986	0.8398518	0.8501453
nitrate + silicate	Pacific	(26,26.5]	0.8195561	0.8046889	0.8344232
nitrate + silicate	Pacific	(26.5,26.75]	0.7385160	0.6875165	0.7895154
nitrate + silicate	Pacific	(26.75,27]	0.8297230	0.8037216	0.8557244
nitrate + silicate	Pacific	(27,27.25]	0.9144531	0.9000371	0.9288692
nitrate + silicate	Pacific	(27.25,27.5]	0.9066498	0.8987506	0.9145490
nitrate + silicate	Pacific	(27.5,27.75]	0.9150361	0.9128878	0.9171845
nitrate + silicate	Pacific	(27.75,27.85]	0.9543407	0.9538801	0.9548013
nitrate + silicate	Pacific	(27.85,27.95]	0.9640309	0.9593319	0.9687299
nitrate + silicate	Pacific	(27.95,28.05]	0.9476066	0.9244365	0.9707768
nitrate + silicate	Pacific	(28.05,28.1]	0.9521710	0.9320626	0.9722794
nitrate + silicate	Pacific	(28.1, Inf]	0.9113776	0.9041312	0.9186241
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]	-0.7469460	-0.7760684	-0.7178237
oxygen + nitrate	Atlantic	(27,27.25]	-0.6339653	-0.6999458	-0.5679847
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4684606	-0.5219002	-0.4150210
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5810272	-0.6055844	-0.5564701
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7836842	-0.8011997	-0.7661687
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8369727	-0.8572269	-0.8167185
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8691416	-0.9144569	-0.8238264
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9235697	-0.9514391	-0.8957003
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9591359	-0.9686570	-0.9496147
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9848550	-0.9870330	-0.9826771
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7673173	-0.8456002	-0.6890344
oxygen + nitrate	Indian	(-Inf,26]	-0.9783332	-0.9843394	-0.9723269
oxygen + nitrate	Indian	(26,26.5]	-0.9815066	-0.9853325	-0.9776808
oxygen + nitrate	Indian	(26.5,26.75]	-0.9472887	-0.9546968	-0.9398806
oxygen + nitrate	Indian	(26.75,27]	-0.8916814	-0.9199538	-0.8634090
oxygen + nitrate	Indian	(27,27.25]	-0.8316248	-0.8582725	-0.8049772
oxygen + nitrate	Indian	(27.25,27.5]	-0.8790918	-0.8917891	-0.8663944
oxygen + nitrate	Indian	(27.5,27.75]	-0.9205239	-0.9477053	-0.8933425
oxygen + nitrate	Indian	(27.75,27.85]	-0.8691553	-0.9076816	-0.8306290
oxygen + nitrate	Indian	(27.85,27.95]	-0.8122810	-0.8586760	-0.7658859
oxygen + nitrate	Indian	(27.95,28.05]	-0.7206927	-0.8074410	-0.6339445
oxygen + nitrate	Indian	(28.05,28.1]	-0.8432056	-0.9264499	-0.7599613
oxygen + nitrate	Indian	(28.1, Inf]	-0.4579622	-0.5170928	-0.3988316
oxygen + nitrate	Pacific	(-Inf,26]	-0.5853773	-0.6303240	-0.5404305
oxygen + nitrate	Pacific	(26,26.5]	-0.7271861	-0.7360579	-0.7183144
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7030372	-0.7412646	-0.6648099
oxygen + nitrate	Pacific	(26.75,27]	-0.8375010	-0.8592330	-0.8157689
oxygen + nitrate	Pacific	(27,27.25]	-0.9505555	-0.9531742	-0.9479369
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9698914	-0.9734668	-0.9663161
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9766543	-0.9813662	-0.9719425
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9859963	-0.9889097	-0.9830828
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9832965	-0.9847496	-0.9818435
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9718942	-0.9721829	-0.9716055
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9749099	-0.9836682	-0.9661515
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9325945	-0.9445329	-0.9206561
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]	-0.6344328	-0.6614850	-0.6073806
oxygen + phosphate	Atlantic	(27,27.25]	-0.5309849	-0.5915796	-0.4703902
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3685886	-0.4481889	-0.2889882
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5337392	-0.5597253	-0.5077531
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7555047	-0.7767588	-0.7342506
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8284051	-0.8498913	-0.8069190
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8647549	-0.9109379	-0.8185718
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9179356	-0.9463679	-0.8895034
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9517391	-0.9643017	-0.9391766
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9834132	-0.9856134	-0.9812129
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7631599	-0.8444110	-0.6819087
oxygen + phosphate	Indian	(-Inf,26]	-0.9840367	-0.9860042	-0.9820693
oxygen + phosphate	Indian	(26,26.5]	-0.9852025	-0.9898622	-0.9805427
oxygen + phosphate	Indian	(26.5,26.75]	-0.9547178	-0.9612208	-0.9482148
oxygen + phosphate	Indian	(26.75,27]	-0.9087922	-0.9379079	-0.8796764
oxygen + phosphate	Indian	(27,27.25]	-0.8780135	-0.9219849	-0.8340421
oxygen + phosphate	Indian	(27.25,27.5]	-0.9177296	-0.9360218	-0.8994374
oxygen + phosphate	Indian	(27.5,27.75]	-0.9467045	-0.9548732	-0.9385358
oxygen + phosphate	Indian	(27.75,27.85]	-0.9032164	-0.9229197	-0.8835132
oxygen + phosphate	Indian	(27.85,27.95]	-0.8246677	-0.8666724	-0.7826630
oxygen + phosphate	Indian	(27.95,28.05]	-0.7426952	-0.8170408	-0.6683496
oxygen + phosphate	Indian	(28.05,28.1]	-0.8549325	-0.9307978	-0.7790673
oxygen + phosphate	Indian	(28.1, Inf]	-0.4488990	-0.4901890	-0.4076091
oxygen + phosphate	Pacific	(-Inf,26]	-0.6633927	-0.6766855	-0.6500998
oxygen + phosphate	Pacific	(26,26.5]	-0.7656506	-0.7912850	-0.7400162
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7093402	-0.7296650	-0.6890154
oxygen + phosphate	Pacific	(26.75,27]	-0.8440183	-0.8696985	-0.8183380
oxygen + phosphate	Pacific	(27,27.25]	-0.9578668	-0.9583441	-0.9573894
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9741224	-0.9757031	-0.9725417
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9778019	-0.9824391	-0.9731648
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9839582	-0.9864367	-0.9814796
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9811115	-0.9833766	-0.9788464
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9741163	-0.9779222	-0.9703104
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9733030	-0.9791893	-0.9674167
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9292637	-0.9358300	-0.9226974
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]	-0.7103173	-0.7549142	-0.6657204
oxygen + silicate	Atlantic	(27,27.25]	-0.5074980	-0.5518826	-0.4631134
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1303911	-0.2639404	0.0031582
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2465973	-0.3238393	-0.1693553
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6122112	-0.6397346	-0.5846877
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7277207	-0.7625928	-0.6928487
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8341119	-0.8850819	-0.7831419
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9195703	-0.9438677	-0.8952729
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9476300	-0.9561037	-0.9391562
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9842332	-0.9879178	-0.9805485
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7533015	-0.8369348	-0.6696683
oxygen + silicate	Indian	(-Inf,26]	-0.8798823	-0.9327388	-0.8270257
oxygen + silicate	Indian	(26,26.5]	-0.9326520	-0.9483720	-0.9169321
oxygen + silicate	Indian	(26.5,26.75]	-0.9543368	-0.9630489	-0.9456246
oxygen + silicate	Indian	(26.75,27]	-0.9631292	-0.9633924	-0.9628661
oxygen + silicate	Indian	(27,27.25]	-0.8944313	-0.9061019	-0.8827606
oxygen + silicate	Indian	(27.25,27.5]	-0.8403772	-0.8644301	-0.8163244
oxygen + silicate	Indian	(27.5,27.75]	-0.8268148	-0.8542738	-0.7993558
oxygen + silicate	Indian	(27.75,27.85]	-0.8487780	-0.8899931	-0.8075628
oxygen + silicate	Indian	(27.85,27.95]	-0.8039189	-0.8577875	-0.7500502
oxygen + silicate	Indian	(27.95,28.05]	-0.7921107	-0.8484885	-0.7357329
oxygen + silicate	Indian	(28.05,28.1]	-0.9120463	-0.9397272	-0.8843655
oxygen + silicate	Indian	(28.1, Inf]	-0.2696786	-0.3096510	-0.2297062
oxygen + silicate	Pacific	(-Inf,26]	-0.2990868	-0.3970410	-0.2011327
oxygen + silicate	Pacific	(26,26.5]	-0.3923844	-0.3971807	-0.3875880
oxygen + silicate	Pacific	(26.5,26.75]	-0.2235541	-0.2414850	-0.2056231
oxygen + silicate	Pacific	(26.75,27]	-0.5531509	-0.5542803	-0.5520215
oxygen + silicate	Pacific	(27,27.25]	-0.8630367	-0.8775837	-0.8484896
oxygen + silicate	Pacific	(27.25,27.5]	-0.8994016	-0.9077125	-0.8910908
oxygen + silicate	Pacific	(27.5,27.75]	-0.9179908	-0.9313458	-0.9046359
oxygen + silicate	Pacific	(27.75,27.85]	-0.9590888	-0.9637522	-0.9544253
oxygen + silicate	Pacific	(27.85,27.95]	-0.9539226	-0.9553799	-0.9524654
oxygen + silicate	Pacific	(27.95,28.05]	-0.9382003	-0.9445773	-0.9318234
oxygen + silicate	Pacific	(28.05,28.1]	-0.9499341	-0.9600298	-0.9398385
oxygen + silicate	Pacific	(28.1, Inf]	-0.7809626	-0.8165100	-0.7454152
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]	0.9819248	0.9808311	0.9830186
phosphate + nitrate	Atlantic	(27,27.25]	0.9877514	0.9863623	0.9891404
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9907574	0.9872835	0.9942314
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9959840	0.9955366	0.9964315
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9968150	0.9963162	0.9973137
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9962502	0.9953518	0.9971485
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9960016	0.9946095	0.9973938
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9949780	0.9933330	0.9966230
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9953758	0.9942475	0.9965041
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9983064	0.9982108	0.9984021
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9966999	0.9965463	0.9968536
phosphate + nitrate	Indian	(-Inf,26]	0.9941953	0.9906406	0.9977500
phosphate + nitrate	Indian	(26,26.5]	0.9964882	0.9963639	0.9966125
phosphate + nitrate	Indian	(26.5,26.75]	0.9964630	0.9956175	0.9973086
phosphate + nitrate	Indian	(26.75,27]	0.9918748	0.9878348	0.9959148
phosphate + nitrate	Indian	(27,27.25]	0.9730637	0.9539354	0.9921920
phosphate + nitrate	Indian	(27.25,27.5]	0.9711777	0.9584924	0.9838631
phosphate + nitrate	Indian	(27.5,27.75]	0.9637156	0.9541187	0.9733126
phosphate + nitrate	Indian	(27.75,27.85]	0.9493017	0.9245447	0.9740588
phosphate + nitrate	Indian	(27.85,27.95]	0.9655582	0.9565068	0.9746096
phosphate + nitrate	Indian	(27.95,28.05]	0.9819902	0.9765657	0.9874147
phosphate + nitrate	Indian	(28.05,28.1]	0.9868811	0.9830654	0.9906969
phosphate + nitrate	Indian	(28.1, Inf]	0.9490169	0.9372876	0.9607462
phosphate + nitrate	Pacific	(-Inf,26]	0.9580775	0.9503784	0.9657765
phosphate + nitrate	Pacific	(26,26.5]	0.9744751	0.9622721	0.9866781
phosphate + nitrate	Pacific	(26.5,26.75]	0.9669613	0.9621802	0.9717424
phosphate + nitrate	Pacific	(26.75,27]	0.9829147	0.9823340	0.9834955
phosphate + nitrate	Pacific	(27,27.25]	0.9907208	0.9898848	0.9915568
phosphate + nitrate	Pacific	(27.25,27.5]	0.9936832	0.9933964	0.9939701
phosphate + nitrate	Pacific	(27.5,27.75]	0.9942423	0.9941663	0.9943183
phosphate + nitrate	Pacific	(27.75,27.85]	0.9932341	0.9922809	0.9941873
phosphate + nitrate	Pacific	(27.85,27.95]	0.9923122	0.9901606	0.9944639
phosphate + nitrate	Pacific	(27.95,28.05]	0.9835985	0.9741666	0.9930304
phosphate + nitrate	Pacific	(28.05,28.1]	0.9763184	0.9644580	0.9881788
phosphate + nitrate	Pacific	(28.1, Inf]	0.9778222	0.9736156	0.9820289
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]	0.9202411	0.9185716	0.9219106
phosphate + silicate	Atlantic	(27,27.25]	0.9380120	0.9374098	0.9386141
phosphate + silicate	Atlantic	(27.25,27.5]	0.8885498	0.8523128	0.9247868
phosphate + silicate	Atlantic	(27.5,27.75]	0.8939019	0.8722823	0.9155214
phosphate + silicate	Atlantic	(27.75,27.85]	0.9542236	0.9459830	0.9624642
phosphate + silicate	Atlantic	(27.85,27.95]	0.9727085	0.9716219	0.9737952
phosphate + silicate	Atlantic	(27.95,28.05]	0.9849010	0.9839361	0.9858659
phosphate + silicate	Atlantic	(28.05,28.1]	0.9916831	0.9905516	0.9928146
phosphate + silicate	Atlantic	(28.1,28.15]	0.9927770	0.9920483	0.9935058
phosphate + silicate	Atlantic	(28.15,28.2]	0.9941909	0.9927861	0.9955957
phosphate + silicate	Atlantic	(28.2, Inf]	0.9781538	0.9673124	0.9889952
phosphate + silicate	Indian	(-Inf,26]	0.9229795	0.8831489	0.9628101
phosphate + silicate	Indian	(26,26.5]	0.9552549	0.9454754	0.9650344
phosphate + silicate	Indian	(26.5,26.75]	0.9579445	0.9539252	0.9619638
phosphate + silicate	Indian	(26.75,27]	0.9511258	0.9419253	0.9603263
phosphate + silicate	Indian	(27,27.25]	0.9374774	0.9267584	0.9481964
phosphate + silicate	Indian	(27.25,27.5]	0.9102761	0.8741098	0.9464424
phosphate + silicate	Indian	(27.5,27.75]	0.8595329	0.8130469	0.9060189
phosphate + silicate	Indian	(27.75,27.85]	0.8833519	0.8779530	0.8887509
phosphate + silicate	Indian	(27.85,27.95]	0.9023180	0.8998608	0.9047751
phosphate + silicate	Indian	(27.95,28.05]	0.9129682	0.9124251	0.9135112
phosphate + silicate	Indian	(28.05,28.1]	0.9543648	0.9477296	0.9610000
phosphate + silicate	Indian	(28.1, Inf]	0.8053065	0.7917357	0.8188772
phosphate + silicate	Pacific	(-Inf,26]	0.7472578	0.7264245	0.7680911
phosphate + silicate	Pacific	(26,26.5]	0.7741536	0.7657020	0.7826051
phosphate + silicate	Pacific	(26.5,26.75]	0.7019587	0.6510406	0.7528767
phosphate + silicate	Pacific	(26.75,27]	0.8294620	0.8010923	0.8578317
phosphate + silicate	Pacific	(27,27.25]	0.9206218	0.9054904	0.9357533
phosphate + silicate	Pacific	(27.25,27.5]	0.9137602	0.9059695	0.9215509
phosphate + silicate	Pacific	(27.5,27.75]	0.9133356	0.9097395	0.9169317
phosphate + silicate	Pacific	(27.75,27.85]	0.9563606	0.9558319	0.9568892
phosphate + silicate	Pacific	(27.85,27.95]	0.9686001	0.9660090	0.9711913
phosphate + silicate	Pacific	(27.95,28.05]	0.9601607	0.9503045	0.9700169
phosphate + silicate	Pacific	(28.05,28.1]	0.9574226	0.9430814	0.9717639
phosphate + silicate	Pacific	(28.1, Inf]	0.9009401	0.8896949	0.9121853
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]	-0.0335935	-0.0985519	0.0313650
temp + aou	Atlantic	(27,27.25]	0.0532132	-0.0102079	0.1166343
temp + aou	Atlantic	(27.25,27.5]	0.0658215	-0.1683455	0.2999885
temp + aou	Atlantic	(27.5,27.75]	-0.3081332	-0.3696641	-0.2466023
temp + aou	Atlantic	(27.75,27.85]	-0.3136935	-0.3573612	-0.2700258
temp + aou	Atlantic	(27.85,27.95]	-0.3620105	-0.3809886	-0.3430323
temp + aou	Atlantic	(27.95,28.05]	-0.5160541	-0.5399682	-0.4921400
temp + aou	Atlantic	(28.05,28.1]	-0.6511017	-0.6600783	-0.6421250
temp + aou	Atlantic	(28.1,28.15]	-0.6547950	-0.7087730	-0.6008170
temp + aou	Atlantic	(28.15,28.2]	-0.5876702	-0.7922644	-0.3830760
temp + aou	Atlantic	(28.2, Inf]	0.3321395	0.3180525	0.3462264
temp + aou	Indian	(-Inf,26]	-0.2817844	-0.3035018	-0.2600670
temp + aou	Indian	(26,26.5]	-0.5971195	-0.6309909	-0.5632481
temp + aou	Indian	(26.5,26.75]	-0.1170245	-0.2389216	0.0048727
temp + aou	Indian	(26.75,27]	0.3546678	0.1987127	0.5106230
temp + aou	Indian	(27,27.25]	0.7638197	0.7117749	0.8158645
temp + aou	Indian	(27.25,27.5]	0.8810537	0.8545816	0.9075258
temp + aou	Indian	(27.5,27.75]	0.9115453	0.8878319	0.9352587
temp + aou	Indian	(27.75,27.85]	0.9360046	0.9187817	0.9532276
temp + aou	Indian	(27.85,27.95]	0.8957461	0.8907564	0.9007357
temp + aou	Indian	(27.95,28.05]	0.7473046	0.7435188	0.7510905
temp + aou	Indian	(28.05,28.1]	0.4928760	0.4030286	0.5827235
temp + aou	Indian	(28.1, Inf]	0.7908419	0.7423784	0.8393053
temp + aou	Pacific	(-Inf,26]	-0.3062507	-0.3111921	-0.3013093
temp + aou	Pacific	(26,26.5]	-0.1964251	-0.2569708	-0.1358794
temp + aou	Pacific	(26.5,26.75]	0.1763945	0.0827028	0.2700861
temp + aou	Pacific	(26.75,27]	-0.1289960	-0.1669674	-0.0910246
temp + aou	Pacific	(27,27.25]	-0.2768469	-0.2815671	-0.2721268
temp + aou	Pacific	(27.25,27.5]	-0.0933256	-0.1123540	-0.0742972
temp + aou	Pacific	(27.5,27.75]	0.0776734	-0.0661384	0.2214852
temp + aou	Pacific	(27.75,27.85]	0.0970429	-0.1423216	0.3364074
temp + aou	Pacific	(27.85,27.95]	0.1142709	-0.0980158	0.3265576
temp + aou	Pacific	(27.95,28.05]	-0.0089163	-0.2359590	0.2181263
temp + aou	Pacific	(28.05,28.1]	0.0321511	-0.1717637	0.2360658
temp + aou	Pacific	(28.1, Inf]	0.8064125	0.7927732	0.8200519
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]	-0.4241005	-0.4804953	-0.3677057
temp + nitrate	Atlantic	(27,27.25]	-0.4886216	-0.5838195	-0.3934236
temp + nitrate	Atlantic	(27.25,27.5]	-0.5936153	-0.6942941	-0.4929364
temp + nitrate	Atlantic	(27.5,27.75]	-0.7197220	-0.7427976	-0.6966464
temp + nitrate	Atlantic	(27.75,27.85]	-0.6293247	-0.6564546	-0.6021948
temp + nitrate	Atlantic	(27.85,27.95]	-0.6405447	-0.6786591	-0.6024303
temp + nitrate	Atlantic	(27.95,28.05]	-0.7140003	-0.7387382	-0.6892624
temp + nitrate	Atlantic	(28.05,28.1]	-0.7778892	-0.8027609	-0.7530175
temp + nitrate	Atlantic	(28.1,28.15]	-0.7369367	-0.8061624	-0.6677111
temp + nitrate	Atlantic	(28.15,28.2]	-0.5944561	-0.8114177	-0.3774946
temp + nitrate	Atlantic	(28.2, Inf]	-0.0270576	-0.1289970	0.0748817
temp + nitrate	Indian	(-Inf,26]	-0.3371905	-0.3533808	-0.3210001
temp + nitrate	Indian	(26,26.5]	-0.6721862	-0.6977574	-0.6466150
temp + nitrate	Indian	(26.5,26.75]	-0.3388652	-0.4643827	-0.2133478
temp + nitrate	Indian	(26.75,27]	0.0086346	-0.2015292	0.2187984
temp + nitrate	Indian	(27,27.25]	0.3815102	0.2732945	0.4897259
temp + nitrate	Indian	(27.25,27.5]	0.6307214	0.5729282	0.6885146
temp + nitrate	Indian	(27.5,27.75]	0.7766987	0.7097061	0.8436913
temp + nitrate	Indian	(27.75,27.85]	0.7409741	0.6730862	0.8088621
temp + nitrate	Indian	(27.85,27.95]	0.5843435	0.5186119	0.6500751
temp + nitrate	Indian	(27.95,28.05]	0.2479985	0.1393465	0.3566505
temp + nitrate	Indian	(28.05,28.1]	0.1325929	-0.0874449	0.3526308
temp + nitrate	Indian	(28.1, Inf]	0.0409067	-0.0737821	0.1555955
temp + nitrate	Pacific	(-Inf,26]	-0.5485358	-0.5861513	-0.5109203
temp + nitrate	Pacific	(26,26.5]	-0.6111906	-0.6614347	-0.5609465
temp + nitrate	Pacific	(26.5,26.75]	-0.3382155	-0.4619732	-0.2144577
temp + nitrate	Pacific	(26.75,27]	-0.4505780	-0.5138839	-0.3872722
temp + nitrate	Pacific	(27,27.25]	-0.4332301	-0.4382363	-0.4282240
temp + nitrate	Pacific	(27.25,27.5]	-0.1722273	-0.1959646	-0.1484899
temp + nitrate	Pacific	(27.5,27.75]	0.0358537	-0.0828453	0.1545527
temp + nitrate	Pacific	(27.75,27.85]	0.0766548	-0.1419809	0.2952906
temp + nitrate	Pacific	(27.85,27.95]	0.0709114	-0.1244395	0.2662623
temp + nitrate	Pacific	(27.95,28.05]	-0.0700527	-0.2593465	0.1192410
temp + nitrate	Pacific	(28.05,28.1]	-0.0038358	-0.2078358	0.2001642
temp + nitrate	Pacific	(28.1, Inf]	0.6568528	0.6486437	0.6650620
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]	-0.2385198	-0.2648881	-0.2121515
temp + oxygen	Atlantic	(27,27.25]	-0.3190012	-0.3449145	-0.2930879
temp + oxygen	Atlantic	(27.25,27.5]	-0.3784459	-0.5608449	-0.1960470
temp + oxygen	Atlantic	(27.5,27.75]	-0.0857493	-0.1462644	-0.0252342
temp + oxygen	Atlantic	(27.75,27.85]	0.0350481	-0.0262101	0.0963064
temp + oxygen	Atlantic	(27.85,27.95]	0.1457855	0.1384567	0.1531143
temp + oxygen	Atlantic	(27.95,28.05]	0.3177163	0.2515905	0.3838422
temp + oxygen	Atlantic	(28.05,28.1]	0.5209577	0.4829805	0.5589350
temp + oxygen	Atlantic	(28.1,28.15]	0.5630926	0.5138324	0.6123528
temp + oxygen	Atlantic	(28.15,28.2]	0.5150600	0.2860394	0.7440807
temp + oxygen	Atlantic	(28.2, Inf]	-0.4928237	-0.5153082	-0.4703392
temp + oxygen	Indian	(-Inf,26]	0.1671553	0.1273189	0.2069917
temp + oxygen	Indian	(26,26.5]	0.5381162	0.4971038	0.5791285
temp + oxygen	Indian	(26.5,26.75]	0.0396423	-0.0769966	0.1562811
temp + oxygen	Indian	(26.75,27]	-0.4459274	-0.5779849	-0.3138700
temp + oxygen	Indian	(27,27.25]	-0.8239419	-0.8613606	-0.7865232
temp + oxygen	Indian	(27.25,27.5]	-0.9175195	-0.9366995	-0.8983394
temp + oxygen	Indian	(27.5,27.75]	-0.9406553	-0.9579809	-0.9233297
temp + oxygen	Indian	(27.75,27.85]	-0.9599341	-0.9706885	-0.9491796
temp + oxygen	Indian	(27.85,27.95]	-0.9356771	-0.9373227	-0.9340315
temp + oxygen	Indian	(27.95,28.05]	-0.8332340	-0.8390052	-0.8274628
temp + oxygen	Indian	(28.05,28.1]	-0.5995860	-0.6524573	-0.5467148
temp + oxygen	Indian	(28.1, Inf]	-0.8773796	-0.9064235	-0.8483356
temp + oxygen	Pacific	(-Inf,26]	-0.2474944	-0.2503943	-0.2445945
temp + oxygen	Pacific	(26,26.5]	-0.0588414	-0.1187865	0.0011037
temp + oxygen	Pacific	(26.5,26.75]	-0.3944414	-0.4708470	-0.3180358
temp + oxygen	Pacific	(26.75,27]	-0.0714272	-0.1004566	-0.0423977
temp + oxygen	Pacific	(27,27.25]	0.1741553	0.1647944	0.1835161
temp + oxygen	Pacific	(27.25,27.5]	0.0050965	-0.0075662	0.0177593
temp + oxygen	Pacific	(27.5,27.75]	-0.1599577	-0.3164552	-0.0034603
temp + oxygen	Pacific	(27.75,27.85]	-0.1647218	-0.4179815	0.0885378
temp + oxygen	Pacific	(27.85,27.95]	-0.1827446	-0.4056053	0.0401161
temp + oxygen	Pacific	(27.95,28.05]	-0.0522029	-0.2928743	0.1884684
temp + oxygen	Pacific	(28.05,28.1]	-0.0616022	-0.2683441	0.1451396
temp + oxygen	Pacific	(28.1, Inf]	-0.8522133	-0.8685020	-0.8359246
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]	-0.5587987	-0.6033285	-0.5142688
temp + phosphate	Atlantic	(27,27.25]	-0.5963268	-0.6744329	-0.5182206
temp + phosphate	Atlantic	(27.25,27.5]	-0.6803174	-0.7532904	-0.6073443
temp + phosphate	Atlantic	(27.5,27.75]	-0.7597158	-0.7785204	-0.7409112
temp + phosphate	Atlantic	(27.75,27.85]	-0.6633593	-0.6873856	-0.6393330
temp + phosphate	Atlantic	(27.85,27.95]	-0.6546173	-0.6930427	-0.6161920
temp + phosphate	Atlantic	(27.95,28.05]	-0.7227927	-0.7459167	-0.6996686
temp + phosphate	Atlantic	(28.05,28.1]	-0.7897997	-0.8127440	-0.7668553
temp + phosphate	Atlantic	(28.1,28.15]	-0.7571535	-0.8262840	-0.6880229
temp + phosphate	Atlantic	(28.15,28.2]	-0.6030736	-0.8167478	-0.3893993
temp + phosphate	Atlantic	(28.2, Inf]	-0.0340020	-0.1417701	0.0737662
temp + phosphate	Indian	(-Inf,26]	-0.3143006	-0.3512239	-0.2773773
temp + phosphate	Indian	(26,26.5]	-0.6631566	-0.6792217	-0.6470914
temp + phosphate	Indian	(26.5,26.75]	-0.3143372	-0.4460437	-0.1826306
temp + phosphate	Indian	(26.75,27]	0.0562317	-0.1650541	0.2775176
temp + phosphate	Indian	(27,27.25]	0.4772052	0.3258914	0.6285190
temp + phosphate	Indian	(27.25,27.5]	0.7106412	0.6329262	0.7883563
temp + phosphate	Indian	(27.5,27.75]	0.8306452	0.7884229	0.8728675
temp + phosphate	Indian	(27.75,27.85]	0.7799393	0.7334675	0.8264111
temp + phosphate	Indian	(27.85,27.95]	0.5965525	0.5353721	0.6577329
temp + phosphate	Indian	(27.95,28.05]	0.2810794	0.1861318	0.3760271
temp + phosphate	Indian	(28.05,28.1]	0.1619147	-0.0481234	0.3719529
temp + phosphate	Indian	(28.1, Inf]	0.0412236	-0.0527497	0.1351969
temp + phosphate	Pacific	(-Inf,26]	-0.4303429	-0.4360201	-0.4246657
temp + phosphate	Pacific	(26,26.5]	-0.5715795	-0.5890277	-0.5541314
temp + phosphate	Pacific	(26.5,26.75]	-0.3360649	-0.4389347	-0.2331951
temp + phosphate	Pacific	(26.75,27]	-0.4510979	-0.5179077	-0.3842881
temp + phosphate	Pacific	(27,27.25]	-0.4227695	-0.4350214	-0.4105177
temp + phosphate	Pacific	(27.25,27.5]	-0.1654840	-0.1828692	-0.1480989
temp + phosphate	Pacific	(27.5,27.75]	0.0536624	-0.0655527	0.1728775
temp + phosphate	Pacific	(27.75,27.85]	0.0847250	-0.1342386	0.3036887
temp + phosphate	Pacific	(27.85,27.95]	0.0734485	-0.1237714	0.2706684
temp + phosphate	Pacific	(27.95,28.05]	-0.0677686	-0.2609292	0.1253920
temp + phosphate	Pacific	(28.05,28.1]	0.0096571	-0.1843522	0.2036665
temp + phosphate	Pacific	(28.1, Inf]	0.6634264	0.6631232	0.6637295
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]	-0.4348952	-0.5111109	-0.3586796
temp + silicate	Atlantic	(27,27.25]	-0.5725895	-0.6375123	-0.5076667
temp + silicate	Atlantic	(27.25,27.5]	-0.7782920	-0.8129265	-0.7436575
temp + silicate	Atlantic	(27.5,27.75]	-0.8393412	-0.8500940	-0.8285883
temp + silicate	Atlantic	(27.75,27.85]	-0.7393325	-0.8106998	-0.6679652
temp + silicate	Atlantic	(27.85,27.95]	-0.7452284	-0.7896377	-0.7008190
temp + silicate	Atlantic	(27.95,28.05]	-0.7663198	-0.7845594	-0.7480802
temp + silicate	Atlantic	(28.05,28.1]	-0.7959813	-0.8097100	-0.7822526
temp + silicate	Atlantic	(28.1,28.15]	-0.7636037	-0.8208931	-0.7063142
temp + silicate	Atlantic	(28.15,28.2]	-0.5768161	-0.7931332	-0.3604989
temp + silicate	Atlantic	(28.2, Inf]	-0.0110511	-0.1074915	0.0853894
temp + silicate	Indian	(-Inf,26]	-0.4716468	-0.5193104	-0.4239832
temp + silicate	Indian	(26,26.5]	-0.6763769	-0.7386978	-0.6140560
temp + silicate	Indian	(26.5,26.75]	-0.2107138	-0.2994658	-0.1219617
temp + silicate	Indian	(26.75,27]	0.2599365	0.1169839	0.4028891
temp + silicate	Indian	(27,27.25]	0.5233264	0.4879844	0.5586684
temp + silicate	Indian	(27.25,27.5]	0.5832670	0.5817432	0.5847909
temp + silicate	Indian	(27.5,27.75]	0.6213016	0.6212728	0.6213304
temp + silicate	Indian	(27.75,27.85]	0.7159534	0.6332131	0.7986938
temp + silicate	Indian	(27.85,27.95]	0.5937572	0.5071327	0.6803817
temp + silicate	Indian	(27.95,28.05]	0.3873439	0.2991699	0.4755180
temp + silicate	Indian	(28.05,28.1]	0.3108249	0.1599519	0.4616978
temp + silicate	Indian	(28.1, Inf]	-0.0610283	-0.0686753	-0.0533812
temp + silicate	Pacific	(-Inf,26]	-0.6007387	-0.6635186	-0.5379589
temp + silicate	Pacific	(26,26.5]	-0.7604154	-0.8030907	-0.7177401
temp + silicate	Pacific	(26.5,26.75]	-0.7107642	-0.7650239	-0.6565046
temp + silicate	Pacific	(26.75,27]	-0.7248252	-0.7532781	-0.6963723
temp + silicate	Pacific	(27,27.25]	-0.5861873	-0.5921845	-0.5801901
temp + silicate	Pacific	(27.25,27.5]	-0.3863099	-0.4101219	-0.3624979
temp + silicate	Pacific	(27.5,27.75]	-0.1756051	-0.2964838	-0.0547264
temp + silicate	Pacific	(27.75,27.85]	-0.0321527	-0.2629573	0.1986520
temp + silicate	Pacific	(27.85,27.95]	-0.0182010	-0.2339562	0.1975543
temp + silicate	Pacific	(27.95,28.05]	-0.1658496	-0.4126051	0.0809059
temp + silicate	Pacific	(28.05,28.1]	-0.0137252	-0.2212267	0.1937763
temp + silicate	Pacific	(28.1, Inf]	0.4356219	0.4199463	0.4512975

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
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.3049040	-0.3758260	-0.2339821
aou	Atlantic	(26,26.5]	-0.0669418	-0.0740838	-0.0597998
aou	Atlantic	(26.5,26.75]	0.0433753	0.0255253	0.0612253
aou	Atlantic	(26.75,27]	-0.0138545	-0.0251471	-0.0025619
aou	Atlantic	(27,27.25]	-0.0849057	-0.1114807	-0.0583307
aou	Atlantic	(27.25,27.5]	-0.0181741	-0.1540161	0.1176678
aou	Atlantic	(27.5,27.75]	-0.1288770	-0.2348903	-0.0228636
aou	Atlantic	(27.75,27.85]	-0.0451686	-0.2803968	0.1900596
aou	Atlantic	(27.85,27.95]	-0.0628326	-0.1183963	-0.0072689
aou	Atlantic	(27.95,28.05]	0.0390067	-0.0396581	0.1176715
aou	Atlantic	(28.05,28.1]	-0.0538685	-0.1263248	0.0185878
aou	Atlantic	(28.1,28.15]	-0.0250139	-0.1705186	0.1204909
aou	Atlantic	(28.15,28.2]	-0.0724943	-0.1566565	0.0116680
aou	Atlantic	(28.2, Inf]	0.0451530	-0.1817754	0.2720814
aou	Indian	(-Inf,26]	-0.2637588	-0.4219330	-0.1055845
aou	Indian	(26,26.5]	-0.3855947	-0.4537198	-0.3174696
aou	Indian	(26.5,26.75]	-0.3749984	-0.5265110	-0.2234859
aou	Indian	(26.75,27]	-0.3326591	-0.5895092	-0.0758089
aou	Indian	(27,27.25]	-0.3237177	-0.5157659	-0.1316696
aou	Indian	(27.25,27.5]	-0.4774923	-0.6850041	-0.2699805
aou	Indian	(27.5,27.75]	-0.3874855	-0.5201112	-0.2548598
aou	Indian	(27.75,27.85]	-0.2948297	-0.3774720	-0.2121873
aou	Indian	(27.85,27.95]	-0.3788045	-0.4916400	-0.2659689
aou	Indian	(27.95,28.05]	-0.3984808	-0.4073922	-0.3895695
aou	Indian	(28.05,28.1]	-0.2026990	-0.2242546	-0.1811434
aou	Indian	(28.1, Inf]	-0.1116544	-0.1499448	-0.0733639
aou	Pacific	(-Inf,26]	-0.0184586	-0.0804851	0.0435680
aou	Pacific	(26,26.5]	-0.0230922	-0.1498873	0.1037030
aou	Pacific	(26.5,26.75]	-0.0143013	-0.1034966	0.0748940
aou	Pacific	(26.75,27]	-0.2390258	-0.2650613	-0.2129903
aou	Pacific	(27,27.25]	-0.3564018	-0.3921642	-0.3206395
aou	Pacific	(27.25,27.5]	-0.4257445	-0.4494174	-0.4020716
aou	Pacific	(27.5,27.75]	-0.3403081	-0.3720782	-0.3085379
aou	Pacific	(27.75,27.85]	-0.2696315	-0.3556296	-0.1836334
aou	Pacific	(27.85,27.95]	-0.2548093	-0.3523439	-0.1572748
aou	Pacific	(27.95,28.05]	-0.2406765	-0.3421037	-0.1392493
aou	Pacific	(28.05,28.1]	-0.2610549	-0.3850467	-0.1370630
aou	Pacific	(28.1, Inf]	-0.2114174	-0.2920527	-0.1307821
nitrate	Atlantic	(-Inf,26]	-0.1467062	-0.2341420	-0.0592704
nitrate	Atlantic	(26,26.5]	0.0093632	0.0023402	0.0163862
nitrate	Atlantic	(26.5,26.75]	0.1499136	0.1420308	0.1577963
nitrate	Atlantic	(26.75,27]	0.1278673	0.0512225	0.2045122
nitrate	Atlantic	(27,27.25]	0.1215739	0.0115466	0.2316013
nitrate	Atlantic	(27.25,27.5]	0.0779006	0.0404048	0.1153964
nitrate	Atlantic	(27.5,27.75]	-0.0405722	-0.0535382	-0.0276061
nitrate	Atlantic	(27.75,27.85]	0.0021337	-0.1201856	0.1244531
nitrate	Atlantic	(27.85,27.95]	-0.0230249	-0.1363836	0.0903338
nitrate	Atlantic	(27.95,28.05]	-0.0014931	-0.1621899	0.1592037
nitrate	Atlantic	(28.05,28.1]	-0.0817842	-0.2332207	0.0696522
nitrate	Atlantic	(28.1,28.15]	-0.0518383	-0.2368129	0.1331363
nitrate	Atlantic	(28.15,28.2]	-0.0675587	-0.1475945	0.0124772
nitrate	Atlantic	(28.2, Inf]	-0.0045660	-0.2910159	0.2818839
nitrate	Indian	(-Inf,26]	-0.2551171	-0.4314228	-0.0788115
nitrate	Indian	(26,26.5]	-0.3528192	-0.4431847	-0.2624538
nitrate	Indian	(26.5,26.75]	-0.3468211	-0.5408315	-0.1528107
nitrate	Indian	(26.75,27]	-0.3492399	-0.6129469	-0.0855330
nitrate	Indian	(27,27.25]	-0.3668298	-0.5783238	-0.1553358
nitrate	Indian	(27.25,27.5]	-0.5193984	-0.7099782	-0.3288187
nitrate	Indian	(27.5,27.75]	-0.3875956	-0.4683356	-0.3068557
nitrate	Indian	(27.75,27.85]	-0.2474619	-0.2983194	-0.1966044
nitrate	Indian	(27.85,27.95]	-0.2175937	-0.2386224	-0.1965649
nitrate	Indian	(27.95,28.05]	-0.1331350	-0.1896735	-0.0765964
nitrate	Indian	(28.05,28.1]	-0.0433420	-0.0708031	-0.0158809
nitrate	Indian	(28.1, Inf]	-0.0308965	-0.0532824	-0.0085107
nitrate	Pacific	(-Inf,26]	-0.0989288	-0.0994472	-0.0984105
nitrate	Pacific	(26,26.5]	-0.1258400	-0.2308644	-0.0208156
nitrate	Pacific	(26.5,26.75]	-0.1280124	-0.2214996	-0.0345252
nitrate	Pacific	(26.75,27]	-0.2594461	-0.2944057	-0.2244865
nitrate	Pacific	(27,27.25]	-0.3342379	-0.3798470	-0.2886289
nitrate	Pacific	(27.25,27.5]	-0.3903070	-0.4185130	-0.3621010
nitrate	Pacific	(27.5,27.75]	-0.3062047	-0.3306915	-0.2817179
nitrate	Pacific	(27.75,27.85]	-0.2319956	-0.3166794	-0.1473117
nitrate	Pacific	(27.85,27.95]	-0.2379270	-0.3333890	-0.1424650
nitrate	Pacific	(27.95,28.05]	-0.2372085	-0.3604489	-0.1139680
nitrate	Pacific	(28.05,28.1]	-0.2542919	-0.3780429	-0.1305408
nitrate	Pacific	(28.1, Inf]	-0.1706963	-0.2441599	-0.0972327
oxygen	Atlantic	(-Inf,26]	0.4630300	0.3930074	0.5330527
oxygen	Atlantic	(26,26.5]	0.1727881	0.1345532	0.2110230
oxygen	Atlantic	(26.5,26.75]	0.0408988	0.0051115	0.0766861
oxygen	Atlantic	(26.75,27]	0.0800308	0.0181667	0.1418950
oxygen	Atlantic	(27,27.25]	0.1606143	0.0646375	0.2565912
oxygen	Atlantic	(27.25,27.5]	0.0719906	-0.1266602	0.2706414
oxygen	Atlantic	(27.5,27.75]	0.1673309	0.0077710	0.3268909
oxygen	Atlantic	(27.75,27.85]	0.0643779	-0.2243322	0.3530881
oxygen	Atlantic	(27.85,27.95]	0.0754112	0.0598063	0.0910161
oxygen	Atlantic	(27.95,28.05]	-0.0617140	-0.0746009	-0.0488270
oxygen	Atlantic	(28.05,28.1]	0.0307584	0.0264511	0.0350656
oxygen	Atlantic	(28.1,28.15]	0.0087927	-0.0902371	0.1078225
oxygen	Atlantic	(28.15,28.2]	0.0592655	-0.0164691	0.1350002
oxygen	Atlantic	(28.2, Inf]	-0.0693938	-0.2662855	0.1274979
oxygen	Indian	(-Inf,26]	0.2613436	0.1223195	0.4003676
oxygen	Indian	(26,26.5]	0.3880967	0.3339358	0.4422576
oxygen	Indian	(26.5,26.75]	0.3690149	0.2296532	0.5083766
oxygen	Indian	(26.75,27]	0.3175497	0.0632718	0.5718275
oxygen	Indian	(27,27.25]	0.3058774	0.1199588	0.4917959
oxygen	Indian	(27.25,27.5]	0.4568226	0.2496977	0.6639475
oxygen	Indian	(27.5,27.75]	0.3741484	0.2419275	0.5063693
oxygen	Indian	(27.75,27.85]	0.3009674	0.2072904	0.3946444
oxygen	Indian	(27.85,27.95]	0.4003798	0.2740532	0.5267064
oxygen	Indian	(27.95,28.05]	0.4420468	0.4270194	0.4570742
oxygen	Indian	(28.05,28.1]	0.2534577	0.2217574	0.2851580
oxygen	Indian	(28.1, Inf]	0.1177229	0.0715735	0.1638723
oxygen	Pacific	(-Inf,26]	-0.0530237	-0.2189927	0.1129453
oxygen	Pacific	(26,26.5]	-0.0401023	-0.1669509	0.0867462
oxygen	Pacific	(26.5,26.75]	-0.0405992	-0.1268317	0.0456332
oxygen	Pacific	(26.75,27]	0.2061977	0.1794746	0.2329209
oxygen	Pacific	(27,27.25]	0.3597162	0.3261822	0.3932503
oxygen	Pacific	(27.25,27.5]	0.4439421	0.4212163	0.4666679
oxygen	Pacific	(27.5,27.75]	0.3542953	0.3192758	0.3893148
oxygen	Pacific	(27.75,27.85]	0.2776375	0.1851724	0.3701025
oxygen	Pacific	(27.85,27.95]	0.2617875	0.1564747	0.3671002
oxygen	Pacific	(27.95,28.05]	0.2470837	0.1495512	0.3446162
oxygen	Pacific	(28.05,28.1]	0.2591560	0.1361758	0.3821362
oxygen	Pacific	(28.1, Inf]	0.2148412	0.1322793	0.2974032
phosphate	Atlantic	(-Inf,26]	0.1727696	0.1465081	0.1990311
phosphate	Atlantic	(26,26.5]	0.1173526	0.0828226	0.1518827
phosphate	Atlantic	(26.5,26.75]	0.2108245	0.1793941	0.2422550
phosphate	Atlantic	(26.75,27]	0.1606477	0.0580515	0.2632439
phosphate	Atlantic	(27,27.25]	0.1457628	0.0114775	0.2800482
phosphate	Atlantic	(27.25,27.5]	0.0801581	0.0212516	0.1390645
phosphate	Atlantic	(27.5,27.75]	-0.0382307	-0.0420935	-0.0343678
phosphate	Atlantic	(27.75,27.85]	-0.0009373	-0.1017983	0.0999237
phosphate	Atlantic	(27.85,27.95]	-0.0279081	-0.1550372	0.0992209
phosphate	Atlantic	(27.95,28.05]	-0.0094547	-0.1819208	0.1630115
phosphate	Atlantic	(28.05,28.1]	-0.0887539	-0.2505090	0.0730012
phosphate	Atlantic	(28.1,28.15]	-0.0591780	-0.2576976	0.1393415
phosphate	Atlantic	(28.15,28.2]	-0.0758143	-0.1593972	0.0077686
phosphate	Atlantic	(28.2, Inf]	-0.0266879	-0.3169495	0.2635738
phosphate	Indian	(-Inf,26]	-0.2379280	-0.3899704	-0.0858855
phosphate	Indian	(26,26.5]	-0.3585948	-0.4448303	-0.2723593
phosphate	Indian	(26.5,26.75]	-0.3522814	-0.5287153	-0.1758475
phosphate	Indian	(26.75,27]	-0.3368461	-0.5848961	-0.0887960
phosphate	Indian	(27,27.25]	-0.3177865	-0.4938012	-0.1417717
phosphate	Indian	(27.25,27.5]	-0.4741668	-0.6513630	-0.2969706
phosphate	Indian	(27.5,27.75]	-0.3697473	-0.4503054	-0.2891893
phosphate	Indian	(27.75,27.85]	-0.2329090	-0.2887108	-0.1771071
phosphate	Indian	(27.85,27.95]	-0.2161356	-0.2464285	-0.1858427
phosphate	Indian	(27.95,28.05]	-0.1408635	-0.1951842	-0.0865428
phosphate	Indian	(28.05,28.1]	-0.0407149	-0.0724788	-0.0089510
phosphate	Indian	(28.1, Inf]	0.0119695	-0.0034101	0.0273490
phosphate	Pacific	(-Inf,26]	-0.0107711	-0.0719065	0.0503643
phosphate	Pacific	(26,26.5]	-0.0896428	-0.2096894	0.0304039
phosphate	Pacific	(26.5,26.75]	-0.1092319	-0.2046373	-0.0138266
phosphate	Pacific	(26.75,27]	-0.2524621	-0.2893216	-0.2156026
phosphate	Pacific	(27,27.25]	-0.3373957	-0.3828512	-0.2919402
phosphate	Pacific	(27.25,27.5]	-0.3992477	-0.4269869	-0.3715086
phosphate	Pacific	(27.5,27.75]	-0.3211184	-0.3501780	-0.2920588
phosphate	Pacific	(27.75,27.85]	-0.2565201	-0.3426824	-0.1703579
phosphate	Pacific	(27.85,27.95]	-0.2563410	-0.3572006	-0.1554814
phosphate	Pacific	(27.95,28.05]	-0.2402142	-0.3648196	-0.1156089
phosphate	Pacific	(28.05,28.1]	-0.2620085	-0.3888093	-0.1352077
phosphate	Pacific	(28.1, Inf]	-0.1804268	-0.2662226	-0.0946310
silicate	Atlantic	(-Inf,26]	0.4443365	0.2365062	0.6521668
silicate	Atlantic	(26,26.5]	0.1513747	0.0405342	0.2622152
silicate	Atlantic	(26.5,26.75]	0.1788235	0.1758385	0.1818084
silicate	Atlantic	(26.75,27]	0.1319156	0.1073114	0.1565198
silicate	Atlantic	(27,27.25]	0.1348448	0.0363179	0.2333716
silicate	Atlantic	(27.25,27.5]	0.1095518	0.0373652	0.1817385
silicate	Atlantic	(27.5,27.75]	0.0144821	-0.0401541	0.0691182
silicate	Atlantic	(27.75,27.85]	0.0071868	-0.0199966	0.0343703
silicate	Atlantic	(27.85,27.95]	-0.0038095	-0.1554811	0.1478620
silicate	Atlantic	(27.95,28.05]	0.0000266	-0.1739449	0.1739981
silicate	Atlantic	(28.05,28.1]	-0.0716589	-0.2206664	0.0773485
silicate	Atlantic	(28.1,28.15]	-0.0430351	-0.2165242	0.1304541
silicate	Atlantic	(28.15,28.2]	-0.0546819	-0.1000933	-0.0092705
silicate	Atlantic	(28.2, Inf]	0.0001384	-0.2513807	0.2516575
silicate	Indian	(-Inf,26]	-0.3388773	-0.5097841	-0.1679705
silicate	Indian	(26,26.5]	-0.4099191	-0.4943496	-0.3254885
silicate	Indian	(26.5,26.75]	-0.3823055	-0.5318352	-0.2327757
silicate	Indian	(26.75,27]	-0.3443293	-0.5857175	-0.1029410
silicate	Indian	(27,27.25]	-0.3616663	-0.5408449	-0.1824878
silicate	Indian	(27.25,27.5]	-0.5198932	-0.6967165	-0.3430700
silicate	Indian	(27.5,27.75]	-0.3808945	-0.5045560	-0.2572329
silicate	Indian	(27.75,27.85]	-0.1807696	-0.2081834	-0.1533558
silicate	Indian	(27.85,27.95]	-0.2404887	-0.2532083	-0.2277690
silicate	Indian	(27.95,28.05]	-0.2477280	-0.2783418	-0.2171141
silicate	Indian	(28.05,28.1]	-0.1360224	-0.1425276	-0.1295172
silicate	Indian	(28.1, Inf]	-0.1628448	-0.1637894	-0.1619001
silicate	Pacific	(-Inf,26]	-0.2254976	-0.2757715	-0.1752237
silicate	Pacific	(26,26.5]	-0.2721027	-0.3430330	-0.2011724
silicate	Pacific	(26.5,26.75]	-0.2614065	-0.3316636	-0.1911494
silicate	Pacific	(26.75,27]	-0.2916642	-0.3192675	-0.2640610
silicate	Pacific	(27,27.25]	-0.3052107	-0.3483020	-0.2621194
silicate	Pacific	(27.25,27.5]	-0.3353502	-0.3692547	-0.3014456
silicate	Pacific	(27.5,27.75]	-0.2965675	-0.3220602	-0.2710748
silicate	Pacific	(27.75,27.85]	-0.2751427	-0.3600919	-0.1901936
silicate	Pacific	(27.85,27.95]	-0.2747247	-0.3739388	-0.1755106
silicate	Pacific	(27.95,28.05]	-0.2472232	-0.3705065	-0.1239399
silicate	Pacific	(28.05,28.1]	-0.2627844	-0.3891529	-0.1364159
silicate	Pacific	(28.1, Inf]	-0.1802304	-0.2670855	-0.0933752
temp	Atlantic	(-Inf,26]	-0.5166037	-0.5556084	-0.4775990
temp	Atlantic	(26,26.5]	-0.3750560	-0.4829294	-0.2671826
temp	Atlantic	(26.5,26.75]	-0.3671347	-0.4359670	-0.2983025
temp	Atlantic	(26.75,27]	-0.2364166	-0.3905346	-0.0822986
temp	Atlantic	(27,27.25]	-0.2730244	-0.4930282	-0.0530206
temp	Atlantic	(27.25,27.5]	-0.1249876	-0.3213704	0.0713952
temp	Atlantic	(27.5,27.75]	-0.0675889	-0.1691333	0.0339555
temp	Atlantic	(27.75,27.85]	-0.0583067	-0.1906550	0.0740416
temp	Atlantic	(27.85,27.95]	-0.0528469	-0.2329277	0.1272339
temp	Atlantic	(27.95,28.05]	0.0217756	-0.2706045	0.3141556
temp	Atlantic	(28.05,28.1]	0.0702638	-0.3053166	0.4458442
temp	Atlantic	(28.1,28.15]	0.0653161	-0.3341328	0.4647650
temp	Atlantic	(28.15,28.2]	0.1385448	-0.0348518	0.3119413
temp	Atlantic	(28.2, Inf]	0.1243472	0.0227374	0.2259570
temp	Indian	(-Inf,26]	0.0418435	-0.1347954	0.2184823
temp	Indian	(26,26.5]	0.1996859	-0.0078398	0.4072117
temp	Indian	(26.5,26.75]	0.1044229	-0.0249137	0.2337594
temp	Indian	(26.75,27]	-0.0215684	-0.1280755	0.0849386
temp	Indian	(27,27.25]	-0.1393498	-0.2545247	-0.0241749
temp	Indian	(27.25,27.5]	-0.3120388	-0.5034922	-0.1205854
temp	Indian	(27.5,27.75]	-0.2892687	-0.4218565	-0.1566809
temp	Indian	(27.75,27.85]	-0.3000166	-0.4243143	-0.1757190
temp	Indian	(27.85,27.95]	-0.4401536	-0.5997225	-0.2805847
temp	Indian	(27.95,28.05]	-0.5236426	-0.5401816	-0.5071035
temp	Indian	(28.05,28.1]	-0.4682231	-0.4809332	-0.4555130
temp	Indian	(28.1, Inf]	-0.1524594	-0.2220308	-0.0828879
temp	Pacific	(-Inf,26]	0.1091741	-0.0837578	0.3021060
temp	Pacific	(26,26.5]	0.2454997	0.2311542	0.2598453
temp	Pacific	(26.5,26.75]	0.2362281	0.2323068	0.2401494
temp	Pacific	(26.75,27]	0.1735043	0.1699261	0.1770825
temp	Pacific	(27,27.25]	0.0501456	0.0250419	0.0752493
temp	Pacific	(27.25,27.5]	-0.1831235	-0.2168311	-0.1494160
temp	Pacific	(27.5,27.75]	-0.2103881	-0.2294992	-0.1912770
temp	Pacific	(27.75,27.85]	-0.1713676	-0.2453920	-0.0973431
temp	Pacific	(27.85,27.95]	-0.1639281	-0.2692862	-0.0585701
temp	Pacific	(27.95,28.05]	-0.1333108	-0.1638430	-0.1027786
temp	Pacific	(28.05,28.1]	-0.0834649	-0.1236821	-0.0432478
temp	Pacific	(28.1, Inf]	-0.2350285	-0.3517378	-0.1183193

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