Last updated: 2021-10-28

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1 Version ID

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

2 Required data

Required are:

  • cleaned and prepared GLODAPv2.2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

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

were investigated based on:

  • property-property plots and
  • calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

Version Author Date
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
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[[2]]

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

[[3]]

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

[[4]]

Version Author Date
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

[[5]]

Version Author Date
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

[[6]]

Version Author Date
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Version Author Date
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
nitrate + silicate Atlantic (-Inf,26.5] 0.5525347 0.4813910 0.6236783
nitrate + silicate Atlantic (26.5,26.75] 0.5666757 0.5309256 0.6024257
nitrate + silicate Atlantic (26.75,27] 0.6562498 0.3769349 0.9355648
nitrate + silicate Atlantic (27,27.25] 0.7110201 0.4869575 0.9350827
nitrate + silicate Atlantic (27.25,27.5] 0.7713890 0.7284692 0.8143088
nitrate + silicate Atlantic (27.5,27.75] 0.8439228 0.8215693 0.8662764
nitrate + silicate Atlantic (27.75,27.85] 0.8793088 0.8727499 0.8858676
nitrate + silicate Atlantic (27.85,27.95] 0.9056562 0.8993567 0.9119557
nitrate + silicate Atlantic (27.95,28.05] 0.9127413 0.9105447 0.9149379
nitrate + silicate Atlantic (28.05,28.1] 0.9069153 0.9054690 0.9083615
nitrate + silicate Atlantic (28.1,28.15] 0.9459916 0.9319303 0.9600528
nitrate + silicate Atlantic (28.15,28.2] 0.9486585 0.9436242 0.9536927
nitrate + silicate Atlantic (28.2, Inf] 0.8593439 0.7906952 0.9279927
nitrate + silicate Indian (-Inf,26] 0.8952128 0.8260258 0.9643997
nitrate + silicate Indian (26,26.5] 0.9203973 0.8829575 0.9578371
nitrate + silicate Indian (26.5,26.75] 0.9270927 0.8922151 0.9619704
nitrate + silicate Indian (26.75,27] 0.9008697 0.8733147 0.9284246
nitrate + silicate Indian (27,27.25] 0.8987143 0.8973087 0.9001200
nitrate + silicate Indian (27.25,27.5] 0.8995271 0.8910345 0.9080197
nitrate + silicate Indian (27.5,27.75] 0.7186896 0.6999376 0.7374416
nitrate + silicate Indian (27.75,27.85] 0.7544422 0.7295088 0.7793757
nitrate + silicate Indian (27.85,27.95] 0.7457817 0.7194650 0.7720984
nitrate + silicate Indian (27.95,28.05] 0.7826234 0.7570483 0.8081985
nitrate + silicate Indian (28.05,28.1] 0.8428959 0.8102615 0.8755302
nitrate + silicate Indian (28.1, Inf] 0.6054598 0.4977682 0.7131514
nitrate + silicate Pacific (-Inf,26] 0.4017107 0.3875512 0.4158701
nitrate + silicate Pacific (26,26.5] 0.6377821 0.5573928 0.7181715
nitrate + silicate Pacific (26.5,26.75] 0.6033345 0.4716275 0.7350416
nitrate + silicate Pacific (26.75,27] 0.7355853 0.6467864 0.8243843
nitrate + silicate Pacific (27,27.25] 0.8765425 0.8425098 0.9105752
nitrate + silicate Pacific (27.25,27.5] 0.8186204 0.7646638 0.8725770
nitrate + silicate Pacific (27.5,27.75] 0.7912074 0.7261542 0.8562605
nitrate + silicate Pacific (27.75,27.85] 0.8379376 0.7979149 0.8779603
nitrate + silicate Pacific (27.85,27.95] 0.8504613 0.8092371 0.8916854
nitrate + silicate Pacific (27.95,28.05] 0.7907018 0.7544380 0.8269655
nitrate + silicate Pacific (28.05,28.1] 0.7248451 0.6328963 0.8167939
nitrate + silicate Pacific (28.1, Inf] 0.6827971 0.6026096 0.7629846
phosphate + nitrate Atlantic (-Inf,26.5] 0.5488196 0.3856042 0.7120349
phosphate + nitrate Atlantic (26.5,26.75] 0.6552567 0.5226027 0.7879107
phosphate + nitrate Atlantic (26.75,27] 0.6698399 0.5761703 0.7635095
phosphate + nitrate Atlantic (27,27.25] 0.7482130 0.6211081 0.8753178
phosphate + nitrate Atlantic (27.25,27.5] 0.8023076 0.7273547 0.8772606
phosphate + nitrate Atlantic (27.5,27.75] 0.7678986 0.6793359 0.8564613
phosphate + nitrate Atlantic (27.75,27.85] 0.7137629 0.6660602 0.7614657
phosphate + nitrate Atlantic (27.85,27.95] 0.6376402 0.6258071 0.6494733
phosphate + nitrate Atlantic (27.95,28.05] 0.6269255 0.6052769 0.6485741
phosphate + nitrate Atlantic (28.05,28.1] 0.5687812 0.5151727 0.6223897
phosphate + nitrate Atlantic (28.1,28.15] 0.6076282 0.5647503 0.6505061
phosphate + nitrate Atlantic (28.15,28.2] 0.8235086 0.7900595 0.8569576
phosphate + nitrate Atlantic (28.2, Inf] 0.7232243 0.7010316 0.7454171
phosphate + nitrate Indian (-Inf,26] 0.9855356 0.9736080 0.9974633
phosphate + nitrate Indian (26,26.5] 0.9586577 0.9538279 0.9634874
phosphate + nitrate Indian (26.5,26.75] 0.9206556 0.9161492 0.9251620
phosphate + nitrate Indian (26.75,27] 0.9630563 0.9550444 0.9710681
phosphate + nitrate Indian (27,27.25] 0.9191997 0.8830530 0.9553464
phosphate + nitrate Indian (27.25,27.5] 0.8481105 0.7957893 0.9004318
phosphate + nitrate Indian (27.5,27.75] 0.6936683 0.6493874 0.7379492
phosphate + nitrate Indian (27.75,27.85] 0.7179937 0.7052493 0.7307381
phosphate + nitrate Indian (27.85,27.95] 0.6918208 0.6610246 0.7226170
phosphate + nitrate Indian (27.95,28.05] 0.6932419 0.6356285 0.7508553
phosphate + nitrate Indian (28.05,28.1] 0.7125864 0.6951297 0.7300431
phosphate + nitrate Indian (28.1, Inf] 0.4043610 0.3649947 0.4437273
phosphate + nitrate Pacific (-Inf,26] 0.8846839 0.8259228 0.9434449
phosphate + nitrate Pacific (26,26.5] 0.7856287 0.6422424 0.9290151
phosphate + nitrate Pacific (26.5,26.75] 0.7459830 0.5651911 0.9267749
phosphate + nitrate Pacific (26.75,27] 0.8060635 0.6650315 0.9470956
phosphate + nitrate Pacific (27,27.25] 0.9184214 0.8595821 0.9772607
phosphate + nitrate Pacific (27.25,27.5] 0.8489801 0.7451053 0.9528550
phosphate + nitrate Pacific (27.5,27.75] 0.7030970 0.5190902 0.8871037
phosphate + nitrate Pacific (27.75,27.85] 0.7495943 0.6432385 0.8559501
phosphate + nitrate Pacific (27.85,27.95] 0.7839046 0.7211354 0.8466738
phosphate + nitrate Pacific (27.95,28.05] 0.7219215 0.6340182 0.8098249
phosphate + nitrate Pacific (28.05,28.1] 0.6071891 0.5392914 0.6750867
phosphate + nitrate Pacific (28.1, Inf] 0.6064541 0.4658322 0.7470761
phosphate + silicate Atlantic (-Inf,26.5] 0.3959733 0.2750018 0.5169448
phosphate + silicate Atlantic (26.5,26.75] 0.4222806 0.3428550 0.5017063
phosphate + silicate Atlantic (26.75,27] 0.5063970 0.2568470 0.7559469
phosphate + silicate Atlantic (27,27.25] 0.5858951 0.3283902 0.8434001
phosphate + silicate Atlantic (27.25,27.5] 0.6730165 0.5771106 0.7689225
phosphate + silicate Atlantic (27.5,27.75] 0.7233667 0.6395377 0.8071958
phosphate + silicate Atlantic (27.75,27.85] 0.7065507 0.6549174 0.7581840
phosphate + silicate Atlantic (27.85,27.95] 0.6293138 0.6175648 0.6410629
phosphate + silicate Atlantic (27.95,28.05] 0.6179530 0.5863583 0.6495477
phosphate + silicate Atlantic (28.05,28.1] 0.5678880 0.5059907 0.6297853
phosphate + silicate Atlantic (28.1,28.15] 0.6126813 0.5650879 0.6602748
phosphate + silicate Atlantic (28.15,28.2] 0.8421915 0.8168889 0.8674941
phosphate + silicate Atlantic (28.2, Inf] 0.7776392 0.7317053 0.8235731
phosphate + silicate Indian (-Inf,26] 0.8695332 0.7740191 0.9650474
phosphate + silicate Indian (26,26.5] 0.8787764 0.8291851 0.9283677
phosphate + silicate Indian (26.5,26.75] 0.8611639 0.8216171 0.9007107
phosphate + silicate Indian (26.75,27] 0.8957233 0.8708295 0.9206171
phosphate + silicate Indian (27,27.25] 0.8925277 0.8669146 0.9181407
phosphate + silicate Indian (27.25,27.5] 0.8415335 0.7958213 0.8872458
phosphate + silicate Indian (27.5,27.75] 0.7323206 0.6691897 0.7954515
phosphate + silicate Indian (27.75,27.85] 0.7180521 0.7003752 0.7357290
phosphate + silicate Indian (27.85,27.95] 0.6692664 0.6579698 0.6805630
phosphate + silicate Indian (27.95,28.05] 0.7232553 0.7021733 0.7443373
phosphate + silicate Indian (28.05,28.1] 0.7609152 0.7102369 0.8115936
phosphate + silicate Indian (28.1, Inf] 0.3234799 0.3037590 0.3432007
phosphate + silicate Pacific (-Inf,26] 0.2753705 0.2567522 0.2939887
phosphate + silicate Pacific (26,26.5] 0.5745230 0.5044495 0.6445966
phosphate + silicate Pacific (26.5,26.75] 0.5649788 0.4409856 0.6889720
phosphate + silicate Pacific (26.75,27] 0.7314603 0.6518308 0.8110898
phosphate + silicate Pacific (27,27.25] 0.8662796 0.8211113 0.9114479
phosphate + silicate Pacific (27.25,27.5] 0.7985017 0.7161286 0.8808748
phosphate + silicate Pacific (27.5,27.75] 0.7218173 0.6168568 0.8267778
phosphate + silicate Pacific (27.75,27.85] 0.7741956 0.6759791 0.8724121
phosphate + silicate Pacific (27.85,27.95] 0.7842604 0.7203339 0.8481869
phosphate + silicate Pacific (27.95,28.05] 0.7378087 0.6936353 0.7819821
phosphate + silicate Pacific (28.05,28.1] 0.6440969 0.5753645 0.7128293
phosphate + silicate Pacific (28.1, Inf] 0.7126263 0.5940393 0.8312133
sal + nitrate Atlantic (-Inf,26.5] -0.4486736 -0.5139227 -0.3834245
sal + nitrate Atlantic (26.5,26.75] -0.5561121 -0.5959044 -0.5163198
sal + nitrate Atlantic (26.75,27] -0.6112958 -0.6374093 -0.5851822
sal + nitrate Atlantic (27,27.25] -0.6879992 -0.7492031 -0.6267953
sal + nitrate Atlantic (27.25,27.5] -0.7303382 -0.7731304 -0.6875460
sal + nitrate Atlantic (27.5,27.75] -0.6848814 -0.7287643 -0.6409984
sal + nitrate Atlantic (27.75,27.85] -0.5426456 -0.5665985 -0.5186927
sal + nitrate Atlantic (27.85,27.95] -0.4836301 -0.5344685 -0.4327917
sal + nitrate Atlantic (27.95,28.05] -0.6062674 -0.6884364 -0.5240984
sal + nitrate Atlantic (28.05,28.1] -0.7304694 -0.7429077 -0.7180311
sal + nitrate Atlantic (28.1,28.15] -0.7805825 -0.7813291 -0.7798359
sal + nitrate Atlantic (28.15,28.2] -0.8919094 -0.8952436 -0.8885753
sal + nitrate Atlantic (28.2, Inf] -0.7661492 -0.8721043 -0.6601941
sal + nitrate Indian (-Inf,26] -0.7538958 -0.8457933 -0.6619983
sal + nitrate Indian (26,26.5] -0.7533215 -0.8599263 -0.6467166
sal + nitrate Indian (26.5,26.75] -0.4468984 -0.6077851 -0.2860117
sal + nitrate Indian (26.75,27] 0.1276398 -0.0516585 0.3069382
sal + nitrate Indian (27,27.25] 0.4587077 0.4436301 0.4737854
sal + nitrate Indian (27.25,27.5] 0.6286012 0.4942422 0.7629602
sal + nitrate Indian (27.5,27.75] 0.6211969 0.5336975 0.7086964
sal + nitrate Indian (27.75,27.85] 0.6382105 0.5738197 0.7026013
sal + nitrate Indian (27.85,27.95] 0.4821164 0.4412036 0.5230291
sal + nitrate Indian (27.95,28.05] 0.0907986 0.0398664 0.1417307
sal + nitrate Indian (28.05,28.1] -0.2788770 -0.2827370 -0.2750169
sal + nitrate Indian (28.1, Inf] -0.1061405 -0.1805311 -0.0317498
sal + nitrate Pacific (-Inf,26] -0.3595973 -0.3972643 -0.3219304
sal + nitrate Pacific (26,26.5] -0.1807194 -0.4544307 0.0929919
sal + nitrate Pacific (26.5,26.75] -0.1100862 -0.4146209 0.1944486
sal + nitrate Pacific (26.75,27] -0.3145677 -0.4835417 -0.1455937
sal + nitrate Pacific (27,27.25] -0.2729747 -0.3601933 -0.1857561
sal + nitrate Pacific (27.25,27.5] 0.0854261 -0.0259957 0.1968479
sal + nitrate Pacific (27.5,27.75] 0.0275840 -0.0523069 0.1074749
sal + nitrate Pacific (27.75,27.85] -0.2099228 -0.3768189 -0.0430267
sal + nitrate Pacific (27.85,27.95] -0.4150654 -0.5816081 -0.2485227
sal + nitrate Pacific (27.95,28.05] -0.5307524 -0.7078674 -0.3536374
sal + nitrate Pacific (28.05,28.1] -0.6075614 -0.8163367 -0.3987861
sal + nitrate Pacific (28.1, Inf] -0.3802129 -0.7177878 -0.0426380
sal + phosphate Atlantic (-Inf,26.5] -0.4625135 -0.5820205 -0.3430064
sal + phosphate Atlantic (26.5,26.75] -0.4895211 -0.5639320 -0.4151102
sal + phosphate Atlantic (26.75,27] -0.4934877 -0.5730404 -0.4139350
sal + phosphate Atlantic (27,27.25] -0.6156766 -0.7322666 -0.4990866
sal + phosphate Atlantic (27.25,27.5] -0.6689141 -0.7764224 -0.5614059
sal + phosphate Atlantic (27.5,27.75] -0.5988968 -0.7107705 -0.4870232
sal + phosphate Atlantic (27.75,27.85] -0.4562399 -0.5353335 -0.3771463
sal + phosphate Atlantic (27.85,27.95] -0.3966500 -0.3983642 -0.3949358
sal + phosphate Atlantic (27.95,28.05] -0.4643357 -0.5126361 -0.4160352
sal + phosphate Atlantic (28.05,28.1] -0.4935635 -0.5365647 -0.4505624
sal + phosphate Atlantic (28.1,28.15] -0.5360424 -0.5777370 -0.4943478
sal + phosphate Atlantic (28.15,28.2] -0.7949173 -0.8253948 -0.7644398
sal + phosphate Atlantic (28.2, Inf] -0.6776839 -0.7324726 -0.6228952
sal + phosphate Indian (-Inf,26] -0.7120612 -0.8348757 -0.5892467
sal + phosphate Indian (26,26.5] -0.6701653 -0.8235595 -0.5167712
sal + phosphate Indian (26.5,26.75] -0.3353371 -0.5339548 -0.1367195
sal + phosphate Indian (26.75,27] 0.2232370 -0.0092069 0.4556809
sal + phosphate Indian (27,27.25] 0.5707057 0.4602399 0.6811715
sal + phosphate Indian (27.25,27.5] 0.7294817 0.6799585 0.7790048
sal + phosphate Indian (27.5,27.75] 0.7386358 0.6661980 0.8110737
sal + phosphate Indian (27.75,27.85] 0.6816363 0.6503992 0.7128734
sal + phosphate Indian (27.85,27.95] 0.5337797 0.5057838 0.5617756
sal + phosphate Indian (27.95,28.05] 0.1980142 0.1224511 0.2735773
sal + phosphate Indian (28.05,28.1] -0.1261924 -0.1748075 -0.0775773
sal + phosphate Indian (28.1, Inf] 0.0915177 0.0766599 0.1063755
sal + phosphate Pacific (-Inf,26] -0.1967933 -0.2064001 -0.1871865
sal + phosphate Pacific (26,26.5] -0.1903784 -0.3503407 -0.0304160
sal + phosphate Pacific (26.5,26.75] -0.1756433 -0.3496069 -0.0016797
sal + phosphate Pacific (26.75,27] -0.3975489 -0.4749470 -0.3201509
sal + phosphate Pacific (27,27.25] -0.3140884 -0.3615630 -0.2666139
sal + phosphate Pacific (27.25,27.5] 0.0070067 -0.0240976 0.0381109
sal + phosphate Pacific (27.5,27.75] -0.0418305 -0.0508833 -0.0327776
sal + phosphate Pacific (27.75,27.85] -0.2002581 -0.3500429 -0.0504734
sal + phosphate Pacific (27.85,27.95] -0.3929385 -0.5534288 -0.2324481
sal + phosphate Pacific (27.95,28.05] -0.4866241 -0.6589783 -0.3142699
sal + phosphate Pacific (28.05,28.1] -0.5127509 -0.6769476 -0.3485542
sal + phosphate Pacific (28.1, Inf] -0.3817733 -0.6975536 -0.0659931
sal + silicate Atlantic (-Inf,26.5] -0.3025147 -0.3675491 -0.2374804
sal + silicate Atlantic (26.5,26.75] -0.3349138 -0.3924256 -0.2774019
sal + silicate Atlantic (26.75,27] -0.4547425 -0.6700903 -0.2393947
sal + silicate Atlantic (27,27.25] -0.5379849 -0.7627733 -0.3131966
sal + silicate Atlantic (27.25,27.5] -0.6743136 -0.7426820 -0.6059451
sal + silicate Atlantic (27.5,27.75] -0.7108305 -0.7483305 -0.6733305
sal + silicate Atlantic (27.75,27.85] -0.5712452 -0.6023424 -0.5401481
sal + silicate Atlantic (27.85,27.95] -0.5641340 -0.6107705 -0.5174975
sal + silicate Atlantic (27.95,28.05] -0.6830002 -0.7558426 -0.6101578
sal + silicate Atlantic (28.05,28.1] -0.7994697 -0.7995448 -0.7993947
sal + silicate Atlantic (28.1,28.15] -0.8343774 -0.8361161 -0.8326386
sal + silicate Atlantic (28.15,28.2] -0.8969445 -0.9124959 -0.8813932
sal + silicate Atlantic (28.2, Inf] -0.7486648 -0.8302874 -0.6670422
sal + silicate Indian (-Inf,26] -0.8298477 -0.8860869 -0.7736086
sal + silicate Indian (26,26.5] -0.7597228 -0.8680003 -0.6514453
sal + silicate Indian (26.5,26.75] -0.4168113 -0.5197206 -0.3139020
sal + silicate Indian (26.75,27] 0.3067384 0.2426180 0.3708587
sal + silicate Indian (27,27.25] 0.5860060 0.5388942 0.6331179
sal + silicate Indian (27.25,27.5] 0.6597192 0.5156721 0.8037663
sal + silicate Indian (27.5,27.75] 0.6766563 0.5127065 0.8406060
sal + silicate Indian (27.75,27.85] 0.7856802 0.7776202 0.7937403
sal + silicate Indian (27.85,27.95] 0.6560832 0.6000333 0.7121332
sal + silicate Indian (27.95,28.05] 0.3121788 0.2538355 0.3705221
sal + silicate Indian (28.05,28.1] -0.1112806 -0.1632927 -0.0592685
sal + silicate Indian (28.1, Inf] -0.1287816 -0.1484060 -0.1091571
sal + silicate Pacific (-Inf,26] -0.3249878 -0.3424588 -0.3075167
sal + silicate Pacific (26,26.5] -0.4340294 -0.5602273 -0.3078315
sal + silicate Pacific (26.5,26.75] -0.6366770 -0.7416244 -0.5317296
sal + silicate Pacific (26.75,27] -0.7387231 -0.7566938 -0.7207523
sal + silicate Pacific (27,27.25] -0.5443190 -0.5536463 -0.5349916
sal + silicate Pacific (27.25,27.5] -0.2211770 -0.2485219 -0.1938321
sal + silicate Pacific (27.5,27.75] -0.0856907 -0.0978468 -0.0735345
sal + silicate Pacific (27.75,27.85] -0.2365609 -0.3984225 -0.0746993
sal + silicate Pacific (27.85,27.95] -0.4003412 -0.5491017 -0.2515807
sal + silicate Pacific (27.95,28.05] -0.4873764 -0.6432846 -0.3314681
sal + silicate Pacific (28.05,28.1] -0.5847709 -0.7798287 -0.3897131
sal + silicate Pacific (28.1, Inf] -0.3562634 -0.7474441 0.0349174
sal + temp Atlantic (-Inf,26.5] 0.9212407 0.9145080 0.9279734
sal + temp Atlantic (26.5,26.75] 0.9885043 0.9872290 0.9897795
sal + temp Atlantic (26.75,27] 0.9829371 0.9824437 0.9834305
sal + temp Atlantic (27,27.25] 0.9809366 0.9803910 0.9814823
sal + temp Atlantic (27.25,27.5] 0.9789732 0.9789605 0.9789859
sal + temp Atlantic (27.5,27.75] 0.9700090 0.9690766 0.9709414
sal + temp Atlantic (27.75,27.85] 0.9838279 0.9816673 0.9859885
sal + temp Atlantic (27.85,27.95] 0.9620724 0.9585992 0.9655456
sal + temp Atlantic (27.95,28.05] 0.9188298 0.9048687 0.9327910
sal + temp Atlantic (28.05,28.1] 0.9533487 0.9470707 0.9596268
sal + temp Atlantic (28.1,28.15] 0.9422160 0.9384657 0.9459662
sal + temp Atlantic (28.15,28.2] 0.7783062 0.7292241 0.8273883
sal + temp Atlantic (28.2, Inf] 0.5227910 0.3846423 0.6609397
sal + temp Indian (-Inf,26] 0.5154174 0.4546716 0.5761632
sal + temp Indian (26,26.5] 0.8739181 0.8552679 0.8925682
sal + temp Indian (26.5,26.75] 0.9460864 0.9419308 0.9502421
sal + temp Indian (26.75,27] 0.9668954 0.9600180 0.9737728
sal + temp Indian (27,27.25] 0.9596477 0.9591393 0.9601562
sal + temp Indian (27.25,27.5] 0.9452902 0.9293226 0.9612579
sal + temp Indian (27.5,27.75] 0.9024545 0.8695279 0.9353812
sal + temp Indian (27.75,27.85] 0.9236447 0.9083067 0.9389828
sal + temp Indian (27.85,27.95] 0.9264036 0.9204828 0.9323244
sal + temp Indian (27.95,28.05] 0.9353759 0.9198284 0.9509233
sal + temp Indian (28.05,28.1] 0.9147238 0.8813148 0.9481329
sal + temp Indian (28.1, Inf] 0.9267479 0.9221921 0.9313038
sal + temp Pacific (-Inf,26] 0.8191237 0.7857710 0.8524764
sal + temp Pacific (26,26.5] 0.9315960 0.9272650 0.9359270
sal + temp Pacific (26.5,26.75] 0.9776230 0.9763327 0.9789133
sal + temp Pacific (26.75,27] 0.9762415 0.9736249 0.9788580
sal + temp Pacific (27,27.25] 0.9457903 0.9399844 0.9515963
sal + temp Pacific (27.25,27.5] 0.8282946 0.8028497 0.8537395
sal + temp Pacific (27.5,27.75] 0.6035943 0.4944440 0.7127446
sal + temp Pacific (27.75,27.85] 0.7096409 0.6270875 0.7921943
sal + temp Pacific (27.85,27.95] 0.5142096 0.3920440 0.6363752
sal + temp Pacific (27.95,28.05] 0.4391518 0.2478475 0.6304562
sal + temp Pacific (28.05,28.1] 0.3536006 0.1469462 0.5602551
sal + temp Pacific (28.1, Inf] 0.0091037 -0.2948898 0.3130972
temp + nitrate Atlantic (-Inf,26.5] -0.5127403 -0.5822010 -0.4432797
temp + nitrate Atlantic (26.5,26.75] -0.5750969 -0.6165805 -0.5336133
temp + nitrate Atlantic (26.75,27] -0.5924061 -0.6243204 -0.5604919
temp + nitrate Atlantic (27,27.25] -0.6378605 -0.6953836 -0.5803374
temp + nitrate Atlantic (27.25,27.5] -0.7031680 -0.7521800 -0.6541560
temp + nitrate Atlantic (27.5,27.75] -0.6631311 -0.7097103 -0.6165518
temp + nitrate Atlantic (27.75,27.85] -0.5408339 -0.5532082 -0.5284596
temp + nitrate Atlantic (27.85,27.95] -0.4583401 -0.5370307 -0.3796495
temp + nitrate Atlantic (27.95,28.05] -0.5915000 -0.6433026 -0.5396974
temp + nitrate Atlantic (28.05,28.1] -0.6414309 -0.6535989 -0.6292630
temp + nitrate Atlantic (28.1,28.15] -0.6109756 -0.6209863 -0.6009649
temp + nitrate Atlantic (28.15,28.2] -0.5654635 -0.6277552 -0.5031718
temp + nitrate Atlantic (28.2, Inf] -0.1139915 -0.1209195 -0.1070635
temp + nitrate Indian (-Inf,26] -0.5967501 -0.6257969 -0.5677034
temp + nitrate Indian (26,26.5] -0.6340788 -0.6721759 -0.5959816
temp + nitrate Indian (26.5,26.75] -0.3739374 -0.4810959 -0.2667790
temp + nitrate Indian (26.75,27] 0.0008943 -0.1983232 0.2001118
temp + nitrate Indian (27,27.25] 0.3052884 0.2337348 0.3768420
temp + nitrate Indian (27.25,27.5] 0.4932506 0.4555438 0.5309574
temp + nitrate Indian (27.5,27.75] 0.5598583 0.5316087 0.5881080
temp + nitrate Indian (27.75,27.85] 0.6423629 0.5987501 0.6859757
temp + nitrate Indian (27.85,27.95] 0.4818418 0.4692422 0.4944414
temp + nitrate Indian (27.95,28.05] 0.1645521 0.1308920 0.1982123
temp + nitrate Indian (28.05,28.1] -0.0271662 -0.0656307 0.0112983
temp + nitrate Indian (28.1, Inf] 0.0530220 -0.0312841 0.1373281
temp + nitrate Pacific (-Inf,26] -0.4862103 -0.5314254 -0.4409952
temp + nitrate Pacific (26,26.5] -0.3297220 -0.5552470 -0.1041971
temp + nitrate Pacific (26.5,26.75] -0.1257464 -0.4135455 0.1620528
temp + nitrate Pacific (26.75,27] -0.3368573 -0.4905230 -0.1831916
temp + nitrate Pacific (27,27.25] -0.3451132 -0.4149888 -0.2752375
temp + nitrate Pacific (27.25,27.5] -0.0423975 -0.1703285 0.0855335
temp + nitrate Pacific (27.5,27.75] 0.0250290 -0.0869242 0.1369823
temp + nitrate Pacific (27.75,27.85] -0.1013165 -0.2840991 0.0814661
temp + nitrate Pacific (27.85,27.95] -0.1472481 -0.3334041 0.0389080
temp + nitrate Pacific (27.95,28.05] -0.0724180 -0.2423659 0.0975299
temp + nitrate Pacific (28.05,28.1] -0.0107939 -0.1860423 0.1644545
temp + nitrate Pacific (28.1, Inf] 0.4695124 0.3639634 0.5750614
temp + phosphate Atlantic (-Inf,26.5] -0.4324237 -0.5226175 -0.3422298
temp + phosphate Atlantic (26.5,26.75] -0.5059551 -0.5842194 -0.4276907
temp + phosphate Atlantic (26.75,27] -0.4765306 -0.5634978 -0.3895635
temp + phosphate Atlantic (27,27.25] -0.5721083 -0.6785027 -0.4657139
temp + phosphate Atlantic (27.25,27.5] -0.6496633 -0.7579595 -0.5413672
temp + phosphate Atlantic (27.5,27.75] -0.5937569 -0.7055338 -0.4819801
temp + phosphate Atlantic (27.75,27.85] -0.4644351 -0.5374715 -0.3913987
temp + phosphate Atlantic (27.85,27.95] -0.3864791 -0.4114653 -0.3614930
temp + phosphate Atlantic (27.95,28.05] -0.4394247 -0.4791784 -0.3996710
temp + phosphate Atlantic (28.05,28.1] -0.4142690 -0.4689469 -0.3595911
temp + phosphate Atlantic (28.1,28.15] -0.4259935 -0.4709525 -0.3810346
temp + phosphate Atlantic (28.15,28.2] -0.4974988 -0.5276929 -0.4673047
temp + phosphate Atlantic (28.2, Inf] -0.1755637 -0.1804259 -0.1707015
temp + phosphate Indian (-Inf,26] -0.5662134 -0.6150358 -0.5173910
temp + phosphate Indian (26,26.5] -0.5759852 -0.6558832 -0.4960873
temp + phosphate Indian (26.5,26.75] -0.2760048 -0.4245513 -0.1274583
temp + phosphate Indian (26.75,27] 0.0908385 -0.1532344 0.3349114
temp + phosphate Indian (27,27.25] 0.4181891 0.2531917 0.5831865
temp + phosphate Indian (27.25,27.5] 0.6116879 0.5698606 0.6535152
temp + phosphate Indian (27.5,27.75] 0.6930496 0.6655490 0.7205503
temp + phosphate Indian (27.75,27.85] 0.6546337 0.6155256 0.6937419
temp + phosphate Indian (27.85,27.95] 0.5119641 0.4975882 0.5263400
temp + phosphate Indian (27.95,28.05] 0.2452688 0.1937625 0.2967750
temp + phosphate Indian (28.05,28.1] 0.1059251 0.0994836 0.1123667
temp + phosphate Indian (28.1, Inf] 0.2050169 0.1744440 0.2355899
temp + phosphate Pacific (-Inf,26] -0.3745708 -0.4000826 -0.3490589
temp + phosphate Pacific (26,26.5] -0.3087564 -0.4564263 -0.1610866
temp + phosphate Pacific (26.5,26.75] -0.1869775 -0.3489510 -0.0250040
temp + phosphate Pacific (26.75,27] -0.4080925 -0.4767709 -0.3394140
temp + phosphate Pacific (27,27.25] -0.3660544 -0.4075984 -0.3245103
temp + phosphate Pacific (27.25,27.5] -0.0964771 -0.1633990 -0.0295553
temp + phosphate Pacific (27.5,27.75] -0.0785855 -0.0954292 -0.0617419
temp + phosphate Pacific (27.75,27.85] -0.1085364 -0.2534319 0.0363591
temp + phosphate Pacific (27.85,27.95] -0.1464774 -0.3053200 0.0123652
temp + phosphate Pacific (27.95,28.05] -0.0801015 -0.2199786 0.0597756
temp + phosphate Pacific (28.05,28.1] -0.0051459 -0.1332708 0.1229791
temp + phosphate Pacific (28.1, Inf] 0.4114159 0.2871487 0.5356831
temp + silicate Atlantic (-Inf,26.5] -0.2756289 -0.3208037 -0.2304542
temp + silicate Atlantic (26.5,26.75] -0.3458841 -0.3995324 -0.2922358
temp + silicate Atlantic (26.75,27] -0.4518460 -0.6679573 -0.2357346
temp + silicate Atlantic (27,27.25] -0.5150646 -0.7270757 -0.3030536
temp + silicate Atlantic (27.25,27.5] -0.6870907 -0.7631720 -0.6110094
temp + silicate Atlantic (27.5,27.75] -0.7339691 -0.7720426 -0.6958956
temp + silicate Atlantic (27.75,27.85] -0.6007162 -0.6243434 -0.5770890
temp + silicate Atlantic (27.85,27.95] -0.5637242 -0.6317288 -0.4957195
temp + silicate Atlantic (27.95,28.05] -0.6909826 -0.7285028 -0.6534623
temp + silicate Atlantic (28.05,28.1] -0.7090660 -0.7161399 -0.7019921
temp + silicate Atlantic (28.1,28.15] -0.6666742 -0.6741571 -0.6591912
temp + silicate Atlantic (28.15,28.2] -0.5454923 -0.6297530 -0.4612316
temp + silicate Atlantic (28.2, Inf] -0.0770703 -0.0990337 -0.0551069
temp + silicate Indian (-Inf,26] -0.6199200 -0.6239099 -0.6159300
temp + silicate Indian (26,26.5] -0.6126850 -0.6437804 -0.5815896
temp + silicate Indian (26.5,26.75] -0.3225624 -0.3645329 -0.2805919
temp + silicate Indian (26.75,27] 0.1976496 0.1032671 0.2920322
temp + silicate Indian (27,27.25] 0.4451751 0.4392200 0.4511302
temp + silicate Indian (27.25,27.5] 0.5313362 0.4722115 0.5904608
temp + silicate Indian (27.5,27.75] 0.5356854 0.4483679 0.6230030
temp + silicate Indian (27.75,27.85] 0.6656314 0.6453593 0.6859035
temp + silicate Indian (27.85,27.95] 0.5253009 0.4641292 0.5864726
temp + silicate Indian (27.95,28.05] 0.3052965 0.2629402 0.3476527
temp + silicate Indian (28.05,28.1] 0.1515799 0.1510990 0.1520608
temp + silicate Indian (28.1, Inf] -0.0029858 -0.0441033 0.0381317
temp + silicate Pacific (-Inf,26] -0.2798678 -0.3003852 -0.2593503
temp + silicate Pacific (26,26.5] -0.5024038 -0.6000850 -0.4047226
temp + silicate Pacific (26.5,26.75] -0.6384830 -0.7355491 -0.5414169
temp + silicate Pacific (26.75,27] -0.7301239 -0.7402754 -0.7199724
temp + silicate Pacific (27,27.25] -0.5734836 -0.5760498 -0.5709175
temp + silicate Pacific (27.25,27.5] -0.3470315 -0.3955177 -0.2985453
temp + silicate Pacific (27.5,27.75] -0.2552478 -0.3140187 -0.1964769
temp + silicate Pacific (27.75,27.85] -0.2115499 -0.3999581 -0.0231418
temp + silicate Pacific (27.85,27.95] -0.2681398 -0.4607221 -0.0755574
temp + silicate Pacific (27.95,28.05] -0.1835448 -0.4003659 0.0332764
temp + silicate Pacific (28.05,28.1] 0.0102407 -0.1804595 0.2009409
temp + silicate Pacific (28.1, Inf] 0.5002154 0.4044421 0.5959886
rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Version Author Date
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
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955f5dc jens-daniel-mueller 2021-06-29
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d054c39 jens-daniel-mueller 2021-06-24
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3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
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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
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2edc791 jens-daniel-mueller 2021-06-04
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315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
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d2a83bc jens-daniel-mueller 2021-04-16
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29edae5 jens-daniel-mueller 2021-04-14
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9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
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cf98c6d jens-daniel-mueller 2021-03-16
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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
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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
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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
nitrate Atlantic (-Inf,26.5] 0.5460698 0.4620676 0.6300720
nitrate Atlantic (26.5,26.75] 0.8058246 0.7708556 0.8407936
nitrate Atlantic (26.75,27] 0.8668442 0.8476590 0.8860293
nitrate Atlantic (27,27.25] 0.8505939 0.8091472 0.8920407
nitrate Atlantic (27.25,27.5] 0.8286565 0.8040908 0.8532222
nitrate Atlantic (27.5,27.75] 0.8588596 0.8350949 0.8826244
nitrate Atlantic (27.75,27.85] 0.8495040 0.8446847 0.8543234
nitrate Atlantic (27.85,27.95] 0.8923436 0.8912201 0.8934671
nitrate Atlantic (27.95,28.05] 0.8825792 0.8811145 0.8840440
nitrate Atlantic (28.05,28.1] 0.8692636 0.8651200 0.8734071
nitrate Atlantic (28.1,28.15] 0.9145040 0.8969804 0.9320276
nitrate Atlantic (28.15,28.2] 0.9431655 0.9423323 0.9439986
nitrate Atlantic (28.2, Inf] 0.8478574 0.7829718 0.9127429
nitrate Indian (-Inf,26] 0.9344603 0.9109249 0.9579957
nitrate Indian (26,26.5] 0.9546132 0.9374205 0.9718059
nitrate Indian (26.5,26.75] 0.9580312 0.9484129 0.9676495
nitrate Indian (26.75,27] 0.9363261 0.9316545 0.9409977
nitrate Indian (27,27.25] 0.8967145 0.8937627 0.8996664
nitrate Indian (27.25,27.5] 0.9077331 0.8903380 0.9251282
nitrate Indian (27.5,27.75] 0.7805827 0.7750804 0.7860850
nitrate Indian (27.75,27.85] 0.8082649 0.8006824 0.8158473
nitrate Indian (27.85,27.95] 0.7790804 0.7676193 0.7905414
nitrate Indian (27.95,28.05] 0.7725146 0.7695159 0.7755133
nitrate Indian (28.05,28.1] 0.8248966 0.8143853 0.8354079
nitrate Indian (28.1, Inf] 0.5406725 0.5205842 0.5607609
nitrate Pacific (-Inf,26] 0.5971444 0.5650894 0.6291994
nitrate Pacific (26,26.5] 0.8507027 0.8428229 0.8585825
nitrate Pacific (26.5,26.75] 0.8790995 0.8732088 0.8849902
nitrate Pacific (26.75,27] 0.9341962 0.9181421 0.9502503
nitrate Pacific (27,27.25] 0.9624463 0.9473199 0.9775727
nitrate Pacific (27.25,27.5] 0.9171768 0.8853724 0.9489812
nitrate Pacific (27.5,27.75] 0.8485369 0.7898770 0.9071968
nitrate Pacific (27.75,27.85] 0.8669063 0.8224355 0.9113771
nitrate Pacific (27.85,27.95] 0.8609026 0.7986080 0.9231972
nitrate Pacific (27.95,28.05] 0.8098857 0.7595977 0.8601738
nitrate Pacific (28.05,28.1] 0.7668909 0.6752762 0.8585057
nitrate Pacific (28.1, Inf] 0.7086230 0.5646248 0.8526212
phosphate Atlantic (-Inf,26.5] 0.2941927 0.2726303 0.3157552
phosphate Atlantic (26.5,26.75] 0.5509647 0.4609390 0.6409904
phosphate Atlantic (26.75,27] 0.5463328 0.4680067 0.6246589
phosphate Atlantic (27,27.25] 0.5807910 0.4111298 0.7504522
phosphate Atlantic (27.25,27.5] 0.6305680 0.5343993 0.7267366
phosphate Atlantic (27.5,27.75] 0.6782619 0.6034606 0.7530632
phosphate Atlantic (27.75,27.85] 0.6569220 0.6187742 0.6950697
phosphate Atlantic (27.85,27.95] 0.6024453 0.5984842 0.6064065
phosphate Atlantic (27.95,28.05] 0.5887282 0.5614564 0.6160001
phosphate Atlantic (28.05,28.1] 0.5209972 0.4532450 0.5887494
phosphate Atlantic (28.1,28.15] 0.5864631 0.5489212 0.6240050
phosphate Atlantic (28.15,28.2] 0.8367981 0.8041604 0.8694359
phosphate Atlantic (28.2, Inf] 0.7076703 0.6967034 0.7186372
phosphate Indian (-Inf,26] 0.9545588 0.9508757 0.9582420
phosphate Indian (26,26.5] 0.9460038 0.9361058 0.9559018
phosphate Indian (26.5,26.75] 0.9079030 0.8882269 0.9275791
phosphate Indian (26.75,27] 0.9431807 0.9171382 0.9692232
phosphate Indian (27,27.25] 0.9295509 0.9130968 0.9460050
phosphate Indian (27.25,27.5] 0.8974071 0.8808545 0.9139597
phosphate Indian (27.5,27.75] 0.8252868 0.7850011 0.8655724
phosphate Indian (27.75,27.85] 0.7756716 0.7582732 0.7930700
phosphate Indian (27.85,27.95] 0.7081341 0.7043480 0.7119202
phosphate Indian (27.95,28.05] 0.7291655 0.6946898 0.7636412
phosphate Indian (28.05,28.1] 0.7470752 0.6834280 0.8107225
phosphate Indian (28.1, Inf] 0.4123628 0.3439891 0.4807366
phosphate Pacific (-Inf,26] 0.7373383 0.6804806 0.7941961
phosphate Pacific (26,26.5] 0.8141437 0.7002205 0.9280669
phosphate Pacific (26.5,26.75] 0.7882071 0.6281001 0.9483141
phosphate Pacific (26.75,27] 0.8136554 0.6708214 0.9564894
phosphate Pacific (27,27.25] 0.9235932 0.8685277 0.9786586
phosphate Pacific (27.25,27.5] 0.8516834 0.7478008 0.9555660
phosphate Pacific (27.5,27.75] 0.6990687 0.5199151 0.8782223
phosphate Pacific (27.75,27.85] 0.7807998 0.6608324 0.9007672
phosphate Pacific (27.85,27.95] 0.7635790 0.6657593 0.8613987
phosphate Pacific (27.95,28.05] 0.6985336 0.6157061 0.7813610
phosphate Pacific (28.05,28.1] 0.6379050 0.5810067 0.6948033
phosphate Pacific (28.1, Inf] 0.6304231 0.4772422 0.7836039
sal Atlantic (-Inf,26.5] 0.0867038 0.0607788 0.1126289
sal Atlantic (26.5,26.75] -0.2157700 -0.2342400 -0.1973000
sal Atlantic (26.75,27] -0.2446087 -0.2806762 -0.2085412
sal Atlantic (27,27.25] -0.3347853 -0.4555858 -0.2139849
sal Atlantic (27.25,27.5] -0.4109375 -0.4827264 -0.3391486
sal Atlantic (27.5,27.75] -0.4316690 -0.4635385 -0.3997995
sal Atlantic (27.75,27.85] -0.2534580 -0.3040718 -0.2028442
sal Atlantic (27.85,27.95] -0.3817736 -0.4604711 -0.3030761
sal Atlantic (27.95,28.05] -0.6191438 -0.7218244 -0.5164633
sal Atlantic (28.05,28.1] -0.7456292 -0.7801404 -0.7111181
sal Atlantic (28.1,28.15] -0.7711052 -0.8103019 -0.7319085
sal Atlantic (28.15,28.2] -0.9041866 -0.9099986 -0.8983746
sal Atlantic (28.2, Inf] -0.7333426 -0.8164450 -0.6502403
sal Indian (-Inf,26] -0.5442490 -0.6946165 -0.3938815
sal Indian (26,26.5] -0.6250370 -0.8306375 -0.4194364
sal Indian (26.5,26.75] -0.2865203 -0.5247553 -0.0482854
sal Indian (26.75,27] 0.4103141 0.2448850 0.5757431
sal Indian (27,27.25] 0.7551280 0.7405248 0.7697313
sal Indian (27.25,27.5] 0.8413543 0.7775432 0.9051655
sal Indian (27.5,27.75] 0.8667183 0.7939737 0.9394629
sal Indian (27.75,27.85] 0.8988655 0.8777784 0.9199525
sal Indian (27.85,27.95] 0.7599698 0.7101987 0.8097408
sal Indian (27.95,28.05] 0.3811867 0.3293034 0.4330701
sal Indian (28.05,28.1] -0.0709942 -0.1116398 -0.0303486
sal Indian (28.1, Inf] 0.2906621 0.2582537 0.3230705
sal Pacific (-Inf,26] 0.3055340 0.3016313 0.3094367
sal Pacific (26,26.5] 0.1329092 -0.0762324 0.3420508
sal Pacific (26.5,26.75] 0.1461259 -0.1201255 0.4123773
sal Pacific (26.75,27] -0.2087611 -0.3821214 -0.0354009
sal Pacific (27,27.25] -0.2946284 -0.3619468 -0.2273099
sal Pacific (27.25,27.5] -0.0107201 -0.0965237 0.0750835
sal Pacific (27.5,27.75] 0.0239417 -0.0501335 0.0980170
sal Pacific (27.75,27.85] -0.1985085 -0.3836089 -0.0134082
sal Pacific (27.85,27.95] -0.4030697 -0.5775066 -0.2286328
sal Pacific (27.95,28.05] -0.5601111 -0.7352783 -0.3849440
sal Pacific (28.05,28.1] -0.7172837 -0.8976607 -0.5369068
sal Pacific (28.1, Inf] -0.4470410 -0.7951902 -0.0988918
silicate Atlantic (-Inf,26.5] 0.1615165 0.1595366 0.1634964
silicate Atlantic (26.5,26.75] 0.3910260 0.3558214 0.4262307
silicate Atlantic (26.75,27] 0.5571884 0.2971495 0.8172273
silicate Atlantic (27,27.25] 0.5944803 0.3428157 0.8461450
silicate Atlantic (27.25,27.5] 0.6175421 0.5486082 0.6864760
silicate Atlantic (27.5,27.75] 0.7794914 0.7681732 0.7908096
silicate Atlantic (27.75,27.85] 0.8771100 0.8586902 0.8955297
silicate Atlantic (27.85,27.95] 0.9179826 0.9137592 0.9222060
silicate Atlantic (27.95,28.05] 0.9403873 0.9353448 0.9454298
silicate Atlantic (28.05,28.1] 0.9353301 0.9272880 0.9433721
silicate Atlantic (28.1,28.15] 0.9458553 0.9434977 0.9482128
silicate Atlantic (28.15,28.2] 0.9792544 0.9750703 0.9834385
silicate Atlantic (28.2, Inf] 0.8935785 0.8657910 0.9213659
silicate Indian (-Inf,26] 0.7915548 0.6755922 0.9075174
silicate Indian (26,26.5] 0.8576777 0.7780143 0.9373411
silicate Indian (26.5,26.75] 0.8974655 0.8385001 0.9564309
silicate Indian (26.75,27] 0.9174122 0.8737740 0.9610503
silicate Indian (27,27.25] 0.9303561 0.9035076 0.9572045
silicate Indian (27.25,27.5] 0.9343285 0.9083124 0.9603445
silicate Indian (27.5,27.75] 0.9178406 0.8900425 0.9456386
silicate Indian (27.75,27.85] 0.9283593 0.9131568 0.9435618
silicate Indian (27.85,27.95] 0.9433091 0.9326743 0.9539440
silicate Indian (27.95,28.05] 0.9301617 0.9142007 0.9461226
silicate Indian (28.05,28.1] 0.9368616 0.9366942 0.9370291
silicate Indian (28.1, Inf] 0.5557981 0.5371264 0.5744698
silicate Pacific (-Inf,26] 0.0212161 -0.0050171 0.0474494
silicate Pacific (26,26.5] 0.4376414 0.3992339 0.4760489
silicate Pacific (26.5,26.75] 0.4443056 0.3222956 0.5663156
silicate Pacific (26.75,27] 0.7015151 0.5970743 0.8059559
silicate Pacific (27,27.25] 0.9219256 0.9001803 0.9436709
silicate Pacific (27.25,27.5] 0.9359758 0.9133680 0.9585837
silicate Pacific (27.5,27.75] 0.9328713 0.8978918 0.9678508
silicate Pacific (27.75,27.85] 0.9537240 0.9290187 0.9784292
silicate Pacific (27.85,27.95] 0.9191556 0.8775681 0.9607430
silicate Pacific (27.95,28.05] 0.8695221 0.8380435 0.9010008
silicate Pacific (28.05,28.1] 0.8336425 0.7561936 0.9110914
silicate Pacific (28.1, Inf] 0.7389270 0.6744336 0.8034203
temp Atlantic (-Inf,26.5] -0.0116535 -0.0480936 0.0247866
temp Atlantic (26.5,26.75] -0.2504557 -0.2729192 -0.2279923
temp Atlantic (26.75,27] -0.2322914 -0.2787340 -0.1858489
temp Atlantic (27,27.25] -0.2872764 -0.4008753 -0.1736774
temp Atlantic (27.25,27.5] -0.4063161 -0.4787875 -0.3338447
temp Atlantic (27.5,27.75] -0.4504293 -0.4801999 -0.4206588
temp Atlantic (27.75,27.85] -0.2729860 -0.3104072 -0.2355648
temp Atlantic (27.85,27.95] -0.3593207 -0.4600564 -0.2585850
temp Atlantic (27.95,28.05] -0.6133965 -0.6766241 -0.5501690
temp Atlantic (28.05,28.1] -0.6595164 -0.6830478 -0.6359849
temp Atlantic (28.1,28.15] -0.5841509 -0.6452281 -0.5230737
temp Atlantic (28.15,28.2] -0.5696534 -0.6307487 -0.5085581
temp Atlantic (28.2, Inf] 0.0274268 -0.0032606 0.0581142
temp Indian (-Inf,26] -0.6609803 -0.7557751 -0.5661855
temp Indian (26,26.5] -0.5474316 -0.6771637 -0.4176996
temp Indian (26.5,26.75] -0.2192111 -0.3910946 -0.0473276
temp Indian (26.75,27] 0.2833900 0.0994384 0.4673417
temp Indian (27,27.25] 0.6237331 0.5651619 0.6823042
temp Indian (27.25,27.5] 0.7297255 0.7214343 0.7380167
temp Indian (27.5,27.75] 0.7640912 0.7481257 0.7800566
temp Indian (27.75,27.85] 0.8104699 0.7771971 0.8437427
temp Indian (27.85,27.95] 0.6559391 0.6127027 0.6991754
temp Indian (27.95,28.05] 0.3986339 0.3707025 0.4265652
temp Indian (28.05,28.1] 0.1889490 0.1879660 0.1899319
temp Indian (28.1, Inf] 0.5119583 0.4603594 0.5635571
temp Pacific (-Inf,26] -0.0549534 -0.0923062 -0.0176006
temp Pacific (26,26.5] -0.0453586 -0.2238630 0.1331457
temp Pacific (26.5,26.75] 0.1257424 -0.1230567 0.3745416
temp Pacific (26.75,27] -0.2285056 -0.3820907 -0.0749206
temp Pacific (27,27.25] -0.3481630 -0.3959456 -0.3003804
temp Pacific (27.25,27.5] -0.1391980 -0.2420678 -0.0363283
temp Pacific (27.5,27.75] -0.0715168 -0.1888314 0.0457979
temp Pacific (27.75,27.85] -0.1275789 -0.3342050 0.0790472
temp Pacific (27.85,27.95] -0.1933711 -0.3952520 0.0085098
temp Pacific (27.95,28.05] -0.1097464 -0.3290545 0.1095616
temp Pacific (28.05,28.1] 0.0545133 -0.1565033 0.2655300
temp Pacific (28.1, Inf] 0.6607731 0.5895143 0.7320320
rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

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