eMLR - assumption testing

workflowr

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Last updated: 2022-01-24

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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Repository version: d0e05f3

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Untracked files:
    Untracked:  code/extract_offset_values.R
    Untracked:  data/IO_1990s-2000s_AT_DIC_PO4_mean_cruise_offsets.csv
    Untracked:  data/unadjusted_09AR20041223_316N19941201_ALK.pdf
    Untracked:  data/xover_sum_316N19941201_ALK.pdf

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    Modified:   data/auxillary/params_local.rds

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

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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
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9062886	0.8981893	0.9143879
aou + nitrate	Atlantic	(26,26.5]	0.9467210	0.9464318	0.9470102
aou + nitrate	Atlantic	(26.5,26.75]	0.9471357	0.9415694	0.9527019
aou + nitrate	Atlantic	(26.75,27]	0.8787073	0.8473965	0.9100181
aou + nitrate	Atlantic	(27,27.25]	0.8095747	0.7532572	0.8658922
aou + nitrate	Atlantic	(27.25,27.5]	0.7732198	0.7394303	0.8070094
aou + nitrate	Atlantic	(27.5,27.75]	0.8430860	0.8124053	0.8737667
aou + nitrate	Atlantic	(27.75,27.85]	0.9246819	0.9115102	0.9378536
aou + nitrate	Atlantic	(27.85,27.95]	0.9400009	0.9292577	0.9507440
aou + nitrate	Atlantic	(27.95,28.05]	0.9507904	0.9482457	0.9533350
aou + nitrate	Atlantic	(28.05,28.1]	0.9713672	0.9705441	0.9721904
aou + nitrate	Atlantic	(28.1,28.15]	0.9774688	0.9668323	0.9881054
aou + nitrate	Atlantic	(28.15,28.2]	0.9877365	0.9806555	0.9948175
aou + nitrate	Atlantic	(28.2, Inf]	0.8313309	0.7499120	0.9127498
aou + nitrate	Indian	(-Inf,26]	0.9909065	0.9876860	0.9941270
aou + nitrate	Indian	(26,26.5]	0.9848178	0.9793977	0.9902379
aou + nitrate	Indian	(26.5,26.75]	0.9665251	0.9591897	0.9738605
aou + nitrate	Indian	(26.75,27]	0.9301581	0.9135019	0.9468143
aou + nitrate	Indian	(27,27.25]	0.8717152	0.8585536	0.8848768
aou + nitrate	Indian	(27.25,27.5]	0.8828246	0.8593426	0.9063065
aou + nitrate	Indian	(27.5,27.75]	0.9060190	0.8908379	0.9212000
aou + nitrate	Indian	(27.75,27.85]	0.8827929	0.8661061	0.8994797
aou + nitrate	Indian	(27.85,27.95]	0.8567189	0.8190527	0.8943851
aou + nitrate	Indian	(27.95,28.05]	0.8245749	0.7627162	0.8864336
aou + nitrate	Indian	(28.05,28.1]	0.8923902	0.8494655	0.9353150
aou + nitrate	Indian	(28.1, Inf]	0.6546055	0.5655315	0.7436794
aou + nitrate	Pacific	(-Inf,26]	0.8669749	0.8531352	0.8808147
aou + nitrate	Pacific	(26,26.5]	0.7650299	0.6873526	0.8427072
aou + nitrate	Pacific	(26.5,26.75]	0.7440313	0.7422932	0.7457693
aou + nitrate	Pacific	(26.75,27]	0.9053978	0.9021147	0.9086809
aou + nitrate	Pacific	(27,27.25]	0.9750010	0.9724839	0.9775181
aou + nitrate	Pacific	(27.25,27.5]	0.9763139	0.9721784	0.9804495
aou + nitrate	Pacific	(27.5,27.75]	0.9764751	0.9694720	0.9834782
aou + nitrate	Pacific	(27.75,27.85]	0.9802617	0.9711521	0.9893714
aou + nitrate	Pacific	(27.85,27.95]	0.9797570	0.9731911	0.9863230
aou + nitrate	Pacific	(27.95,28.05]	0.9678960	0.9633303	0.9724617
aou + nitrate	Pacific	(28.05,28.1]	0.9486734	0.9311463	0.9662006
aou + nitrate	Pacific	(28.1, Inf]	0.9503757	0.9324819	0.9682695
aou + oxygen	Atlantic	(-Inf,26]	-0.9379644	-0.9408703	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9500187	-0.9507300	-0.9493075
aou + oxygen	Atlantic	(26.5,26.75]	-0.9550778	-0.9613881	-0.9487674
aou + oxygen	Atlantic	(26.75,27]	-0.9555615	-0.9642931	-0.9468298
aou + oxygen	Atlantic	(27,27.25]	-0.9561739	-0.9592669	-0.9530810
aou + oxygen	Atlantic	(27.25,27.5]	-0.9408109	-0.9490461	-0.9325757
aou + oxygen	Atlantic	(27.5,27.75]	-0.9283345	-0.9425190	-0.9141501
aou + oxygen	Atlantic	(27.75,27.85]	-0.9530134	-0.9639586	-0.9420682
aou + oxygen	Atlantic	(27.85,27.95]	-0.9749294	-0.9792752	-0.9705836
aou + oxygen	Atlantic	(27.95,28.05]	-0.9798337	-0.9823644	-0.9773029
aou + oxygen	Atlantic	(28.05,28.1]	-0.9887829	-0.9889832	-0.9885826
aou + oxygen	Atlantic	(28.1,28.15]	-0.9915145	-0.9943715	-0.9886575
aou + oxygen	Atlantic	(28.15,28.2]	-0.9947225	-0.9974105	-0.9920345
aou + oxygen	Atlantic	(28.2, Inf]	-0.9764291	-0.9817703	-0.9710879
aou + oxygen	Indian	(-Inf,26]	-0.9925440	-0.9934948	-0.9915933
aou + oxygen	Indian	(26,26.5]	-0.9970305	-0.9972471	-0.9968138
aou + oxygen	Indian	(26.5,26.75]	-0.9966963	-0.9976383	-0.9957543
aou + oxygen	Indian	(26.75,27]	-0.9946956	-0.9969857	-0.9924054
aou + oxygen	Indian	(27,27.25]	-0.9939343	-0.9953415	-0.9925271
aou + oxygen	Indian	(27.25,27.5]	-0.9951077	-0.9953522	-0.9948631
aou + oxygen	Indian	(27.5,27.75]	-0.9959693	-0.9964053	-0.9955333
aou + oxygen	Indian	(27.75,27.85]	-0.9971072	-0.9978830	-0.9963313
aou + oxygen	Indian	(27.85,27.95]	-0.9945030	-0.9950876	-0.9939183
aou + oxygen	Indian	(27.95,28.05]	-0.9891661	-0.9916518	-0.9866803
aou + oxygen	Indian	(28.05,28.1]	-0.9905167	-0.9955671	-0.9854662
aou + oxygen	Indian	(28.1, Inf]	-0.9832850	-0.9874904	-0.9790797
aou + oxygen	Pacific	(-Inf,26]	-0.8382109	-0.8449199	-0.8315018
aou + oxygen	Pacific	(26,26.5]	-0.9654228	-0.9732847	-0.9575609
aou + oxygen	Pacific	(26.5,26.75]	-0.9728029	-0.9739732	-0.9716327
aou + oxygen	Pacific	(26.75,27]	-0.9712573	-0.9786690	-0.9638456
aou + oxygen	Pacific	(27,27.25]	-0.9930857	-0.9945484	-0.9916230
aou + oxygen	Pacific	(27.25,27.5]	-0.9955030	-0.9963481	-0.9946580
aou + oxygen	Pacific	(27.5,27.75]	-0.9958876	-0.9967265	-0.9950486
aou + oxygen	Pacific	(27.75,27.85]	-0.9975914	-0.9976697	-0.9975132
aou + oxygen	Pacific	(27.85,27.95]	-0.9985381	-0.9989215	-0.9981546
aou + oxygen	Pacific	(27.95,28.05]	-0.9983883	-0.9986987	-0.9980780
aou + oxygen	Pacific	(28.05,28.1]	-0.9991483	-0.9991766	-0.9991199
aou + oxygen	Pacific	(28.1, Inf]	-0.9964669	-0.9967220	-0.9962118
aou + phosphate	Atlantic	(-Inf,26]	0.7127828	0.6981694	0.7273962
aou + phosphate	Atlantic	(26,26.5]	0.8337004	0.8224548	0.8449460
aou + phosphate	Atlantic	(26.5,26.75]	0.8728844	0.8625338	0.8832349
aou + phosphate	Atlantic	(26.75,27]	0.8031160	0.7723188	0.8339133
aou + phosphate	Atlantic	(27,27.25]	0.7414760	0.6787987	0.8041533
aou + phosphate	Atlantic	(27.25,27.5]	0.7158757	0.6797717	0.7519797
aou + phosphate	Atlantic	(27.5,27.75]	0.8134155	0.7811260	0.8457051
aou + phosphate	Atlantic	(27.75,27.85]	0.9065886	0.8935282	0.9196490
aou + phosphate	Atlantic	(27.85,27.95]	0.9349425	0.9240376	0.9458474
aou + phosphate	Atlantic	(27.95,28.05]	0.9482602	0.9472008	0.9493196
aou + phosphate	Atlantic	(28.05,28.1]	0.9661839	0.9640977	0.9682700
aou + phosphate	Atlantic	(28.1,28.15]	0.9720119	0.9654977	0.9785261
aou + phosphate	Atlantic	(28.15,28.2]	0.9879564	0.9805144	0.9953984
aou + phosphate	Atlantic	(28.2, Inf]	0.8329721	0.7518463	0.9140980
aou + phosphate	Indian	(-Inf,26]	0.9935427	0.9914110	0.9956744
aou + phosphate	Indian	(26,26.5]	0.9939775	0.9922719	0.9956831
aou + phosphate	Indian	(26.5,26.75]	0.9772481	0.9620478	0.9924484
aou + phosphate	Indian	(26.75,27]	0.9493641	0.9224102	0.9763179
aou + phosphate	Indian	(27,27.25]	0.9208383	0.8815735	0.9601030
aou + phosphate	Indian	(27.25,27.5]	0.9409637	0.9278313	0.9540960
aou + phosphate	Indian	(27.5,27.75]	0.9552288	0.9489813	0.9614763
aou + phosphate	Indian	(27.75,27.85]	0.9304361	0.9094961	0.9513762
aou + phosphate	Indian	(27.85,27.95]	0.8813707	0.8366863	0.9260552
aou + phosphate	Indian	(27.95,28.05]	0.8525725	0.7917781	0.9133669
aou + phosphate	Indian	(28.05,28.1]	0.9090947	0.8648387	0.9533506
aou + phosphate	Indian	(28.1, Inf]	0.6704496	0.5819491	0.7589501
aou + phosphate	Pacific	(-Inf,26]	0.8524629	0.8493274	0.8555984
aou + phosphate	Pacific	(26,26.5]	0.8467741	0.7829507	0.9105975
aou + phosphate	Pacific	(26.5,26.75]	0.7959583	0.7943710	0.7975457
aou + phosphate	Pacific	(26.75,27]	0.8990507	0.8879817	0.9101196
aou + phosphate	Pacific	(27,27.25]	0.9799152	0.9788371	0.9809934
aou + phosphate	Pacific	(27.25,27.5]	0.9811158	0.9788060	0.9834256
aou + phosphate	Pacific	(27.5,27.75]	0.9778661	0.9729448	0.9827873
aou + phosphate	Pacific	(27.75,27.85]	0.9795241	0.9726290	0.9864192
aou + phosphate	Pacific	(27.85,27.95]	0.9810702	0.9766714	0.9854689
aou + phosphate	Pacific	(27.95,28.05]	0.9759660	0.9734737	0.9784583
aou + phosphate	Pacific	(28.05,28.1]	0.9665772	0.9607791	0.9723753
aou + phosphate	Pacific	(28.1, Inf]	0.9435746	0.9273809	0.9597683
aou + silicate	Atlantic	(-Inf,26]	0.4083616	0.3030404	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7514376	0.7177881	0.7850872
aou + silicate	Atlantic	(26.5,26.75]	0.8690537	0.8681315	0.8699759
aou + silicate	Atlantic	(26.75,27]	0.8254633	0.8066866	0.8442400
aou + silicate	Atlantic	(27,27.25]	0.6877064	0.5930066	0.7824062
aou + silicate	Atlantic	(27.25,27.5]	0.5301430	0.4562008	0.6040852
aou + silicate	Atlantic	(27.5,27.75]	0.5726842	0.5194260	0.6259423
aou + silicate	Atlantic	(27.75,27.85]	0.7929086	0.7908171	0.7950001
aou + silicate	Atlantic	(27.85,27.95]	0.8603074	0.8495733	0.8710415
aou + silicate	Atlantic	(27.95,28.05]	0.9231020	0.9194067	0.9267973
aou + silicate	Atlantic	(28.05,28.1]	0.9666616	0.9641628	0.9691605
aou + silicate	Atlantic	(28.1,28.15]	0.9697030	0.9650182	0.9743878
aou + silicate	Atlantic	(28.15,28.2]	0.9881766	0.9825693	0.9937839
aou + silicate	Atlantic	(28.2, Inf]	0.8664927	0.8356656	0.8973199
aou + silicate	Indian	(-Inf,26]	0.9075793	0.8669751	0.9481835
aou + silicate	Indian	(26,26.5]	0.9304425	0.9041165	0.9567685
aou + silicate	Indian	(26.5,26.75]	0.9490240	0.9278471	0.9702009
aou + silicate	Indian	(26.75,27]	0.9589005	0.9442803	0.9735207
aou + silicate	Indian	(27,27.25]	0.9152938	0.8973500	0.9332376
aou + silicate	Indian	(27.25,27.5]	0.8639684	0.8423700	0.8855668
aou + silicate	Indian	(27.5,27.75]	0.8273750	0.7877260	0.8670239
aou + silicate	Indian	(27.75,27.85]	0.8512745	0.8237589	0.8787901
aou + silicate	Indian	(27.85,27.95]	0.8372723	0.7966161	0.8779285
aou + silicate	Indian	(27.95,28.05]	0.8707727	0.8361586	0.9053867
aou + silicate	Indian	(28.05,28.1]	0.9448765	0.9393208	0.9504323
aou + silicate	Indian	(28.1, Inf]	0.4995100	0.4425228	0.5564972
aou + silicate	Pacific	(-Inf,26]	0.5902747	0.5612449	0.6193044
aou + silicate	Pacific	(26,26.5]	0.3982780	0.2339572	0.5625988
aou + silicate	Pacific	(26.5,26.75]	0.2587805	0.1760822	0.3414789
aou + silicate	Pacific	(26.75,27]	0.6068344	0.5435064	0.6701623
aou + silicate	Pacific	(27,27.25]	0.8720671	0.8508751	0.8932590
aou + silicate	Pacific	(27.25,27.5]	0.9072131	0.8886757	0.9257505
aou + silicate	Pacific	(27.5,27.75]	0.9230355	0.9042370	0.9418340
aou + silicate	Pacific	(27.75,27.85]	0.9662212	0.9641285	0.9683139
aou + silicate	Pacific	(27.85,27.95]	0.9633941	0.9631268	0.9636614
aou + silicate	Pacific	(27.95,28.05]	0.9475162	0.9462879	0.9487446
aou + silicate	Pacific	(28.05,28.1]	0.9552540	0.9540230	0.9564849
aou + silicate	Pacific	(28.1, Inf]	0.8818397	0.8733484	0.8903310
nitrate + silicate	Atlantic	(-Inf,26]	0.5583796	0.5251495	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8552008	0.8449268	0.8654749
nitrate + silicate	Atlantic	(26.5,26.75]	0.9335846	0.9255926	0.9415766
nitrate + silicate	Atlantic	(26.75,27]	0.9132480	0.8800480	0.9464479
nitrate + silicate	Atlantic	(27,27.25]	0.8993100	0.8642390	0.9343810
nitrate + silicate	Atlantic	(27.25,27.5]	0.8810381	0.8657546	0.8963216
nitrate + silicate	Atlantic	(27.5,27.75]	0.8751254	0.8679358	0.8823151
nitrate + silicate	Atlantic	(27.75,27.85]	0.9379912	0.9316366	0.9443459
nitrate + silicate	Atlantic	(27.85,27.95]	0.9648529	0.9627521	0.9669536
nitrate + silicate	Atlantic	(27.95,28.05]	0.9790081	0.9769998	0.9810163
nitrate + silicate	Atlantic	(28.05,28.1]	0.9874057	0.9866693	0.9881421
nitrate + silicate	Atlantic	(28.1,28.15]	0.9890217	0.9885281	0.9895153
nitrate + silicate	Atlantic	(28.15,28.2]	0.9933547	0.9915830	0.9951264
nitrate + silicate	Atlantic	(28.2, Inf]	0.9678766	0.9473259	0.9884273
nitrate + silicate	Indian	(-Inf,26]	0.9306585	0.9016464	0.9596707
nitrate + silicate	Indian	(26,26.5]	0.9513954	0.9399121	0.9628787
nitrate + silicate	Indian	(26.5,26.75]	0.9484842	0.9470108	0.9499576
nitrate + silicate	Indian	(26.75,27]	0.9348091	0.9266159	0.9430023
nitrate + silicate	Indian	(27,27.25]	0.9292449	0.9272991	0.9311907
nitrate + silicate	Indian	(27.25,27.5]	0.9280295	0.9183125	0.9377464
nitrate + silicate	Indian	(27.5,27.75]	0.8465583	0.8282682	0.8648483
nitrate + silicate	Indian	(27.75,27.85]	0.7906081	0.7740727	0.8071434
nitrate + silicate	Indian	(27.85,27.95]	0.8529122	0.8462323	0.8595922
nitrate + silicate	Indian	(27.95,28.05]	0.9080373	0.9011543	0.9149203
nitrate + silicate	Indian	(28.05,28.1]	0.9504820	0.9403379	0.9606261
nitrate + silicate	Indian	(28.1, Inf]	0.8497136	0.8454964	0.8539309
nitrate + silicate	Pacific	(-Inf,26]	0.8236834	0.7942570	0.8531097
nitrate + silicate	Pacific	(26,26.5]	0.7782703	0.7525550	0.8039857
nitrate + silicate	Pacific	(26.5,26.75]	0.7204938	0.6817907	0.7591968
nitrate + silicate	Pacific	(26.75,27]	0.8111664	0.7868753	0.8354575
nitrate + silicate	Pacific	(27,27.25]	0.8840038	0.8625524	0.9054551
nitrate + silicate	Pacific	(27.25,27.5]	0.8704834	0.8402411	0.9007256
nitrate + silicate	Pacific	(27.5,27.75]	0.8787286	0.8483263	0.9091309
nitrate + silicate	Pacific	(27.75,27.85]	0.9336692	0.9169761	0.9503622
nitrate + silicate	Pacific	(27.85,27.95]	0.9448878	0.9358001	0.9539755
nitrate + silicate	Pacific	(27.95,28.05]	0.9213447	0.9183091	0.9243803
nitrate + silicate	Pacific	(28.05,28.1]	0.9054563	0.8914361	0.9194764
nitrate + silicate	Pacific	(28.1, Inf]	0.9183517	0.9175818	0.9191215
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8472053	-0.8711973	-0.8232134
oxygen + nitrate	Atlantic	(26,26.5]	-0.8223274	-0.8241940	-0.8204609
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8259759	-0.8270184	-0.8249335
oxygen + nitrate	Atlantic	(26.75,27]	-0.7306221	-0.7808127	-0.6804315
oxygen + nitrate	Atlantic	(27,27.25]	-0.6288944	-0.7141063	-0.5436825
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5327264	-0.5924896	-0.4729632
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6041639	-0.6805837	-0.5277442
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7745810	-0.8188454	-0.7303166
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8485957	-0.8738804	-0.8233110
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8812783	-0.8922777	-0.8702790
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9337450	-0.9342541	-0.9332360
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9486559	-0.9720105	-0.9253013
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9776562	-0.9903220	-0.9649903
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7223944	-0.8436273	-0.6011616
oxygen + nitrate	Indian	(-Inf,26]	-0.9776774	-0.9817791	-0.9735757
oxygen + nitrate	Indian	(26,26.5]	-0.9709850	-0.9795342	-0.9624357
oxygen + nitrate	Indian	(26.5,26.75]	-0.9441610	-0.9576261	-0.9306958
oxygen + nitrate	Indian	(26.75,27]	-0.8893654	-0.9209421	-0.8577887
oxygen + nitrate	Indian	(27,27.25]	-0.8155619	-0.8401336	-0.7909901
oxygen + nitrate	Indian	(27.25,27.5]	-0.8364783	-0.8647047	-0.8082520
oxygen + nitrate	Indian	(27.5,27.75]	-0.8790483	-0.9000308	-0.8580658
oxygen + nitrate	Indian	(27.75,27.85]	-0.8624352	-0.8826429	-0.8422274
oxygen + nitrate	Indian	(27.85,27.95]	-0.8106395	-0.8562749	-0.7650041
oxygen + nitrate	Indian	(27.95,28.05]	-0.7428515	-0.8279179	-0.6577851
oxygen + nitrate	Indian	(28.05,28.1]	-0.8312026	-0.9058842	-0.7565211
oxygen + nitrate	Indian	(28.1, Inf]	-0.5217308	-0.6427675	-0.4006941
oxygen + nitrate	Pacific	(-Inf,26]	-0.5383627	-0.5725583	-0.5041671
oxygen + nitrate	Pacific	(26,26.5]	-0.5948905	-0.7126140	-0.4771670
oxygen + nitrate	Pacific	(26.5,26.75]	-0.5888290	-0.5911119	-0.5865461
oxygen + nitrate	Pacific	(26.75,27]	-0.7904857	-0.8048695	-0.7761019
oxygen + nitrate	Pacific	(27,27.25]	-0.9516031	-0.9530880	-0.9501183
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9660682	-0.9705372	-0.9615992
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9704990	-0.9781289	-0.9628690
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9772699	-0.9861141	-0.9684258
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9777014	-0.9827317	-0.9726711
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9629880	-0.9685375	-0.9574385
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9426856	-0.9605122	-0.9248591
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9313689	-0.9512089	-0.9115288
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5610961	-0.5632626	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6358486	-0.6496519	-0.6220453
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7033652	-0.7059100	-0.7008203
oxygen + phosphate	Atlantic	(26.75,27]	-0.6176342	-0.6682719	-0.5669965
oxygen + phosphate	Atlantic	(27,27.25]	-0.5341793	-0.6233818	-0.4449768
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4540606	-0.5163111	-0.3918100
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5568754	-0.6344690	-0.4792817
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7438358	-0.7874157	-0.7002558
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8395058	-0.8654180	-0.8135937
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8762663	-0.8858789	-0.8666536
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9266210	-0.9287532	-0.9244888
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9392389	-0.9575089	-0.9209690
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9771114	-0.9912438	-0.9629791
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7220682	-0.8440839	-0.6000526
oxygen + phosphate	Indian	(-Inf,26]	-0.9843517	-0.9849630	-0.9837404
oxygen + phosphate	Indian	(26,26.5]	-0.9853122	-0.9887854	-0.9818390
oxygen + phosphate	Indian	(26.5,26.75]	-0.9594531	-0.9846593	-0.9342469
oxygen + phosphate	Indian	(26.75,27]	-0.9150091	-0.9605909	-0.8694272
oxygen + phosphate	Indian	(27,27.25]	-0.8769584	-0.9344086	-0.8195082
oxygen + phosphate	Indian	(27.25,27.5]	-0.9089426	-0.9265546	-0.8913307
oxygen + phosphate	Indian	(27.5,27.75]	-0.9395590	-0.9453688	-0.9337493
oxygen + phosphate	Indian	(27.75,27.85]	-0.9112653	-0.9378523	-0.8846783
oxygen + phosphate	Indian	(27.85,27.95]	-0.8358845	-0.8911080	-0.7806609
oxygen + phosphate	Indian	(27.95,28.05]	-0.7757171	-0.8603652	-0.6910690
oxygen + phosphate	Indian	(28.05,28.1]	-0.8515698	-0.9269909	-0.7761488
oxygen + phosphate	Indian	(28.1, Inf]	-0.5406865	-0.6611654	-0.4202076
oxygen + phosphate	Pacific	(-Inf,26]	-0.5696536	-0.5898120	-0.5494951
oxygen + phosphate	Pacific	(26,26.5]	-0.6911252	-0.8000434	-0.5822069
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6437776	-0.6490960	-0.6384591
oxygen + phosphate	Pacific	(26.75,27]	-0.7770441	-0.8134595	-0.7406287
oxygen + phosphate	Pacific	(27,27.25]	-0.9557982	-0.9604806	-0.9511157
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9701282	-0.9734763	-0.9667800
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9722268	-0.9779050	-0.9665486
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9760612	-0.9830631	-0.9690594
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9786403	-0.9816073	-0.9756733
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9711463	-0.9745865	-0.9677061
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9629524	-0.9680983	-0.9578064
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9234067	-0.9417033	-0.9051102
oxygen + silicate	Atlantic	(-Inf,26]	-0.2598750	-0.3920757	-0.1276743
oxygen + silicate	Atlantic	(26,26.5]	-0.5671080	-0.5975482	-0.5366678
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7171895	-0.7393959	-0.6949831
oxygen + silicate	Atlantic	(26.75,27]	-0.6609950	-0.6957152	-0.6262749
oxygen + silicate	Atlantic	(27,27.25]	-0.4886824	-0.6054324	-0.3719325
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2476719	-0.3497872	-0.1455566
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2720004	-0.3687826	-0.1752181
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6035638	-0.6249678	-0.5821599
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7378307	-0.7636127	-0.7120486
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8348329	-0.8362513	-0.8334145
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9225384	-0.9273906	-0.9176861
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9348354	-0.9488043	-0.9208665
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9802758	-0.9898242	-0.9707273
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7653867	-0.8252017	-0.7055716
oxygen + silicate	Indian	(-Inf,26]	-0.8787785	-0.9262931	-0.8312640
oxygen + silicate	Indian	(26,26.5]	-0.9118092	-0.9452004	-0.8784180
oxygen + silicate	Indian	(26.5,26.75]	-0.9338703	-0.9587312	-0.9090094
oxygen + silicate	Indian	(26.75,27]	-0.9408593	-0.9540512	-0.9276674
oxygen + silicate	Indian	(27,27.25]	-0.8773416	-0.8928577	-0.8618255
oxygen + silicate	Indian	(27.25,27.5]	-0.8182849	-0.8445551	-0.7920146
oxygen + silicate	Indian	(27.5,27.75]	-0.7844617	-0.8317114	-0.7372120
oxygen + silicate	Indian	(27.75,27.85]	-0.8242615	-0.8597451	-0.7887779
oxygen + silicate	Indian	(27.85,27.95]	-0.7915274	-0.8465728	-0.7364820
oxygen + silicate	Indian	(27.95,28.05]	-0.8042081	-0.8599122	-0.7485041
oxygen + silicate	Indian	(28.05,28.1]	-0.9042469	-0.9291787	-0.8793150
oxygen + silicate	Indian	(28.1, Inf]	-0.3545370	-0.4364092	-0.2726647
oxygen + silicate	Pacific	(-Inf,26]	-0.1969150	-0.2261836	-0.1676463
oxygen + silicate	Pacific	(26,26.5]	-0.1833537	-0.3911161	0.0244087
oxygen + silicate	Pacific	(26.5,26.75]	-0.0527540	-0.1416395	0.0361315
oxygen + silicate	Pacific	(26.75,27]	-0.4178476	-0.5177145	-0.3179806
oxygen + silicate	Pacific	(27,27.25]	-0.8167295	-0.8482940	-0.7851650
oxygen + silicate	Pacific	(27.25,27.5]	-0.8699217	-0.8957682	-0.8440753
oxygen + silicate	Pacific	(27.5,27.75]	-0.8916511	-0.9185821	-0.8647201
oxygen + silicate	Pacific	(27.75,27.85]	-0.9533729	-0.9559935	-0.9507524
oxygen + silicate	Pacific	(27.85,27.95]	-0.9541613	-0.9557495	-0.9525730
oxygen + silicate	Pacific	(27.95,28.05]	-0.9345005	-0.9349582	-0.9340427
oxygen + silicate	Pacific	(28.05,28.1]	-0.9480080	-0.9490145	-0.9470015
oxygen + silicate	Pacific	(28.1, Inf]	-0.8448414	-0.8544134	-0.8352695
phosphate + nitrate	Atlantic	(-Inf,26]	0.8276122	0.7735562	0.8816683
phosphate + nitrate	Atlantic	(26,26.5]	0.9323676	0.9309785	0.9337568
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9724549	0.9711270	0.9737828
phosphate + nitrate	Atlantic	(26.75,27]	0.9799810	0.9795690	0.9803930
phosphate + nitrate	Atlantic	(27,27.25]	0.9871796	0.9863031	0.9880560
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922793	0.9916167	0.9929419
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9947954	0.9945991	0.9949917
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9950328	0.9942018	0.9958639
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9947661	0.9944580	0.9950743
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9935571	0.9932105	0.9939038
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9912135	0.9900158	0.9924111
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9933904	0.9930282	0.9937525
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9968481	0.9965306	0.9971657
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9888747	0.9819914	0.9957581
phosphate + nitrate	Indian	(-Inf,26]	0.9933460	0.9894361	0.9972558
phosphate + nitrate	Indian	(26,26.5]	0.9896672	0.9820006	0.9973338
phosphate + nitrate	Indian	(26.5,26.75]	0.9897649	0.9818344	0.9976954
phosphate + nitrate	Indian	(26.75,27]	0.9841210	0.9725777	0.9956643
phosphate + nitrate	Indian	(27,27.25]	0.9624083	0.9333716	0.9914450
phosphate + nitrate	Indian	(27.25,27.5]	0.9544043	0.9246681	0.9841405
phosphate + nitrate	Indian	(27.5,27.75]	0.9387682	0.9259042	0.9516323
phosphate + nitrate	Indian	(27.75,27.85]	0.9330525	0.9327495	0.9333554
phosphate + nitrate	Indian	(27.85,27.95]	0.9576461	0.9566008	0.9586914
phosphate + nitrate	Indian	(27.95,28.05]	0.9780115	0.9758502	0.9801729
phosphate + nitrate	Indian	(28.05,28.1]	0.9836157	0.9827416	0.9844898
phosphate + nitrate	Indian	(28.1, Inf]	0.9358814	0.9254653	0.9462975
phosphate + nitrate	Pacific	(-Inf,26]	0.9461163	0.9359491	0.9562834
phosphate + nitrate	Pacific	(26,26.5]	0.9214427	0.9021111	0.9407742
phosphate + nitrate	Pacific	(26.5,26.75]	0.9250753	0.9156726	0.9344779
phosphate + nitrate	Pacific	(26.75,27]	0.9791978	0.9765187	0.9818768
phosphate + nitrate	Pacific	(27,27.25]	0.9894416	0.9876201	0.9912632
phosphate + nitrate	Pacific	(27.25,27.5]	0.9906246	0.9893592	0.9918899
phosphate + nitrate	Pacific	(27.5,27.75]	0.9873734	0.9810400	0.9937069
phosphate + nitrate	Pacific	(27.75,27.85]	0.9786202	0.9656667	0.9915737
phosphate + nitrate	Pacific	(27.85,27.95]	0.9761076	0.9640400	0.9881752
phosphate + nitrate	Pacific	(27.95,28.05]	0.9614701	0.9558756	0.9670645
phosphate + nitrate	Pacific	(28.05,28.1]	0.9307171	0.9084766	0.9529576
phosphate + nitrate	Pacific	(28.1, Inf]	0.9485043	0.9273412	0.9696674
phosphate + silicate	Atlantic	(-Inf,26]	0.7709724	0.7371790	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9178425	0.8969575	0.9387275
phosphate + silicate	Atlantic	(26.5,26.75]	0.9416548	0.9247081	0.9586015
phosphate + silicate	Atlantic	(26.75,27]	0.9224384	0.8931090	0.9517677
phosphate + silicate	Atlantic	(27,27.25]	0.9121993	0.8792728	0.9451259
phosphate + silicate	Atlantic	(27.25,27.5]	0.9050391	0.8932439	0.9168344
phosphate + silicate	Atlantic	(27.5,27.75]	0.8927011	0.8861032	0.8992990
phosphate + silicate	Atlantic	(27.75,27.85]	0.9452288	0.9403632	0.9500944
phosphate + silicate	Atlantic	(27.85,27.95]	0.9678169	0.9651548	0.9704791
phosphate + silicate	Atlantic	(27.95,28.05]	0.9806757	0.9787288	0.9826226
phosphate + silicate	Atlantic	(28.05,28.1]	0.9874219	0.9858133	0.9890305
phosphate + silicate	Atlantic	(28.1,28.15]	0.9915759	0.9903060	0.9928457
phosphate + silicate	Atlantic	(28.15,28.2]	0.9938470	0.9927446	0.9949494
phosphate + silicate	Atlantic	(28.2, Inf]	0.9745122	0.9583405	0.9906840
phosphate + silicate	Indian	(-Inf,26]	0.9170529	0.8745074	0.9595984
phosphate + silicate	Indian	(26,26.5]	0.9422160	0.9203794	0.9640527
phosphate + silicate	Indian	(26.5,26.75]	0.9470499	0.9410573	0.9530426
phosphate + silicate	Indian	(26.75,27]	0.9414935	0.9368656	0.9461213
phosphate + silicate	Indian	(27,27.25]	0.9317140	0.9181465	0.9452815
phosphate + silicate	Indian	(27.25,27.5]	0.9113844	0.8798882	0.9428806
phosphate + silicate	Indian	(27.5,27.75]	0.8472120	0.7921980	0.9022260
phosphate + silicate	Indian	(27.75,27.85]	0.8697856	0.8540116	0.8855596
phosphate + silicate	Indian	(27.85,27.95]	0.9060164	0.9052066	0.9068262
phosphate + silicate	Indian	(27.95,28.05]	0.9292892	0.9251388	0.9334396
phosphate + silicate	Indian	(28.05,28.1]	0.9597999	0.9504274	0.9691723
phosphate + silicate	Indian	(28.1, Inf]	0.8265016	0.8113977	0.8416056
phosphate + silicate	Pacific	(-Inf,26]	0.7225353	0.6668397	0.7782308
phosphate + silicate	Pacific	(26,26.5]	0.7180775	0.6847081	0.7514468
phosphate + silicate	Pacific	(26.5,26.75]	0.6676262	0.6235471	0.7117054
phosphate + silicate	Pacific	(26.75,27]	0.8150652	0.7991729	0.8309575
phosphate + silicate	Pacific	(27,27.25]	0.8967226	0.8806236	0.9128215
phosphate + silicate	Pacific	(27.25,27.5]	0.8855741	0.8619264	0.9092218
phosphate + silicate	Pacific	(27.5,27.75]	0.8835769	0.8574803	0.9096735
phosphate + silicate	Pacific	(27.75,27.85]	0.9417118	0.9299187	0.9535049
phosphate + silicate	Pacific	(27.85,27.95]	0.9565544	0.9496857	0.9634231
phosphate + silicate	Pacific	(27.95,28.05]	0.9474520	0.9452587	0.9496452
phosphate + silicate	Pacific	(28.05,28.1]	0.9419718	0.9331396	0.9508040
phosphate + silicate	Pacific	(28.1, Inf]	0.9168139	0.9166244	0.9170034
sal + aou	Atlantic	(-Inf,26]	-0.1833723	-0.3739854	0.0072407
sal + aou	Atlantic	(26,26.5]	-0.2095674	-0.2663546	-0.1527803
sal + aou	Atlantic	(26.5,26.75]	-0.2981782	-0.3808378	-0.2155185
sal + aou	Atlantic	(26.75,27]	-0.1524008	-0.2261269	-0.0786748
sal + aou	Atlantic	(27,27.25]	-0.1093087	-0.2266796	0.0080622
sal + aou	Atlantic	(27.25,27.5]	-0.1511747	-0.2130756	-0.0892738
sal + aou	Atlantic	(27.5,27.75]	-0.3270765	-0.3527526	-0.3014005
sal + aou	Atlantic	(27.75,27.85]	-0.3643482	-0.3666966	-0.3619999
sal + aou	Atlantic	(27.85,27.95]	-0.4179374	-0.4614977	-0.3743770
sal + aou	Atlantic	(27.95,28.05]	-0.5276404	-0.5973965	-0.4578843
sal + aou	Atlantic	(28.05,28.1]	-0.7290529	-0.7752912	-0.6828146
sal + aou	Atlantic	(28.1,28.15]	-0.7770579	-0.7954284	-0.7586874
sal + aou	Atlantic	(28.15,28.2]	-0.9098738	-0.9293041	-0.8904434
sal + aou	Atlantic	(28.2, Inf]	-0.5332948	-0.7540623	-0.3125272
sal + aou	Indian	(-Inf,26]	-0.5926856	-0.7482848	-0.4370863
sal + aou	Indian	(26,26.5]	-0.6412998	-0.7991837	-0.4834158
sal + aou	Indian	(26.5,26.75]	-0.1760939	-0.2521669	-0.1000209
sal + aou	Indian	(26.75,27]	0.4571335	0.3441540	0.5701130
sal + aou	Indian	(27,27.25]	0.8197890	0.7949314	0.8446467
sal + aou	Indian	(27.25,27.5]	0.8964278	0.8261784	0.9666773
sal + aou	Indian	(27.5,27.75]	0.9124971	0.8619014	0.9630928
sal + aou	Indian	(27.75,27.85]	0.9456910	0.9375593	0.9538227
sal + aou	Indian	(27.85,27.95]	0.8913135	0.8859977	0.8966293
sal + aou	Indian	(27.95,28.05]	0.5890033	0.5631688	0.6148378
sal + aou	Indian	(28.05,28.1]	0.0256179	-0.0850671	0.1363030
sal + aou	Indian	(28.1, Inf]	0.4753356	0.4421173	0.5085540
sal + aou	Pacific	(-Inf,26]	-0.0903773	-0.0997870	-0.0809676
sal + aou	Pacific	(26,26.5]	0.0955401	-0.0405334	0.2316136
sal + aou	Pacific	(26.5,26.75]	0.2942829	0.2162891	0.3722767
sal + aou	Pacific	(26.75,27]	-0.0549351	-0.0888910	-0.0209792
sal + aou	Pacific	(27,27.25]	-0.2551780	-0.2833700	-0.2269860
sal + aou	Pacific	(27.25,27.5]	-0.0027695	-0.0438211	0.0382822
sal + aou	Pacific	(27.5,27.75]	0.0253081	-0.0094479	0.0600641
sal + aou	Pacific	(27.75,27.85]	-0.1529411	-0.1892109	-0.1166714
sal + aou	Pacific	(27.85,27.95]	-0.4713166	-0.5683577	-0.3742755
sal + aou	Pacific	(27.95,28.05]	-0.6840449	-0.7352132	-0.6328767
sal + aou	Pacific	(28.05,28.1]	-0.8841384	-0.8849277	-0.8833491
sal + aou	Pacific	(28.1, Inf]	-0.7754495	-0.7863753	-0.7645238
sal + nitrate	Atlantic	(-Inf,26]	-0.2516307	-0.3385087	-0.1647527
sal + nitrate	Atlantic	(26,26.5]	-0.4102133	-0.4602719	-0.3601546
sal + nitrate	Atlantic	(26.5,26.75]	-0.5488638	-0.6104263	-0.4873013
sal + nitrate	Atlantic	(26.75,27]	-0.5386555	-0.5734590	-0.5038520
sal + nitrate	Atlantic	(27,27.25]	-0.6075235	-0.6272411	-0.5878059
sal + nitrate	Atlantic	(27.25,27.5]	-0.7022863	-0.7190877	-0.6854849
sal + nitrate	Atlantic	(27.5,27.75]	-0.7319202	-0.7457764	-0.7180640
sal + nitrate	Atlantic	(27.75,27.85]	-0.6508643	-0.6673253	-0.6344032
sal + nitrate	Atlantic	(27.85,27.95]	-0.6557576	-0.7043562	-0.6071590
sal + nitrate	Atlantic	(27.95,28.05]	-0.7229105	-0.7800502	-0.6657708
sal + nitrate	Atlantic	(28.05,28.1]	-0.8290681	-0.8666865	-0.7914497
sal + nitrate	Atlantic	(28.1,28.15]	-0.8537918	-0.8627017	-0.8448820
sal + nitrate	Atlantic	(28.15,28.2]	-0.9350222	-0.9372248	-0.9328195
sal + nitrate	Atlantic	(28.2, Inf]	-0.8839622	-0.9450766	-0.8228478
sal + nitrate	Indian	(-Inf,26]	-0.6275556	-0.7654899	-0.4896214
sal + nitrate	Indian	(26,26.5]	-0.7475519	-0.8618296	-0.6332741
sal + nitrate	Indian	(26.5,26.75]	-0.3995255	-0.4990148	-0.3000362
sal + nitrate	Indian	(26.75,27]	0.1216578	-0.0574523	0.3007679
sal + nitrate	Indian	(27,27.25]	0.4620522	0.4618749	0.4622296
sal + nitrate	Indian	(27.25,27.5]	0.6367616	0.4806066	0.7929167
sal + nitrate	Indian	(27.5,27.75]	0.7251211	0.6118009	0.8384413
sal + nitrate	Indian	(27.75,27.85]	0.7269798	0.6800435	0.7739162
sal + nitrate	Indian	(27.85,27.95]	0.5650405	0.4901343	0.6399468
sal + nitrate	Indian	(27.95,28.05]	0.0677452	-0.0125427	0.1480332
sal + nitrate	Indian	(28.05,28.1]	-0.3754894	-0.3799259	-0.3710528
sal + nitrate	Indian	(28.1, Inf]	-0.2674560	-0.4172542	-0.1176578
sal + nitrate	Pacific	(-Inf,26]	-0.4031175	-0.4582498	-0.3479852
sal + nitrate	Pacific	(26,26.5]	-0.4437369	-0.4734525	-0.4140214
sal + nitrate	Pacific	(26.5,26.75]	-0.3178291	-0.3946535	-0.2410047
sal + nitrate	Pacific	(26.75,27]	-0.4098794	-0.4348265	-0.3849323
sal + nitrate	Pacific	(27,27.25]	-0.3598141	-0.3725634	-0.3470648
sal + nitrate	Pacific	(27.25,27.5]	-0.0172067	-0.0496779	0.0152646
sal + nitrate	Pacific	(27.5,27.75]	0.0205760	-0.0095648	0.0507167
sal + nitrate	Pacific	(27.75,27.85]	-0.1542577	-0.1870102	-0.1215051
sal + nitrate	Pacific	(27.85,27.95]	-0.4793668	-0.5576188	-0.4011148
sal + nitrate	Pacific	(27.95,28.05]	-0.7232780	-0.7678990	-0.6786570
sal + nitrate	Pacific	(28.05,28.1]	-0.9074025	-0.9191218	-0.8956832
sal + nitrate	Pacific	(28.1, Inf]	-0.8506955	-0.8635486	-0.8378424
sal + oxygen	Atlantic	(-Inf,26]	-0.0982106	-0.2896783	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0947797	-0.1505761	-0.0389833
sal + oxygen	Atlantic	(26.5,26.75]	0.0163616	-0.0520888	0.0848119
sal + oxygen	Atlantic	(26.75,27]	-0.1308243	-0.2296058	-0.0320427
sal + oxygen	Atlantic	(27,27.25]	-0.1761000	-0.3024411	-0.0497590
sal + oxygen	Atlantic	(27.25,27.5]	-0.1828351	-0.2672559	-0.0984143
sal + oxygen	Atlantic	(27.5,27.75]	-0.0320830	-0.0959113	0.0317452
sal + oxygen	Atlantic	(27.75,27.85]	0.0752842	0.0382032	0.1123653
sal + oxygen	Atlantic	(27.85,27.95]	0.2178015	0.1895951	0.2460079
sal + oxygen	Atlantic	(27.95,28.05]	0.3669213	0.3038372	0.4300054
sal + oxygen	Atlantic	(28.05,28.1]	0.6267632	0.5738388	0.6796877
sal + oxygen	Atlantic	(28.1,28.15]	0.6929543	0.6559424	0.7299663
sal + oxygen	Atlantic	(28.15,28.2]	0.8731351	0.8445542	0.9017159
sal + oxygen	Atlantic	(28.2, Inf]	0.3751439	0.1001087	0.6501792
sal + oxygen	Indian	(-Inf,26]	0.5936910	0.4209636	0.7664184
sal + oxygen	Indian	(26,26.5]	0.5903071	0.4205836	0.7600305
sal + oxygen	Indian	(26.5,26.75]	0.0994648	0.0345163	0.1644134
sal + oxygen	Indian	(26.75,27]	-0.5418987	-0.6285018	-0.4552956
sal + oxygen	Indian	(27,27.25]	-0.8717756	-0.9010288	-0.8425225
sal + oxygen	Indian	(27.25,27.5]	-0.9255070	-0.9819812	-0.8690327
sal + oxygen	Indian	(27.5,27.75]	-0.9259874	-0.9618443	-0.8901306
sal + oxygen	Indian	(27.75,27.85]	-0.9529178	-0.9602106	-0.9456251
sal + oxygen	Indian	(27.85,27.95]	-0.9181806	-0.9198906	-0.9164706
sal + oxygen	Indian	(27.95,28.05]	-0.6867382	-0.7231996	-0.6502767
sal + oxygen	Indian	(28.05,28.1]	-0.1490644	-0.2971446	-0.0009841
sal + oxygen	Indian	(28.1, Inf]	-0.6149754	-0.6266333	-0.6033176
sal + oxygen	Pacific	(-Inf,26]	-0.3786335	-0.3926591	-0.3646080
sal + oxygen	Pacific	(26,26.5]	-0.3335040	-0.4897829	-0.1772251
sal + oxygen	Pacific	(26.5,26.75]	-0.4984925	-0.5721102	-0.4248748
sal + oxygen	Pacific	(26.75,27]	-0.1759291	-0.2398848	-0.1119734
sal + oxygen	Pacific	(27,27.25]	0.1465595	0.1303747	0.1627444
sal + oxygen	Pacific	(27.25,27.5]	-0.0757021	-0.1070955	-0.0443087
sal + oxygen	Pacific	(27.5,27.75]	-0.0821006	-0.1066467	-0.0575545
sal + oxygen	Pacific	(27.75,27.85]	0.0982580	0.0632546	0.1332614
sal + oxygen	Pacific	(27.85,27.95]	0.4451011	0.3373298	0.5528724
sal + oxygen	Pacific	(27.95,28.05]	0.6703874	0.6124980	0.7282768
sal + oxygen	Pacific	(28.05,28.1]	0.8764550	0.8749813	0.8779288
sal + oxygen	Pacific	(28.1, Inf]	0.7293350	0.7138149	0.7448550
sal + phosphate	Atlantic	(-Inf,26]	-0.5686168	-0.6780962	-0.4591374
sal + phosphate	Atlantic	(26,26.5]	-0.6726096	-0.7059939	-0.6392252
sal + phosphate	Atlantic	(26.5,26.75]	-0.7086793	-0.7543215	-0.6630371
sal + phosphate	Atlantic	(26.75,27]	-0.6753475	-0.7085696	-0.6421254
sal + phosphate	Atlantic	(27,27.25]	-0.7071415	-0.7256497	-0.6886332
sal + phosphate	Atlantic	(27.25,27.5]	-0.7659662	-0.7814872	-0.7504452
sal + phosphate	Atlantic	(27.5,27.75]	-0.7741745	-0.7851961	-0.7631529
sal + phosphate	Atlantic	(27.75,27.85]	-0.6870517	-0.6975543	-0.6765490
sal + phosphate	Atlantic	(27.85,27.95]	-0.6727562	-0.7207854	-0.6247270
sal + phosphate	Atlantic	(27.95,28.05]	-0.7313728	-0.7884194	-0.6743263
sal + phosphate	Atlantic	(28.05,28.1]	-0.8382739	-0.8754688	-0.8010791
sal + phosphate	Atlantic	(28.1,28.15]	-0.8704399	-0.8743406	-0.8665392
sal + phosphate	Atlantic	(28.15,28.2]	-0.9369677	-0.9429502	-0.9309851
sal + phosphate	Atlantic	(28.2, Inf]	-0.8880417	-0.9481994	-0.8278839
sal + phosphate	Indian	(-Inf,26]	-0.5882806	-0.7590690	-0.4174921
sal + phosphate	Indian	(26,26.5]	-0.6821258	-0.8556195	-0.5086321
sal + phosphate	Indian	(26.5,26.75]	-0.3280058	-0.4928246	-0.1631870
sal + phosphate	Indian	(26.75,27]	0.2092945	-0.0337777	0.4523668
sal + phosphate	Indian	(27,27.25]	0.5934999	0.5086319	0.6783680
sal + phosphate	Indian	(27.25,27.5]	0.7707677	0.7119062	0.8296291
sal + phosphate	Indian	(27.5,27.75]	0.8418867	0.7930541	0.8907193
sal + phosphate	Indian	(27.75,27.85]	0.8364118	0.7891924	0.8836313
sal + phosphate	Indian	(27.85,27.95]	0.6428079	0.5485561	0.7370597
sal + phosphate	Indian	(27.95,28.05]	0.1359799	0.0436043	0.2283555
sal + phosphate	Indian	(28.05,28.1]	-0.3347004	-0.3386598	-0.3307410
sal + phosphate	Indian	(28.1, Inf]	-0.2408311	-0.3940379	-0.0876244
sal + phosphate	Pacific	(-Inf,26]	-0.3107243	-0.3744849	-0.2469638
sal + phosphate	Pacific	(26,26.5]	-0.3596467	-0.3808065	-0.3384869
sal + phosphate	Pacific	(26.5,26.75]	-0.2710660	-0.3393015	-0.2028304
sal + phosphate	Pacific	(26.75,27]	-0.4357075	-0.4359800	-0.4354351
sal + phosphate	Pacific	(27,27.25]	-0.3716739	-0.4014912	-0.3418566
sal + phosphate	Pacific	(27.25,27.5]	-0.0316518	-0.0700284	0.0067249
sal + phosphate	Pacific	(27.5,27.75]	0.0238173	-0.0072640	0.0548987
sal + phosphate	Pacific	(27.75,27.85]	-0.1551310	-0.1940714	-0.1161906
sal + phosphate	Pacific	(27.85,27.95]	-0.4848064	-0.5630308	-0.4065820
sal + phosphate	Pacific	(27.95,28.05]	-0.7264185	-0.7750432	-0.6777937
sal + phosphate	Pacific	(28.05,28.1]	-0.8974982	-0.9184819	-0.8765145
sal + phosphate	Pacific	(28.1, Inf]	-0.8532322	-0.8647254	-0.8417390
sal + silicate	Atlantic	(-Inf,26]	-0.5835251	-0.6044599	-0.5625904
sal + silicate	Atlantic	(26,26.5]	-0.6411235	-0.6942940	-0.5879530
sal + silicate	Atlantic	(26.5,26.75]	-0.6197151	-0.7138077	-0.5256224
sal + silicate	Atlantic	(26.75,27]	-0.5643436	-0.6221371	-0.5065500
sal + silicate	Atlantic	(27,27.25]	-0.6471932	-0.6802938	-0.6140926
sal + silicate	Atlantic	(27.25,27.5]	-0.7792338	-0.7817330	-0.7767347
sal + silicate	Atlantic	(27.5,27.75]	-0.7966964	-0.7994004	-0.7939923
sal + silicate	Atlantic	(27.75,27.85]	-0.7107255	-0.7336799	-0.6877710
sal + silicate	Atlantic	(27.85,27.95]	-0.7393423	-0.7672360	-0.7114485
sal + silicate	Atlantic	(27.95,28.05]	-0.7732571	-0.8140947	-0.7324195
sal + silicate	Atlantic	(28.05,28.1]	-0.8578973	-0.8830672	-0.8327273
sal + silicate	Atlantic	(28.1,28.15]	-0.8814017	-0.8880595	-0.8747440
sal + silicate	Atlantic	(28.15,28.2]	-0.9229560	-0.9265718	-0.9193402
sal + silicate	Atlantic	(28.2, Inf]	-0.8377870	-0.9463964	-0.7291777
sal + silicate	Indian	(-Inf,26]	-0.7566870	-0.8100923	-0.7032817
sal + silicate	Indian	(26,26.5]	-0.7900780	-0.8700103	-0.7101457
sal + silicate	Indian	(26.5,26.75]	-0.3380520	-0.3412611	-0.3348428
sal + silicate	Indian	(26.75,27]	0.3116082	0.2379137	0.3853027
sal + silicate	Indian	(27,27.25]	0.5876448	0.5267629	0.6485268
sal + silicate	Indian	(27.25,27.5]	0.6254991	0.4832392	0.7677590
sal + silicate	Indian	(27.5,27.75]	0.6678107	0.5037347	0.8318867
sal + silicate	Indian	(27.75,27.85]	0.7940644	0.7876016	0.8005272
sal + silicate	Indian	(27.85,27.95]	0.6763871	0.6013548	0.7514194
sal + silicate	Indian	(27.95,28.05]	0.2930239	0.2339392	0.3521086
sal + silicate	Indian	(28.05,28.1]	-0.1771494	-0.2377212	-0.1165776
sal + silicate	Indian	(28.1, Inf]	-0.3093189	-0.3889341	-0.2297037
sal + silicate	Pacific	(-Inf,26]	-0.6411066	-0.6451424	-0.6370707
sal + silicate	Pacific	(26,26.5]	-0.7169105	-0.7509803	-0.6828407
sal + silicate	Pacific	(26.5,26.75]	-0.7580147	-0.7687438	-0.7472857
sal + silicate	Pacific	(26.75,27]	-0.7681119	-0.8035962	-0.7326275
sal + silicate	Pacific	(27,27.25]	-0.6305433	-0.6831657	-0.5779208
sal + silicate	Pacific	(27.25,27.5]	-0.2999185	-0.3754176	-0.2244194
sal + silicate	Pacific	(27.5,27.75]	-0.0954071	-0.1814500	-0.0093642
sal + silicate	Pacific	(27.75,27.85]	-0.2104110	-0.2531007	-0.1677213
sal + silicate	Pacific	(27.85,27.95]	-0.4383084	-0.4972032	-0.3794136
sal + silicate	Pacific	(27.95,28.05]	-0.6098330	-0.6535626	-0.5661034
sal + silicate	Pacific	(28.05,28.1]	-0.8218625	-0.8320127	-0.8117124
sal + silicate	Pacific	(28.1, Inf]	-0.8780866	-0.8797198	-0.8764533
sal + temp	Atlantic	(-Inf,26]	0.7831390	0.7734916	0.7927863
sal + temp	Atlantic	(26,26.5]	0.9615090	0.9610068	0.9620113
sal + temp	Atlantic	(26.5,26.75]	0.9807520	0.9784524	0.9830516
sal + temp	Atlantic	(26.75,27]	0.9762671	0.9716682	0.9808659
sal + temp	Atlantic	(27,27.25]	0.9776202	0.9764195	0.9788209
sal + temp	Atlantic	(27.25,27.5]	0.9771429	0.9768827	0.9774031
sal + temp	Atlantic	(27.5,27.75]	0.9654855	0.9641428	0.9668282
sal + temp	Atlantic	(27.75,27.85]	0.9801402	0.9776890	0.9825913
sal + temp	Atlantic	(27.85,27.95]	0.9558652	0.9495730	0.9621574
sal + temp	Atlantic	(27.95,28.05]	0.9237330	0.9132037	0.9342623
sal + temp	Atlantic	(28.05,28.1]	0.9525290	0.9463766	0.9586814
sal + temp	Atlantic	(28.1,28.15]	0.9436569	0.9296642	0.9576495
sal + temp	Atlantic	(28.15,28.2]	0.7406978	0.5582181	0.9231774
sal + temp	Atlantic	(28.2, Inf]	0.4899167	0.2938689	0.6859646
sal + temp	Indian	(-Inf,26]	0.1463464	0.0667742	0.2259185
sal + temp	Indian	(26,26.5]	0.8765138	0.8660487	0.8869790
sal + temp	Indian	(26.5,26.75]	0.9589772	0.9528600	0.9650944
sal + temp	Indian	(26.75,27]	0.9681280	0.9592333	0.9770227
sal + temp	Indian	(27,27.25]	0.9520023	0.9475026	0.9565019
sal + temp	Indian	(27.25,27.5]	0.9408820	0.9235810	0.9581830
sal + temp	Indian	(27.5,27.75]	0.9019558	0.8690909	0.9348207
sal + temp	Indian	(27.75,27.85]	0.9345032	0.9228195	0.9461870
sal + temp	Indian	(27.85,27.95]	0.9308117	0.9204972	0.9411261
sal + temp	Indian	(27.95,28.05]	0.9331208	0.9189476	0.9472941
sal + temp	Indian	(28.05,28.1]	0.9097559	0.8749761	0.9445357
sal + temp	Indian	(28.1, Inf]	0.9152878	0.9080707	0.9225050
sal + temp	Pacific	(-Inf,26]	0.7845379	0.7754111	0.7936647
sal + temp	Pacific	(26,26.5]	0.9542659	0.9472986	0.9612332
sal + temp	Pacific	(26.5,26.75]	0.9773487	0.9765612	0.9781362
sal + temp	Pacific	(26.75,27]	0.9771029	0.9741610	0.9800448
sal + temp	Pacific	(27,27.25]	0.9446034	0.9364939	0.9527129
sal + temp	Pacific	(27.25,27.5]	0.8192963	0.7954633	0.8431294
sal + temp	Pacific	(27.5,27.75]	0.6102911	0.5631734	0.6574088
sal + temp	Pacific	(27.75,27.85]	0.7781161	0.7663620	0.7898701
sal + temp	Pacific	(27.85,27.95]	0.5452964	0.4769534	0.6136394
sal + temp	Pacific	(27.95,28.05]	0.3504570	0.3019987	0.3989153
sal + temp	Pacific	(28.05,28.1]	0.1597263	0.1211241	0.1983285
sal + temp	Pacific	(28.1, Inf]	-0.3420692	-0.3901181	-0.2940204
temp + aou	Atlantic	(-Inf,26]	-0.2762570	-0.4812694	-0.0712446
temp + aou	Atlantic	(26,26.5]	-0.2456385	-0.2900439	-0.2012331
temp + aou	Atlantic	(26.5,26.75]	-0.2878914	-0.3596107	-0.2161722
temp + aou	Atlantic	(26.75,27]	-0.1134683	-0.2012240	-0.0257126
temp + aou	Atlantic	(27,27.25]	-0.0370099	-0.1462886	0.0722688
temp + aou	Atlantic	(27.25,27.5]	-0.1111647	-0.1797278	-0.0426016
temp + aou	Atlantic	(27.5,27.75]	-0.2598059	-0.2874217	-0.2321901
temp + aou	Atlantic	(27.75,27.85]	-0.3171418	-0.3465617	-0.2877218
temp + aou	Atlantic	(27.85,27.95]	-0.3312055	-0.4002081	-0.2622030
temp + aou	Atlantic	(27.95,28.05]	-0.4688286	-0.5063565	-0.4313006
temp + aou	Atlantic	(28.05,28.1]	-0.5966260	-0.6536269	-0.5396251
temp + aou	Atlantic	(28.1,28.15]	-0.5739772	-0.6263585	-0.5215958
temp + aou	Atlantic	(28.15,28.2]	-0.5220515	-0.7376794	-0.3064237
temp + aou	Atlantic	(28.2, Inf]	0.2359693	0.1558252	0.3161134
temp + aou	Indian	(-Inf,26]	-0.4257111	-0.4619079	-0.3895142
temp + aou	Indian	(26,26.5]	-0.5071201	-0.5936225	-0.4206177
temp + aou	Indian	(26.5,26.75]	-0.1240419	-0.1661155	-0.0819683
temp + aou	Indian	(26.75,27]	0.3557194	0.2226648	0.4887741
temp + aou	Indian	(27,27.25]	0.7032589	0.6717572	0.7347605
temp + aou	Indian	(27.25,27.5]	0.8322674	0.8269093	0.8376255
temp + aou	Indian	(27.5,27.75]	0.8827256	0.8773831	0.8880681
temp + aou	Indian	(27.75,27.85]	0.9290546	0.9194571	0.9386520
temp + aou	Indian	(27.85,27.95]	0.8691083	0.8553178	0.8828988
temp + aou	Indian	(27.95,28.05]	0.6476875	0.6040874	0.6912877
temp + aou	Indian	(28.05,28.1]	0.3119042	0.2516938	0.3721146
temp + aou	Indian	(28.1, Inf]	0.7159947	0.6872620	0.7447274
temp + aou	Pacific	(-Inf,26]	-0.2420049	-0.2484920	-0.2355179
temp + aou	Pacific	(26,26.5]	0.0401265	-0.0929525	0.1732056
temp + aou	Pacific	(26.5,26.75]	0.3055677	0.2500079	0.3611275
temp + aou	Pacific	(26.75,27]	-0.0583061	-0.0805334	-0.0360788
temp + aou	Pacific	(27,27.25]	-0.2985073	-0.3479011	-0.2491134
temp + aou	Pacific	(27.25,27.5]	-0.0713544	-0.0973458	-0.0453630
temp + aou	Pacific	(27.5,27.75]	0.0794406	0.0660608	0.0928203
temp + aou	Pacific	(27.75,27.85]	0.0221863	-0.0281580	0.0725307
temp + aou	Pacific	(27.85,27.95]	-0.1558307	-0.2693942	-0.0422673
temp + aou	Pacific	(27.95,28.05]	-0.1289453	-0.1944224	-0.0634682
temp + aou	Pacific	(28.05,28.1]	-0.0952927	-0.1850260	-0.0055594
temp + aou	Pacific	(28.1, Inf]	0.7809548	0.7649523	0.7969574
temp + nitrate	Atlantic	(-Inf,26]	-0.2554595	-0.3463706	-0.1645484
temp + nitrate	Atlantic	(26,26.5]	-0.4731173	-0.5128744	-0.4333603
temp + nitrate	Atlantic	(26.5,26.75]	-0.5386504	-0.5887264	-0.4885745
temp + nitrate	Atlantic	(26.75,27]	-0.4894309	-0.5503954	-0.4284664
temp + nitrate	Atlantic	(27,27.25]	-0.5373625	-0.5471307	-0.5275943
temp + nitrate	Atlantic	(27.25,27.5]	-0.6592302	-0.6852924	-0.6331681
temp + nitrate	Atlantic	(27.5,27.75]	-0.6766866	-0.6975308	-0.6558425
temp + nitrate	Atlantic	(27.75,27.85]	-0.6216955	-0.6698055	-0.5735855
temp + nitrate	Atlantic	(27.85,27.95]	-0.5943273	-0.6686719	-0.5199827
temp + nitrate	Atlantic	(27.95,28.05]	-0.6677574	-0.7090846	-0.6264303
temp + nitrate	Atlantic	(28.05,28.1]	-0.7227090	-0.7698841	-0.6755340
temp + nitrate	Atlantic	(28.1,28.15]	-0.6826676	-0.6955093	-0.6698259
temp + nitrate	Atlantic	(28.15,28.2]	-0.5457225	-0.7462836	-0.3451613
temp + nitrate	Atlantic	(28.2, Inf]	-0.1618300	-0.2359018	-0.0877583
temp + nitrate	Indian	(-Inf,26]	-0.4593341	-0.4874374	-0.4312307
temp + nitrate	Indian	(26,26.5]	-0.6200928	-0.6727446	-0.5674411
temp + nitrate	Indian	(26.5,26.75]	-0.3510993	-0.4199911	-0.2822076
temp + nitrate	Indian	(26.75,27]	0.0103611	-0.1830889	0.2038111
temp + nitrate	Indian	(27,27.25]	0.2846773	0.2062980	0.3630566
temp + nitrate	Indian	(27.25,27.5]	0.4995416	0.4513779	0.5477052
temp + nitrate	Indian	(27.5,27.75]	0.6745068	0.6297171	0.7192965
temp + nitrate	Indian	(27.75,27.85]	0.7252945	0.6910155	0.7595735
temp + nitrate	Indian	(27.85,27.95]	0.5457446	0.5076476	0.5838417
temp + nitrate	Indian	(27.95,28.05]	0.1602365	0.1036671	0.2168059
temp + nitrate	Indian	(28.05,28.1]	-0.0719805	-0.1233389	-0.0206221
temp + nitrate	Indian	(28.1, Inf]	0.0173257	-0.1447459	0.1793973
temp + nitrate	Pacific	(-Inf,26]	-0.5167973	-0.5657159	-0.4678787
temp + nitrate	Pacific	(26,26.5]	-0.5194246	-0.5434510	-0.4953983
temp + nitrate	Pacific	(26.5,26.75]	-0.3272195	-0.3880594	-0.2663795
temp + nitrate	Pacific	(26.75,27]	-0.4304582	-0.4514265	-0.4094898
temp + nitrate	Pacific	(27,27.25]	-0.4314871	-0.4611248	-0.4018495
temp + nitrate	Pacific	(27.25,27.5]	-0.1333362	-0.1475441	-0.1191284
temp + nitrate	Pacific	(27.5,27.75]	0.0561531	0.0468119	0.0654942
temp + nitrate	Pacific	(27.75,27.85]	0.0131561	-0.0316035	0.0579157
temp + nitrate	Pacific	(27.85,27.95]	-0.1601358	-0.2516131	-0.0686586
temp + nitrate	Pacific	(27.95,28.05]	-0.1706151	-0.2279417	-0.1132885
temp + nitrate	Pacific	(28.05,28.1]	-0.1466317	-0.2341818	-0.0590816
temp + nitrate	Pacific	(28.1, Inf]	0.6447022	0.6048616	0.6845428
temp + oxygen	Atlantic	(-Inf,26]	-0.0647119	-0.2698679	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0685784	-0.1119562	-0.0252006
temp + oxygen	Atlantic	(26.5,26.75]	-0.0052419	-0.0593386	0.0488549
temp + oxygen	Atlantic	(26.75,27]	-0.1798933	-0.2953133	-0.0644734
temp + oxygen	Atlantic	(27,27.25]	-0.2543708	-0.3702273	-0.1385143
temp + oxygen	Atlantic	(27.25,27.5]	-0.2299011	-0.3205804	-0.1392217
temp + oxygen	Atlantic	(27.5,27.75]	-0.1149913	-0.1813026	-0.0486799
temp + oxygen	Atlantic	(27.75,27.85]	0.0176775	0.0125461	0.0228089
temp + oxygen	Atlantic	(27.85,27.95]	0.1149582	0.0617047	0.1682118
temp + oxygen	Atlantic	(27.95,28.05]	0.2839119	0.2553350	0.3124888
temp + oxygen	Atlantic	(28.05,28.1]	0.4713738	0.4074542	0.5352934
temp + oxygen	Atlantic	(28.1,28.15]	0.4665614	0.3899558	0.5431669
temp + oxygen	Atlantic	(28.15,28.2]	0.4374696	0.1861492	0.6887900
temp + oxygen	Atlantic	(28.2, Inf]	-0.4319188	-0.5284761	-0.3353615
temp + oxygen	Indian	(-Inf,26]	0.3131288	0.2824048	0.3438528
temp + oxygen	Indian	(26,26.5]	0.4397092	0.3470212	0.5323971
temp + oxygen	Indian	(26.5,26.75]	0.0440929	0.0133765	0.0748093
temp + oxygen	Indian	(26.75,27]	-0.4478151	-0.5549021	-0.3407282
temp + oxygen	Indian	(27,27.25]	-0.7767012	-0.7964642	-0.7569382
temp + oxygen	Indian	(27.25,27.5]	-0.8827105	-0.8861449	-0.8792762
temp + oxygen	Indian	(27.5,27.75]	-0.9210184	-0.9236448	-0.9183919
temp + oxygen	Indian	(27.75,27.85]	-0.9541727	-0.9588951	-0.9494503
temp + oxygen	Indian	(27.85,27.95]	-0.9155392	-0.9289956	-0.9020829
temp + oxygen	Indian	(27.95,28.05]	-0.7501551	-0.7991344	-0.7011758
temp + oxygen	Indian	(28.05,28.1]	-0.4310405	-0.5227136	-0.3393675
temp + oxygen	Indian	(28.1, Inf]	-0.8264078	-0.8369765	-0.8158390
temp + oxygen	Pacific	(-Inf,26]	-0.3212052	-0.3266595	-0.3157508
temp + oxygen	Pacific	(26,26.5]	-0.2931354	-0.4487707	-0.1375001
temp + oxygen	Pacific	(26.5,26.75]	-0.5166111	-0.5707566	-0.4624657
temp + oxygen	Pacific	(26.75,27]	-0.1784022	-0.2311280	-0.1256764
temp + oxygen	Pacific	(27,27.25]	0.1854134	0.1468243	0.2240025
temp + oxygen	Pacific	(27.25,27.5]	-0.0229419	-0.0400402	-0.0058437
temp + oxygen	Pacific	(27.5,27.75]	-0.1688639	-0.1729238	-0.1648040
temp + oxygen	Pacific	(27.75,27.85]	-0.0913121	-0.1403272	-0.0422970
temp + oxygen	Pacific	(27.85,27.95]	0.1031571	-0.0183274	0.2246415
temp + oxygen	Pacific	(27.95,28.05]	0.0745245	0.0033369	0.1457121
temp + oxygen	Pacific	(28.05,28.1]	0.0672267	-0.0239288	0.1583821
temp + oxygen	Pacific	(28.1, Inf]	-0.8244573	-0.8375795	-0.8113351
temp + phosphate	Atlantic	(-Inf,26]	-0.4637749	-0.5394100	-0.3881397
temp + phosphate	Atlantic	(26,26.5]	-0.6879999	-0.7057672	-0.6702325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6896527	-0.7253735	-0.6539318
temp + phosphate	Atlantic	(26.75,27]	-0.6214371	-0.6809480	-0.5619262
temp + phosphate	Atlantic	(27,27.25]	-0.6371949	-0.6482000	-0.6261897
temp + phosphate	Atlantic	(27.25,27.5]	-0.7261266	-0.7503221	-0.7019310
temp + phosphate	Atlantic	(27.5,27.75]	-0.7215589	-0.7387257	-0.7043921
temp + phosphate	Atlantic	(27.75,27.85]	-0.6594223	-0.7003811	-0.6184635
temp + phosphate	Atlantic	(27.85,27.95]	-0.6106703	-0.6847258	-0.5366147
temp + phosphate	Atlantic	(27.95,28.05]	-0.6778230	-0.7197191	-0.6359268
temp + phosphate	Atlantic	(28.05,28.1]	-0.7310779	-0.7810916	-0.6810641
temp + phosphate	Atlantic	(28.1,28.15]	-0.7068838	-0.7262137	-0.6875540
temp + phosphate	Atlantic	(28.15,28.2]	-0.5507093	-0.7416381	-0.3597805
temp + phosphate	Atlantic	(28.2, Inf]	-0.1672563	-0.2436614	-0.0908511
temp + phosphate	Indian	(-Inf,26]	-0.4349300	-0.4411999	-0.4286601
temp + phosphate	Indian	(26,26.5]	-0.5663701	-0.6717804	-0.4609598
temp + phosphate	Indian	(26.5,26.75]	-0.2856059	-0.4120671	-0.1591448
temp + phosphate	Indian	(26.75,27]	0.0897593	-0.1576393	0.3371579
temp + phosphate	Indian	(27,27.25]	0.4103459	0.2573995	0.5632923
temp + phosphate	Indian	(27.25,27.5]	0.6335151	0.5975575	0.6694726
temp + phosphate	Indian	(27.5,27.75]	0.7843825	0.7823802	0.7863847
temp + phosphate	Indian	(27.75,27.85]	0.7868470	0.7391731	0.8345209
temp + phosphate	Indian	(27.85,27.95]	0.5799351	0.5226446	0.6372257
temp + phosphate	Indian	(27.95,28.05]	0.2127737	0.1498221	0.2757254
temp + phosphate	Indian	(28.05,28.1]	-0.0309965	-0.0866158	0.0246228
temp + phosphate	Indian	(28.1, Inf]	0.0465329	-0.1155898	0.2086556
temp + phosphate	Pacific	(-Inf,26]	-0.4261390	-0.4771746	-0.3751033
temp + phosphate	Pacific	(26,26.5]	-0.4392266	-0.4527393	-0.4257140
temp + phosphate	Pacific	(26.5,26.75]	-0.2864070	-0.3381202	-0.2346938
temp + phosphate	Pacific	(26.75,27]	-0.4547971	-0.4630828	-0.4465115
temp + phosphate	Pacific	(27,27.25]	-0.4347081	-0.4830088	-0.3864074
temp + phosphate	Pacific	(27.25,27.5]	-0.1400923	-0.1610230	-0.1191616
temp + phosphate	Pacific	(27.5,27.75]	0.0613450	0.0508528	0.0718372
temp + phosphate	Pacific	(27.75,27.85]	0.0074298	-0.0427675	0.0576271
temp + phosphate	Pacific	(27.85,27.95]	-0.1656839	-0.2598214	-0.0715463
temp + phosphate	Pacific	(27.95,28.05]	-0.1746365	-0.2295198	-0.1197531
temp + phosphate	Pacific	(28.05,28.1]	-0.1186439	-0.1991686	-0.0381193
temp + phosphate	Pacific	(28.1, Inf]	0.6310543	0.5842365	0.6778721
temp + silicate	Atlantic	(-Inf,26]	-0.4494574	-0.4679249	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6396081	-0.6741658	-0.6050504
temp + silicate	Atlantic	(26.5,26.75]	-0.6150380	-0.7018536	-0.5282223
temp + silicate	Atlantic	(26.75,27]	-0.5375464	-0.6132807	-0.4618120
temp + silicate	Atlantic	(27,27.25]	-0.6136422	-0.6320648	-0.5952196
temp + silicate	Atlantic	(27.25,27.5]	-0.7974771	-0.8030412	-0.7919130
temp + silicate	Atlantic	(27.5,27.75]	-0.8107641	-0.8214476	-0.8000807
temp + silicate	Atlantic	(27.75,27.85]	-0.7184759	-0.7254792	-0.7114726
temp + silicate	Atlantic	(27.85,27.95]	-0.7085899	-0.7644436	-0.6527362
temp + silicate	Atlantic	(27.95,28.05]	-0.7438911	-0.7659018	-0.7218805
temp + silicate	Atlantic	(28.05,28.1]	-0.7563219	-0.7926456	-0.7199982
temp + silicate	Atlantic	(28.1,28.15]	-0.7200133	-0.7532654	-0.6867613
temp + silicate	Atlantic	(28.15,28.2]	-0.5269018	-0.7376639	-0.3161397
temp + silicate	Atlantic	(28.2, Inf]	-0.1082644	-0.1177331	-0.0987958
temp + silicate	Indian	(-Inf,26]	-0.5221465	-0.5624676	-0.4818253
temp + silicate	Indian	(26,26.5]	-0.6417327	-0.6563918	-0.6270736
temp + silicate	Indian	(26.5,26.75]	-0.2752275	-0.3107504	-0.2397046
temp + silicate	Indian	(26.75,27]	0.2128924	0.1204474	0.3053374
temp + silicate	Indian	(27,27.25]	0.4285149	0.4229371	0.4340926
temp + silicate	Indian	(27.25,27.5]	0.4858207	0.4405649	0.5310765
temp + silicate	Indian	(27.5,27.75]	0.5270463	0.4541375	0.5999552
temp + silicate	Indian	(27.75,27.85]	0.6772401	0.6200270	0.7344533
temp + silicate	Indian	(27.85,27.95]	0.5470938	0.4754508	0.6187368
temp + silicate	Indian	(27.95,28.05]	0.2886405	0.2496342	0.3276469
temp + silicate	Indian	(28.05,28.1]	0.1088387	0.1003179	0.1173595
temp + silicate	Indian	(28.1, Inf]	-0.1064631	-0.2020061	-0.0109201
temp + silicate	Pacific	(-Inf,26]	-0.6264965	-0.6403687	-0.6126243
temp + silicate	Pacific	(26,26.5]	-0.7623310	-0.8016510	-0.7230111
temp + silicate	Pacific	(26.5,26.75]	-0.7488138	-0.7657214	-0.7319061
temp + silicate	Pacific	(26.75,27]	-0.7606792	-0.7977956	-0.7235627
temp + silicate	Pacific	(27,27.25]	-0.6572823	-0.7214748	-0.5930898
temp + silicate	Pacific	(27.25,27.5]	-0.4128113	-0.4716595	-0.3539630
temp + silicate	Pacific	(27.5,27.75]	-0.2295037	-0.2943198	-0.1646876
temp + silicate	Pacific	(27.75,27.85]	-0.1282691	-0.1816311	-0.0749071
temp + silicate	Pacific	(27.85,27.95]	-0.2816571	-0.3767167	-0.1865976
temp + silicate	Pacific	(27.95,28.05]	-0.2880027	-0.3623861	-0.2136193
temp + silicate	Pacific	(28.05,28.1]	-0.1426243	-0.2248544	-0.0603943
temp + silicate	Pacific	(28.1, Inf]	0.4814171	0.4756751	0.4871592

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
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.6137249	0.5579322	0.6695176
aou	Atlantic	(26,26.5]	-0.0753497	-0.1257228	-0.0249766
aou	Atlantic	(26.5,26.75]	-0.3386018	-0.3559691	-0.3212345
aou	Atlantic	(26.75,27]	-0.2645207	-0.2863843	-0.2426571
aou	Atlantic	(27,27.25]	-0.3137687	-0.3970777	-0.2304598
aou	Atlantic	(27.25,27.5]	-0.4335412	-0.4474777	-0.4196048
aou	Atlantic	(27.5,27.75]	-0.7205474	-0.7488492	-0.6922456
aou	Atlantic	(27.75,27.85]	-0.8698976	-0.8867654	-0.8530298
aou	Atlantic	(27.85,27.95]	-0.8987448	-0.9021424	-0.8953472
aou	Atlantic	(27.95,28.05]	-0.8794959	-0.8845542	-0.8744376
aou	Atlantic	(28.05,28.1]	-0.8538027	-0.8734394	-0.8341661
aou	Atlantic	(28.1,28.15]	-0.8973976	-0.9021188	-0.8926764
aou	Atlantic	(28.15,28.2]	-0.9380271	-0.9442856	-0.9317685
aou	Atlantic	(28.2, Inf]	-0.6625582	-0.8438745	-0.4812419
aou	Indian	(-Inf,26]	-0.4562842	-0.4988887	-0.4136797
aou	Indian	(26,26.5]	-0.9261272	-0.9264032	-0.9258511
aou	Indian	(26.5,26.75]	-0.8165339	-0.8930199	-0.7400479
aou	Indian	(26.75,27]	-0.4867568	-0.5732310	-0.4002825
aou	Indian	(27,27.25]	0.0332717	-0.0432296	0.1097730
aou	Indian	(27.25,27.5]	0.4970301	0.4831652	0.5108950
aou	Indian	(27.5,27.75]	0.4693457	0.3683624	0.5703289
aou	Indian	(27.75,27.85]	0.2391804	0.0941355	0.3842252
aou	Indian	(27.85,27.95]	0.2117878	0.0944662	0.3291094
aou	Indian	(27.95,28.05]	0.0589018	0.0057015	0.1121020
aou	Indian	(28.05,28.1]	0.0066389	-0.0449824	0.0582601
aou	Indian	(28.1, Inf]	0.3813169	0.3649609	0.3976730
aou	Pacific	(-Inf,26]	0.0791178	-0.0064280	0.1646637
aou	Pacific	(26,26.5]	-0.3600787	-0.5386465	-0.1815110
aou	Pacific	(26.5,26.75]	-0.1525083	-0.1724026	-0.1326141
aou	Pacific	(26.75,27]	-0.3849039	-0.4009655	-0.3688424
aou	Pacific	(27,27.25]	0.1652997	0.1620797	0.1685196
aou	Pacific	(27.25,27.5]	0.6206156	0.6005537	0.6406776
aou	Pacific	(27.5,27.75]	0.7323687	0.7042636	0.7604738
aou	Pacific	(27.75,27.85]	0.7903160	0.7743674	0.8062646
aou	Pacific	(27.85,27.95]	0.7590390	0.7282923	0.7897857
aou	Pacific	(27.95,28.05]	0.5459039	0.5050498	0.5867579
aou	Pacific	(28.05,28.1]	0.2942335	0.2702656	0.3182013
aou	Pacific	(28.1, Inf]	0.3751336	0.3510432	0.3992241
nitrate	Atlantic	(-Inf,26]	0.3852003	0.3587554	0.4116453
nitrate	Atlantic	(26,26.5]	-0.2972075	-0.3336572	-0.2607579
nitrate	Atlantic	(26.5,26.75]	-0.5721162	-0.5758371	-0.5683952
nitrate	Atlantic	(26.75,27]	-0.6524521	-0.6789765	-0.6259278
nitrate	Atlantic	(27,27.25]	-0.7825675	-0.7850206	-0.7801145
nitrate	Atlantic	(27.25,27.5]	-0.8916535	-0.9063683	-0.8769387
nitrate	Atlantic	(27.5,27.75]	-0.9653759	-0.9681085	-0.9626433
nitrate	Atlantic	(27.75,27.85]	-0.9671260	-0.9685569	-0.9656950
nitrate	Atlantic	(27.85,27.95]	-0.9446234	-0.9545985	-0.9346484
nitrate	Atlantic	(27.95,28.05]	-0.9143921	-0.9233770	-0.9054072
nitrate	Atlantic	(28.05,28.1]	-0.8907619	-0.8997774	-0.8817464
nitrate	Atlantic	(28.1,28.15]	-0.9248848	-0.9308999	-0.9188697
nitrate	Atlantic	(28.15,28.2]	-0.9571431	-0.9620634	-0.9522228
nitrate	Atlantic	(28.2, Inf]	-0.9219284	-0.9708237	-0.8730332
nitrate	Indian	(-Inf,26]	-0.4595147	-0.4851212	-0.4339082
nitrate	Indian	(26,26.5]	-0.9344703	-0.9346619	-0.9342787
nitrate	Indian	(26.5,26.75]	-0.9019057	-0.9262505	-0.8775608
nitrate	Indian	(26.75,27]	-0.7035755	-0.7109568	-0.6961942
nitrate	Indian	(27,27.25]	-0.2958224	-0.3455052	-0.2461396
nitrate	Indian	(27.25,27.5]	0.3381535	0.3161826	0.3601244
nitrate	Indian	(27.5,27.75]	0.4347151	0.3505502	0.5188801
nitrate	Indian	(27.75,27.85]	0.1075941	0.0104767	0.2047115
nitrate	Indian	(27.85,27.95]	-0.0482820	-0.0752067	-0.0213573
nitrate	Indian	(27.95,28.05]	-0.2899639	-0.3500427	-0.2298851
nitrate	Indian	(28.05,28.1]	-0.2515530	-0.3740772	-0.1290288
nitrate	Indian	(28.1, Inf]	-0.0814252	-0.2386108	0.0757604
nitrate	Pacific	(-Inf,26]	-0.0041067	-0.0858430	0.0776296
nitrate	Pacific	(26,26.5]	-0.6552952	-0.7483425	-0.5622479
nitrate	Pacific	(26.5,26.75]	-0.5834003	-0.6448368	-0.5219638
nitrate	Pacific	(26.75,27]	-0.5802105	-0.6182920	-0.5421289
nitrate	Pacific	(27,27.25]	0.1198120	0.1161792	0.1234448
nitrate	Pacific	(27.25,27.5]	0.5397438	0.5073316	0.5721560
nitrate	Pacific	(27.5,27.75]	0.6567211	0.6204595	0.6929827
nitrate	Pacific	(27.75,27.85]	0.7408258	0.7156890	0.7659626
nitrate	Pacific	(27.85,27.95]	0.7169511	0.6826909	0.7512114
nitrate	Pacific	(27.95,28.05]	0.4979156	0.4537520	0.5420793
nitrate	Pacific	(28.05,28.1]	0.2617402	0.2321052	0.2913752
nitrate	Pacific	(28.1, Inf]	0.3004067	0.2916201	0.3091932
oxygen	Atlantic	(-Inf,26]	-0.4775374	-0.5532040	-0.4018708
oxygen	Atlantic	(26,26.5]	-0.1583789	-0.1986190	-0.1181387
oxygen	Atlantic	(26.5,26.75]	0.1276955	0.1131551	0.1422359
oxygen	Atlantic	(26.75,27]	0.0500814	0.0309849	0.0691779
oxygen	Atlantic	(27,27.25]	0.0767554	-0.0287752	0.1822861
oxygen	Atlantic	(27.25,27.5]	0.1389685	0.1087497	0.1691872
oxygen	Atlantic	(27.5,27.75]	0.4489450	0.3771411	0.5207489
oxygen	Atlantic	(27.75,27.85]	0.7040650	0.6546031	0.7535268
oxygen	Atlantic	(27.85,27.95]	0.8149713	0.7962639	0.8336788
oxygen	Atlantic	(27.95,28.05]	0.8234684	0.8194864	0.8274504
oxygen	Atlantic	(28.05,28.1]	0.8286738	0.8051452	0.8522025
oxygen	Atlantic	(28.1,28.15]	0.8770056	0.8753156	0.8786957
oxygen	Atlantic	(28.15,28.2]	0.9394562	0.9309840	0.9479284
oxygen	Atlantic	(28.2, Inf]	0.5438272	0.3236175	0.7640369
oxygen	Indian	(-Inf,26]	0.5296803	0.4893773	0.5699833
oxygen	Indian	(26,26.5]	0.9208270	0.9152881	0.9263658
oxygen	Indian	(26.5,26.75]	0.7794688	0.6861818	0.8727557
oxygen	Indian	(26.75,27]	0.4126760	0.2982635	0.5270886
oxygen	Indian	(27,27.25]	-0.1127500	-0.2122195	-0.0132804
oxygen	Indian	(27.25,27.5]	-0.5144508	-0.5367543	-0.4921472
oxygen	Indian	(27.5,27.75]	-0.4421735	-0.5449161	-0.3394309
oxygen	Indian	(27.75,27.85]	-0.2354864	-0.3782517	-0.0927210
oxygen	Indian	(27.85,27.95]	-0.2416146	-0.3569680	-0.1262611
oxygen	Indian	(27.95,28.05]	-0.1215180	-0.1899145	-0.0531216
oxygen	Indian	(28.05,28.1]	-0.0583444	-0.0829126	-0.0337761
oxygen	Indian	(28.1, Inf]	-0.4463734	-0.4521343	-0.4406126
oxygen	Pacific	(-Inf,26]	0.1564061	0.1264394	0.1863729
oxygen	Pacific	(26,26.5]	0.1848132	-0.0229106	0.3925370
oxygen	Pacific	(26.5,26.75]	-0.0235533	-0.0333813	-0.0137253
oxygen	Pacific	(26.75,27]	0.2652706	0.2412326	0.2893086
oxygen	Pacific	(27,27.25]	-0.1304250	-0.1342878	-0.1265621
oxygen	Pacific	(27.25,27.5]	-0.5773865	-0.6029395	-0.5518336
oxygen	Pacific	(27.5,27.75]	-0.6899527	-0.7250688	-0.6548365
oxygen	Pacific	(27.75,27.85]	-0.7662817	-0.7792702	-0.7532932
oxygen	Pacific	(27.85,27.95]	-0.7445795	-0.7710770	-0.7180821
oxygen	Pacific	(27.95,28.05]	-0.5391629	-0.5792235	-0.4991023
oxygen	Pacific	(28.05,28.1]	-0.2964477	-0.3220684	-0.2708270
oxygen	Pacific	(28.1, Inf]	-0.3829765	-0.4044909	-0.3614620
phosphate	Atlantic	(-Inf,26]	0.2450441	0.2335450	0.2565432
phosphate	Atlantic	(26,26.5]	-0.5399969	-0.5778646	-0.5021291
phosphate	Atlantic	(26.5,26.75]	-0.7056569	-0.7069509	-0.7043630
phosphate	Atlantic	(26.75,27]	-0.7563985	-0.7700971	-0.7426998
phosphate	Atlantic	(27,27.25]	-0.8500737	-0.8546433	-0.8455040
phosphate	Atlantic	(27.25,27.5]	-0.9287903	-0.9406896	-0.9168910
phosphate	Atlantic	(27.5,27.75]	-0.9786488	-0.9801225	-0.9771752
phosphate	Atlantic	(27.75,27.85]	-0.9783592	-0.9795029	-0.9772154
phosphate	Atlantic	(27.85,27.95]	-0.9558360	-0.9616776	-0.9499944
phosphate	Atlantic	(27.95,28.05]	-0.9294140	-0.9334587	-0.9253693
phosphate	Atlantic	(28.05,28.1]	-0.9120361	-0.9134344	-0.9106378
phosphate	Atlantic	(28.1,28.15]	-0.9369556	-0.9375046	-0.9364066
phosphate	Atlantic	(28.15,28.2]	-0.9627764	-0.9639323	-0.9616205
phosphate	Atlantic	(28.2, Inf]	-0.9380680	-0.9767924	-0.8993436
phosphate	Indian	(-Inf,26]	-0.4741357	-0.4957065	-0.4525650
phosphate	Indian	(26,26.5]	-0.9348988	-0.9384602	-0.9313374
phosphate	Indian	(26.5,26.75]	-0.9045241	-0.9292925	-0.8797557
phosphate	Indian	(26.75,27]	-0.7054715	-0.7147427	-0.6962004
phosphate	Indian	(27,27.25]	-0.3056851	-0.3335121	-0.2778581
phosphate	Indian	(27.25,27.5]	0.3041080	0.2971486	0.3110675
phosphate	Indian	(27.5,27.75]	0.3438008	0.2413274	0.4462741
phosphate	Indian	(27.75,27.85]	0.0283269	-0.0977962	0.1544501
phosphate	Indian	(27.85,27.95]	-0.0958490	-0.1238645	-0.0678336
phosphate	Indian	(27.95,28.05]	-0.3118483	-0.3643382	-0.2593585
phosphate	Indian	(28.05,28.1]	-0.2755787	-0.4056620	-0.1454954
phosphate	Indian	(28.1, Inf]	-0.1976016	-0.3292604	-0.0659429
phosphate	Pacific	(-Inf,26]	-0.0772722	-0.1478330	-0.0067113
phosphate	Pacific	(26,26.5]	-0.7212161	-0.7909191	-0.6515130
phosphate	Pacific	(26.5,26.75]	-0.6555282	-0.6960333	-0.6150231
phosphate	Pacific	(26.75,27]	-0.6371631	-0.6702353	-0.6040909
phosphate	Pacific	(27,27.25]	0.1032701	0.0928151	0.1137252
phosphate	Pacific	(27.25,27.5]	0.5369173	0.5077632	0.5660714
phosphate	Pacific	(27.5,27.75]	0.6332406	0.5920042	0.6744770
phosphate	Pacific	(27.75,27.85]	0.6976232	0.6569294	0.7383169
phosphate	Pacific	(27.85,27.95]	0.6660202	0.6153189	0.7167215
phosphate	Pacific	(27.95,28.05]	0.4149651	0.3738353	0.4560949
phosphate	Pacific	(28.05,28.1]	0.1239429	0.0967833	0.1511026
phosphate	Pacific	(28.1, Inf]	0.1768981	0.1637522	0.1900440
sal	Atlantic	(-Inf,26]	-0.0586874	-0.1041564	-0.0132184
sal	Atlantic	(26,26.5]	0.7796945	0.7448883	0.8145006
sal	Atlantic	(26.5,26.75]	0.8348382	0.8333428	0.8363336
sal	Atlantic	(26.75,27]	0.8440785	0.7910258	0.8971311
sal	Atlantic	(27,27.25]	0.8636635	0.8537796	0.8735474
sal	Atlantic	(27.25,27.5]	0.8864896	0.8602283	0.9127509
sal	Atlantic	(27.5,27.75]	0.8166431	0.8107936	0.8224926
sal	Atlantic	(27.75,27.85]	0.6979872	0.6799199	0.7160544
sal	Atlantic	(27.85,27.95]	0.5944343	0.5321437	0.6567249
sal	Atlantic	(27.95,28.05]	0.5881388	0.5174614	0.6588162
sal	Atlantic	(28.05,28.1]	0.6838013	0.6533370	0.7142656
sal	Atlantic	(28.1,28.15]	0.7445052	0.7429945	0.7460159
sal	Atlantic	(28.15,28.2]	0.8581009	0.8424820	0.8737198
sal	Atlantic	(28.2, Inf]	0.8983428	0.8450353	0.9516503
sal	Indian	(-Inf,26]	0.6348614	0.5311744	0.7385484
sal	Indian	(26,26.5]	0.6935826	0.5912283	0.7959369
sal	Indian	(26.5,26.75]	0.5409935	0.3429994	0.7389876
sal	Indian	(26.75,27]	0.3388686	0.0607896	0.6169476
sal	Indian	(27,27.25]	0.3440710	0.1625824	0.5255596
sal	Indian	(27.25,27.5]	0.4858804	0.4113046	0.5604562
sal	Indian	(27.5,27.75]	0.4288936	0.2542636	0.6035235
sal	Indian	(27.75,27.85]	0.2746785	0.1023654	0.4469915
sal	Indian	(27.85,27.95]	0.3589488	0.2173482	0.5005495
sal	Indian	(27.95,28.05]	0.4650131	0.3772436	0.5527827
sal	Indian	(28.05,28.1]	0.4411129	0.3578073	0.5244185
sal	Indian	(28.1, Inf]	0.5239447	0.4601340	0.5877554
sal	Pacific	(-Inf,26]	-0.1205124	-0.2160468	-0.0249779
sal	Pacific	(26,26.5]	0.5665210	0.5631166	0.5699254
sal	Pacific	(26.5,26.75]	0.6230605	0.5661329	0.6799881
sal	Pacific	(26.75,27]	0.4480453	0.4065551	0.4895355
sal	Pacific	(27,27.25]	-0.4320442	-0.4413462	-0.4227421
sal	Pacific	(27.25,27.5]	-0.4988669	-0.5244184	-0.4733153
sal	Pacific	(27.5,27.75]	-0.3179072	-0.3727747	-0.2630397
sal	Pacific	(27.75,27.85]	-0.3874513	-0.4103073	-0.3645953
sal	Pacific	(27.85,27.95]	-0.4315396	-0.4349916	-0.4280875
sal	Pacific	(27.95,28.05]	-0.2740438	-0.3139987	-0.2340890
sal	Pacific	(28.05,28.1]	-0.1652213	-0.1791931	-0.1512494
sal	Pacific	(28.1, Inf]	-0.1909156	-0.2154277	-0.1664036
silicate	Atlantic	(-Inf,26]	0.1106994	0.1104070	0.1109918
silicate	Atlantic	(26,26.5]	-0.5387535	-0.5723820	-0.5051250
silicate	Atlantic	(26.5,26.75]	-0.6068407	-0.6321030	-0.5815784
silicate	Atlantic	(26.75,27]	-0.6034347	-0.6397190	-0.5671504
silicate	Atlantic	(27,27.25]	-0.7494307	-0.7687197	-0.7301417
silicate	Atlantic	(27.25,27.5]	-0.8758490	-0.8808834	-0.8708146
silicate	Atlantic	(27.5,27.75]	-0.8852996	-0.8936606	-0.8769385
silicate	Atlantic	(27.75,27.85]	-0.8970912	-0.8997383	-0.8944440
silicate	Atlantic	(27.85,27.95]	-0.8847965	-0.8987718	-0.8708212
silicate	Atlantic	(27.95,28.05]	-0.8729597	-0.8828360	-0.8630833
silicate	Atlantic	(28.05,28.1]	-0.8643797	-0.8748211	-0.8539383
silicate	Atlantic	(28.1,28.15]	-0.9129947	-0.9135247	-0.9124646
silicate	Atlantic	(28.15,28.2]	-0.9534735	-0.9597312	-0.9472159
silicate	Atlantic	(28.2, Inf]	-0.8801005	-0.9707398	-0.7894613
silicate	Indian	(-Inf,26]	-0.4666832	-0.4893118	-0.4440546
silicate	Indian	(26,26.5]	-0.9213440	-0.9233222	-0.9193657
silicate	Indian	(26.5,26.75]	-0.8358379	-0.9110339	-0.7606419
silicate	Indian	(26.75,27]	-0.5437307	-0.6232221	-0.4642393
silicate	Indian	(27,27.25]	-0.1443352	-0.1692329	-0.1194376
silicate	Indian	(27.25,27.5]	0.4274372	0.3912212	0.4636532
silicate	Indian	(27.5,27.75]	0.5802302	0.5659464	0.5945141
silicate	Indian	(27.75,27.85]	0.2425080	0.1717430	0.3132730
silicate	Indian	(27.85,27.95]	0.0772368	0.0356256	0.1188480
silicate	Indian	(27.95,28.05]	-0.1288892	-0.1456220	-0.1121565
silicate	Indian	(28.05,28.1]	-0.1560153	-0.2149435	-0.0970871
silicate	Indian	(28.1, Inf]	-0.1449083	-0.2729936	-0.0168231
silicate	Pacific	(-Inf,26]	-0.0184204	-0.1148389	0.0779980
silicate	Pacific	(26,26.5]	-0.6826256	-0.7069556	-0.6582955
silicate	Pacific	(26.5,26.75]	-0.6347926	-0.6626352	-0.6069500
silicate	Pacific	(26.75,27]	-0.4769483	-0.4945659	-0.4593307
silicate	Pacific	(27,27.25]	0.3974294	0.3829617	0.4118972
silicate	Pacific	(27.25,27.5]	0.8117751	0.8046819	0.8188682
silicate	Pacific	(27.5,27.75]	0.8654348	0.8543108	0.8765588
silicate	Pacific	(27.75,27.85]	0.8325217	0.8124120	0.8526314
silicate	Pacific	(27.85,27.95]	0.7570290	0.7199465	0.7941115
silicate	Pacific	(27.95,28.05]	0.5247501	0.4888864	0.5606138
silicate	Pacific	(28.05,28.1]	0.2726268	0.2633191	0.2819346
silicate	Pacific	(28.1, Inf]	0.2917290	0.2585478	0.3249102
temp	Atlantic	(-Inf,26]	-0.4888491	-0.5385855	-0.4391128
temp	Atlantic	(26,26.5]	0.7321764	0.7090937	0.7552591
temp	Atlantic	(26.5,26.75]	0.7746390	0.7573981	0.7918800
temp	Atlantic	(26.75,27]	0.7657393	0.6829583	0.8485204
temp	Atlantic	(27,27.25]	0.7959418	0.7756405	0.8162430
temp	Atlantic	(27.25,27.5]	0.8395456	0.8035275	0.8755637
temp	Atlantic	(27.5,27.75]	0.7534937	0.7393710	0.7676165
temp	Atlantic	(27.75,27.85]	0.6643846	0.6185827	0.7101865
temp	Atlantic	(27.85,27.95]	0.5498657	0.4685300	0.6312015
temp	Atlantic	(27.95,28.05]	0.5725494	0.5218865	0.6232123
temp	Atlantic	(28.05,28.1]	0.5830519	0.5497197	0.6163840
temp	Atlantic	(28.1,28.15]	0.5684455	0.5326313	0.6042596
temp	Atlantic	(28.15,28.2]	0.4090491	0.2010774	0.6170207
temp	Atlantic	(28.2, Inf]	0.2521681	0.1400682	0.3642680
temp	Indian	(-Inf,26]	-0.4144567	-0.4338743	-0.3950391
temp	Indian	(26,26.5]	0.4896213	0.4657090	0.5135337
temp	Indian	(26.5,26.75]	0.4920442	0.3294091	0.6546794
temp	Indian	(26.75,27]	0.4469122	0.2060816	0.6877427
temp	Indian	(27,27.25]	0.5213369	0.3416892	0.7009847
temp	Indian	(27.25,27.5]	0.5232564	0.4545503	0.5919625
temp	Indian	(27.5,27.75]	0.2846243	0.1884668	0.3807818
temp	Indian	(27.75,27.85]	0.2042854	0.0775492	0.3310216
temp	Indian	(27.85,27.95]	0.3265541	0.2367889	0.4163192
temp	Indian	(27.95,28.05]	0.3546706	0.2815234	0.4278178
temp	Indian	(28.05,28.1]	0.3168824	0.2268657	0.4068992
temp	Indian	(28.1, Inf]	0.5164934	0.4688354	0.5641514
temp	Pacific	(-Inf,26]	-0.4983121	-0.5725705	-0.4240536
temp	Pacific	(26,26.5]	0.6079998	0.6033295	0.6126700
temp	Pacific	(26.5,26.75]	0.6490482	0.5825851	0.7155114
temp	Pacific	(26.75,27]	0.4834593	0.4379701	0.5289485
temp	Pacific	(27,27.25]	-0.3113285	-0.3457472	-0.2769099
temp	Pacific	(27.25,27.5]	-0.4680956	-0.4954837	-0.4407075
temp	Pacific	(27.5,27.75]	-0.3775672	-0.4173021	-0.3378324
temp	Pacific	(27.75,27.85]	-0.3031184	-0.3110135	-0.2952233
temp	Pacific	(27.85,27.95]	-0.3576849	-0.3922690	-0.3231008
temp	Pacific	(27.95,28.05]	-0.1806174	-0.2624177	-0.0988171
temp	Pacific	(28.05,28.1]	-0.0276629	-0.1105810	0.0552552
temp	Pacific	(28.1, Inf]	0.3280956	0.3164387	0.3397524

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  ggforce_0.3.3   
 [9] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[13] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[17] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[21] tidyverse_1.3.1  workflowr_1.7.0 

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