eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-03-14

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

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Cache: none

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File paths: relative

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Repository version: be246d5

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The results in this page were generated with repository version be246d5. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

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

Unstaged changes:
    Modified:   code/Workflowr_project_managment.R
    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	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9495883	0.9477982	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764600	0.8601546	0.8927655
aou + nitrate	Atlantic	(27,27.25]	0.8060200	0.7766531	0.8353869
aou + nitrate	Atlantic	(27.25,27.5]	0.7202115	0.6631247	0.7772983
aou + nitrate	Atlantic	(27.5,27.75]	0.8194269	0.8047695	0.8340843
aou + nitrate	Atlantic	(27.75,27.85]	0.9159782	0.9130622	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9265730	0.9176225	0.9355235
aou + nitrate	Atlantic	(27.95,28.05]	0.9342110	0.9129463	0.9554757
aou + nitrate	Atlantic	(28.05,28.1]	0.9600907	0.9468102	0.9733711
aou + nitrate	Atlantic	(28.1,28.15]	0.9721899	0.9697153	0.9746645
aou + nitrate	Atlantic	(28.15,28.2]	0.9869348	0.9851456	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8503722	0.8058637	0.8948808
aou + nitrate	Indian	(-Inf,26]	0.9903292	0.9860655	0.9945929
aou + nitrate	Indian	(26,26.5]	0.9811528	0.9731739	0.9891318
aou + nitrate	Indian	(26.5,26.75]	0.9513085	0.9470927	0.9555244
aou + nitrate	Indian	(26.75,27]	0.9138254	0.9103418	0.9173089
aou + nitrate	Indian	(27,27.25]	0.8730029	0.8648383	0.8811676
aou + nitrate	Indian	(27.25,27.5]	0.9142912	0.9058994	0.9226831
aou + nitrate	Indian	(27.5,27.75]	0.9387056	0.9174773	0.9599339
aou + nitrate	Indian	(27.75,27.85]	0.8831974	0.8525182	0.9138766
aou + nitrate	Indian	(27.85,27.95]	0.8549942	0.8192699	0.8907184
aou + nitrate	Indian	(27.95,28.05]	0.8063731	0.7419163	0.8708299
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5915680	0.5471394	0.6359967
aou + nitrate	Pacific	(-Inf,26]	0.8759694	0.8557853	0.8961536
aou + nitrate	Pacific	(26,26.5]	0.8587383	0.8548747	0.8626019
aou + nitrate	Pacific	(26.5,26.75]	0.8031452	0.7692222	0.8370681
aou + nitrate	Pacific	(26.75,27]	0.9178824	0.9066123	0.9291524
aou + nitrate	Pacific	(27,27.25]	0.9734268	0.9721911	0.9746625
aou + nitrate	Pacific	(27.25,27.5]	0.9800666	0.9780333	0.9821000
aou + nitrate	Pacific	(27.5,27.75]	0.9824878	0.9809717	0.9840040
aou + nitrate	Pacific	(27.75,27.85]	0.9897191	0.9895339	0.9899043
aou + nitrate	Pacific	(27.85,27.95]	0.9889529	0.9875102	0.9903956
aou + nitrate	Pacific	(27.95,28.05]	0.9787730	0.9739535	0.9835924
aou + nitrate	Pacific	(28.05,28.1]	0.9773137	0.9664813	0.9881461
aou + nitrate	Pacific	(28.1, Inf]	0.9574164	0.9506603	0.9641724
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9706274	-0.9747021	-0.9665526
aou + oxygen	Atlantic	(26.75,27]	-0.9604155	-0.9716545	-0.9491764
aou + oxygen	Atlantic	(27,27.25]	-0.9641524	-0.9729610	-0.9553438
aou + oxygen	Atlantic	(27.25,27.5]	-0.9491242	-0.9632608	-0.9349876
aou + oxygen	Atlantic	(27.5,27.75]	-0.9254869	-0.9304594	-0.9205143
aou + oxygen	Atlantic	(27.75,27.85]	-0.9579861	-0.9613130	-0.9546591
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731850	-0.9761123	-0.9702577
aou + oxygen	Atlantic	(27.95,28.05]	-0.9690901	-0.9810610	-0.9571193
aou + oxygen	Atlantic	(28.05,28.1]	-0.9837650	-0.9900737	-0.9774563
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897191	-0.9900025	-0.9894358
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949955	-0.9965560	-0.9934350
aou + oxygen	Atlantic	(28.2, Inf]	-0.9814719	-0.9835109	-0.9794329
aou + oxygen	Indian	(-Inf,26]	-0.9924429	-0.9941330	-0.9907528
aou + oxygen	Indian	(26,26.5]	-0.9972556	-0.9976315	-0.9968797
aou + oxygen	Indian	(26.5,26.75]	-0.9958313	-0.9963187	-0.9953440
aou + oxygen	Indian	(26.75,27]	-0.9940411	-0.9957727	-0.9923094
aou + oxygen	Indian	(27,27.25]	-0.9948484	-0.9961647	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9965470	-0.9972567	-0.9958372
aou + oxygen	Indian	(27.5,27.75]	-0.9970081	-0.9974480	-0.9965682
aou + oxygen	Indian	(27.75,27.85]	-0.9969834	-0.9975912	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9948222	-0.9953184	-0.9943261
aou + oxygen	Indian	(27.95,28.05]	-0.9896062	-0.9915408	-0.9876716
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9854438	-0.9879830	-0.9829045
aou + oxygen	Pacific	(-Inf,26]	-0.8419438	-0.8457875	-0.8381001
aou + oxygen	Pacific	(26,26.5]	-0.9711777	-0.9739106	-0.9684448
aou + oxygen	Pacific	(26.5,26.75]	-0.9744218	-0.9768205	-0.9720231
aou + oxygen	Pacific	(26.75,27]	-0.9796353	-0.9814848	-0.9777858
aou + oxygen	Pacific	(27,27.25]	-0.9944497	-0.9949229	-0.9939766
aou + oxygen	Pacific	(27.25,27.5]	-0.9959639	-0.9965065	-0.9954213
aou + oxygen	Pacific	(27.5,27.75]	-0.9956877	-0.9969866	-0.9943888
aou + oxygen	Pacific	(27.75,27.85]	-0.9967580	-0.9977896	-0.9957263
aou + oxygen	Pacific	(27.85,27.95]	-0.9970587	-0.9982899	-0.9958274
aou + oxygen	Pacific	(27.95,28.05]	-0.9978138	-0.9987357	-0.9968919
aou + oxygen	Pacific	(28.05,28.1]	-0.9989909	-0.9991049	-0.9988769
aou + oxygen	Pacific	(28.1, Inf]	-0.9954094	-0.9962612	-0.9945575
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8427329	0.8204169	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8821840	0.8782738	0.8860942
aou + phosphate	Atlantic	(26.75,27]	0.7999231	0.7908124	0.8090337
aou + phosphate	Atlantic	(27,27.25]	0.7268846	0.7071370	0.7466321
aou + phosphate	Atlantic	(27.25,27.5]	0.6393941	0.5516964	0.7270918
aou + phosphate	Atlantic	(27.5,27.75]	0.7881263	0.7703994	0.8058531
aou + phosphate	Atlantic	(27.75,27.85]	0.8984037	0.8935765	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9213975	0.9102101	0.9325849
aou + phosphate	Atlantic	(27.95,28.05]	0.9300859	0.9052755	0.9548964
aou + phosphate	Atlantic	(28.05,28.1]	0.9562038	0.9414817	0.9709258
aou + phosphate	Atlantic	(28.1,28.15]	0.9679387	0.9673492	0.9685283
aou + phosphate	Atlantic	(28.15,28.2]	0.9864576	0.9850090	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8477112	0.8001244	0.8952980
aou + phosphate	Indian	(-Inf,26]	0.9947131	0.9933036	0.9961227
aou + phosphate	Indian	(26,26.5]	0.9933531	0.9915272	0.9951790
aou + phosphate	Indian	(26.5,26.75]	0.9656988	0.9605842	0.9708133
aou + phosphate	Indian	(26.75,27]	0.9358138	0.9220524	0.9495752
aou + phosphate	Indian	(27,27.25]	0.9115600	0.8892209	0.9338991
aou + phosphate	Indian	(27.25,27.5]	0.9428722	0.9311652	0.9545792
aou + phosphate	Indian	(27.5,27.75]	0.9579641	0.9505707	0.9653574
aou + phosphate	Indian	(27.75,27.85]	0.9194785	0.9055534	0.9334037
aou + phosphate	Indian	(27.85,27.95]	0.8632038	0.8364929	0.8899147
aou + phosphate	Indian	(27.95,28.05]	0.8243105	0.7729784	0.8756426
aou + phosphate	Indian	(28.05,28.1]	0.9131171	0.8650477	0.9611864
aou + phosphate	Indian	(28.1, Inf]	0.5846159	0.5527944	0.6164373
aou + phosphate	Pacific	(-Inf,26]	0.8800987	0.8628766	0.8973208
aou + phosphate	Pacific	(26,26.5]	0.8972988	0.8750953	0.9195022
aou + phosphate	Pacific	(26.5,26.75]	0.8267817	0.8032857	0.8502777
aou + phosphate	Pacific	(26.75,27]	0.9265129	0.9109064	0.9421193
aou + phosphate	Pacific	(27,27.25]	0.9797088	0.9789104	0.9805072
aou + phosphate	Pacific	(27.25,27.5]	0.9834531	0.9828661	0.9840401
aou + phosphate	Pacific	(27.5,27.75]	0.9815224	0.9794743	0.9835706
aou + phosphate	Pacific	(27.75,27.85]	0.9869639	0.9868864	0.9870415
aou + phosphate	Pacific	(27.85,27.95]	0.9866307	0.9863202	0.9869412
aou + phosphate	Pacific	(27.95,28.05]	0.9803595	0.9791536	0.9815655
aou + phosphate	Pacific	(28.05,28.1]	0.9774670	0.9707727	0.9841614
aou + phosphate	Pacific	(28.1, Inf]	0.9538708	0.9514787	0.9562629
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8960180	0.8784075	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8430838	0.8188354	0.8673322
aou + silicate	Atlantic	(27,27.25]	0.6552207	0.6318059	0.6786355
aou + silicate	Atlantic	(27.25,27.5]	0.3799431	0.2301267	0.5297594
aou + silicate	Atlantic	(27.5,27.75]	0.5027796	0.4398363	0.5657228
aou + silicate	Atlantic	(27.75,27.85]	0.7656770	0.7350044	0.7963496
aou + silicate	Atlantic	(27.85,27.95]	0.8425476	0.8235359	0.8615594
aou + silicate	Atlantic	(27.95,28.05]	0.9118475	0.8856721	0.9380228
aou + silicate	Atlantic	(28.05,28.1]	0.9605025	0.9497099	0.9712951
aou + silicate	Atlantic	(28.1,28.15]	0.9680502	0.9678745	0.9682258
aou + silicate	Atlantic	(28.15,28.2]	0.9861366	0.9854123	0.9868610
aou + silicate	Atlantic	(28.2, Inf]	0.8347014	0.7873329	0.8820699
aou + silicate	Indian	(-Inf,26]	0.9138814	0.8740459	0.9537168
aou + silicate	Indian	(26,26.5]	0.9478047	0.9373974	0.9582119
aou + silicate	Indian	(26.5,26.75]	0.9662583	0.9612722	0.9712445
aou + silicate	Indian	(26.75,27]	0.9761716	0.9743834	0.9779597
aou + silicate	Indian	(27,27.25]	0.9255399	0.9123061	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8730809	0.8508498	0.8953120
aou + silicate	Indian	(27.5,27.75]	0.8561487	0.8431296	0.8691677
aou + silicate	Indian	(27.75,27.85]	0.8634815	0.8246495	0.9023135
aou + silicate	Indian	(27.85,27.95]	0.8418643	0.8023092	0.8814195
aou + silicate	Indian	(27.95,28.05]	0.8599928	0.8238300	0.8961556
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3654654	0.3037156	0.4272152
aou + silicate	Pacific	(-Inf,26]	0.6458287	0.6012156	0.6904419
aou + silicate	Pacific	(26,26.5]	0.5678252	0.5393897	0.5962607
aou + silicate	Pacific	(26.5,26.75]	0.3852545	0.3848114	0.3856976
aou + silicate	Pacific	(26.75,27]	0.6890607	0.6836960	0.6944253
aou + silicate	Pacific	(27,27.25]	0.9034729	0.8931132	0.9138325
aou + silicate	Pacific	(27.25,27.5]	0.9246105	0.9160945	0.9331265
aou + silicate	Pacific	(27.5,27.75]	0.9328684	0.9186943	0.9470426
aou + silicate	Pacific	(27.75,27.85]	0.9680523	0.9663819	0.9697227
aou + silicate	Pacific	(27.85,27.95]	0.9656176	0.9650755	0.9661597
aou + silicate	Pacific	(27.95,28.05]	0.9524088	0.9443494	0.9604682
aou + silicate	Pacific	(28.05,28.1]	0.9578275	0.9469989	0.9686561
aou + silicate	Pacific	(28.1, Inf]	0.8222465	0.7843724	0.8601207
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462515	0.9282231	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077216	0.8882080	0.9272353
nitrate + silicate	Atlantic	(27,27.25]	0.8922625	0.8837978	0.9007273
nitrate + silicate	Atlantic	(27.25,27.5]	0.8215793	0.7626973	0.8804613
nitrate + silicate	Atlantic	(27.5,27.75]	0.8495822	0.8213715	0.8777929
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348706	0.9226460	0.9470952
nitrate + silicate	Atlantic	(27.85,27.95]	0.9669454	0.9647985	0.9690922
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829303	0.9820881	0.9837726
nitrate + silicate	Atlantic	(28.05,28.1]	0.9896945	0.9883341	0.9910548
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897280	0.9885977	0.9908582
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930929	0.9927769	0.9934088
nitrate + silicate	Atlantic	(28.2, Inf]	0.9780192	0.9704391	0.9855992
nitrate + silicate	Indian	(-Inf,26]	0.9325241	0.9020316	0.9630166
nitrate + silicate	Indian	(26,26.5]	0.9545240	0.9487449	0.9603032
nitrate + silicate	Indian	(26.5,26.75]	0.9438126	0.9404044	0.9472208
nitrate + silicate	Indian	(26.75,27]	0.9307980	0.9238615	0.9377345
nitrate + silicate	Indian	(27,27.25]	0.9330642	0.9322416	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9238369	0.9106464	0.9370275
nitrate + silicate	Indian	(27.5,27.75]	0.8486064	0.8396915	0.8575214
nitrate + silicate	Indian	(27.75,27.85]	0.7933027	0.7560988	0.8305066
nitrate + silicate	Indian	(27.85,27.95]	0.8412741	0.8295917	0.8529565
nitrate + silicate	Indian	(27.95,28.05]	0.8935969	0.8857262	0.9014676
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8165067	0.8138962	0.8191172
nitrate + silicate	Pacific	(-Inf,26]	0.8451620	0.8444906	0.8458335
nitrate + silicate	Pacific	(26,26.5]	0.8052833	0.7938926	0.8166741
nitrate + silicate	Pacific	(26.5,26.75]	0.7429505	0.7024132	0.7834877
nitrate + silicate	Pacific	(26.75,27]	0.8298276	0.8050887	0.8545666
nitrate + silicate	Pacific	(27,27.25]	0.9134170	0.8992024	0.9276316
nitrate + silicate	Pacific	(27.25,27.5]	0.9025610	0.8914957	0.9136262
nitrate + silicate	Pacific	(27.5,27.75]	0.9029409	0.8891480	0.9167337
nitrate + silicate	Pacific	(27.75,27.85]	0.9500619	0.9478261	0.9522977
nitrate + silicate	Pacific	(27.85,27.95]	0.9617860	0.9565922	0.9669798
nitrate + silicate	Pacific	(27.95,28.05]	0.9445325	0.9188716	0.9701934
nitrate + silicate	Pacific	(28.05,28.1]	0.9434805	0.9152458	0.9717152
nitrate + silicate	Pacific	(28.1, Inf]	0.9058998	0.8939295	0.9178701
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546335	-0.8622324	-0.8470347
oxygen + nitrate	Atlantic	(26.75,27]	-0.7403732	-0.7805719	-0.7001745
oxygen + nitrate	Atlantic	(27,27.25]	-0.6392738	-0.7012547	-0.5772929
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4876673	-0.5254174	-0.4499172
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5636351	-0.5733154	-0.5539548
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7701023	-0.7811391	-0.7590656
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8232221	-0.8458047	-0.8006396
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8277409	-0.8916649	-0.7638169
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9031142	-0.9408678	-0.8653606
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9355042	-0.9370532	-0.9339551
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9759436	-0.9790901	-0.9727971
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7567058	-0.8247324	-0.6886792
oxygen + nitrate	Indian	(-Inf,26]	-0.9752524	-0.9827596	-0.9677453
oxygen + nitrate	Indian	(26,26.5]	-0.9679388	-0.9773410	-0.9585367
oxygen + nitrate	Indian	(26.5,26.75]	-0.9219602	-0.9248033	-0.9191170
oxygen + nitrate	Indian	(26.75,27]	-0.8662222	-0.8790436	-0.8534007
oxygen + nitrate	Indian	(27,27.25]	-0.8210744	-0.8386151	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8807231	-0.8946429	-0.8668034
oxygen + nitrate	Indian	(27.5,27.75]	-0.9221661	-0.9477515	-0.8965807
oxygen + nitrate	Indian	(27.75,27.85]	-0.8623763	-0.8957469	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8098375	-0.8521976	-0.7674773
oxygen + nitrate	Indian	(27.95,28.05]	-0.7218305	-0.8053994	-0.6382616
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4570393	-0.5145444	-0.3995341
oxygen + nitrate	Pacific	(-Inf,26]	-0.5504089	-0.5975419	-0.5032759
oxygen + nitrate	Pacific	(26,26.5]	-0.7247128	-0.7400110	-0.7094146
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6622700	-0.7140521	-0.6104879
oxygen + nitrate	Pacific	(26.75,27]	-0.8298495	-0.8523462	-0.8073528
oxygen + nitrate	Pacific	(27,27.25]	-0.9501887	-0.9525664	-0.9478111
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9686676	-0.9719964	-0.9653388
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9746778	-0.9786840	-0.9706716
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846247	-0.9868469	-0.9824025
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9824208	-0.9842182	-0.9806234
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9712059	-0.9718961	-0.9705156
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9718287	-0.9830315	-0.9606260
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9301813	-0.9433664	-0.9169962
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6650097	-0.7169125	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7489204	-0.7620061	-0.7358346
oxygen + phosphate	Atlantic	(26.75,27]	-0.6295760	-0.6645681	-0.5945840
oxygen + phosphate	Atlantic	(27,27.25]	-0.5357176	-0.5872790	-0.4841562
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3863950	-0.4551302	-0.3176599
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5151232	-0.5288970	-0.5013494
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7415673	-0.7553145	-0.7278201
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8139918	-0.8398094	-0.7881742
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8203253	-0.8890121	-0.7516385
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8961400	-0.9359960	-0.8562841
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9272785	-0.9297159	-0.9248412
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9742176	-0.9773076	-0.9711276
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7530511	-0.8246763	-0.6814260
oxygen + phosphate	Indian	(-Inf,26]	-0.9835047	-0.9851445	-0.9818649
oxygen + phosphate	Indian	(26,26.5]	-0.9844661	-0.9890607	-0.9798715
oxygen + phosphate	Indian	(26.5,26.75]	-0.9402236	-0.9494060	-0.9310412
oxygen + phosphate	Indian	(26.75,27]	-0.8941345	-0.9195784	-0.8686906
oxygen + phosphate	Indian	(27,27.25]	-0.8685252	-0.9035069	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9171400	-0.9365737	-0.8977062
oxygen + phosphate	Indian	(27.5,27.75]	-0.9459539	-0.9557472	-0.9361606
oxygen + phosphate	Indian	(27.75,27.85]	-0.8975070	-0.9135707	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8143440	-0.8465377	-0.7821502
oxygen + phosphate	Indian	(27.95,28.05]	-0.7420437	-0.8110167	-0.6730707
oxygen + phosphate	Indian	(28.05,28.1]	-0.8599081	-0.9388267	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4523825	-0.4970318	-0.4077332
oxygen + phosphate	Pacific	(-Inf,26]	-0.6050995	-0.6417394	-0.5684596
oxygen + phosphate	Pacific	(26,26.5]	-0.7747099	-0.8141152	-0.7353045
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6872200	-0.7252862	-0.6491539
oxygen + phosphate	Pacific	(26.75,27]	-0.8385173	-0.8664418	-0.8105928
oxygen + phosphate	Pacific	(27,27.25]	-0.9579436	-0.9584516	-0.9574357
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9730666	-0.9739218	-0.9722115
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9743172	-0.9789934	-0.9696410
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9818816	-0.9838924	-0.9798708
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9799261	-0.9828652	-0.9769869
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9729325	-0.9756730	-0.9701921
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9723109	-0.9785195	-0.9661023
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9275283	-0.9350594	-0.9199972
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7933870	-0.8210376	-0.7657365
oxygen + silicate	Atlantic	(26.75,27]	-0.7008766	-0.7549750	-0.6467782
oxygen + silicate	Atlantic	(27,27.25]	-0.4687448	-0.5198073	-0.4176822
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1123679	-0.2324794	0.0077436
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1819661	-0.2439041	-0.1200281
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5735716	-0.6106587	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7072669	-0.7433571	-0.6711767
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7905132	-0.8603879	-0.7206384
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9007174	-0.9335720	-0.8678628
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9278885	-0.9285142	-0.9272628
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776087	-0.9778313	-0.9773860
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7414541	-0.8109081	-0.6720000
oxygen + silicate	Indian	(-Inf,26]	-0.8771012	-0.9339195	-0.8202830
oxygen + silicate	Indian	(26,26.5]	-0.9341806	-0.9474642	-0.9208969
oxygen + silicate	Indian	(26.5,26.75]	-0.9547392	-0.9601146	-0.9493638
oxygen + silicate	Indian	(26.75,27]	-0.9598393	-0.9601120	-0.9595666
oxygen + silicate	Indian	(27,27.25]	-0.8921725	-0.9028356	-0.8815093
oxygen + silicate	Indian	(27.25,27.5]	-0.8375625	-0.8583382	-0.8167868
oxygen + silicate	Indian	(27.5,27.75]	-0.8231638	-0.8346357	-0.8116918
oxygen + silicate	Indian	(27.75,27.85]	-0.8374255	-0.8836635	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7956022	-0.8452599	-0.7459446
oxygen + silicate	Indian	(27.95,28.05]	-0.7921022	-0.8461266	-0.7380777
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2270764	-0.2814061	-0.1727467
oxygen + silicate	Pacific	(-Inf,26]	-0.2825593	-0.3614866	-0.2036321
oxygen + silicate	Pacific	(26,26.5]	-0.3914441	-0.4290383	-0.3538499
oxygen + silicate	Pacific	(26.5,26.75]	-0.1936485	-0.2092086	-0.1780885
oxygen + silicate	Pacific	(26.75,27]	-0.5451224	-0.5488798	-0.5413650
oxygen + silicate	Pacific	(27,27.25]	-0.8612139	-0.8746081	-0.8478197
oxygen + silicate	Pacific	(27.25,27.5]	-0.8929165	-0.9050510	-0.8807820
oxygen + silicate	Pacific	(27.5,27.75]	-0.9033758	-0.9257006	-0.8810509
oxygen + silicate	Pacific	(27.75,27.85]	-0.9530837	-0.9580661	-0.9481012
oxygen + silicate	Pacific	(27.85,27.95]	-0.9518691	-0.9547438	-0.9489945
oxygen + silicate	Pacific	(27.95,28.05]	-0.9379894	-0.9443928	-0.9315859
oxygen + silicate	Pacific	(28.05,28.1]	-0.9488784	-0.9599570	-0.9377999
oxygen + silicate	Pacific	(28.1, Inf]	-0.7722535	-0.8182177	-0.7262893
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9469356	0.9322228	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9771979	0.9747262	0.9796696
phosphate + nitrate	Atlantic	(26.75,27]	0.9803593	0.9792629	0.9814557
phosphate + nitrate	Atlantic	(27,27.25]	0.9857779	0.9840024	0.9875534
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9892132	0.9851885	0.9932379
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950891	0.9949577	0.9952205
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9963986	0.9957247	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956343	0.9946175	0.9966510
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954051	0.9938548	0.9969554
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943390	0.9924515	0.9962265
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946136	0.9928624	0.9963647
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978512	0.9974145	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957611	0.9956937	0.9958286
phosphate + nitrate	Indian	(-Inf,26]	0.9905415	0.9834862	0.9975967
phosphate + nitrate	Indian	(26,26.5]	0.9851109	0.9735579	0.9966639
phosphate + nitrate	Indian	(26.5,26.75]	0.9855736	0.9739015	0.9972458
phosphate + nitrate	Indian	(26.75,27]	0.9821812	0.9687751	0.9955873
phosphate + nitrate	Indian	(27,27.25]	0.9742993	0.9568465	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9723017	0.9609289	0.9836745
phosphate + nitrate	Indian	(27.5,27.75]	0.9619253	0.9529879	0.9708627
phosphate + nitrate	Indian	(27.75,27.85]	0.9471995	0.9253443	0.9690547
phosphate + nitrate	Indian	(27.85,27.95]	0.9643193	0.9557857	0.9728529
phosphate + nitrate	Indian	(27.95,28.05]	0.9821800	0.9778321	0.9865279
phosphate + nitrate	Indian	(28.05,28.1]	0.9871173	0.9829883	0.9912463
phosphate + nitrate	Indian	(28.1, Inf]	0.9478262	0.9354030	0.9602494
phosphate + nitrate	Pacific	(-Inf,26]	0.9557629	0.9516359	0.9598899
phosphate + nitrate	Pacific	(26,26.5]	0.9598504	0.9481650	0.9715358
phosphate + nitrate	Pacific	(26.5,26.75]	0.9529169	0.9497682	0.9560655
phosphate + nitrate	Pacific	(26.75,27]	0.9804226	0.9795688	0.9812763
phosphate + nitrate	Pacific	(27,27.25]	0.9902899	0.9896461	0.9909337
phosphate + nitrate	Pacific	(27.25,27.5]	0.9925013	0.9918522	0.9931504
phosphate + nitrate	Pacific	(27.5,27.75]	0.9939784	0.9938052	0.9941516
phosphate + nitrate	Pacific	(27.75,27.85]	0.9929392	0.9920218	0.9938565
phosphate + nitrate	Pacific	(27.85,27.95]	0.9916727	0.9892565	0.9940888
phosphate + nitrate	Pacific	(27.95,28.05]	0.9808696	0.9694818	0.9922575
phosphate + nitrate	Pacific	(28.05,28.1]	0.9711058	0.9552605	0.9869511
phosphate + nitrate	Pacific	(28.1, Inf]	0.9768827	0.9731101	0.9806554
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9323212	0.9019935	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9421135	0.9275975	0.9566296
phosphate + silicate	Atlantic	(26.75,27]	0.9090600	0.8994368	0.9186831
phosphate + silicate	Atlantic	(27,27.25]	0.9135598	0.8981392	0.9289803
phosphate + silicate	Atlantic	(27.25,27.5]	0.8650950	0.8264011	0.9037889
phosphate + silicate	Atlantic	(27.5,27.75]	0.8727304	0.8511846	0.8942762
phosphate + silicate	Atlantic	(27.75,27.85]	0.9448456	0.9359626	0.9537285
phosphate + silicate	Atlantic	(27.85,27.95]	0.9709880	0.9706762	0.9712998
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845550	0.9833233	0.9857868
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908529	0.9894966	0.9922092
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919349	0.9911607	0.9927092
phosphate + silicate	Atlantic	(28.15,28.2]	0.9932812	0.9921100	0.9944524
phosphate + silicate	Atlantic	(28.2, Inf]	0.9777346	0.9681985	0.9872706
phosphate + silicate	Indian	(-Inf,26]	0.9192424	0.8747665	0.9637182
phosphate + silicate	Indian	(26,26.5]	0.9549066	0.9461625	0.9636507
phosphate + silicate	Indian	(26.5,26.75]	0.9504461	0.9482316	0.9526605
phosphate + silicate	Indian	(26.75,27]	0.9449776	0.9370906	0.9528647
phosphate + silicate	Indian	(27,27.25]	0.9388247	0.9291243	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9115978	0.8792121	0.9439835
phosphate + silicate	Indian	(27.5,27.75]	0.8640736	0.8326571	0.8954901
phosphate + silicate	Indian	(27.75,27.85]	0.8821582	0.8821209	0.8821954
phosphate + silicate	Indian	(27.85,27.95]	0.9022945	0.9014077	0.9031813
phosphate + silicate	Indian	(27.95,28.05]	0.9144400	0.9142968	0.9145831
phosphate + silicate	Indian	(28.05,28.1]	0.9579573	0.9487560	0.9671587
phosphate + silicate	Indian	(28.1, Inf]	0.7940124	0.7822939	0.8057309
phosphate + silicate	Pacific	(-Inf,26]	0.7621394	0.7516777	0.7726010
phosphate + silicate	Pacific	(26,26.5]	0.7616913	0.7461033	0.7772794
phosphate + silicate	Pacific	(26.5,26.75]	0.7036599	0.6604397	0.7468801
phosphate + silicate	Pacific	(26.75,27]	0.8282264	0.8001529	0.8563000
phosphate + silicate	Pacific	(27,27.25]	0.9192408	0.9043444	0.9341372
phosphate + silicate	Pacific	(27.25,27.5]	0.9065504	0.8928165	0.9202844
phosphate + silicate	Pacific	(27.5,27.75]	0.9018225	0.8868478	0.9167972
phosphate + silicate	Pacific	(27.75,27.85]	0.9527290	0.9502902	0.9551678
phosphate + silicate	Pacific	(27.85,27.95]	0.9671507	0.9644721	0.9698294
phosphate + silicate	Pacific	(27.95,28.05]	0.9587492	0.9482438	0.9692545
phosphate + silicate	Pacific	(28.05,28.1]	0.9560330	0.9409317	0.9711343
phosphate + silicate	Pacific	(28.1, Inf]	0.8922417	0.8728800	0.9116034
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2513776	-0.2714195	-0.2313356
sal + aou	Atlantic	(26.75,27]	-0.0574072	-0.1195335	0.0047190
sal + aou	Atlantic	(27,27.25]	0.0270884	-0.0379109	0.0920877
sal + aou	Atlantic	(27.25,27.5]	0.0477477	-0.1892230	0.2847184
sal + aou	Atlantic	(27.5,27.75]	-0.3027374	-0.3492646	-0.2562101
sal + aou	Atlantic	(27.75,27.85]	-0.3741044	-0.4477392	-0.3004696
sal + aou	Atlantic	(27.85,27.95]	-0.4435947	-0.4876220	-0.3995674
sal + aou	Atlantic	(27.95,28.05]	-0.5911040	-0.6007735	-0.5814345
sal + aou	Atlantic	(28.05,28.1]	-0.7432922	-0.7693634	-0.7172209
sal + aou	Atlantic	(28.1,28.15]	-0.7796405	-0.7989275	-0.7603534
sal + aou	Atlantic	(28.15,28.2]	-0.9190858	-0.9259554	-0.9122161
sal + aou	Atlantic	(28.2, Inf]	-0.6184766	-0.7184277	-0.5185256
sal + aou	Indian	(-Inf,26]	-0.5586574	-0.7806134	-0.3367013
sal + aou	Indian	(26,26.5]	-0.7185401	-0.7928723	-0.6442080
sal + aou	Indian	(26.5,26.75]	-0.1242985	-0.2887258	0.0401288
sal + aou	Indian	(26.75,27]	0.4873497	0.3390554	0.6356440
sal + aou	Indian	(27,27.25]	0.8796903	0.8672415	0.8921391
sal + aou	Indian	(27.25,27.5]	0.9545736	0.9379104	0.9712368
sal + aou	Indian	(27.5,27.75]	0.9631844	0.9592016	0.9671673
sal + aou	Indian	(27.75,27.85]	0.9488571	0.9353426	0.9623715
sal + aou	Indian	(27.85,27.95]	0.9041901	0.8951174	0.9132627
sal + aou	Indian	(27.95,28.05]	0.6851635	0.6818011	0.6885258
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6619607	0.5765045	0.7474170
sal + aou	Pacific	(-Inf,26]	-0.1323063	-0.1539233	-0.1106893
sal + aou	Pacific	(26,26.5]	-0.0641477	-0.1077075	-0.0205880
sal + aou	Pacific	(26.5,26.75]	0.2165120	0.1374869	0.2955371
sal + aou	Pacific	(26.75,27]	-0.1179236	-0.1530020	-0.0828452
sal + aou	Pacific	(27,27.25]	-0.2227605	-0.2468505	-0.1986706
sal + aou	Pacific	(27.25,27.5]	0.0302247	0.0147812	0.0456682
sal + aou	Pacific	(27.5,27.75]	0.1407321	0.0358682	0.2455961
sal + aou	Pacific	(27.75,27.85]	0.0454829	-0.1616174	0.2525832
sal + aou	Pacific	(27.85,27.95]	-0.1475800	-0.4171695	0.1220094
sal + aou	Pacific	(27.95,28.05]	-0.5789285	-0.7660614	-0.3917956
sal + aou	Pacific	(28.05,28.1]	-0.8845275	-0.8852943	-0.8837606
sal + aou	Pacific	(28.1, Inf]	-0.6079509	-0.7256416	-0.4902602
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5066900	-0.5264326	-0.4869474
sal + nitrate	Atlantic	(26.75,27]	-0.4555347	-0.5251059	-0.3859635
sal + nitrate	Atlantic	(27,27.25]	-0.5100262	-0.6019311	-0.4181213
sal + nitrate	Atlantic	(27.25,27.5]	-0.6081618	-0.7221793	-0.4941442
sal + nitrate	Atlantic	(27.5,27.75]	-0.7424828	-0.7564602	-0.7285055
sal + nitrate	Atlantic	(27.75,27.85]	-0.6746908	-0.7324682	-0.6169134
sal + nitrate	Atlantic	(27.85,27.95]	-0.7069739	-0.7653285	-0.6486192
sal + nitrate	Atlantic	(27.95,28.05]	-0.8035904	-0.8406767	-0.7665041
sal + nitrate	Atlantic	(28.05,28.1]	-0.8655342	-0.8785342	-0.8525342
sal + nitrate	Atlantic	(28.1,28.15]	-0.8719929	-0.8913251	-0.8526607
sal + nitrate	Atlantic	(28.15,28.2]	-0.9481178	-0.9497611	-0.9464745
sal + nitrate	Atlantic	(28.2, Inf]	-0.9225737	-0.9423989	-0.9027486
sal + nitrate	Indian	(-Inf,26]	-0.5813811	-0.7928342	-0.3699280
sal + nitrate	Indian	(26,26.5]	-0.8197925	-0.8580696	-0.7815154
sal + nitrate	Indian	(26.5,26.75]	-0.3973626	-0.5370373	-0.2576879
sal + nitrate	Indian	(26.75,27]	0.1087879	-0.0707564	0.2883322
sal + nitrate	Indian	(27,27.25]	0.5508013	0.5094825	0.5921200
sal + nitrate	Indian	(27.25,27.5]	0.7866640	0.7718946	0.8014334
sal + nitrate	Indian	(27.5,27.75]	0.8685239	0.8422810	0.8947669
sal + nitrate	Indian	(27.75,27.85]	0.7307880	0.6598014	0.8017746
sal + nitrate	Indian	(27.85,27.95]	0.5790546	0.5056909	0.6524184
sal + nitrate	Indian	(27.95,28.05]	0.1540114	0.0426613	0.2653616
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1293515	-0.2791080	0.0204051
sal + nitrate	Pacific	(-Inf,26]	-0.4326429	-0.4615155	-0.4037704
sal + nitrate	Pacific	(26,26.5]	-0.4817148	-0.5055220	-0.4579077
sal + nitrate	Pacific	(26.5,26.75]	-0.3196196	-0.4485997	-0.1906394
sal + nitrate	Pacific	(26.75,27]	-0.4262012	-0.4904877	-0.3619147
sal + nitrate	Pacific	(27,27.25]	-0.3503343	-0.3756248	-0.3250438
sal + nitrate	Pacific	(27.25,27.5]	-0.0031716	-0.0194118	0.0130687
sal + nitrate	Pacific	(27.5,27.75]	0.1166765	0.0230460	0.2103070
sal + nitrate	Pacific	(27.75,27.85]	0.0230862	-0.1655161	0.2116885
sal + nitrate	Pacific	(27.85,27.95]	-0.1926935	-0.4394948	0.0541077
sal + nitrate	Pacific	(27.95,28.05]	-0.6414402	-0.7901062	-0.4927743
sal + nitrate	Pacific	(28.05,28.1]	-0.9145859	-0.9155612	-0.9136106
sal + nitrate	Pacific	(28.1, Inf]	-0.7522240	-0.8283178	-0.6761302
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0178031	-0.0171121	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2074000	-0.2316603	-0.1831397
sal + oxygen	Atlantic	(27,27.25]	-0.2826491	-0.3134807	-0.2518175
sal + oxygen	Atlantic	(27.25,27.5]	-0.3429558	-0.5229609	-0.1629507
sal + oxygen	Atlantic	(27.5,27.75]	-0.0653015	-0.1014655	-0.0291374
sal + oxygen	Atlantic	(27.75,27.85]	0.1028161	0.0118428	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2373418	0.2022061	0.2724775
sal + oxygen	Atlantic	(27.95,28.05]	0.3910927	0.3307713	0.4514140
sal + oxygen	Atlantic	(28.05,28.1]	0.6189104	0.5591858	0.6786350
sal + oxygen	Atlantic	(28.1,28.15]	0.6852892	0.6651934	0.7053850
sal + oxygen	Atlantic	(28.15,28.2]	0.8855549	0.8765344	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4855835	0.3566415	0.6145254
sal + oxygen	Indian	(-Inf,26]	0.5513444	0.3075054	0.7951833
sal + oxygen	Indian	(26,26.5]	0.6750930	0.5988633	0.7513228
sal + oxygen	Indian	(26.5,26.75]	0.0376724	-0.1225801	0.1979249
sal + oxygen	Indian	(26.75,27]	-0.5762172	-0.7012556	-0.4511788
sal + oxygen	Indian	(27,27.25]	-0.9194895	-0.9231427	-0.9158363
sal + oxygen	Indian	(27.25,27.5]	-0.9690909	-0.9847257	-0.9534562
sal + oxygen	Indian	(27.5,27.75]	-0.9649063	-0.9661983	-0.9636143
sal + oxygen	Indian	(27.75,27.85]	-0.9561327	-0.9686720	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9277468	-0.9321783	-0.9233153
sal + oxygen	Indian	(27.95,28.05]	-0.7698577	-0.7775140	-0.7622014
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7678536	-0.8322207	-0.7034864
sal + oxygen	Pacific	(-Inf,26]	-0.2915047	-0.3575789	-0.2254306
sal + oxygen	Pacific	(26,26.5]	-0.1603713	-0.2118816	-0.1088611
sal + oxygen	Pacific	(26.5,26.75]	-0.4224071	-0.4854622	-0.3593521
sal + oxygen	Pacific	(26.75,27]	-0.0779353	-0.1036721	-0.0521985
sal + oxygen	Pacific	(27,27.25]	0.1253890	0.0969732	0.1538048
sal + oxygen	Pacific	(27.25,27.5]	-0.1030199	-0.1133492	-0.0926905
sal + oxygen	Pacific	(27.5,27.75]	-0.1976628	-0.3157903	-0.0795353
sal + oxygen	Pacific	(27.75,27.85]	-0.1097290	-0.3299888	0.1105307
sal + oxygen	Pacific	(27.85,27.95]	0.0926074	-0.1990828	0.3842976
sal + oxygen	Pacific	(27.95,28.05]	0.5505729	0.3374016	0.7637442
sal + oxygen	Pacific	(28.05,28.1]	0.8741840	0.8706703	0.8776977
sal + oxygen	Pacific	(28.1, Inf]	0.5427783	0.4111978	0.6743588
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6475240	-0.6562545	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.6635060	-0.6750217	-0.6519902
sal + phosphate	Atlantic	(26.75,27]	-0.6013804	-0.6545956	-0.5481653
sal + phosphate	Atlantic	(27,27.25]	-0.6252707	-0.6973656	-0.5531759
sal + phosphate	Atlantic	(27.25,27.5]	-0.6956010	-0.7769912	-0.6142108
sal + phosphate	Atlantic	(27.5,27.75]	-0.7820774	-0.7927704	-0.7713844
sal + phosphate	Atlantic	(27.75,27.85]	-0.7062270	-0.7604595	-0.6519944
sal + phosphate	Atlantic	(27.85,27.95]	-0.7203154	-0.7796271	-0.6610037
sal + phosphate	Atlantic	(27.95,28.05]	-0.8119713	-0.8510518	-0.7728909
sal + phosphate	Atlantic	(28.05,28.1]	-0.8763173	-0.8901656	-0.8624691
sal + phosphate	Atlantic	(28.1,28.15]	-0.8866528	-0.9076818	-0.8656239
sal + phosphate	Atlantic	(28.15,28.2]	-0.9529741	-0.9543719	-0.9515764
sal + phosphate	Atlantic	(28.2, Inf]	-0.9267120	-0.9459178	-0.9075061
sal + phosphate	Indian	(-Inf,26]	-0.5322424	-0.7881341	-0.2763506
sal + phosphate	Indian	(26,26.5]	-0.7597328	-0.8516634	-0.6678022
sal + phosphate	Indian	(26.5,26.75]	-0.3400068	-0.5271182	-0.1528955
sal + phosphate	Indian	(26.75,27]	0.1838326	-0.0404306	0.4080958
sal + phosphate	Indian	(27,27.25]	0.6487619	0.5576223	0.7399015
sal + phosphate	Indian	(27.25,27.5]	0.8618003	0.8427244	0.8808762
sal + phosphate	Indian	(27.5,27.75]	0.9178546	0.8980992	0.9376100
sal + phosphate	Indian	(27.75,27.85]	0.8202906	0.7837131	0.8568680
sal + phosphate	Indian	(27.85,27.95]	0.6270942	0.5640683	0.6901201
sal + phosphate	Indian	(27.95,28.05]	0.1985168	0.0983296	0.2987041
sal + phosphate	Indian	(28.05,28.1]	-0.0946789	-0.2816146	0.0922567
sal + phosphate	Indian	(28.1, Inf]	-0.1282738	-0.2664159	0.0098683
sal + phosphate	Pacific	(-Inf,26]	-0.3367743	-0.3420426	-0.3315061
sal + phosphate	Pacific	(26,26.5]	-0.4266782	-0.4283894	-0.4249669
sal + phosphate	Pacific	(26.5,26.75]	-0.2991687	-0.4104898	-0.1878475
sal + phosphate	Pacific	(26.75,27]	-0.4312336	-0.4997004	-0.3627669
sal + phosphate	Pacific	(27,27.25]	-0.3478267	-0.3791713	-0.3164821
sal + phosphate	Pacific	(27.25,27.5]	-0.0017216	-0.0085124	0.0050692
sal + phosphate	Pacific	(27.5,27.75]	0.1228197	0.0288822	0.2167571
sal + phosphate	Pacific	(27.75,27.85]	0.0303471	-0.1601712	0.2208655
sal + phosphate	Pacific	(27.85,27.95]	-0.1957954	-0.4432781	0.0516873
sal + phosphate	Pacific	(27.95,28.05]	-0.6441699	-0.7964752	-0.4918646
sal + phosphate	Pacific	(28.05,28.1]	-0.9182450	-0.9184023	-0.9180876
sal + phosphate	Pacific	(28.1, Inf]	-0.7513128	-0.8293209	-0.6733046
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5314637	-0.5439941	-0.5189333
sal + silicate	Atlantic	(26.75,27]	-0.4441388	-0.5245426	-0.3637350
sal + silicate	Atlantic	(27,27.25]	-0.5823586	-0.6325658	-0.5321514
sal + silicate	Atlantic	(27.25,27.5]	-0.7454868	-0.7964363	-0.6945373
sal + silicate	Atlantic	(27.5,27.75]	-0.8069055	-0.8145695	-0.7992415
sal + silicate	Atlantic	(27.75,27.85]	-0.7503680	-0.8427603	-0.6579756
sal + silicate	Atlantic	(27.85,27.95]	-0.7849779	-0.8475264	-0.7224294
sal + silicate	Atlantic	(27.95,28.05]	-0.8338129	-0.8679463	-0.7996795
sal + silicate	Atlantic	(28.05,28.1]	-0.8780833	-0.8838727	-0.8722939
sal + silicate	Atlantic	(28.1,28.15]	-0.8861818	-0.9028772	-0.8694864
sal + silicate	Atlantic	(28.15,28.2]	-0.9352827	-0.9367180	-0.9338473
sal + silicate	Atlantic	(28.2, Inf]	-0.9003436	-0.9333535	-0.8673337
sal + silicate	Indian	(-Inf,26]	-0.7033434	-0.8281548	-0.5785319
sal + silicate	Indian	(26,26.5]	-0.8279293	-0.8542510	-0.8016077
sal + silicate	Indian	(26.5,26.75]	-0.2202622	-0.3583162	-0.0822081
sal + silicate	Indian	(26.75,27]	0.3881593	0.2488618	0.5274567
sal + silicate	Indian	(27,27.25]	0.6871094	0.6838102	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7331315	0.6740052	0.7922577
sal + silicate	Indian	(27.5,27.75]	0.7899082	0.7417668	0.8380496
sal + silicate	Indian	(27.75,27.85]	0.8279833	0.7938038	0.8621628
sal + silicate	Indian	(27.85,27.95]	0.7063318	0.6294704	0.7831931
sal + silicate	Indian	(27.95,28.05]	0.3935048	0.2969029	0.4901068
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.2058278	-0.2095631	-0.2020926
sal + silicate	Pacific	(-Inf,26]	-0.6285465	-0.6556727	-0.6014203
sal + silicate	Pacific	(26,26.5]	-0.6939952	-0.7084104	-0.6795800
sal + silicate	Pacific	(26.5,26.75]	-0.7104353	-0.7724739	-0.6483968
sal + silicate	Pacific	(26.75,27]	-0.7299599	-0.7579688	-0.7019511
sal + silicate	Pacific	(27,27.25]	-0.5490975	-0.5630465	-0.5351484
sal + silicate	Pacific	(27.25,27.5]	-0.2283293	-0.2529018	-0.2037569
sal + silicate	Pacific	(27.5,27.75]	0.0313452	-0.0236781	0.0863686
sal + silicate	Pacific	(27.75,27.85]	-0.0209518	-0.2054476	0.1635441
sal + silicate	Pacific	(27.85,27.95]	-0.1782772	-0.4094393	0.0528848
sal + silicate	Pacific	(27.95,28.05]	-0.5406375	-0.6707596	-0.4105154
sal + silicate	Pacific	(28.05,28.1]	-0.8459674	-0.8759229	-0.8160120
sal + silicate	Pacific	(28.1, Inf]	-0.7645232	-0.8489352	-0.6801112
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854113	0.9829258	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735052	0.9717988	0.9752117
sal + temp	Atlantic	(27,27.25]	0.9786381	0.9776001	0.9796761
sal + temp	Atlantic	(27.25,27.5]	0.9745242	0.9713356	0.9777128
sal + temp	Atlantic	(27.5,27.75]	0.9618942	0.9572479	0.9665405
sal + temp	Atlantic	(27.75,27.85]	0.9739305	0.9665841	0.9812769
sal + temp	Atlantic	(27.85,27.95]	0.9592772	0.9591894	0.9593649
sal + temp	Atlantic	(27.95,28.05]	0.9409089	0.9273056	0.9545122
sal + temp	Atlantic	(28.05,28.1]	0.9658133	0.9568631	0.9747635
sal + temp	Atlantic	(28.1,28.15]	0.9545927	0.9297856	0.9793999
sal + temp	Atlantic	(28.15,28.2]	0.7399064	0.5540926	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3277176	0.1885556	0.4668797
sal + temp	Indian	(-Inf,26]	0.1401732	0.0715934	0.2087529
sal + temp	Indian	(26,26.5]	0.8498266	0.8473333	0.8523200
sal + temp	Indian	(26.5,26.75]	0.9612687	0.9607640	0.9617733
sal + temp	Indian	(26.75,27]	0.9715473	0.9674397	0.9756550
sal + temp	Indian	(27,27.25]	0.9580024	0.9534499	0.9625549
sal + temp	Indian	(27.25,27.5]	0.9488659	0.9332001	0.9645318
sal + temp	Indian	(27.5,27.75]	0.9084267	0.8786007	0.9382526
sal + temp	Indian	(27.75,27.85]	0.9399524	0.9223115	0.9575932
sal + temp	Indian	(27.85,27.95]	0.9418608	0.9373069	0.9464146
sal + temp	Indian	(27.95,28.05]	0.9426695	0.9293529	0.9559861
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9503005	0.9356609	0.9649402
sal + temp	Pacific	(-Inf,26]	0.6966569	0.6123463	0.7809676
sal + temp	Pacific	(26,26.5]	0.9433658	0.9361986	0.9505330
sal + temp	Pacific	(26.5,26.75]	0.9768460	0.9747213	0.9789708
sal + temp	Pacific	(26.75,27]	0.9728153	0.9693736	0.9762570
sal + temp	Pacific	(27,27.25]	0.9349505	0.9306948	0.9392061
sal + temp	Pacific	(27.25,27.5]	0.8015266	0.8000579	0.8029954
sal + temp	Pacific	(27.5,27.75]	0.6280828	0.5472885	0.7088771
sal + temp	Pacific	(27.75,27.85]	0.8190115	0.7565675	0.8814555
sal + temp	Pacific	(27.85,27.95]	0.7115190	0.5904069	0.8326310
sal + temp	Pacific	(27.95,28.05]	0.4181013	0.2571250	0.5790776
sal + temp	Pacific	(28.05,28.1]	0.0593500	-0.0337129	0.1524128
sal + temp	Pacific	(28.1, Inf]	-0.1694612	-0.2966178	-0.0423046
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2501968	-0.2696562	-0.2307374
temp + aou	Atlantic	(26.75,27]	-0.0078569	-0.0615047	0.0457908
temp + aou	Atlantic	(27,27.25]	0.0966092	0.0279938	0.1652245
temp + aou	Atlantic	(27.25,27.5]	0.1030731	-0.1407305	0.3468767
temp + aou	Atlantic	(27.5,27.75]	-0.2276865	-0.3014370	-0.1539360
temp + aou	Atlantic	(27.75,27.85]	-0.2998909	-0.3193515	-0.2804303
temp + aou	Atlantic	(27.85,27.95]	-0.3622147	-0.3760917	-0.3483378
temp + aou	Atlantic	(27.95,28.05]	-0.4710722	-0.5188036	-0.4233407
temp + aou	Atlantic	(28.05,28.1]	-0.6258481	-0.6488951	-0.6028011
temp + aou	Atlantic	(28.1,28.15]	-0.6061990	-0.6874663	-0.5249318
temp + aou	Atlantic	(28.15,28.2]	-0.5638713	-0.7806998	-0.3470427
temp + aou	Atlantic	(28.2, Inf]	0.3225912	0.3152353	0.3299471
temp + aou	Indian	(-Inf,26]	-0.2951370	-0.3487820	-0.2414919
temp + aou	Indian	(26,26.5]	-0.5201423	-0.5661734	-0.4741111
temp + aou	Indian	(26.5,26.75]	-0.0761551	-0.2051850	0.0528747
temp + aou	Indian	(26.75,27]	0.3640000	0.2045121	0.5234878
temp + aou	Indian	(27,27.25]	0.7683889	0.7158196	0.8209583
temp + aou	Indian	(27.25,27.5]	0.8850384	0.8574604	0.9126163
temp + aou	Indian	(27.5,27.75]	0.9142710	0.8927470	0.9357949
temp + aou	Indian	(27.75,27.85]	0.9328976	0.9194233	0.9463718
temp + aou	Indian	(27.85,27.95]	0.8972418	0.8928097	0.9016739
temp + aou	Indian	(27.95,28.05]	0.7339271	0.7238106	0.7440437
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7864066	0.7511261	0.8216872
temp + aou	Pacific	(-Inf,26]	-0.2750450	-0.2841836	-0.2659064
temp + aou	Pacific	(26,26.5]	-0.1052550	-0.1558550	-0.0546550
temp + aou	Pacific	(26.5,26.75]	0.2354041	0.1783559	0.2924523
temp + aou	Pacific	(26.75,27]	-0.1096829	-0.1364140	-0.0829518
temp + aou	Pacific	(27,27.25]	-0.2672895	-0.2682833	-0.2662956
temp + aou	Pacific	(27.25,27.5]	-0.0533609	-0.0607863	-0.0459355
temp + aou	Pacific	(27.5,27.75]	0.1890090	0.0480266	0.3299913
temp + aou	Pacific	(27.75,27.85]	0.2056392	0.0269280	0.3843504
temp + aou	Pacific	(27.85,27.95]	0.1438325	-0.0968058	0.3844708
temp + aou	Pacific	(27.95,28.05]	-0.0047913	-0.2376884	0.2281057
temp + aou	Pacific	(28.05,28.1]	0.0402165	-0.1539609	0.2343939
temp + aou	Pacific	(28.1, Inf]	0.8084779	0.7949319	0.8220238
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5112016	-0.5346397	-0.4877636
temp + nitrate	Atlantic	(26.75,27]	-0.3938997	-0.4480080	-0.3397915
temp + nitrate	Atlantic	(27,27.25]	-0.4439570	-0.5421639	-0.3457501
temp + nitrate	Atlantic	(27.25,27.5]	-0.5512837	-0.6730686	-0.4294987
temp + nitrate	Atlantic	(27.5,27.75]	-0.6818150	-0.7196146	-0.6440153
temp + nitrate	Atlantic	(27.75,27.85]	-0.6282899	-0.6424718	-0.6141080
temp + nitrate	Atlantic	(27.85,27.95]	-0.6517305	-0.6880206	-0.6154405
temp + nitrate	Atlantic	(27.95,28.05]	-0.7135851	-0.7301812	-0.6969891
temp + nitrate	Atlantic	(28.05,28.1]	-0.7764388	-0.7981857	-0.7546919
temp + nitrate	Atlantic	(28.1,28.15]	-0.7304511	-0.8028580	-0.6580442
temp + nitrate	Atlantic	(28.15,28.2]	-0.5906794	-0.8041534	-0.3772055
temp + nitrate	Atlantic	(28.2, Inf]	-0.0493313	-0.1417041	0.0430415
temp + nitrate	Indian	(-Inf,26]	-0.3476988	-0.3958594	-0.2995382
temp + nitrate	Indian	(26,26.5]	-0.6331237	-0.6491192	-0.6171282
temp + nitrate	Indian	(26.5,26.75]	-0.3487193	-0.4617469	-0.2356916
temp + nitrate	Indian	(26.75,27]	-0.0251570	-0.2087540	0.1584399
temp + nitrate	Indian	(27,27.25]	0.3722316	0.2773634	0.4670998
temp + nitrate	Indian	(27.25,27.5]	0.6395770	0.5783002	0.7008538
temp + nitrate	Indian	(27.5,27.75]	0.7846626	0.7218903	0.8474350
temp + nitrate	Indian	(27.75,27.85]	0.7306369	0.6775949	0.7836789
temp + nitrate	Indian	(27.85,27.95]	0.5833523	0.5243590	0.6423456
temp + nitrate	Indian	(27.95,28.05]	0.2324561	0.1447414	0.3201708
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0325358	-0.0629274	0.1279989
temp + nitrate	Pacific	(-Inf,26]	-0.5445959	-0.5773949	-0.5117970
temp + nitrate	Pacific	(26,26.5]	-0.5440379	-0.5687669	-0.5193089
temp + nitrate	Pacific	(26.5,26.75]	-0.3255021	-0.4344803	-0.2165239
temp + nitrate	Pacific	(26.75,27]	-0.4432398	-0.4981091	-0.3883705
temp + nitrate	Pacific	(27,27.25]	-0.4245989	-0.4248593	-0.4243385
temp + nitrate	Pacific	(27.25,27.5]	-0.1360770	-0.1466821	-0.1254720
temp + nitrate	Pacific	(27.5,27.75]	0.1484772	0.0172515	0.2797030
temp + nitrate	Pacific	(27.75,27.85]	0.1815750	0.0136740	0.3494760
temp + nitrate	Pacific	(27.85,27.95]	0.1019473	-0.1208051	0.3246996
temp + nitrate	Pacific	(27.95,28.05]	-0.0646833	-0.2595163	0.1301497
temp + nitrate	Pacific	(28.05,28.1]	-0.0002711	-0.1984558	0.1979136
temp + nitrate	Pacific	(28.1, Inf]	0.6545118	0.6443368	0.6646868
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0113596	-0.0251160	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2667808	-0.2796777	-0.2538840
temp + oxygen	Atlantic	(27,27.25]	-0.3548714	-0.3881518	-0.3215909
temp + oxygen	Atlantic	(27.25,27.5]	-0.4025111	-0.5857638	-0.2192583
temp + oxygen	Atlantic	(27.5,27.75]	-0.1563468	-0.2183561	-0.0943375
temp + oxygen	Atlantic	(27.75,27.85]	0.0145106	-0.0174408	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1389290	0.1368360	0.1410220
temp + oxygen	Atlantic	(27.95,28.05]	0.2433061	0.1429144	0.3436977
temp + oxygen	Atlantic	(28.05,28.1]	0.4788978	0.4213609	0.5364348
temp + oxygen	Atlantic	(28.1,28.15]	0.4899079	0.4024576	0.5773583
temp + oxygen	Atlantic	(28.15,28.2]	0.4839199	0.2394045	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4908507	-0.5059950	-0.4757065
temp + oxygen	Indian	(-Inf,26]	0.1768511	0.1080743	0.2456279
temp + oxygen	Indian	(26,26.5]	0.4559612	0.4125035	0.4994188
temp + oxygen	Indian	(26.5,26.75]	-0.0140298	-0.1381233	0.1100637
temp + oxygen	Indian	(26.75,27]	-0.4616697	-0.5993771	-0.3239622
temp + oxygen	Indian	(27,27.25]	-0.8289357	-0.8675641	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9203719	-0.9401407	-0.9006032
temp + oxygen	Indian	(27.5,27.75]	-0.9425657	-0.9583150	-0.9268164
temp + oxygen	Indian	(27.75,27.85]	-0.9577468	-0.9662550	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9371224	-0.9388660	-0.9353788
temp + oxygen	Indian	(27.95,28.05]	-0.8227185	-0.8389618	-0.8064753
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8747327	-0.8954152	-0.8540502
temp + oxygen	Pacific	(-Inf,26]	-0.2822196	-0.2982225	-0.2662167
temp + oxygen	Pacific	(26,26.5]	-0.1334383	-0.1951010	-0.0717756
temp + oxygen	Pacific	(26.5,26.75]	-0.4469246	-0.4898759	-0.4039734
temp + oxygen	Pacific	(26.75,27]	-0.0916040	-0.1092406	-0.0739674
temp + oxygen	Pacific	(27,27.25]	0.1645721	0.1611487	0.1679955
temp + oxygen	Pacific	(27.25,27.5]	-0.0362191	-0.0376011	-0.0348371
temp + oxygen	Pacific	(27.5,27.75]	-0.2765755	-0.4278695	-0.1252814
temp + oxygen	Pacific	(27.75,27.85]	-0.2805377	-0.4678639	-0.0932116
temp + oxygen	Pacific	(27.85,27.95]	-0.2141362	-0.4668923	0.0386198
temp + oxygen	Pacific	(27.95,28.05]	-0.0559182	-0.3024903	0.1906539
temp + oxygen	Pacific	(28.05,28.1]	-0.0698707	-0.2670769	0.1273355
temp + oxygen	Pacific	(28.1, Inf]	-0.8544994	-0.8706997	-0.8382991
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6778778	-0.6859232	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6591614	-0.6757178	-0.6426050
temp + phosphate	Atlantic	(26.75,27]	-0.5336519	-0.5732647	-0.4940391
temp + phosphate	Atlantic	(27,27.25]	-0.5581457	-0.6361543	-0.4801371
temp + phosphate	Atlantic	(27.25,27.5]	-0.6439285	-0.7317878	-0.5560692
temp + phosphate	Atlantic	(27.5,27.75]	-0.7256371	-0.7567402	-0.6945339
temp + phosphate	Atlantic	(27.75,27.85]	-0.6621503	-0.6747972	-0.6495035
temp + phosphate	Atlantic	(27.85,27.95]	-0.6665413	-0.7052588	-0.6278237
temp + phosphate	Atlantic	(27.95,28.05]	-0.7243268	-0.7422383	-0.7064154
temp + phosphate	Atlantic	(28.05,28.1]	-0.7890007	-0.8103585	-0.7676430
temp + phosphate	Atlantic	(28.1,28.15]	-0.7503131	-0.8237868	-0.6768393
temp + phosphate	Atlantic	(28.15,28.2]	-0.6004930	-0.8108916	-0.3900945
temp + phosphate	Atlantic	(28.2, Inf]	-0.0555809	-0.1531935	0.0420317
temp + phosphate	Indian	(-Inf,26]	-0.3235391	-0.3891739	-0.2579042
temp + phosphate	Indian	(26,26.5]	-0.5852195	-0.6499074	-0.5205316
temp + phosphate	Indian	(26.5,26.75]	-0.3008664	-0.4498363	-0.1518965
temp + phosphate	Indian	(26.75,27]	0.0422332	-0.1761005	0.2605669
temp + phosphate	Indian	(27,27.25]	0.4654395	0.3313380	0.5995411
temp + phosphate	Indian	(27.25,27.5]	0.7145331	0.6344840	0.7945822
temp + phosphate	Indian	(27.5,27.75]	0.8327775	0.7918040	0.8737510
temp + phosphate	Indian	(27.75,27.85]	0.7704271	0.7378523	0.8030018
temp + phosphate	Indian	(27.85,27.95]	0.5837845	0.5382951	0.6292738
temp + phosphate	Indian	(27.95,28.05]	0.2623768	0.1914558	0.3332977
temp + phosphate	Indian	(28.05,28.1]	0.1382507	-0.0338728	0.3103742
temp + phosphate	Indian	(28.1, Inf]	0.0343056	-0.0443978	0.1130090
temp + phosphate	Pacific	(-Inf,26]	-0.4470363	-0.4651738	-0.4288989
temp + phosphate	Pacific	(26,26.5]	-0.4914502	-0.4925594	-0.4903410
temp + phosphate	Pacific	(26.5,26.75]	-0.3085733	-0.4010624	-0.2160843
temp + phosphate	Pacific	(26.75,27]	-0.4413692	-0.5015495	-0.3811889
temp + phosphate	Pacific	(27,27.25]	-0.4128841	-0.4198697	-0.4058985
temp + phosphate	Pacific	(27.25,27.5]	-0.1250395	-0.1253002	-0.1247789
temp + phosphate	Pacific	(27.5,27.75]	0.1564123	0.0274157	0.2854088
temp + phosphate	Pacific	(27.75,27.85]	0.1825388	0.0135332	0.3515445
temp + phosphate	Pacific	(27.85,27.95]	0.1008141	-0.1219599	0.3235881
temp + phosphate	Pacific	(27.95,28.05]	-0.0637134	-0.2633167	0.1358899
temp + phosphate	Pacific	(28.05,28.1]	0.0175950	-0.1665966	0.2017866
temp + phosphate	Pacific	(28.1, Inf]	0.6616608	0.6595492	0.6637724
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5346134	-0.5479805	-0.5212463
temp + silicate	Atlantic	(26.75,27]	-0.4088232	-0.4770807	-0.3405657
temp + silicate	Atlantic	(27,27.25]	-0.5534102	-0.6122462	-0.4945741
temp + silicate	Atlantic	(27.25,27.5]	-0.7634710	-0.8062519	-0.7206902
temp + silicate	Atlantic	(27.5,27.75]	-0.8335574	-0.8384390	-0.8286758
temp + silicate	Atlantic	(27.75,27.85]	-0.7520332	-0.8141657	-0.6899007
temp + silicate	Atlantic	(27.85,27.95]	-0.7593411	-0.8002926	-0.7183896
temp + silicate	Atlantic	(27.95,28.05]	-0.7635597	-0.7741724	-0.7529470
temp + silicate	Atlantic	(28.05,28.1]	-0.7922393	-0.8019634	-0.7825153
temp + silicate	Atlantic	(28.1,28.15]	-0.7479384	-0.8154917	-0.6803851
temp + silicate	Atlantic	(28.15,28.2]	-0.5678059	-0.7823070	-0.3533048
temp + silicate	Atlantic	(28.2, Inf]	-0.0392135	-0.1217687	0.0433417
temp + silicate	Indian	(-Inf,26]	-0.4791449	-0.5152945	-0.4429953
temp + silicate	Indian	(26,26.5]	-0.6164777	-0.6172724	-0.6156829
temp + silicate	Indian	(26.5,26.75]	-0.1570094	-0.2657284	-0.0482903
temp + silicate	Indian	(26.75,27]	0.2630564	0.1183520	0.4077608
temp + silicate	Indian	(27,27.25]	0.5259945	0.4867802	0.5652089
temp + silicate	Indian	(27.25,27.5]	0.5879077	0.5780435	0.5977720
temp + silicate	Indian	(27.5,27.75]	0.6245873	0.6079829	0.6411918
temp + silicate	Indian	(27.75,27.85]	0.7053052	0.6277590	0.7828514
temp + silicate	Indian	(27.85,27.95]	0.5853236	0.5070370	0.6636102
temp + silicate	Indian	(27.95,28.05]	0.3723366	0.3026964	0.4419768
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.1118839	-0.1375973	-0.0861705
temp + silicate	Pacific	(-Inf,26]	-0.5963505	-0.6467317	-0.5459693
temp + silicate	Pacific	(26,26.5]	-0.7237274	-0.7458340	-0.7016207
temp + silicate	Pacific	(26.5,26.75]	-0.6985216	-0.7537690	-0.6432742
temp + silicate	Pacific	(26.75,27]	-0.7182362	-0.7439694	-0.6925030
temp + silicate	Pacific	(27,27.25]	-0.5814252	-0.5900170	-0.5728333
temp + silicate	Pacific	(27.25,27.5]	-0.3608633	-0.3813936	-0.3403330
temp + silicate	Pacific	(27.5,27.75]	-0.0931012	-0.1956856	0.0094833
temp + silicate	Pacific	(27.75,27.85]	0.0584218	-0.1149828	0.2318265
temp + silicate	Pacific	(27.85,27.95]	0.0067095	-0.2331200	0.2465391
temp + silicate	Pacific	(27.95,28.05]	-0.1594690	-0.4116382	0.0927002
temp + silicate	Pacific	(28.05,28.1]	-0.0000921	-0.1924995	0.1923154
temp + silicate	Pacific	(28.1, Inf]	0.4297316	0.4000591	0.4594040

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
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
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]	0.5808348	0.5582978	0.6033718
aou	Atlantic	(26,26.5]	-0.1397390	-0.2470890	-0.0323889
aou	Atlantic	(26.5,26.75]	-0.3734008	-0.3865135	-0.3602881
aou	Atlantic	(26.75,27]	-0.2266658	-0.2828894	-0.1704422
aou	Atlantic	(27,27.25]	-0.2261340	-0.2675971	-0.1846709
aou	Atlantic	(27.25,27.5]	-0.3114586	-0.4853682	-0.1375490
aou	Atlantic	(27.5,27.75]	-0.7088321	-0.7154925	-0.7021717
aou	Atlantic	(27.75,27.85]	-0.8727746	-0.8931811	-0.8523682
aou	Atlantic	(27.85,27.95]	-0.8959123	-0.9066104	-0.8852142
aou	Atlantic	(27.95,28.05]	-0.8557647	-0.8910985	-0.8204309
aou	Atlantic	(28.05,28.1]	-0.8660196	-0.8777490	-0.8542903
aou	Atlantic	(28.1,28.15]	-0.8913035	-0.8970151	-0.8855919
aou	Atlantic	(28.15,28.2]	-0.9435647	-0.9473601	-0.9397693
aou	Atlantic	(28.2, Inf]	-0.7225764	-0.8148150	-0.6303379
aou	Indian	(-Inf,26]	-0.6535151	-0.7330717	-0.5739584
aou	Indian	(26,26.5]	-0.9355644	-0.9563691	-0.9147597
aou	Indian	(26.5,26.75]	-0.7705860	-0.7938779	-0.7472940
aou	Indian	(26.75,27]	-0.4928014	-0.5579056	-0.4276973
aou	Indian	(27,27.25]	0.0131002	-0.1281926	0.1543930
aou	Indian	(27.25,27.5]	0.5325802	0.4907856	0.5743748
aou	Indian	(27.5,27.75]	0.4803347	0.3658509	0.5948184
aou	Indian	(27.75,27.85]	0.2270387	0.0924308	0.3616465
aou	Indian	(27.85,27.95]	0.2257844	0.0446346	0.4069342
aou	Indian	(27.95,28.05]	0.0378396	-0.1012716	0.1769507
aou	Indian	(28.05,28.1]	-0.0117538	-0.0781702	0.0546626
aou	Indian	(28.1, Inf]	0.4516702	0.4435912	0.4597492
aou	Pacific	(-Inf,26]	0.0091128	-0.0297353	0.0479610
aou	Pacific	(26,26.5]	-0.5578300	-0.5607251	-0.5549349
aou	Pacific	(26.5,26.75]	-0.3098480	-0.4164050	-0.2032911
aou	Pacific	(26.75,27]	-0.5895150	-0.7073162	-0.4717138
aou	Pacific	(27,27.25]	0.1051202	0.0212303	0.1890101
aou	Pacific	(27.25,27.5]	0.6215516	0.5819789	0.6611243
aou	Pacific	(27.5,27.75]	0.7348448	0.6918145	0.7778750
aou	Pacific	(27.75,27.85]	0.7981215	0.7784809	0.8177622
aou	Pacific	(27.85,27.95]	0.7786267	0.7603963	0.7968572
aou	Pacific	(27.95,28.05]	0.5913554	0.5775990	0.6051117
aou	Pacific	(28.05,28.1]	0.3149076	0.3123835	0.3174318
aou	Pacific	(28.1, Inf]	0.3710569	0.3002838	0.4418300
nitrate	Atlantic	(-Inf,26]	0.3729089	0.3591353	0.3866826
nitrate	Atlantic	(26,26.5]	-0.3729952	-0.4781977	-0.2677927
nitrate	Atlantic	(26.5,26.75]	-0.6078238	-0.6262420	-0.5894057
nitrate	Atlantic	(26.75,27]	-0.6295724	-0.6927647	-0.5663801
nitrate	Atlantic	(27,27.25]	-0.7280064	-0.7887698	-0.6672430
nitrate	Atlantic	(27.25,27.5]	-0.8624297	-0.9144369	-0.8104225
nitrate	Atlantic	(27.5,27.75]	-0.9696135	-0.9712372	-0.9679898
nitrate	Atlantic	(27.75,27.85]	-0.9705200	-0.9715401	-0.9694999
nitrate	Atlantic	(27.85,27.95]	-0.9500616	-0.9532902	-0.9468329
nitrate	Atlantic	(27.95,28.05]	-0.9229460	-0.9234481	-0.9224439
nitrate	Atlantic	(28.05,28.1]	-0.9078144	-0.9139323	-0.9016966
nitrate	Atlantic	(28.1,28.15]	-0.9217706	-0.9234697	-0.9200715
nitrate	Atlantic	(28.15,28.2]	-0.9655921	-0.9705472	-0.9606370
nitrate	Atlantic	(28.2, Inf]	-0.9563698	-0.9704982	-0.9422414
nitrate	Indian	(-Inf,26]	-0.6300508	-0.7050615	-0.5550402
nitrate	Indian	(26,26.5]	-0.9311369	-0.9411930	-0.9210809
nitrate	Indian	(26.5,26.75]	-0.8834845	-0.8836480	-0.8833211
nitrate	Indian	(26.75,27]	-0.7394196	-0.7512112	-0.7276279
nitrate	Indian	(27,27.25]	-0.3388688	-0.3831711	-0.2945664
nitrate	Indian	(27.25,27.5]	0.3974239	0.3604439	0.4344039
nitrate	Indian	(27.5,27.75]	0.4394886	0.3530819	0.5258953
nitrate	Indian	(27.75,27.85]	0.0630710	-0.0628340	0.1889761
nitrate	Indian	(27.85,27.95]	-0.0726730	-0.1926283	0.0472822
nitrate	Indian	(27.95,28.05]	-0.3399727	-0.3687156	-0.3112297
nitrate	Indian	(28.05,28.1]	-0.2354362	-0.2706884	-0.2001839
nitrate	Indian	(28.1, Inf]	-0.1064818	-0.1386230	-0.0743407
nitrate	Pacific	(-Inf,26]	-0.0372769	-0.0532873	-0.0212666
nitrate	Pacific	(26,26.5]	-0.7887028	-0.8255349	-0.7518706
nitrate	Pacific	(26.5,26.75]	-0.6969595	-0.7312616	-0.6626575
nitrate	Pacific	(26.75,27]	-0.7406739	-0.7915090	-0.6898388
nitrate	Pacific	(27,27.25]	0.0486929	-0.0272821	0.1246679
nitrate	Pacific	(27.25,27.5]	0.5582941	0.5138739	0.6027143
nitrate	Pacific	(27.5,27.75]	0.6713803	0.6272670	0.7154936
nitrate	Pacific	(27.75,27.85]	0.7623841	0.7452320	0.7795362
nitrate	Pacific	(27.85,27.95]	0.7510903	0.7415028	0.7606777
nitrate	Pacific	(27.95,28.05]	0.5469764	0.5293347	0.5646182
nitrate	Pacific	(28.05,28.1]	0.2885196	0.2770692	0.2999699
nitrate	Pacific	(28.1, Inf]	0.3094242	0.2247037	0.3941447
oxygen	Atlantic	(-Inf,26]	-0.4525807	-0.5033527	-0.4018087
oxygen	Atlantic	(26,26.5]	-0.0729067	-0.1956105	0.0497970
oxygen	Atlantic	(26.5,26.75]	0.1806693	0.1692069	0.1921317
oxygen	Atlantic	(26.75,27]	0.0320944	-0.0093297	0.0735185
oxygen	Atlantic	(27,27.25]	0.0002900	-0.0117768	0.0123568
oxygen	Atlantic	(27.25,27.5]	0.0358923	-0.1108017	0.1825863
oxygen	Atlantic	(27.5,27.75]	0.4236762	0.4234879	0.4238645
oxygen	Atlantic	(27.75,27.85]	0.7199220	0.6815194	0.7583246
oxygen	Atlantic	(27.85,27.95]	0.8031975	0.7801949	0.8262001
oxygen	Atlantic	(27.95,28.05]	0.7595817	0.6771910	0.8419724
oxygen	Atlantic	(28.05,28.1]	0.8246607	0.7875460	0.8617755
oxygen	Atlantic	(28.1,28.15]	0.8658699	0.8560633	0.8756766
oxygen	Atlantic	(28.15,28.2]	0.9428000	0.9396601	0.9459400
oxygen	Atlantic	(28.2, Inf]	0.6162013	0.4980524	0.7343502
oxygen	Indian	(-Inf,26]	0.7172445	0.6375506	0.7969384
oxygen	Indian	(26,26.5]	0.9341218	0.9168423	0.9514012
oxygen	Indian	(26.5,26.75]	0.7226574	0.6940543	0.7512605
oxygen	Indian	(26.75,27]	0.4084834	0.3254972	0.4914695
oxygen	Indian	(27,27.25]	-0.0892611	-0.2489849	0.0704626
oxygen	Indian	(27.25,27.5]	-0.5455533	-0.6015839	-0.4895226
oxygen	Indian	(27.5,27.75]	-0.4534928	-0.5712849	-0.3357006
oxygen	Indian	(27.75,27.85]	-0.2247446	-0.3566017	-0.0928875
oxygen	Indian	(27.85,27.95]	-0.2547215	-0.4343649	-0.0750782
oxygen	Indian	(27.95,28.05]	-0.1009915	-0.2500268	0.0480438
oxygen	Indian	(28.05,28.1]	-0.0293114	-0.1206268	0.0620039
oxygen	Indian	(28.1, Inf]	-0.5085827	-0.5153922	-0.5017731
oxygen	Pacific	(-Inf,26]	0.2570927	0.1764230	0.3377623
oxygen	Pacific	(26,26.5]	0.3964625	0.3740264	0.4188986
oxygen	Pacific	(26.5,26.75]	0.1317945	0.0078190	0.2557699
oxygen	Pacific	(26.75,27]	0.4959630	0.3476645	0.6442616
oxygen	Pacific	(27,27.25]	-0.0854783	-0.1768810	0.0059244
oxygen	Pacific	(27.25,27.5]	-0.5799903	-0.6244839	-0.5354968
oxygen	Pacific	(27.5,27.75]	-0.6922565	-0.7447704	-0.6397427
oxygen	Pacific	(27.75,27.85]	-0.7670018	-0.7920462	-0.7419574
oxygen	Pacific	(27.85,27.95]	-0.7540791	-0.7791884	-0.7289698
oxygen	Pacific	(27.95,28.05]	-0.5823981	-0.5951050	-0.5696912
oxygen	Pacific	(28.05,28.1]	-0.3191664	-0.3212397	-0.3170930
oxygen	Pacific	(28.1, Inf]	-0.3812646	-0.4491934	-0.3133359
phosphate	Atlantic	(-Inf,26]	0.1839419	0.1111960	0.2566877
phosphate	Atlantic	(26,26.5]	-0.5748168	-0.6465042	-0.5031293
phosphate	Atlantic	(26.5,26.75]	-0.7287592	-0.7416648	-0.7158537
phosphate	Atlantic	(26.75,27]	-0.7350747	-0.7789635	-0.6911859
phosphate	Atlantic	(27,27.25]	-0.8150220	-0.8556046	-0.7744395
phosphate	Atlantic	(27.25,27.5]	-0.9157491	-0.9442813	-0.8872169
phosphate	Atlantic	(27.5,27.75]	-0.9809265	-0.9822973	-0.9795556
phosphate	Atlantic	(27.75,27.85]	-0.9759962	-0.9783139	-0.9736786
phosphate	Atlantic	(27.85,27.95]	-0.9556573	-0.9617173	-0.9495972
phosphate	Atlantic	(27.95,28.05]	-0.9301398	-0.9329187	-0.9273610
phosphate	Atlantic	(28.05,28.1]	-0.9155718	-0.9168182	-0.9143254
phosphate	Atlantic	(28.1,28.15]	-0.9283879	-0.9319656	-0.9248103
phosphate	Atlantic	(28.15,28.2]	-0.9676382	-0.9726290	-0.9626474
phosphate	Atlantic	(28.2, Inf]	-0.9642080	-0.9766416	-0.9517743
phosphate	Indian	(-Inf,26]	-0.6538843	-0.7393145	-0.5684541
phosphate	Indian	(26,26.5]	-0.9440937	-0.9696913	-0.9184962
phosphate	Indian	(26.5,26.75]	-0.8942188	-0.9049629	-0.8834748
phosphate	Indian	(26.75,27]	-0.7492611	-0.7746536	-0.7238687
phosphate	Indian	(27,27.25]	-0.3521230	-0.4267698	-0.2774762
phosphate	Indian	(27.25,27.5]	0.3442773	0.3362775	0.3522771
phosphate	Indian	(27.5,27.75]	0.3687976	0.2680602	0.4695350
phosphate	Indian	(27.75,27.85]	0.0146178	-0.1018371	0.1310727
phosphate	Indian	(27.85,27.95]	-0.1178381	-0.2422232	0.0065469
phosphate	Indian	(27.95,28.05]	-0.3646135	-0.4015551	-0.3276720
phosphate	Indian	(28.05,28.1]	-0.2754478	-0.3103759	-0.2405197
phosphate	Indian	(28.1, Inf]	-0.2038094	-0.2416636	-0.1659553
phosphate	Pacific	(-Inf,26]	-0.0955871	-0.1102653	-0.0809089
phosphate	Pacific	(26,26.5]	-0.8190299	-0.8438052	-0.7942547
phosphate	Pacific	(26.5,26.75]	-0.7468663	-0.7814003	-0.7123323
phosphate	Pacific	(26.75,27]	-0.7729607	-0.8159413	-0.7299801
phosphate	Pacific	(27,27.25]	0.0275298	-0.0480606	0.1031203
phosphate	Pacific	(27.25,27.5]	0.5473165	0.4989955	0.5956375
phosphate	Pacific	(27.5,27.75]	0.6512363	0.6055581	0.6969146
phosphate	Pacific	(27.75,27.85]	0.7359471	0.7185246	0.7533695
phosphate	Pacific	(27.85,27.95]	0.7191615	0.7114850	0.7268380
phosphate	Pacific	(27.95,28.05]	0.4838179	0.4496894	0.5179464
phosphate	Pacific	(28.05,28.1]	0.1805099	0.1419050	0.2191148
phosphate	Pacific	(28.1, Inf]	0.2087889	0.1064829	0.3110948
sal	Atlantic	(-Inf,26]	0.0573893	-0.0131509	0.1279296
sal	Atlantic	(26,26.5]	0.7801328	0.7353386	0.8249270
sal	Atlantic	(26.5,26.75]	0.8655342	0.8332996	0.8977688
sal	Atlantic	(26.75,27]	0.8160267	0.7998137	0.8322396
sal	Atlantic	(27,27.25]	0.8677742	0.8531703	0.8823781
sal	Atlantic	(27.25,27.5]	0.8675007	0.8552988	0.8797025
sal	Atlantic	(27.5,27.75]	0.8191779	0.8068788	0.8314770
sal	Atlantic	(27.75,27.85]	0.6958336	0.6733500	0.7183172
sal	Atlantic	(27.85,27.95]	0.6308807	0.5853968	0.6763646
sal	Atlantic	(27.95,28.05]	0.6889906	0.6261152	0.7518660
sal	Atlantic	(28.05,28.1]	0.7234576	0.6938746	0.7530406
sal	Atlantic	(28.1,28.15]	0.7516192	0.7220120	0.7812265
sal	Atlantic	(28.15,28.2]	0.8851120	0.8735214	0.8967025
sal	Atlantic	(28.2, Inf]	0.9335391	0.9124822	0.9545960
sal	Indian	(-Inf,26]	0.5265256	0.2961751	0.7568761
sal	Indian	(26,26.5]	0.7277367	0.6810898	0.7743836
sal	Indian	(26.5,26.75]	0.5747908	0.4194551	0.7301265
sal	Indian	(26.75,27]	0.3677634	0.1231285	0.6123983
sal	Indian	(27,27.25]	0.2827213	0.0283439	0.5370987
sal	Indian	(27.25,27.5]	0.4803690	0.3322522	0.6284858
sal	Indian	(27.5,27.75]	0.4384497	0.2432103	0.6336891
sal	Indian	(27.75,27.85]	0.2670740	0.1072432	0.4269048
sal	Indian	(27.85,27.95]	0.3827930	0.1983941	0.5671920
sal	Indian	(27.95,28.05]	0.4212528	0.2734413	0.5690644
sal	Indian	(28.05,28.1]	0.3205413	0.1517817	0.4893008
sal	Indian	(28.1, Inf]	0.5588282	0.5544807	0.5631758
sal	Pacific	(-Inf,26]	-0.0363766	-0.0548065	-0.0179467
sal	Pacific	(26,26.5]	0.6279641	0.6018536	0.6540746
sal	Pacific	(26.5,26.75]	0.6126474	0.5100568	0.7152379
sal	Pacific	(26.75,27]	0.4260467	0.2822699	0.5698236
sal	Pacific	(27,27.25]	-0.3403331	-0.3829858	-0.2976804
sal	Pacific	(27.25,27.5]	-0.4910048	-0.5240090	-0.4580006
sal	Pacific	(27.5,27.75]	-0.2311689	-0.2642068	-0.1981310
sal	Pacific	(27.75,27.85]	-0.2748159	-0.4358765	-0.1137553
sal	Pacific	(27.85,27.95]	-0.2916788	-0.4556075	-0.1277501
sal	Pacific	(27.95,28.05]	-0.2522066	-0.3158547	-0.1885586
sal	Pacific	(28.05,28.1]	-0.1851340	-0.2282332	-0.1420348
sal	Pacific	(28.1, Inf]	-0.1434095	-0.1945839	-0.0922351
silicate	Atlantic	(-Inf,26]	0.1081814	0.1063211	0.1100416
silicate	Atlantic	(26,26.5]	-0.5657813	-0.6252100	-0.5063525
silicate	Atlantic	(26.5,26.75]	-0.6218645	-0.6451620	-0.5985670
silicate	Atlantic	(26.75,27]	-0.5428124	-0.5872016	-0.4984233
silicate	Atlantic	(27,27.25]	-0.7489879	-0.7491218	-0.7488540
silicate	Atlantic	(27.25,27.5]	-0.8661541	-0.8889931	-0.8433152
silicate	Atlantic	(27.5,27.75]	-0.8597226	-0.8846760	-0.8347692
silicate	Atlantic	(27.75,27.85]	-0.8898792	-0.9078765	-0.8718820
silicate	Atlantic	(27.85,27.95]	-0.8896020	-0.8999299	-0.8792742
silicate	Atlantic	(27.95,28.05]	-0.8822729	-0.8832929	-0.8812530
silicate	Atlantic	(28.05,28.1]	-0.8815359	-0.8861437	-0.8769281
silicate	Atlantic	(28.1,28.15]	-0.9073074	-0.9084523	-0.9061625
silicate	Atlantic	(28.15,28.2]	-0.9609312	-0.9689386	-0.9529238
silicate	Atlantic	(28.2, Inf]	-0.9393281	-0.9658699	-0.9127864
silicate	Indian	(-Inf,26]	-0.5685141	-0.5780723	-0.5589558
silicate	Indian	(26,26.5]	-0.9235138	-0.9366073	-0.9104202
silicate	Indian	(26.5,26.75]	-0.7905889	-0.8125545	-0.7686234
silicate	Indian	(26.75,27]	-0.5517231	-0.6129680	-0.4904782
silicate	Indian	(27,27.25]	-0.1799574	-0.2914170	-0.0684978
silicate	Indian	(27.25,27.5]	0.4833416	0.4420170	0.5246662
silicate	Indian	(27.5,27.75]	0.6094125	0.5945787	0.6242463
silicate	Indian	(27.75,27.85]	0.2420331	0.1847690	0.2992973
silicate	Indian	(27.85,27.95]	0.0968708	-0.0051196	0.1988613
silicate	Indian	(27.95,28.05]	-0.1398938	-0.1986143	-0.0811732
silicate	Indian	(28.05,28.1]	-0.1367565	-0.1645018	-0.1090112
silicate	Indian	(28.1, Inf]	-0.2127556	-0.2568348	-0.1686764
silicate	Pacific	(-Inf,26]	-0.0728426	-0.0800872	-0.0655980
silicate	Pacific	(26,26.5]	-0.7491212	-0.7647628	-0.7334796
silicate	Pacific	(26.5,26.75]	-0.6616647	-0.6901741	-0.6331552
silicate	Pacific	(26.75,27]	-0.5606987	-0.5875345	-0.5338629
silicate	Pacific	(27,27.25]	0.3140212	0.2820919	0.3459504
silicate	Pacific	(27.25,27.5]	0.8108207	0.7955906	0.8260509
silicate	Pacific	(27.5,27.75]	0.8733955	0.8617076	0.8850834
silicate	Pacific	(27.75,27.85]	0.8528063	0.8447189	0.8608937
silicate	Pacific	(27.85,27.95]	0.7880661	0.7775396	0.7985927
silicate	Pacific	(27.95,28.05]	0.5692643	0.5528301	0.5856985
silicate	Pacific	(28.05,28.1]	0.2750819	0.2735742	0.2765896
silicate	Pacific	(28.1, Inf]	0.2214413	0.1890729	0.2538096
temp	Atlantic	(-Inf,26]	-0.3372922	-0.4359344	-0.2386501
temp	Atlantic	(26,26.5]	0.7343741	0.7042746	0.7644735
temp	Atlantic	(26.5,26.75]	0.8417471	0.7892769	0.8942173
temp	Atlantic	(26.75,27]	0.7306371	0.6926760	0.7685983
temp	Atlantic	(27,27.25]	0.8158137	0.8034225	0.8282048
temp	Atlantic	(27.25,27.5]	0.8167684	0.8053292	0.8282076
temp	Atlantic	(27.5,27.75]	0.7524203	0.7216628	0.7831779
temp	Atlantic	(27.75,27.85]	0.6448901	0.6269265	0.6628537
temp	Atlantic	(27.85,27.95]	0.5963783	0.5657992	0.6269575
temp	Atlantic	(27.95,28.05]	0.6381604	0.5971789	0.6791418
temp	Atlantic	(28.05,28.1]	0.6389737	0.5944775	0.6834700
temp	Atlantic	(28.1,28.15]	0.5973218	0.5097140	0.6849295
temp	Atlantic	(28.15,28.2]	0.4653579	0.2583820	0.6723338
temp	Atlantic	(28.2, Inf]	0.1423682	0.0196508	0.2650857
temp	Indian	(-Inf,26]	-0.3750568	-0.4036107	-0.3465030
temp	Indian	(26,26.5]	0.4708613	0.4572738	0.4844487
temp	Indian	(26.5,26.75]	0.5262697	0.4059182	0.6466211
temp	Indian	(26.75,27]	0.4897833	0.2898919	0.6896747
temp	Indian	(27,27.25]	0.4734707	0.2485591	0.6983823
temp	Indian	(27.25,27.5]	0.5445887	0.4269046	0.6622728
temp	Indian	(27.5,27.75]	0.3030412	0.1903149	0.4157675
temp	Indian	(27.75,27.85]	0.2004035	0.0879612	0.3128457
temp	Indian	(27.85,27.95]	0.3309969	0.1736029	0.4883909
temp	Indian	(27.95,28.05]	0.3273494	0.2012526	0.4534461
temp	Indian	(28.05,28.1]	0.2407569	0.0955960	0.3859178
temp	Indian	(28.1, Inf]	0.5658449	0.5456563	0.5860334
temp	Pacific	(-Inf,26]	-0.5593254	-0.6360475	-0.4826032
temp	Pacific	(26,26.5]	0.6474589	0.6247411	0.6701768
temp	Pacific	(26.5,26.75]	0.6420467	0.5410273	0.7430662
temp	Pacific	(26.75,27]	0.4606089	0.3228410	0.5983769
temp	Pacific	(27,27.25]	-0.1880247	-0.2318409	-0.1442086
temp	Pacific	(27.25,27.5]	-0.4632881	-0.4880475	-0.4385286
temp	Pacific	(27.5,27.75]	-0.2839705	-0.3612124	-0.2067285
temp	Pacific	(27.75,27.85]	-0.1882958	-0.3401979	-0.0363938
temp	Pacific	(27.85,27.95]	-0.1812909	-0.3609309	-0.0016509
temp	Pacific	(27.95,28.05]	-0.1474883	-0.2960893	0.0011128
temp	Pacific	(28.05,28.1]	-0.0434310	-0.0960841	0.0092222
temp	Pacific	(28.1, Inf]	0.3372254	0.2796580	0.3947928

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  marelac_2.1.10  
 [9] shape_1.4.6      ggforce_0.3.3    metR_0.11.0      scico_1.3.0     
[13] patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1    stringr_1.4.0   
[17] dplyr_1.0.7      purrr_0.3.4      readr_2.1.1      tidyr_1.1.4     
[21] tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1  workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] colorspace_2.0-2   ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2          
 [5] rstudioapi_0.13    farver_2.1.0       bit64_4.0.5        fansi_1.0.2       
 [9] xml2_1.3.3         polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6         
[13] dbplyr_2.1.1       compiler_4.1.2     httr_1.4.2         backports_1.4.1   
[17] assertthat_0.2.1   fastmap_1.1.0      cli_3.1.1          later_1.3.0       
[21] tweenr_1.0.2       htmltools_0.5.2    tools_4.1.2        gtable_0.3.0      
[25] glue_1.6.0         Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0  
[29] jquerylib_0.1.4    vctrs_0.3.8        svglite_2.0.0      xfun_0.29         
[33] ps_1.6.0           rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3     
[37] oce_1.5-0          getPass_0.2-2      MASS_7.3-55        scales_1.1.1      
[41] vroom_1.5.7        hms_1.1.1          promises_1.2.0.1   parallel_4.1.2    
[45] RColorBrewer_1.1-2 yaml_2.2.1         gridExtra_2.3      sass_0.4.0        
[49] reshape_0.8.8      stringi_1.7.6      highr_0.9          nortest_1.0-4     
[53] checkmate_2.0.0    rlang_0.4.12       pkgconfig_2.0.3    systemfonts_1.0.3 
[57] evaluate_0.14      SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4         
[61] processx_3.5.2     tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0     
[65] plyr_1.8.6         magrittr_2.0.1     R6_2.5.1           generics_0.1.1    
[69] DBI_1.1.2          pillar_1.6.4       haven_2.4.3        whisker_0.4       
[73] withr_2.4.3        abind_1.4-5        modelr_0.1.8       crayon_1.4.2      
[77] car_3.0-12         utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11    
[81] grid_4.1.2         readxl_1.3.1       data.table_1.14.2  callr_3.7.0       
[85] git2r_0.29.0       reprex_2.0.1       digest_0.6.29      webshot_0.5.2     
[89] httpuv_1.6.5       munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1