eMLR - assumption testing

workflowr

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Last updated: 2021-08-24

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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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.

File	Version	Author	Date	Message
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
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html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
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html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
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html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
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html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
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html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
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html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
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html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
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html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
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html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
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html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
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
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
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
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
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
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
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
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]	0.8925155	0.8861573	0.8988737
aou + nitrate	Atlantic	(26,26.5]	0.9357873	0.9287391	0.9428355
aou + nitrate	Atlantic	(26.5,26.75]	0.9674380	0.9666512	0.9682247
aou + nitrate	Atlantic	(26.75,27]	0.9433860	0.9362028	0.9505692
aou + nitrate	Atlantic	(27,27.25]	0.8637318	0.8233474	0.9041162
aou + nitrate	Atlantic	(27.25,27.5]	0.7967238	0.7672639	0.8261837
aou + nitrate	Atlantic	(27.5,27.75]	0.8757518	0.8632397	0.8882640
aou + nitrate	Atlantic	(27.75,27.85]	0.9194052	0.9142618	0.9245486
aou + nitrate	Atlantic	(27.85,27.95]	0.9360498	0.9346803	0.9374193
aou + nitrate	Atlantic	(27.95,28.05]	0.9272815	0.9173129	0.9372501
aou + nitrate	Atlantic	(28.05,28.1]	0.9597750	0.9535612	0.9659888
aou + nitrate	Atlantic	(28.1,28.15]	0.9804904	0.9800182	0.9809625
aou + nitrate	Atlantic	(28.15,28.2]	0.9853276	0.9846149	0.9860402
aou + nitrate	Atlantic	(28.2, Inf]	0.8152662	0.7501289	0.8804035
aou + nitrate	Indian	(-Inf,26]	0.9910283	0.9881357	0.9939210
aou + nitrate	Indian	(26,26.5]	0.9850588	0.9812108	0.9889067
aou + nitrate	Indian	(26.5,26.75]	0.9761640	0.9753357	0.9769923
aou + nitrate	Indian	(26.75,27]	0.9321526	0.9185499	0.9457552
aou + nitrate	Indian	(27,27.25]	0.8347540	0.7971928	0.8723152
aou + nitrate	Indian	(27.25,27.5]	0.8687442	0.8580823	0.8794062
aou + nitrate	Indian	(27.5,27.75]	0.8883439	0.8789096	0.8977783
aou + nitrate	Indian	(27.75,27.85]	0.8501070	0.8029878	0.8972263
aou + nitrate	Indian	(27.85,27.95]	0.8412934	0.8120516	0.8705353
aou + nitrate	Indian	(27.95,28.05]	0.7928296	0.7140326	0.8716266
aou + nitrate	Indian	(28.05,28.1]	0.8802472	0.8349113	0.9255831
aou + nitrate	Indian	(28.1, Inf]	0.6051003	0.5226271	0.6875735
aou + nitrate	Pacific	(-Inf,26]	0.8799443	0.8581412	0.9017474
aou + nitrate	Pacific	(26,26.5]	0.8971585	0.8839228	0.9103942
aou + nitrate	Pacific	(26.5,26.75]	0.8831047	0.8687859	0.8974235
aou + nitrate	Pacific	(26.75,27]	0.9162897	0.9145710	0.9180083
aou + nitrate	Pacific	(27,27.25]	0.9746003	0.9736602	0.9755404
aou + nitrate	Pacific	(27.25,27.5]	0.9783635	0.9761099	0.9806171
aou + nitrate	Pacific	(27.5,27.75]	0.9789932	0.9749435	0.9830429
aou + nitrate	Pacific	(27.75,27.85]	0.9855141	0.9816305	0.9893978
aou + nitrate	Pacific	(27.85,27.95]	0.9840884	0.9807846	0.9873923
aou + nitrate	Pacific	(27.95,28.05]	0.9704907	0.9681454	0.9728361
aou + nitrate	Pacific	(28.05,28.1]	0.9608651	0.9552807	0.9664495
aou + nitrate	Pacific	(28.1, Inf]	0.9329204	0.8984688	0.9673721
aou + oxygen	Atlantic	(-Inf,26]	-0.9152742	-0.9382099	-0.8923385
aou + oxygen	Atlantic	(26,26.5]	-0.9329935	-0.9377787	-0.9282083
aou + oxygen	Atlantic	(26.5,26.75]	-0.9733579	-0.9760949	-0.9706209
aou + oxygen	Atlantic	(26.75,27]	-0.9781274	-0.9785371	-0.9777177
aou + oxygen	Atlantic	(27,27.25]	-0.9654065	-0.9692807	-0.9615323
aou + oxygen	Atlantic	(27.25,27.5]	-0.9416952	-0.9483301	-0.9350604
aou + oxygen	Atlantic	(27.5,27.75]	-0.9271046	-0.9349628	-0.9192464
aou + oxygen	Atlantic	(27.75,27.85]	-0.9431230	-0.9483249	-0.9379212
aou + oxygen	Atlantic	(27.85,27.95]	-0.9694609	-0.9694785	-0.9694434
aou + oxygen	Atlantic	(27.95,28.05]	-0.9710536	-0.9734741	-0.9686330
aou + oxygen	Atlantic	(28.05,28.1]	-0.9806814	-0.9832794	-0.9780835
aou + oxygen	Atlantic	(28.1,28.15]	-0.9910657	-0.9911911	-0.9909404
aou + oxygen	Atlantic	(28.15,28.2]	-0.9946096	-0.9955132	-0.9937061
aou + oxygen	Atlantic	(28.2, Inf]	-0.9774021	-0.9803481	-0.9744561
aou + oxygen	Indian	(-Inf,26]	-0.9956720	-0.9964449	-0.9948991
aou + oxygen	Indian	(26,26.5]	-0.9969619	-0.9971272	-0.9967966
aou + oxygen	Indian	(26.5,26.75]	-0.9976291	-0.9976619	-0.9975963
aou + oxygen	Indian	(26.75,27]	-0.9947320	-0.9967755	-0.9926885
aou + oxygen	Indian	(27,27.25]	-0.9937819	-0.9955315	-0.9920323
aou + oxygen	Indian	(27.25,27.5]	-0.9954170	-0.9957137	-0.9951202
aou + oxygen	Indian	(27.5,27.75]	-0.9961140	-0.9963297	-0.9958984
aou + oxygen	Indian	(27.75,27.85]	-0.9972631	-0.9979242	-0.9966021
aou + oxygen	Indian	(27.85,27.95]	-0.9947762	-0.9952239	-0.9943285
aou + oxygen	Indian	(27.95,28.05]	-0.9893904	-0.9907492	-0.9880317
aou + oxygen	Indian	(28.05,28.1]	-0.9896669	-0.9941862	-0.9851476
aou + oxygen	Indian	(28.1, Inf]	-0.9843137	-0.9870887	-0.9815388
aou + oxygen	Pacific	(-Inf,26]	-0.8885145	-0.9019842	-0.8750448
aou + oxygen	Pacific	(26,26.5]	-0.9828984	-0.9889781	-0.9768187
aou + oxygen	Pacific	(26.5,26.75]	-0.9850938	-0.9901415	-0.9800460
aou + oxygen	Pacific	(26.75,27]	-0.9779127	-0.9781037	-0.9777217
aou + oxygen	Pacific	(27,27.25]	-0.9937763	-0.9942236	-0.9933290
aou + oxygen	Pacific	(27.25,27.5]	-0.9958172	-0.9962052	-0.9954291
aou + oxygen	Pacific	(27.5,27.75]	-0.9960729	-0.9970240	-0.9951217
aou + oxygen	Pacific	(27.75,27.85]	-0.9985993	-0.9990511	-0.9981474
aou + oxygen	Pacific	(27.85,27.95]	-0.9986440	-0.9991580	-0.9981301
aou + oxygen	Pacific	(27.95,28.05]	-0.9975279	-0.9987476	-0.9963081
aou + oxygen	Pacific	(28.05,28.1]	-0.9975629	-0.9991684	-0.9959574
aou + oxygen	Pacific	(28.1, Inf]	-0.9941301	-0.9967287	-0.9915314
aou + phosphate	Atlantic	(-Inf,26]	0.5393211	0.4068543	0.6717878
aou + phosphate	Atlantic	(26,26.5]	0.8179479	0.7996612	0.8362345
aou + phosphate	Atlantic	(26.5,26.75]	0.9170839	0.9133086	0.9208591
aou + phosphate	Atlantic	(26.75,27]	0.8941524	0.8846563	0.9036484
aou + phosphate	Atlantic	(27,27.25]	0.8030682	0.7518421	0.8542942
aou + phosphate	Atlantic	(27.25,27.5]	0.7390126	0.7072681	0.7707571
aou + phosphate	Atlantic	(27.5,27.75]	0.8438341	0.8316478	0.8560204
aou + phosphate	Atlantic	(27.75,27.85]	0.8959540	0.8922286	0.8996793
aou + phosphate	Atlantic	(27.85,27.95]	0.9271064	0.9250451	0.9291678
aou + phosphate	Atlantic	(27.95,28.05]	0.9250616	0.9158324	0.9342909
aou + phosphate	Atlantic	(28.05,28.1]	0.9556526	0.9489502	0.9623550
aou + phosphate	Atlantic	(28.1,28.15]	0.9760139	0.9745597	0.9774682
aou + phosphate	Atlantic	(28.15,28.2]	0.9851282	0.9845609	0.9856955
aou + phosphate	Atlantic	(28.2, Inf]	0.8144651	0.7505582	0.8783720
aou + phosphate	Indian	(-Inf,26]	0.9955729	0.9951531	0.9959928
aou + phosphate	Indian	(26,26.5]	0.9944453	0.9925419	0.9963486
aou + phosphate	Indian	(26.5,26.75]	0.9866844	0.9809112	0.9924577
aou + phosphate	Indian	(26.75,27]	0.9517281	0.9307396	0.9727166
aou + phosphate	Indian	(27,27.25]	0.8874929	0.8236917	0.9512941
aou + phosphate	Indian	(27.25,27.5]	0.9301149	0.9089235	0.9513062
aou + phosphate	Indian	(27.5,27.75]	0.9532640	0.9469255	0.9596024
aou + phosphate	Indian	(27.75,27.85]	0.9206879	0.8962896	0.9450861
aou + phosphate	Indian	(27.85,27.95]	0.8731118	0.8312460	0.9149775
aou + phosphate	Indian	(27.95,28.05]	0.8186517	0.7420512	0.8952521
aou + phosphate	Indian	(28.05,28.1]	0.8934864	0.8439825	0.9429903
aou + phosphate	Indian	(28.1, Inf]	0.6070754	0.5048197	0.7093311
aou + phosphate	Pacific	(-Inf,26]	0.9063440	0.8953258	0.9173621
aou + phosphate	Pacific	(26,26.5]	0.9519154	0.9446715	0.9591592
aou + phosphate	Pacific	(26.5,26.75]	0.9275739	0.9111475	0.9440003
aou + phosphate	Pacific	(26.75,27]	0.9226648	0.9209239	0.9244057
aou + phosphate	Pacific	(27,27.25]	0.9800903	0.9794648	0.9807157
aou + phosphate	Pacific	(27.25,27.5]	0.9828420	0.9813222	0.9843618
aou + phosphate	Pacific	(27.5,27.75]	0.9790911	0.9751275	0.9830546
aou + phosphate	Pacific	(27.75,27.85]	0.9829340	0.9785169	0.9873510
aou + phosphate	Pacific	(27.85,27.95]	0.9825278	0.9791690	0.9858866
aou + phosphate	Pacific	(27.95,28.05]	0.9733012	0.9685313	0.9780711
aou + phosphate	Pacific	(28.05,28.1]	0.9626025	0.9547318	0.9704733
aou + phosphate	Pacific	(28.1, Inf]	0.9209169	0.8828075	0.9590263
aou + silicate	Atlantic	(-Inf,26]	0.2572893	0.0496748	0.4649038
aou + silicate	Atlantic	(26,26.5]	0.7350026	0.6739461	0.7960591
aou + silicate	Atlantic	(26.5,26.75]	0.8993147	0.8837776	0.9148517
aou + silicate	Atlantic	(26.75,27]	0.8748907	0.8557363	0.8940452
aou + silicate	Atlantic	(27,27.25]	0.7711886	0.7183336	0.8240435
aou + silicate	Atlantic	(27.25,27.5]	0.5728977	0.5129638	0.6328316
aou + silicate	Atlantic	(27.5,27.75]	0.6400082	0.6241988	0.6558175
aou + silicate	Atlantic	(27.75,27.85]	0.7977328	0.7856005	0.8098651
aou + silicate	Atlantic	(27.85,27.95]	0.8608730	0.8493084	0.8724375
aou + silicate	Atlantic	(27.95,28.05]	0.9061370	0.8928718	0.9194023
aou + silicate	Atlantic	(28.05,28.1]	0.9618742	0.9560130	0.9677353
aou + silicate	Atlantic	(28.1,28.15]	0.9777349	0.9759164	0.9795534
aou + silicate	Atlantic	(28.15,28.2]	0.9858175	0.9851187	0.9865164
aou + silicate	Atlantic	(28.2, Inf]	0.8543639	0.8185298	0.8901979
aou + silicate	Indian	(-Inf,26]	0.9160585	0.8753601	0.9567568
aou + silicate	Indian	(26,26.5]	0.9397885	0.9196845	0.9598925
aou + silicate	Indian	(26.5,26.75]	0.9547639	0.9378108	0.9717171
aou + silicate	Indian	(26.75,27]	0.9675980	0.9594365	0.9757595
aou + silicate	Indian	(27,27.25]	0.9098044	0.9066365	0.9129723
aou + silicate	Indian	(27.25,27.5]	0.8850734	0.8668296	0.9033171
aou + silicate	Indian	(27.5,27.75]	0.8604507	0.8229239	0.8979776
aou + silicate	Indian	(27.75,27.85]	0.8601573	0.8531310	0.8671836
aou + silicate	Indian	(27.85,27.95]	0.8277683	0.7896842	0.8658523
aou + silicate	Indian	(27.95,28.05]	0.8559309	0.8190088	0.8928529
aou + silicate	Indian	(28.05,28.1]	0.9440737	0.9349145	0.9532330
aou + silicate	Indian	(28.1, Inf]	0.4665292	0.3873512	0.5457073
aou + silicate	Pacific	(-Inf,26]	0.5410796	0.5122604	0.5698988
aou + silicate	Pacific	(26,26.5]	0.5770648	0.5715380	0.5825916
aou + silicate	Pacific	(26.5,26.75]	0.4064414	0.3409694	0.4719134
aou + silicate	Pacific	(26.75,27]	0.5855817	0.5080724	0.6630909
aou + silicate	Pacific	(27,27.25]	0.8741913	0.8531418	0.8952407
aou + silicate	Pacific	(27.25,27.5]	0.9049660	0.8850653	0.9248667
aou + silicate	Pacific	(27.5,27.75]	0.9229455	0.9039434	0.9419476
aou + silicate	Pacific	(27.75,27.85]	0.9739220	0.9731899	0.9746541
aou + silicate	Pacific	(27.85,27.95]	0.9668627	0.9666999	0.9670256
aou + silicate	Pacific	(27.95,28.05]	0.9486995	0.9437537	0.9536453
aou + silicate	Pacific	(28.05,28.1]	0.9577956	0.9539360	0.9616552
aou + silicate	Pacific	(28.1, Inf]	0.8665858	0.8622439	0.8709277
nitrate + silicate	Atlantic	(-Inf,26]	0.4437872	0.2695569	0.6180175
nitrate + silicate	Atlantic	(26,26.5]	0.8437929	0.8065718	0.8810140
nitrate + silicate	Atlantic	(26.5,26.75]	0.9505369	0.9340772	0.9669967
nitrate + silicate	Atlantic	(26.75,27]	0.9466763	0.9312890	0.9620637
nitrate + silicate	Atlantic	(27,27.25]	0.9322634	0.9195491	0.9449778
nitrate + silicate	Atlantic	(27.25,27.5]	0.8897413	0.8777651	0.9017176
nitrate + silicate	Atlantic	(27.5,27.75]	0.8817932	0.8813035	0.8822830
nitrate + silicate	Atlantic	(27.75,27.85]	0.9377045	0.9279254	0.9474835
nitrate + silicate	Atlantic	(27.85,27.95]	0.9654035	0.9584939	0.9723131
nitrate + silicate	Atlantic	(27.95,28.05]	0.9806953	0.9779246	0.9834660
nitrate + silicate	Atlantic	(28.05,28.1]	0.9898971	0.9892405	0.9905537
nitrate + silicate	Atlantic	(28.1,28.15]	0.9918605	0.9916005	0.9921206
nitrate + silicate	Atlantic	(28.15,28.2]	0.9916971	0.9910879	0.9923064
nitrate + silicate	Atlantic	(28.2, Inf]	0.9611194	0.9419172	0.9803217
nitrate + silicate	Indian	(-Inf,26]	0.9420182	0.9200383	0.9639982
nitrate + silicate	Indian	(26,26.5]	0.9566596	0.9483600	0.9649593
nitrate + silicate	Indian	(26.5,26.75]	0.9601757	0.9557306	0.9646207
nitrate + silicate	Indian	(26.75,27]	0.9403216	0.9281470	0.9524962
nitrate + silicate	Indian	(27,27.25]	0.9246628	0.9198178	0.9295078
nitrate + silicate	Indian	(27.25,27.5]	0.9313716	0.9261171	0.9366261
nitrate + silicate	Indian	(27.5,27.75]	0.8481401	0.8359993	0.8602808
nitrate + silicate	Indian	(27.75,27.85]	0.7717224	0.7432364	0.8002083
nitrate + silicate	Indian	(27.85,27.95]	0.8406381	0.8337461	0.8475301
nitrate + silicate	Indian	(27.95,28.05]	0.8996143	0.8855900	0.9136386
nitrate + silicate	Indian	(28.05,28.1]	0.9426382	0.9280123	0.9572642
nitrate + silicate	Indian	(28.1, Inf]	0.8236157	0.8093800	0.8378514
nitrate + silicate	Pacific	(-Inf,26]	0.7920322	0.7825633	0.8015011
nitrate + silicate	Pacific	(26,26.5]	0.7712733	0.7447672	0.7977794
nitrate + silicate	Pacific	(26.5,26.75]	0.6668782	0.5882386	0.7455178
nitrate + silicate	Pacific	(26.75,27]	0.7711668	0.7213902	0.8209434
nitrate + silicate	Pacific	(27,27.25]	0.8869342	0.8666080	0.9072603
nitrate + silicate	Pacific	(27.25,27.5]	0.8689127	0.8412979	0.8965276
nitrate + silicate	Pacific	(27.5,27.75]	0.8798981	0.8545681	0.9052281
nitrate + silicate	Pacific	(27.75,27.85]	0.9496238	0.9480938	0.9511539
nitrate + silicate	Pacific	(27.85,27.95]	0.9554139	0.9551265	0.9557013
nitrate + silicate	Pacific	(27.95,28.05]	0.9314521	0.9140027	0.9489015
nitrate + silicate	Pacific	(28.05,28.1]	0.9286522	0.9203827	0.9369217
nitrate + silicate	Pacific	(28.1, Inf]	0.8867570	0.8543402	0.9191737
oxygen + nitrate	Atlantic	(-Inf,26]	-0.7699918	-0.7776321	-0.7623515
oxygen + nitrate	Atlantic	(26,26.5]	-0.7741481	-0.7909285	-0.7573677
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8896752	-0.8942256	-0.8851248
oxygen + nitrate	Atlantic	(26.75,27]	-0.8590138	-0.8712102	-0.8468173
oxygen + nitrate	Atlantic	(27,27.25]	-0.7189254	-0.7865574	-0.6512933
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5713035	-0.6232921	-0.5193150
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6552335	-0.6918510	-0.6186160
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7462114	-0.7652904	-0.7271324
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8290560	-0.8318160	-0.8262959
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8224279	-0.8433240	-0.8015317
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8940857	-0.9105759	-0.8775955
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9509445	-0.9509721	-0.9509169
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9726434	-0.9735238	-0.9717630
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6964421	-0.7928564	-0.6000278
oxygen + nitrate	Indian	(-Inf,26]	-0.9779999	-0.9838028	-0.9721969
oxygen + nitrate	Indian	(26,26.5]	-0.9706212	-0.9768696	-0.9643727
oxygen + nitrate	Indian	(26.5,26.75]	-0.9605341	-0.9614337	-0.9596344
oxygen + nitrate	Indian	(26.75,27]	-0.8916088	-0.9180159	-0.8652018
oxygen + nitrate	Indian	(27,27.25]	-0.7709634	-0.8257869	-0.7161400
oxygen + nitrate	Indian	(27.25,27.5]	-0.8217433	-0.8320665	-0.8114202
oxygen + nitrate	Indian	(27.5,27.75]	-0.8594147	-0.8739076	-0.8449218
oxygen + nitrate	Indian	(27.75,27.85]	-0.8281181	-0.8814929	-0.7747433
oxygen + nitrate	Indian	(27.85,27.95]	-0.7952021	-0.8304470	-0.7599573
oxygen + nitrate	Indian	(27.95,28.05]	-0.7074212	-0.8065395	-0.6083029
oxygen + nitrate	Indian	(28.05,28.1]	-0.8136337	-0.8880764	-0.7391909
oxygen + nitrate	Indian	(28.1, Inf]	-0.4733064	-0.5784066	-0.3682061
oxygen + nitrate	Pacific	(-Inf,26]	-0.6135346	-0.6728294	-0.5542399
oxygen + nitrate	Pacific	(26,26.5]	-0.8176113	-0.8559319	-0.7792907
oxygen + nitrate	Pacific	(26.5,26.75]	-0.8047236	-0.8426159	-0.7668313
oxygen + nitrate	Pacific	(26.75,27]	-0.8238910	-0.8272582	-0.8205237
oxygen + nitrate	Pacific	(27,27.25]	-0.9521890	-0.9535656	-0.9508124
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9693815	-0.9712364	-0.9675265
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9734199	-0.9786461	-0.9681936
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9838320	-0.9895911	-0.9780730
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9826725	-0.9872704	-0.9780746
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9626785	-0.9695712	-0.9557858
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9495806	-0.9608389	-0.9383222
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8989091	-0.9498768	-0.8479415
oxygen + phosphate	Atlantic	(-Inf,26]	-0.2761033	-0.3831026	-0.1691040
oxygen + phosphate	Atlantic	(26,26.5]	-0.5712857	-0.6067518	-0.5358196
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.8058589	-0.8162257	-0.7954921
oxygen + phosphate	Atlantic	(26.75,27]	-0.7866449	-0.8011892	-0.7721005
oxygen + phosphate	Atlantic	(27,27.25]	-0.6342954	-0.7134466	-0.5551442
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4892187	-0.5439771	-0.4344602
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6017029	-0.6373534	-0.5660524
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7064864	-0.7235218	-0.6894509
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8139132	-0.8177067	-0.8101197
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8178859	-0.8376914	-0.7980805
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8869882	-0.9035947	-0.8703818
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9434204	-0.9454050	-0.9414357
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9717063	-0.9724600	-0.9709526
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6940988	-0.7896451	-0.5985525
oxygen + phosphate	Indian	(-Inf,26]	-0.9871958	-0.9872806	-0.9871111
oxygen + phosphate	Indian	(26,26.5]	-0.9855928	-0.9895692	-0.9816164
oxygen + phosphate	Indian	(26.5,26.75]	-0.9757613	-0.9848615	-0.9666611
oxygen + phosphate	Indian	(26.75,27]	-0.9180337	-0.9547701	-0.8812973
oxygen + phosphate	Indian	(27,27.25]	-0.8359041	-0.9236409	-0.7481672
oxygen + phosphate	Indian	(27.25,27.5]	-0.8969020	-0.9257337	-0.8680704
oxygen + phosphate	Indian	(27.5,27.75]	-0.9384555	-0.9446257	-0.9322854
oxygen + phosphate	Indian	(27.75,27.85]	-0.9007679	-0.9296745	-0.8718612
oxygen + phosphate	Indian	(27.85,27.95]	-0.8267405	-0.8772503	-0.7762306
oxygen + phosphate	Indian	(27.95,28.05]	-0.7355433	-0.8328758	-0.6382108
oxygen + phosphate	Indian	(28.05,28.1]	-0.8289970	-0.9084744	-0.7495196
oxygen + phosphate	Indian	(28.1, Inf]	-0.4748764	-0.6024041	-0.3473487
oxygen + phosphate	Pacific	(-Inf,26]	-0.6990232	-0.7412971	-0.6567493
oxygen + phosphate	Pacific	(26,26.5]	-0.8854975	-0.9112110	-0.8597840
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8555388	-0.8928376	-0.8182400
oxygen + phosphate	Pacific	(26.75,27]	-0.8281488	-0.8309267	-0.8253710
oxygen + phosphate	Pacific	(27,27.25]	-0.9574415	-0.9577292	-0.9571538
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9736300	-0.9752666	-0.9719934
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9749638	-0.9798836	-0.9700440
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9826195	-0.9885198	-0.9767192
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9811897	-0.9859633	-0.9764160
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9654637	-0.9745953	-0.9563321
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9520553	-0.9660504	-0.9380602
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8863121	-0.9410290	-0.8315953
oxygen + silicate	Atlantic	(-Inf,26]	0.0086715	-0.2007672	0.2181102
oxygen + silicate	Atlantic	(26,26.5]	-0.5121217	-0.5930624	-0.4311809
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7984763	-0.8224429	-0.7745098
oxygen + silicate	Atlantic	(26.75,27]	-0.7758821	-0.7990055	-0.7527588
oxygen + silicate	Atlantic	(27,27.25]	-0.6069113	-0.6837584	-0.5300642
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3027960	-0.3858682	-0.2197237
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3623926	-0.4014029	-0.3233823
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5969832	-0.5992890	-0.5946774
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7264519	-0.7413302	-0.7115737
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7869442	-0.8121797	-0.7617088
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8952127	-0.9106300	-0.8797953
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9466793	-0.9494875	-0.9438711
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9778272	-0.9786312	-0.9770233
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7521569	-0.8103900	-0.6939238
oxygen + silicate	Indian	(-Inf,26]	-0.8904164	-0.9427445	-0.8380884
oxygen + silicate	Indian	(26,26.5]	-0.9223279	-0.9480073	-0.8966486
oxygen + silicate	Indian	(26.5,26.75]	-0.9422304	-0.9640261	-0.9204347
oxygen + silicate	Indian	(26.75,27]	-0.9511332	-0.9586313	-0.9436350
oxygen + silicate	Indian	(27,27.25]	-0.8677289	-0.8795205	-0.8559373
oxygen + silicate	Indian	(27.25,27.5]	-0.8439255	-0.8642918	-0.8235593
oxygen + silicate	Indian	(27.5,27.75]	-0.8222647	-0.8665271	-0.7780023
oxygen + silicate	Indian	(27.75,27.85]	-0.8350908	-0.8449044	-0.8252771
oxygen + silicate	Indian	(27.85,27.95]	-0.7801663	-0.8287375	-0.7315950
oxygen + silicate	Indian	(27.95,28.05]	-0.7853102	-0.8376351	-0.7329853
oxygen + silicate	Indian	(28.05,28.1]	-0.9011291	-0.9276999	-0.8745583
oxygen + silicate	Indian	(28.1, Inf]	-0.3245173	-0.4214280	-0.2276067
oxygen + silicate	Pacific	(-Inf,26]	-0.2097116	-0.2769488	-0.1424744
oxygen + silicate	Pacific	(26,26.5]	-0.4511190	-0.4696674	-0.4325706
oxygen + silicate	Pacific	(26.5,26.75]	-0.2652731	-0.3074291	-0.2231171
oxygen + silicate	Pacific	(26.75,27]	-0.4202947	-0.5067082	-0.3338812
oxygen + silicate	Pacific	(27,27.25]	-0.8228363	-0.8495793	-0.7960934
oxygen + silicate	Pacific	(27.25,27.5]	-0.8690507	-0.8944284	-0.8436730
oxygen + silicate	Pacific	(27.5,27.75]	-0.8927946	-0.9201728	-0.8654164
oxygen + silicate	Pacific	(27.75,27.85]	-0.9673445	-0.9701452	-0.9645438
oxygen + silicate	Pacific	(27.85,27.95]	-0.9588369	-0.9603142	-0.9573597
oxygen + silicate	Pacific	(27.95,28.05]	-0.9326855	-0.9342263	-0.9311447
oxygen + silicate	Pacific	(28.05,28.1]	-0.9448120	-0.9457253	-0.9438986
oxygen + silicate	Pacific	(28.1, Inf]	-0.8308748	-0.8322705	-0.8294792
phosphate + nitrate	Atlantic	(-Inf,26]	0.6644119	0.6183695	0.7104543
phosphate + nitrate	Atlantic	(26,26.5]	0.9226073	0.9147156	0.9304990
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9823456	0.9815024	0.9831888
phosphate + nitrate	Atlantic	(26.75,27]	0.9872276	0.9869062	0.9875490
phosphate + nitrate	Atlantic	(27,27.25]	0.9888509	0.9877913	0.9899106
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9914697	0.9913360	0.9916034
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9940033	0.9938892	0.9941174
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9941920	0.9935311	0.9948529
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9935862	0.9923779	0.9947945
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9930707	0.9922055	0.9939358
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9931352	0.9927364	0.9935339
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946420	0.9942873	0.9949967
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970220	0.9968078	0.9972362
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9914660	0.9871937	0.9957382
phosphate + nitrate	Indian	(-Inf,26]	0.9936548	0.9899186	0.9973910
phosphate + nitrate	Indian	(26,26.5]	0.9907332	0.9839843	0.9974822
phosphate + nitrate	Indian	(26.5,26.75]	0.9912709	0.9851289	0.9974128
phosphate + nitrate	Indian	(26.75,27]	0.9862844	0.9768519	0.9957168
phosphate + nitrate	Indian	(27,27.25]	0.9617505	0.9348369	0.9886642
phosphate + nitrate	Indian	(27.25,27.5]	0.9553421	0.9305304	0.9801537
phosphate + nitrate	Indian	(27.5,27.75]	0.9321466	0.9259630	0.9383302
phosphate + nitrate	Indian	(27.75,27.85]	0.9204620	0.9062060	0.9347180
phosphate + nitrate	Indian	(27.85,27.95]	0.9517074	0.9516661	0.9517487
phosphate + nitrate	Indian	(27.95,28.05]	0.9730503	0.9723267	0.9737739
phosphate + nitrate	Indian	(28.05,28.1]	0.9752760	0.9722275	0.9783245
phosphate + nitrate	Indian	(28.1, Inf]	0.9124726	0.9072832	0.9176619
phosphate + nitrate	Pacific	(-Inf,26]	0.9424187	0.9375112	0.9473262
phosphate + nitrate	Pacific	(26,26.5]	0.9434300	0.9398874	0.9469725
phosphate + nitrate	Pacific	(26.5,26.75]	0.9402690	0.9328720	0.9476660
phosphate + nitrate	Pacific	(26.75,27]	0.9753494	0.9728458	0.9778530
phosphate + nitrate	Pacific	(27,27.25]	0.9876218	0.9867508	0.9884928
phosphate + nitrate	Pacific	(27.25,27.5]	0.9896085	0.9876364	0.9915806
phosphate + nitrate	Pacific	(27.5,27.75]	0.9888495	0.9846324	0.9930666
phosphate + nitrate	Pacific	(27.75,27.85]	0.9863261	0.9814541	0.9911980
phosphate + nitrate	Pacific	(27.85,27.95]	0.9824533	0.9777133	0.9871933
phosphate + nitrate	Pacific	(27.95,28.05]	0.9649071	0.9643269	0.9654873
phosphate + nitrate	Pacific	(28.05,28.1]	0.9484360	0.9439030	0.9529691
phosphate + nitrate	Pacific	(28.1, Inf]	0.9409481	0.9118384	0.9700578
phosphate + silicate	Atlantic	(-Inf,26]	0.6789035	0.6720932	0.6857138
phosphate + silicate	Atlantic	(26,26.5]	0.8976466	0.8716162	0.9236770
phosphate + silicate	Atlantic	(26.5,26.75]	0.9567974	0.9425419	0.9710529
phosphate + silicate	Atlantic	(26.75,27]	0.9532021	0.9414444	0.9649598
phosphate + silicate	Atlantic	(27,27.25]	0.9449332	0.9350747	0.9547916
phosphate + silicate	Atlantic	(27.25,27.5]	0.9153951	0.9069146	0.9238757
phosphate + silicate	Atlantic	(27.5,27.75]	0.8993854	0.8993531	0.8994176
phosphate + silicate	Atlantic	(27.75,27.85]	0.9428240	0.9339763	0.9516717
phosphate + silicate	Atlantic	(27.85,27.95]	0.9684559	0.9619853	0.9749266
phosphate + silicate	Atlantic	(27.95,28.05]	0.9824186	0.9806432	0.9841939
phosphate + silicate	Atlantic	(28.05,28.1]	0.9902444	0.9900941	0.9903947
phosphate + silicate	Atlantic	(28.1,28.15]	0.9922636	0.9922124	0.9923148
phosphate + silicate	Atlantic	(28.15,28.2]	0.9914636	0.9912974	0.9916298
phosphate + silicate	Atlantic	(28.2, Inf]	0.9631071	0.9458432	0.9803709
phosphate + silicate	Indian	(-Inf,26]	0.9269624	0.8903858	0.9635389
phosphate + silicate	Indian	(26,26.5]	0.9489502	0.9317486	0.9661519
phosphate + silicate	Indian	(26.5,26.75]	0.9590590	0.9484542	0.9696637
phosphate + silicate	Indian	(26.75,27]	0.9489088	0.9412955	0.9565222
phosphate + silicate	Indian	(27,27.25]	0.9342209	0.9328257	0.9356160
phosphate + silicate	Indian	(27.25,27.5]	0.9225497	0.9023243	0.9427751
phosphate + silicate	Indian	(27.5,27.75]	0.8611342	0.8186937	0.9035747
phosphate + silicate	Indian	(27.75,27.85]	0.8747261	0.8704194	0.8790327
phosphate + silicate	Indian	(27.85,27.95]	0.9027464	0.9025162	0.9029766
phosphate + silicate	Indian	(27.95,28.05]	0.9230327	0.9112338	0.9348316
phosphate + silicate	Indian	(28.05,28.1]	0.9494906	0.9324330	0.9665482
phosphate + silicate	Indian	(28.1, Inf]	0.8157109	0.8075632	0.8238585
phosphate + silicate	Pacific	(-Inf,26]	0.6392510	0.6239787	0.6545234
phosphate + silicate	Pacific	(26,26.5]	0.7102683	0.7012410	0.7192955
phosphate + silicate	Pacific	(26.5,26.75]	0.6178886	0.5406346	0.6951427
phosphate + silicate	Pacific	(26.75,27]	0.7692815	0.7164655	0.8220974
phosphate + silicate	Pacific	(27,27.25]	0.8968371	0.8785065	0.9151678
phosphate + silicate	Pacific	(27.25,27.5]	0.8801904	0.8556064	0.9047745
phosphate + silicate	Pacific	(27.5,27.75]	0.8792188	0.8529319	0.9055057
phosphate + silicate	Pacific	(27.75,27.85]	0.9495194	0.9455571	0.9534817
phosphate + silicate	Pacific	(27.85,27.95]	0.9589148	0.9566486	0.9611809
phosphate + silicate	Pacific	(27.95,28.05]	0.9480605	0.9479523	0.9481688
phosphate + silicate	Pacific	(28.05,28.1]	0.9451947	0.9427654	0.9476240
phosphate + silicate	Pacific	(28.1, Inf]	0.8725740	0.8296370	0.9155109
sal + aou	Atlantic	(-Inf,26]	0.0099620	-0.2480555	0.2679796
sal + aou	Atlantic	(26,26.5]	-0.2578689	-0.2891842	-0.2265536
sal + aou	Atlantic	(26.5,26.75]	-0.4158254	-0.4545099	-0.3771408
sal + aou	Atlantic	(26.75,27]	-0.3678700	-0.4178788	-0.3178612
sal + aou	Atlantic	(27,27.25]	-0.2207908	-0.3518175	-0.0897641
sal + aou	Atlantic	(27.25,27.5]	-0.1936346	-0.2652433	-0.1220259
sal + aou	Atlantic	(27.5,27.75]	-0.3850356	-0.4108803	-0.3591910
sal + aou	Atlantic	(27.75,27.85]	-0.2998268	-0.3043821	-0.2952715
sal + aou	Atlantic	(27.85,27.95]	-0.3495562	-0.3963481	-0.3027642
sal + aou	Atlantic	(27.95,28.05]	-0.4877770	-0.5452677	-0.4302864
sal + aou	Atlantic	(28.05,28.1]	-0.7132434	-0.7332517	-0.6932351
sal + aou	Atlantic	(28.1,28.15]	-0.8109452	-0.8172482	-0.8046421
sal + aou	Atlantic	(28.15,28.2]	-0.8977119	-0.8983345	-0.8970893
sal + aou	Atlantic	(28.2, Inf]	-0.4551346	-0.6171477	-0.2931214
sal + aou	Indian	(-Inf,26]	-0.7160679	-0.8449557	-0.5871800
sal + aou	Indian	(26,26.5]	-0.6459125	-0.8090314	-0.4827936
sal + aou	Indian	(26.5,26.75]	-0.2512265	-0.4474835	-0.0549694
sal + aou	Indian	(26.75,27]	0.4495449	0.3052883	0.5938014
sal + aou	Indian	(27,27.25]	0.8373731	0.8182506	0.8564957
sal + aou	Indian	(27.25,27.5]	0.9139417	0.8626708	0.9652127
sal + aou	Indian	(27.5,27.75]	0.9143730	0.8651356	0.9636103
sal + aou	Indian	(27.75,27.85]	0.9369383	0.9170758	0.9568009
sal + aou	Indian	(27.85,27.95]	0.8884416	0.8849139	0.8919692
sal + aou	Indian	(27.95,28.05]	0.6398255	0.5852586	0.6943924
sal + aou	Indian	(28.05,28.1]	0.0919132	-0.0120714	0.1958978
sal + aou	Indian	(28.1, Inf]	0.5709564	0.5518551	0.5900577
sal + aou	Pacific	(-Inf,26]	-0.0098277	-0.0288508	0.0091954
sal + aou	Pacific	(26,26.5]	0.0796035	-0.0645814	0.2237884
sal + aou	Pacific	(26.5,26.75]	0.2365826	0.0547953	0.4183699
sal + aou	Pacific	(26.75,27]	-0.0029400	-0.1201622	0.1142822
sal + aou	Pacific	(27,27.25]	-0.1620821	-0.2091213	-0.1150428
sal + aou	Pacific	(27.25,27.5]	0.0688564	-0.0095450	0.1472578
sal + aou	Pacific	(27.5,27.75]	0.0521559	-0.0262876	0.1305994
sal + aou	Pacific	(27.75,27.85]	-0.2745826	-0.4335646	-0.1156005
sal + aou	Pacific	(27.85,27.95]	-0.5128896	-0.6353568	-0.3904223
sal + aou	Pacific	(27.95,28.05]	-0.6124384	-0.7706077	-0.4542692
sal + aou	Pacific	(28.05,28.1]	-0.6960519	-0.8862485	-0.5058554
sal + aou	Pacific	(28.1, Inf]	-0.4454572	-0.7792449	-0.1116695
sal + nitrate	Atlantic	(-Inf,26]	-0.1514065	-0.3303384	0.0275255
sal + nitrate	Atlantic	(26,26.5]	-0.4630394	-0.4911911	-0.4348877
sal + nitrate	Atlantic	(26.5,26.75]	-0.6077108	-0.6415383	-0.5738833
sal + nitrate	Atlantic	(26.75,27]	-0.6353844	-0.6605398	-0.6102290
sal + nitrate	Atlantic	(27,27.25]	-0.6383501	-0.6782767	-0.5984236
sal + nitrate	Atlantic	(27.25,27.5]	-0.6962896	-0.7207692	-0.6718100
sal + nitrate	Atlantic	(27.5,27.75]	-0.7269962	-0.7279500	-0.7260423
sal + nitrate	Atlantic	(27.75,27.85]	-0.6059507	-0.6204606	-0.5914407
sal + nitrate	Atlantic	(27.85,27.95]	-0.6079525	-0.6428865	-0.5730184
sal + nitrate	Atlantic	(27.95,28.05]	-0.7382012	-0.7610506	-0.7153517
sal + nitrate	Atlantic	(28.05,28.1]	-0.8505168	-0.8508062	-0.8502274
sal + nitrate	Atlantic	(28.1,28.15]	-0.8840974	-0.8916701	-0.8765248
sal + nitrate	Atlantic	(28.15,28.2]	-0.9380208	-0.9418820	-0.9341596
sal + nitrate	Atlantic	(28.2, Inf]	-0.8592147	-0.9011540	-0.8172754
sal + nitrate	Indian	(-Inf,26]	-0.7782362	-0.8757752	-0.6806972
sal + nitrate	Indian	(26,26.5]	-0.7530822	-0.8772154	-0.6289489
sal + nitrate	Indian	(26.5,26.75]	-0.4278932	-0.6093280	-0.2464584
sal + nitrate	Indian	(26.75,27]	0.1175305	-0.0864547	0.3215157
sal + nitrate	Indian	(27,27.25]	0.4275197	0.3822205	0.4728189
sal + nitrate	Indian	(27.25,27.5]	0.6456718	0.5419631	0.7493804
sal + nitrate	Indian	(27.5,27.75]	0.7021868	0.5954447	0.8089290
sal + nitrate	Indian	(27.75,27.85]	0.6703308	0.5588302	0.7818315
sal + nitrate	Indian	(27.85,27.95]	0.5364508	0.4947352	0.5781664
sal + nitrate	Indian	(27.95,28.05]	0.0846482	0.0231692	0.1461272
sal + nitrate	Indian	(28.05,28.1]	-0.3314919	-0.3356485	-0.3273354
sal + nitrate	Indian	(28.1, Inf]	-0.2051087	-0.2769037	-0.1333137
sal + nitrate	Pacific	(-Inf,26]	-0.3450517	-0.3640386	-0.3260648
sal + nitrate	Pacific	(26,26.5]	-0.2454985	-0.4241077	-0.0668892
sal + nitrate	Pacific	(26.5,26.75]	-0.1352594	-0.3606134	0.0900946
sal + nitrate	Pacific	(26.75,27]	-0.3274076	-0.4337868	-0.2210283
sal + nitrate	Pacific	(27,27.25]	-0.2737083	-0.3288265	-0.2185901
sal + nitrate	Pacific	(27.25,27.5]	0.0609611	-0.0267492	0.1486714
sal + nitrate	Pacific	(27.5,27.75]	0.0486963	-0.0248462	0.1222388
sal + nitrate	Pacific	(27.75,27.85]	-0.2755002	-0.4050757	-0.1459246
sal + nitrate	Pacific	(27.85,27.95]	-0.5187139	-0.6224023	-0.4150254
sal + nitrate	Pacific	(27.95,28.05]	-0.6687760	-0.7955213	-0.5420307
sal + nitrate	Pacific	(28.05,28.1]	-0.7680769	-0.9176057	-0.6185482
sal + nitrate	Pacific	(28.1, Inf]	-0.5611716	-0.8544160	-0.2679272
sal + oxygen	Atlantic	(-Inf,26]	-0.3707762	-0.5719930	-0.1695594
sal + oxygen	Atlantic	(26,26.5]	-0.0910347	-0.1337391	-0.0483302
sal + oxygen	Atlantic	(26.5,26.75]	0.2001393	0.1471913	0.2530872
sal + oxygen	Atlantic	(26.75,27]	0.1718397	0.1168303	0.2268492
sal + oxygen	Atlantic	(27,27.25]	-0.0317729	-0.1809846	0.1174388
sal + oxygen	Atlantic	(27.25,27.5]	-0.1377241	-0.2293560	-0.0460922
sal + oxygen	Atlantic	(27.5,27.75]	0.0250173	-0.0233583	0.0733930
sal + oxygen	Atlantic	(27.75,27.85]	-0.0258060	-0.0371379	-0.0144741
sal + oxygen	Atlantic	(27.85,27.95]	0.1205592	0.0718052	0.1693132
sal + oxygen	Atlantic	(27.95,28.05]	0.2826414	0.2106017	0.3546811
sal + oxygen	Atlantic	(28.05,28.1]	0.5685199	0.5337076	0.6033321
sal + oxygen	Atlantic	(28.1,28.15]	0.7283585	0.7219693	0.7347478
sal + oxygen	Atlantic	(28.15,28.2]	0.8594795	0.8574460	0.8615129
sal + oxygen	Atlantic	(28.2, Inf]	0.2882378	0.0899721	0.4865036
sal + oxygen	Indian	(-Inf,26]	0.6832770	0.5361388	0.8304152
sal + oxygen	Indian	(26,26.5]	0.5949335	0.4198608	0.7700062
sal + oxygen	Indian	(26.5,26.75]	0.1888463	-0.0099858	0.3876785
sal + oxygen	Indian	(26.75,27]	-0.5344154	-0.6526076	-0.4162233
sal + oxygen	Indian	(27,27.25]	-0.8872370	-0.9123866	-0.8620874
sal + oxygen	Indian	(27.25,27.5]	-0.9393261	-0.9820931	-0.8965592
sal + oxygen	Indian	(27.5,27.75]	-0.9277496	-0.9629766	-0.8925226
sal + oxygen	Indian	(27.75,27.85]	-0.9439762	-0.9610794	-0.9268729
sal + oxygen	Indian	(27.85,27.95]	-0.9147973	-0.9197485	-0.9098460
sal + oxygen	Indian	(27.95,28.05]	-0.7314014	-0.7869666	-0.6758362
sal + oxygen	Indian	(28.05,28.1]	-0.2222863	-0.3559455	-0.0886271
sal + oxygen	Indian	(28.1, Inf]	-0.6921462	-0.7177204	-0.6665719
sal + oxygen	Pacific	(-Inf,26]	-0.3752674	-0.4015224	-0.3490124
sal + oxygen	Pacific	(26,26.5]	-0.2476393	-0.3578640	-0.1374145
sal + oxygen	Pacific	(26.5,26.75]	-0.3925493	-0.5379365	-0.2471621
sal + oxygen	Pacific	(26.75,27]	-0.1987956	-0.3129099	-0.0846814
sal + oxygen	Pacific	(27,27.25]	0.0571828	0.0052055	0.1091602
sal + oxygen	Pacific	(27.25,27.5]	-0.1442376	-0.2268083	-0.0616669
sal + oxygen	Pacific	(27.5,27.75]	-0.1058664	-0.1968027	-0.0149300
sal + oxygen	Pacific	(27.75,27.85]	0.2392093	0.0680349	0.4103838
sal + oxygen	Pacific	(27.85,27.95]	0.4915151	0.3547483	0.6282820
sal + oxygen	Pacific	(27.95,28.05]	0.5832878	0.3988390	0.7677366
sal + oxygen	Pacific	(28.05,28.1]	0.6572097	0.4346939	0.8797254
sal + oxygen	Pacific	(28.1, Inf]	0.3877995	0.0368416	0.7387573
sal + phosphate	Atlantic	(-Inf,26]	-0.6549472	-0.7452154	-0.5646790
sal + phosphate	Atlantic	(26,26.5]	-0.7360236	-0.7407955	-0.7312517
sal + phosphate	Atlantic	(26.5,26.75]	-0.7317058	-0.7572396	-0.7061721
sal + phosphate	Atlantic	(26.75,27]	-0.7332859	-0.7552391	-0.7113328
sal + phosphate	Atlantic	(27,27.25]	-0.7279728	-0.7591436	-0.6968020
sal + phosphate	Atlantic	(27.25,27.5]	-0.7640607	-0.7858401	-0.7422812
sal + phosphate	Atlantic	(27.5,27.75]	-0.7724781	-0.7759088	-0.7690474
sal + phosphate	Atlantic	(27.75,27.85]	-0.6498410	-0.6600189	-0.6396631
sal + phosphate	Atlantic	(27.85,27.95]	-0.6321926	-0.6643583	-0.6000268
sal + phosphate	Atlantic	(27.95,28.05]	-0.7449633	-0.7690192	-0.7209074
sal + phosphate	Atlantic	(28.05,28.1]	-0.8605118	-0.8620596	-0.8589641
sal + phosphate	Atlantic	(28.1,28.15]	-0.8953044	-0.9017710	-0.8888378
sal + phosphate	Atlantic	(28.15,28.2]	-0.9405392	-0.9453541	-0.9357243
sal + phosphate	Atlantic	(28.2, Inf]	-0.8636145	-0.9045813	-0.8226478
sal + phosphate	Indian	(-Inf,26]	-0.7319155	-0.8626725	-0.6011586
sal + phosphate	Indian	(26,26.5]	-0.6846572	-0.8630048	-0.5063095
sal + phosphate	Indian	(26.5,26.75]	-0.3537851	-0.5920236	-0.1155466
sal + phosphate	Indian	(26.75,27]	0.2055372	-0.0521106	0.4631850
sal + phosphate	Indian	(27,27.25]	0.5585092	0.4294658	0.6875526
sal + phosphate	Indian	(27.25,27.5]	0.7772342	0.7586683	0.7958000
sal + phosphate	Indian	(27.5,27.75]	0.8336363	0.7891972	0.8780754
sal + phosphate	Indian	(27.75,27.85]	0.8121804	0.7383660	0.8859948
sal + phosphate	Indian	(27.85,27.95]	0.6178634	0.5515433	0.6841835
sal + phosphate	Indian	(27.95,28.05]	0.1375173	0.0680389	0.2069958
sal + phosphate	Indian	(28.05,28.1]	-0.3048089	-0.3155558	-0.2940619
sal + phosphate	Indian	(28.1, Inf]	-0.2056238	-0.3078941	-0.1033535
sal + phosphate	Pacific	(-Inf,26]	-0.1569957	-0.1640745	-0.1499168
sal + phosphate	Pacific	(26,26.5]	-0.1747211	-0.3319021	-0.0175402
sal + phosphate	Pacific	(26.5,26.75]	-0.0868063	-0.3058327	0.1322202
sal + phosphate	Pacific	(26.75,27]	-0.3353370	-0.4442559	-0.2264181
sal + phosphate	Pacific	(27,27.25]	-0.2827753	-0.3335850	-0.2319657
sal + phosphate	Pacific	(27.25,27.5]	0.0507841	-0.0323132	0.1338814
sal + phosphate	Pacific	(27.5,27.75]	0.0579439	-0.0165902	0.1324780
sal + phosphate	Pacific	(27.75,27.85]	-0.2494696	-0.3842953	-0.1146438
sal + phosphate	Pacific	(27.85,27.95]	-0.5160197	-0.6237644	-0.4082750
sal + phosphate	Pacific	(27.95,28.05]	-0.6751946	-0.8023853	-0.5480039
sal + phosphate	Pacific	(28.05,28.1]	-0.7672967	-0.9184232	-0.6161702
sal + phosphate	Pacific	(28.1, Inf]	-0.5713533	-0.8528834	-0.2898232
sal + silicate	Atlantic	(-Inf,26]	-0.7064762	-0.7603115	-0.6526408
sal + silicate	Atlantic	(26,26.5]	-0.6723513	-0.6808512	-0.6638513
sal + silicate	Atlantic	(26.5,26.75]	-0.6737719	-0.6990788	-0.6484650
sal + silicate	Atlantic	(26.75,27]	-0.6720774	-0.7003041	-0.6438507
sal + silicate	Atlantic	(27,27.25]	-0.6852895	-0.7243699	-0.6462092
sal + silicate	Atlantic	(27.25,27.5]	-0.7745539	-0.7802314	-0.7688764
sal + silicate	Atlantic	(27.5,27.75]	-0.7616839	-0.7627455	-0.7606223
sal + silicate	Atlantic	(27.75,27.85]	-0.6272017	-0.6306636	-0.6237398
sal + silicate	Atlantic	(27.85,27.95]	-0.6734381	-0.6991455	-0.6477306
sal + silicate	Atlantic	(27.95,28.05]	-0.7741863	-0.7932700	-0.7551025
sal + silicate	Atlantic	(28.05,28.1]	-0.8589624	-0.8612226	-0.8567023
sal + silicate	Atlantic	(28.1,28.15]	-0.8906742	-0.8984120	-0.8829364
sal + silicate	Atlantic	(28.15,28.2]	-0.9146566	-0.9185151	-0.9107980
sal + silicate	Atlantic	(28.2, Inf]	-0.7769809	-0.8541797	-0.6997821
sal + silicate	Indian	(-Inf,26]	-0.8823762	-0.9183688	-0.8463837
sal + silicate	Indian	(26,26.5]	-0.7835278	-0.8781000	-0.6889557
sal + silicate	Indian	(26.5,26.75]	-0.4015106	-0.5215306	-0.2814906
sal + silicate	Indian	(26.75,27]	0.3250252	0.2149850	0.4350654
sal + silicate	Indian	(27,27.25]	0.5937512	0.5802011	0.6073013
sal + silicate	Indian	(27.25,27.5]	0.6784651	0.5715209	0.7854094
sal + silicate	Indian	(27.5,27.75]	0.7088072	0.5615033	0.8561110
sal + silicate	Indian	(27.75,27.85]	0.8127781	0.8101797	0.8153765
sal + silicate	Indian	(27.85,27.95]	0.6598671	0.6101749	0.7095593
sal + silicate	Indian	(27.95,28.05]	0.3138304	0.2960271	0.3316338
sal + silicate	Indian	(28.05,28.1]	-0.1140459	-0.1746681	-0.0534236
sal + silicate	Indian	(28.1, Inf]	-0.2175369	-0.2441914	-0.1908824
sal + silicate	Pacific	(-Inf,26]	-0.6530826	-0.6835562	-0.6226091
sal + silicate	Pacific	(26,26.5]	-0.5824204	-0.6768825	-0.4879583
sal + silicate	Pacific	(26.5,26.75]	-0.6714754	-0.7488065	-0.5941443
sal + silicate	Pacific	(26.75,27]	-0.7448233	-0.7553688	-0.7342778
sal + silicate	Pacific	(27,27.25]	-0.5534958	-0.5550455	-0.5519460
sal + silicate	Pacific	(27.25,27.5]	-0.2366800	-0.2611898	-0.2121702
sal + silicate	Pacific	(27.5,27.75]	-0.0584299	-0.0671740	-0.0496858
sal + silicate	Pacific	(27.75,27.85]	-0.2651245	-0.3889650	-0.1412840
sal + silicate	Pacific	(27.85,27.95]	-0.4623755	-0.5601432	-0.3646079
sal + silicate	Pacific	(27.95,28.05]	-0.5702354	-0.6784714	-0.4619995
sal + silicate	Pacific	(28.05,28.1]	-0.6928385	-0.8307754	-0.5549016
sal + silicate	Pacific	(28.1, Inf]	-0.5181627	-0.8676490	-0.1686765
sal + temp	Atlantic	(-Inf,26]	0.9139005	0.8795444	0.9482566
sal + temp	Atlantic	(26,26.5]	0.9553076	0.9515269	0.9590882
sal + temp	Atlantic	(26.5,26.75]	0.9880499	0.9872193	0.9888805
sal + temp	Atlantic	(26.75,27]	0.9809648	0.9802017	0.9817280
sal + temp	Atlantic	(27,27.25]	0.9781079	0.9760210	0.9801947
sal + temp	Atlantic	(27.25,27.5]	0.9768129	0.9757313	0.9778946
sal + temp	Atlantic	(27.5,27.75]	0.9692245	0.9682402	0.9702089
sal + temp	Atlantic	(27.75,27.85]	0.9836267	0.9811346	0.9861188
sal + temp	Atlantic	(27.85,27.95]	0.9645192	0.9603210	0.9687174
sal + temp	Atlantic	(27.95,28.05]	0.9412515	0.9407120	0.9417909
sal + temp	Atlantic	(28.05,28.1]	0.9707356	0.9670801	0.9743911
sal + temp	Atlantic	(28.1,28.15]	0.9644362	0.9562640	0.9726084
sal + temp	Atlantic	(28.15,28.2]	0.7754410	0.6499225	0.9009596
sal + temp	Atlantic	(28.2, Inf]	0.6108870	0.4905522	0.7312218
sal + temp	Indian	(-Inf,26]	0.6307030	0.5897257	0.6716802
sal + temp	Indian	(26,26.5]	0.8752437	0.8610718	0.8894155
sal + temp	Indian	(26.5,26.75]	0.9456666	0.9427923	0.9485408
sal + temp	Indian	(26.75,27]	0.9666778	0.9586100	0.9747456
sal + temp	Indian	(27,27.25]	0.9596831	0.9586378	0.9607285
sal + temp	Indian	(27.25,27.5]	0.9421149	0.9240756	0.9601542
sal + temp	Indian	(27.5,27.75]	0.8992011	0.8614482	0.9369539
sal + temp	Indian	(27.75,27.85]	0.9264261	0.9089943	0.9438580
sal + temp	Indian	(27.85,27.95]	0.9313373	0.9208501	0.9418245
sal + temp	Indian	(27.95,28.05]	0.9432684	0.9290849	0.9574518
sal + temp	Indian	(28.05,28.1]	0.9263707	0.9034619	0.9492795
sal + temp	Indian	(28.1, Inf]	0.9249461	0.9168950	0.9329972
sal + temp	Pacific	(-Inf,26]	0.8029073	0.7728447	0.8329699
sal + temp	Pacific	(26,26.5]	0.9317963	0.9316235	0.9319690
sal + temp	Pacific	(26.5,26.75]	0.9779541	0.9776337	0.9782745
sal + temp	Pacific	(26.75,27]	0.9744264	0.9723969	0.9764558
sal + temp	Pacific	(27,27.25]	0.9426836	0.9376685	0.9476986
sal + temp	Pacific	(27.25,27.5]	0.8205616	0.8023604	0.8387629
sal + temp	Pacific	(27.5,27.75]	0.5959965	0.5149208	0.6770723
sal + temp	Pacific	(27.75,27.85]	0.7017601	0.6304219	0.7730984
sal + temp	Pacific	(27.85,27.95]	0.4893306	0.3863168	0.5923444
sal + temp	Pacific	(27.95,28.05]	0.4200630	0.2620628	0.5780632
sal + temp	Pacific	(28.05,28.1]	0.3506114	0.1731163	0.5281066
sal + temp	Pacific	(28.1, Inf]	-0.0941067	-0.3938574	0.2056439
temp + aou	Atlantic	(-Inf,26]	-0.0637825	-0.2914591	0.1638941
temp + aou	Atlantic	(26,26.5]	-0.2850746	-0.3292036	-0.2409456
temp + aou	Atlantic	(26.5,26.75]	-0.4177255	-0.4557753	-0.3796756
temp + aou	Atlantic	(26.75,27]	-0.3291043	-0.3876849	-0.2705236
temp + aou	Atlantic	(27,27.25]	-0.1463124	-0.2681928	-0.0244320
temp + aou	Atlantic	(27.25,27.5]	-0.1525778	-0.2303360	-0.0748196
temp + aou	Atlantic	(27.5,27.75]	-0.3333209	-0.3544016	-0.3122403
temp + aou	Atlantic	(27.75,27.85]	-0.2728834	-0.2980358	-0.2477311
temp + aou	Atlantic	(27.85,27.95]	-0.2903122	-0.3598841	-0.2207403
temp + aou	Atlantic	(27.95,28.05]	-0.4311568	-0.4700823	-0.3922314
temp + aou	Atlantic	(28.05,28.1]	-0.6016233	-0.6159268	-0.5873197
temp + aou	Atlantic	(28.1,28.15]	-0.6690921	-0.6958735	-0.6423106
temp + aou	Atlantic	(28.15,28.2]	-0.5858035	-0.7150653	-0.4565418
temp + aou	Atlantic	(28.2, Inf]	0.1879818	0.0972469	0.2787167
temp + aou	Indian	(-Inf,26]	-0.5751541	-0.6025046	-0.5478036
temp + aou	Indian	(26,26.5]	-0.5162434	-0.5926773	-0.4398095
temp + aou	Indian	(26.5,26.75]	-0.1758967	-0.3097857	-0.0420077
temp + aou	Indian	(26.75,27]	0.3379826	0.1686567	0.5073086
temp + aou	Indian	(27,27.25]	0.7379022	0.7179633	0.7578412
temp + aou	Indian	(27.25,27.5]	0.8421396	0.8297343	0.8545449
temp + aou	Indian	(27.5,27.75]	0.8771721	0.8757391	0.8786050
temp + aou	Indian	(27.75,27.85]	0.9272494	0.9090022	0.9454966
temp + aou	Indian	(27.85,27.95]	0.8729696	0.8532536	0.8926856
temp + aou	Indian	(27.95,28.05]	0.6959514	0.6354564	0.7564464
temp + aou	Indian	(28.05,28.1]	0.3510020	0.2901725	0.4118316
temp + aou	Indian	(28.1, Inf]	0.7554132	0.7479220	0.7629043
temp + aou	Pacific	(-Inf,26]	-0.1440772	-0.1917765	-0.0963778
temp + aou	Pacific	(26,26.5]	-0.0502599	-0.1668121	0.0662923
temp + aou	Pacific	(26.5,26.75]	0.2387156	0.0674908	0.4099404
temp + aou	Pacific	(26.75,27]	-0.0025018	-0.1115747	0.1065711
temp + aou	Pacific	(27,27.25]	-0.2037297	-0.2346781	-0.1727813
temp + aou	Pacific	(27.25,27.5]	-0.0266464	-0.1108842	0.0575914
temp + aou	Pacific	(27.5,27.75]	0.0572064	-0.0500219	0.1644346
temp + aou	Pacific	(27.75,27.85]	-0.1407161	-0.3130344	0.0316021
temp + aou	Pacific	(27.85,27.95]	-0.1941744	-0.3525898	-0.0357590
temp + aou	Pacific	(27.95,28.05]	-0.0477016	-0.2392396	0.1438363
temp + aou	Pacific	(28.05,28.1]	0.0809711	-0.1618432	0.3237854
temp + aou	Pacific	(28.1, Inf]	0.8134749	0.7967786	0.8301711
temp + nitrate	Atlantic	(-Inf,26]	-0.1755522	-0.3020898	-0.0490146
temp + nitrate	Atlantic	(26,26.5]	-0.5353591	-0.5665809	-0.5041372
temp + nitrate	Atlantic	(26.5,26.75]	-0.6126836	-0.6494005	-0.5759668
temp + nitrate	Atlantic	(26.75,27]	-0.6035395	-0.6366092	-0.5704698
temp + nitrate	Atlantic	(27,27.25]	-0.5705789	-0.6032911	-0.5378666
temp + nitrate	Atlantic	(27.25,27.5]	-0.6499948	-0.6828205	-0.6171692
temp + nitrate	Atlantic	(27.5,27.75]	-0.6810262	-0.6862159	-0.6758365
temp + nitrate	Atlantic	(27.75,27.85]	-0.5956715	-0.6267938	-0.5645493
temp + nitrate	Atlantic	(27.85,27.95]	-0.5735511	-0.6268109	-0.5202912
temp + nitrate	Atlantic	(27.95,28.05]	-0.6942556	-0.7061422	-0.6823690
temp + nitrate	Atlantic	(28.05,28.1]	-0.7685340	-0.7740332	-0.7630348
temp + nitrate	Atlantic	(28.1,28.15]	-0.7668431	-0.7928275	-0.7408588
temp + nitrate	Atlantic	(28.15,28.2]	-0.6201444	-0.7521510	-0.4881379
temp + nitrate	Atlantic	(28.2, Inf]	-0.2755551	-0.3213546	-0.2297555
temp + nitrate	Indian	(-Inf,26]	-0.6419905	-0.6587145	-0.6252666
temp + nitrate	Indian	(26,26.5]	-0.6331408	-0.6826011	-0.5836804
temp + nitrate	Indian	(26.5,26.75]	-0.3600278	-0.4851756	-0.2348799
temp + nitrate	Indian	(26.75,27]	-0.0051629	-0.2251657	0.2148399
temp + nitrate	Indian	(27,27.25]	0.2640440	0.1613474	0.3667406
temp + nitrate	Indian	(27.25,27.5]	0.4904974	0.4878928	0.4931019
temp + nitrate	Indian	(27.5,27.75]	0.6392677	0.6082154	0.6703200
temp + nitrate	Indian	(27.75,27.85]	0.6800467	0.5889826	0.7711107
temp + nitrate	Indian	(27.85,27.95]	0.5307566	0.5173768	0.5441364
temp + nitrate	Indian	(27.95,28.05]	0.1758122	0.1258433	0.2257812
temp + nitrate	Indian	(28.05,28.1]	-0.0550517	-0.0958710	-0.0142325
temp + nitrate	Indian	(28.1, Inf]	0.0249830	-0.0840680	0.1340340
temp + nitrate	Pacific	(-Inf,26]	-0.4747835	-0.4797115	-0.4698554
temp + nitrate	Pacific	(26,26.5]	-0.3870937	-0.5353054	-0.2388819
temp + nitrate	Pacific	(26.5,26.75]	-0.1474679	-0.3645342	0.0695984
temp + nitrate	Pacific	(26.75,27]	-0.3469370	-0.4511701	-0.2427039
temp + nitrate	Pacific	(27,27.25]	-0.3447837	-0.3857396	-0.3038278
temp + nitrate	Pacific	(27.25,27.5]	-0.0811220	-0.1744473	0.0122033
temp + nitrate	Pacific	(27.5,27.75]	0.0365835	-0.0683918	0.1415587
temp + nitrate	Pacific	(27.75,27.85]	-0.1425272	-0.2868952	0.0018409
temp + nitrate	Pacific	(27.85,27.95]	-0.1890527	-0.3305007	-0.0476047
temp + nitrate	Pacific	(27.95,28.05]	-0.1050898	-0.2598527	0.0496732
temp + nitrate	Pacific	(28.05,28.1]	-0.0051534	-0.2088755	0.1985688
temp + nitrate	Pacific	(28.1, Inf]	0.6272338	0.5735157	0.6809519
temp + oxygen	Atlantic	(-Inf,26]	-0.3328910	-0.4948171	-0.1709650
temp + oxygen	Atlantic	(26,26.5]	-0.0776072	-0.1363212	-0.0188932
temp + oxygen	Atlantic	(26.5,26.75]	0.1989662	0.1464268	0.2515056
temp + oxygen	Atlantic	(26.75,27]	0.1264191	0.0629143	0.1899239
temp + oxygen	Atlantic	(27,27.25]	-0.1135585	-0.2506393	0.0235223
temp + oxygen	Atlantic	(27.25,27.5]	-0.1866218	-0.2831777	-0.0900660
temp + oxygen	Atlantic	(27.5,27.75]	-0.0430556	-0.0862844	0.0001733
temp + oxygen	Atlantic	(27.75,27.85]	-0.0614872	-0.0719253	-0.0510490
temp + oxygen	Atlantic	(27.85,27.95]	0.0478985	-0.0246204	0.1204175
temp + oxygen	Atlantic	(27.95,28.05]	0.2038054	0.1516479	0.2559629
temp + oxygen	Atlantic	(28.05,28.1]	0.4347455	0.4066165	0.4628745
temp + oxygen	Atlantic	(28.1,28.15]	0.5661747	0.5371800	0.5951694
temp + oxygen	Atlantic	(28.15,28.2]	0.5017982	0.3558378	0.6477585
temp + oxygen	Atlantic	(28.2, Inf]	-0.3844934	-0.4819228	-0.2870640
temp + oxygen	Indian	(-Inf,26]	0.4971783	0.4610277	0.5333290
temp + oxygen	Indian	(26,26.5]	0.4483559	0.3666706	0.5300413
temp + oxygen	Indian	(26.5,26.75]	0.1085656	-0.0263122	0.2434434
temp + oxygen	Indian	(26.75,27]	-0.4304900	-0.5747149	-0.2862652
temp + oxygen	Indian	(27,27.25]	-0.8077981	-0.8158131	-0.7997831
temp + oxygen	Indian	(27.25,27.5]	-0.8896278	-0.8986535	-0.8806021
temp + oxygen	Indian	(27.5,27.75]	-0.9157795	-0.9179410	-0.9136179
temp + oxygen	Indian	(27.75,27.85]	-0.9520530	-0.9642646	-0.9398413
temp + oxygen	Indian	(27.85,27.95]	-0.9174613	-0.9352324	-0.8996903
temp + oxygen	Indian	(27.95,28.05]	-0.7907151	-0.8477385	-0.7336916
temp + oxygen	Indian	(28.05,28.1]	-0.4748292	-0.5602967	-0.3893616
temp + oxygen	Indian	(28.1, Inf]	-0.8543000	-0.8557267	-0.8528734
temp + oxygen	Pacific	(-Inf,26]	-0.3217970	-0.3949496	-0.2486445
temp + oxygen	Pacific	(26,26.5]	-0.1304184	-0.2130243	-0.0478125
temp + oxygen	Pacific	(26.5,26.75]	-0.3988643	-0.5335030	-0.2642256
temp + oxygen	Pacific	(26.75,27]	-0.2050411	-0.3108580	-0.0992243
temp + oxygen	Pacific	(27,27.25]	0.0936147	0.0581753	0.1290540
temp + oxygen	Pacific	(27.25,27.5]	-0.0643045	-0.1526159	0.0240068
temp + oxygen	Pacific	(27.5,27.75]	-0.1439686	-0.2608652	-0.0270720
temp + oxygen	Pacific	(27.75,27.85]	0.0895763	-0.0922764	0.2714291
temp + oxygen	Pacific	(27.85,27.95]	0.1444922	-0.0251113	0.3140957
temp + oxygen	Pacific	(27.95,28.05]	-0.0173456	-0.2268351	0.1921440
temp + oxygen	Pacific	(28.05,28.1]	-0.1335086	-0.4023821	0.1353649
temp + oxygen	Pacific	(28.1, Inf]	-0.8648119	-0.8924048	-0.8372191
temp + phosphate	Atlantic	(-Inf,26]	-0.5818294	-0.6365664	-0.5270924
temp + phosphate	Atlantic	(26,26.5]	-0.7461395	-0.7560675	-0.7362116
temp + phosphate	Atlantic	(26.5,26.75]	-0.7296799	-0.7577361	-0.7016237
temp + phosphate	Atlantic	(26.75,27]	-0.6975898	-0.7266890	-0.6684906
temp + phosphate	Atlantic	(27,27.25]	-0.6616491	-0.6869196	-0.6363786
temp + phosphate	Atlantic	(27.25,27.5]	-0.7229341	-0.7522109	-0.6936572
temp + phosphate	Atlantic	(27.5,27.75]	-0.7307571	-0.7329412	-0.7285730
temp + phosphate	Atlantic	(27.75,27.85]	-0.6405849	-0.6670094	-0.6141604
temp + phosphate	Atlantic	(27.85,27.95]	-0.5969998	-0.6475931	-0.5464064
temp + phosphate	Atlantic	(27.95,28.05]	-0.7026342	-0.7158631	-0.6894053
temp + phosphate	Atlantic	(28.05,28.1]	-0.7799900	-0.7828139	-0.7771661
temp + phosphate	Atlantic	(28.1,28.15]	-0.7827902	-0.8069132	-0.7586673
temp + phosphate	Atlantic	(28.15,28.2]	-0.6263637	-0.7567815	-0.4959458
temp + phosphate	Atlantic	(28.2, Inf]	-0.2816807	-0.3271688	-0.2361927
temp + phosphate	Indian	(-Inf,26]	-0.6075263	-0.6490751	-0.5659776
temp + phosphate	Indian	(26,26.5]	-0.5761569	-0.6737298	-0.4785840
temp + phosphate	Indian	(26.5,26.75]	-0.2923800	-0.4671106	-0.1176493
temp + phosphate	Indian	(26.75,27]	0.0744559	-0.1897935	0.3387052
temp + phosphate	Indian	(27,27.25]	0.3902681	0.2132673	0.5672689
temp + phosphate	Indian	(27.25,27.5]	0.6254511	0.5513602	0.6995421
temp + phosphate	Indian	(27.5,27.75]	0.7781747	0.7694265	0.7869230
temp + phosphate	Indian	(27.75,27.85]	0.7686241	0.7082709	0.8289772
temp + phosphate	Indian	(27.85,27.95]	0.5682309	0.5302189	0.6062428
temp + phosphate	Indian	(27.95,28.05]	0.2128949	0.1611801	0.2646097
temp + phosphate	Indian	(28.05,28.1]	-0.0280008	-0.0797431	0.0237415
temp + phosphate	Indian	(28.1, Inf]	0.0239057	-0.1130993	0.1609108
temp + phosphate	Pacific	(-Inf,26]	-0.3432869	-0.3568211	-0.3297528
temp + phosphate	Pacific	(26,26.5]	-0.3162706	-0.4462723	-0.1862689
temp + phosphate	Pacific	(26.5,26.75]	-0.0970888	-0.3103133	0.1161357
temp + phosphate	Pacific	(26.75,27]	-0.3535314	-0.4564135	-0.2506492
temp + phosphate	Pacific	(27,27.25]	-0.3463555	-0.3818181	-0.3108928
temp + phosphate	Pacific	(27.25,27.5]	-0.0827212	-0.1711776	0.0057351
temp + phosphate	Pacific	(27.5,27.75]	0.0531972	-0.0524467	0.1588410
temp + phosphate	Pacific	(27.75,27.85]	-0.1166735	-0.2647303	0.0313833
temp + phosphate	Pacific	(27.85,27.95]	-0.1849511	-0.3236980	-0.0462042
temp + phosphate	Pacific	(27.95,28.05]	-0.1101168	-0.2663257	0.0460921
temp + phosphate	Pacific	(28.05,28.1]	0.0059664	-0.1791996	0.1911324
temp + phosphate	Pacific	(28.1, Inf]	0.6179393	0.5581717	0.6777068
temp + silicate	Atlantic	(-Inf,26]	-0.6507414	-0.7361288	-0.5653539
temp + silicate	Atlantic	(26,26.5]	-0.6757861	-0.6764175	-0.6751547
temp + silicate	Atlantic	(26.5,26.75]	-0.6794208	-0.7052769	-0.6535647
temp + silicate	Atlantic	(26.75,27]	-0.6533432	-0.6888322	-0.6178542
temp + silicate	Atlantic	(27,27.25]	-0.6443910	-0.6793966	-0.6093855
temp + silicate	Atlantic	(27.25,27.5]	-0.7851883	-0.8014952	-0.7688814
temp + silicate	Atlantic	(27.5,27.75]	-0.7777088	-0.7814793	-0.7739384
temp + silicate	Atlantic	(27.75,27.85]	-0.6521521	-0.6673570	-0.6369472
temp + silicate	Atlantic	(27.85,27.95]	-0.6669012	-0.7070060	-0.6267964
temp + silicate	Atlantic	(27.95,28.05]	-0.7441434	-0.7533930	-0.7348938
temp + silicate	Atlantic	(28.05,28.1]	-0.7750052	-0.7771921	-0.7728184
temp + silicate	Atlantic	(28.1,28.15]	-0.7737243	-0.7992390	-0.7482096
temp + silicate	Atlantic	(28.15,28.2]	-0.5813365	-0.7140957	-0.4485773
temp + silicate	Atlantic	(28.2, Inf]	-0.1726717	-0.1792550	-0.1660884
temp + silicate	Indian	(-Inf,26]	-0.6952715	-0.7265843	-0.6639587
temp + silicate	Indian	(26,26.5]	-0.6382661	-0.6578521	-0.6186801
temp + silicate	Indian	(26.5,26.75]	-0.3131419	-0.3721119	-0.2541718
temp + silicate	Indian	(26.75,27]	0.2157768	0.0831949	0.3483586
temp + silicate	Indian	(27,27.25]	0.4481098	0.4111629	0.4850567
temp + silicate	Indian	(27.25,27.5]	0.5349677	0.5179507	0.5519847
temp + silicate	Indian	(27.5,27.75]	0.5682509	0.5073018	0.6291999
temp + silicate	Indian	(27.75,27.85]	0.6908431	0.6610281	0.7206582
temp + silicate	Indian	(27.85,27.95]	0.5312453	0.4874107	0.5750799
temp + silicate	Indian	(27.95,28.05]	0.3118858	0.3080498	0.3157218
temp + silicate	Indian	(28.05,28.1]	0.1469529	0.1309348	0.1629710
temp + silicate	Indian	(28.1, Inf]	-0.0786173	-0.1579596	0.0007249
temp + silicate	Pacific	(-Inf,26]	-0.6337410	-0.6449416	-0.6225405
temp + silicate	Pacific	(26,26.5]	-0.6610807	-0.7212947	-0.6008667
temp + silicate	Pacific	(26.5,26.75]	-0.6732566	-0.7440250	-0.6024883
temp + silicate	Pacific	(26.75,27]	-0.7358367	-0.7441207	-0.7275527
temp + silicate	Pacific	(27,27.25]	-0.5812502	-0.5870249	-0.5754756
temp + silicate	Pacific	(27.25,27.5]	-0.3754386	-0.4103203	-0.3405569
temp + silicate	Pacific	(27.5,27.75]	-0.2450824	-0.2949951	-0.1951696
temp + silicate	Pacific	(27.75,27.85]	-0.2299200	-0.3808591	-0.0789808
temp + silicate	Pacific	(27.85,27.95]	-0.3036699	-0.4558121	-0.1515277
temp + silicate	Pacific	(27.95,28.05]	-0.2169855	-0.4141218	-0.0198492
temp + silicate	Pacific	(28.05,28.1]	-0.0029822	-0.2082844	0.2023200
temp + silicate	Pacific	(28.1, Inf]	0.5472618	0.4697586	0.6247649

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
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]	0.5419032	0.4567182	0.6270882
aou	Atlantic	(26,26.5]	-0.0774997	-0.1744424	0.0194430
aou	Atlantic	(26.5,26.75]	-0.4447539	-0.4763670	-0.4131408
aou	Atlantic	(26.75,27]	-0.4300480	-0.4649571	-0.3951390
aou	Atlantic	(27,27.25]	-0.3781619	-0.4508133	-0.3055105
aou	Atlantic	(27.25,27.5]	-0.4499624	-0.4571181	-0.4428068
aou	Atlantic	(27.5,27.75]	-0.7447932	-0.7471638	-0.7424227
aou	Atlantic	(27.75,27.85]	-0.8421986	-0.8496619	-0.8347353
aou	Atlantic	(27.85,27.95]	-0.8790441	-0.8952527	-0.8628356
aou	Atlantic	(27.95,28.05]	-0.8503433	-0.8712966	-0.8293900
aou	Atlantic	(28.05,28.1]	-0.8595645	-0.8656735	-0.8534555
aou	Atlantic	(28.1,28.15]	-0.8982090	-0.9030753	-0.8933427
aou	Atlantic	(28.15,28.2]	-0.9292128	-0.9304819	-0.9279438
aou	Atlantic	(28.2, Inf]	-0.6165858	-0.7748179	-0.4583537
aou	Indian	(-Inf,26]	-0.7612612	-0.7806472	-0.7418753
aou	Indian	(26,26.5]	-0.9307050	-0.9372853	-0.9241248
aou	Indian	(26.5,26.75]	-0.8609861	-0.8978935	-0.8240787
aou	Indian	(26.75,27]	-0.5296492	-0.5984504	-0.4608481
aou	Indian	(27,27.25]	0.1108328	-0.0417499	0.2634154
aou	Indian	(27.25,27.5]	0.5463783	0.4954126	0.5973440
aou	Indian	(27.5,27.75]	0.4280275	0.2799844	0.5760707
aou	Indian	(27.75,27.85]	0.1391497	-0.0537859	0.3320853
aou	Indian	(27.85,27.95]	0.0736258	-0.1379381	0.2851897
aou	Indian	(27.95,28.05]	0.0172307	-0.1855624	0.2200238
aou	Indian	(28.05,28.1]	-0.0389172	-0.1538891	0.0760548
aou	Indian	(28.1, Inf]	0.2738164	0.1946878	0.3529450
aou	Pacific	(-Inf,26]	-0.1131844	-0.1537965	-0.0725724
aou	Pacific	(26,26.5]	-0.6435200	-0.6852195	-0.6018204
aou	Pacific	(26.5,26.75]	-0.4994253	-0.5270051	-0.4718455
aou	Pacific	(26.75,27]	-0.4697467	-0.5370792	-0.4024143
aou	Pacific	(27,27.25]	0.1261975	0.0921279	0.1602671
aou	Pacific	(27.25,27.5]	0.5762997	0.5306707	0.6219286
aou	Pacific	(27.5,27.75]	0.7185157	0.6781031	0.7589282
aou	Pacific	(27.75,27.85]	0.8117334	0.7910298	0.8324370
aou	Pacific	(27.85,27.95]	0.7592270	0.7280941	0.7903599
aou	Pacific	(27.95,28.05]	0.5391611	0.5104016	0.5679205
aou	Pacific	(28.05,28.1]	0.3292727	0.3118923	0.3466531
aou	Pacific	(28.1, Inf]	0.3212576	0.3083601	0.3341551
nitrate	Atlantic	(-Inf,26]	0.3252727	0.2470800	0.4034655
nitrate	Atlantic	(26,26.5]	-0.3071683	-0.3927667	-0.2215700
nitrate	Atlantic	(26.5,26.75]	-0.6105807	-0.6352352	-0.5859261
nitrate	Atlantic	(26.75,27]	-0.6683610	-0.7105566	-0.6261654
nitrate	Atlantic	(27,27.25]	-0.7650183	-0.7670873	-0.7629494
nitrate	Atlantic	(27.25,27.5]	-0.8811757	-0.8993782	-0.8629732
nitrate	Atlantic	(27.5,27.75]	-0.9568156	-0.9621628	-0.9514684
nitrate	Atlantic	(27.75,27.85]	-0.9579741	-0.9633856	-0.9525626
nitrate	Atlantic	(27.85,27.95]	-0.9377199	-0.9483128	-0.9271271
nitrate	Atlantic	(27.95,28.05]	-0.9181222	-0.9231304	-0.9131139
nitrate	Atlantic	(28.05,28.1]	-0.9103262	-0.9142689	-0.9063835
nitrate	Atlantic	(28.1,28.15]	-0.9251434	-0.9274240	-0.9228629
nitrate	Atlantic	(28.15,28.2]	-0.9580452	-0.9597356	-0.9563547
nitrate	Atlantic	(28.2, Inf]	-0.9168513	-0.9565392	-0.8771633
nitrate	Indian	(-Inf,26]	-0.7537039	-0.7859045	-0.7215032
nitrate	Indian	(26,26.5]	-0.9332444	-0.9375134	-0.9289755
nitrate	Indian	(26.5,26.75]	-0.9095722	-0.9261240	-0.8930203
nitrate	Indian	(26.75,27]	-0.7347560	-0.7392130	-0.7302990
nitrate	Indian	(27,27.25]	-0.2842171	-0.2928362	-0.2755980
nitrate	Indian	(27.25,27.5]	0.3315531	0.3264009	0.3367053
nitrate	Indian	(27.5,27.75]	0.3755624	0.2516413	0.4994835
nitrate	Indian	(27.75,27.85]	0.0059369	-0.1179171	0.1297909
nitrate	Indian	(27.85,27.95]	-0.1465447	-0.2675226	-0.0255668
nitrate	Indian	(27.95,28.05]	-0.3247874	-0.3896103	-0.2599645
nitrate	Indian	(28.05,28.1]	-0.2763624	-0.3121668	-0.2405579
nitrate	Indian	(28.1, Inf]	-0.1705900	-0.2094731	-0.1317069
nitrate	Pacific	(-Inf,26]	-0.1524358	-0.1846158	-0.1202557
nitrate	Pacific	(26,26.5]	-0.7327759	-0.7964503	-0.6691016
nitrate	Pacific	(26.5,26.75]	-0.6586691	-0.7317784	-0.5855598
nitrate	Pacific	(26.75,27]	-0.6218647	-0.7011936	-0.5425358
nitrate	Pacific	(27,27.25]	0.0769063	0.0418153	0.1119973
nitrate	Pacific	(27.25,27.5]	0.4966522	0.4388013	0.5545030
nitrate	Pacific	(27.5,27.75]	0.6434425	0.5975355	0.6893496
nitrate	Pacific	(27.75,27.85]	0.7637781	0.7433171	0.7842391
nitrate	Pacific	(27.85,27.95]	0.7147927	0.6820973	0.7474882
nitrate	Pacific	(27.95,28.05]	0.4923615	0.4567584	0.5279645
nitrate	Pacific	(28.05,28.1]	0.2907163	0.2844408	0.2969918
nitrate	Pacific	(28.1, Inf]	0.2908565	0.2713023	0.3104107
oxygen	Atlantic	(-Inf,26]	-0.5277050	-0.6031501	-0.4522599
oxygen	Atlantic	(26,26.5]	-0.1628523	-0.2246003	-0.1011044
oxygen	Atlantic	(26.5,26.75]	0.2890679	0.2400778	0.3380581
oxygen	Atlantic	(26.75,27]	0.2673517	0.2335246	0.3011788
oxygen	Atlantic	(27,27.25]	0.1651235	0.0685032	0.2617437
oxygen	Atlantic	(27.25,27.5]	0.1665186	0.1451710	0.1878662
oxygen	Atlantic	(27.5,27.75]	0.4873903	0.4707057	0.5040749
oxygen	Atlantic	(27.75,27.85]	0.6436430	0.6423554	0.6449305
oxygen	Atlantic	(27.85,27.95]	0.7739456	0.7524177	0.7954735
oxygen	Atlantic	(27.95,28.05]	0.7537817	0.7175898	0.7899736
oxygen	Atlantic	(28.05,28.1]	0.8018425	0.7818015	0.8218836
oxygen	Atlantic	(28.1,28.15]	0.8752325	0.8632903	0.8871748
oxygen	Atlantic	(28.15,28.2]	0.9234320	0.9193253	0.9275387
oxygen	Atlantic	(28.2, Inf]	0.4791817	0.2864971	0.6718664
oxygen	Indian	(-Inf,26]	0.7862226	0.7730037	0.7994416
oxygen	Indian	(26,26.5]	0.9265445	0.9221941	0.9308948
oxygen	Indian	(26.5,26.75]	0.8411704	0.8010224	0.8813184
oxygen	Indian	(26.75,27]	0.4578989	0.3653478	0.5504501
oxygen	Indian	(27,27.25]	-0.1899796	-0.3662553	-0.0137039
oxygen	Indian	(27.25,27.5]	-0.5698148	-0.6316382	-0.5079914
oxygen	Indian	(27.5,27.75]	-0.4013372	-0.5520750	-0.2505995
oxygen	Indian	(27.75,27.85]	-0.1401290	-0.3312495	0.0509914
oxygen	Indian	(27.85,27.95]	-0.0964786	-0.3073632	0.1144059
oxygen	Indian	(27.95,28.05]	-0.0796973	-0.2914040	0.1320093
oxygen	Indian	(28.05,28.1]	-0.0131182	-0.1525824	0.1263460
oxygen	Indian	(28.1, Inf]	-0.3361924	-0.4264977	-0.2458872
oxygen	Pacific	(-Inf,26]	0.2545706	0.1934120	0.3157292
oxygen	Pacific	(26,26.5]	0.5589389	0.5359679	0.5819099
oxygen	Pacific	(26.5,26.75]	0.3980168	0.3953468	0.4006868
oxygen	Pacific	(26.75,27]	0.3724508	0.3102957	0.4346059
oxygen	Pacific	(27,27.25]	-0.0967659	-0.1337780	-0.0597538
oxygen	Pacific	(27.25,27.5]	-0.5309801	-0.5795142	-0.4824461
oxygen	Pacific	(27.5,27.75]	-0.6752879	-0.7238176	-0.6267581
oxygen	Pacific	(27.75,27.85]	-0.7946581	-0.8172238	-0.7720923
oxygen	Pacific	(27.85,27.95]	-0.7463908	-0.7782840	-0.7144976
oxygen	Pacific	(27.95,28.05]	-0.5326364	-0.5609331	-0.5043397
oxygen	Pacific	(28.05,28.1]	-0.3314649	-0.3469254	-0.3160045
oxygen	Pacific	(28.1, Inf]	-0.3157673	-0.3451810	-0.2863535
phosphate	Atlantic	(-Inf,26]	-0.0383855	-0.0633238	-0.0134472
phosphate	Atlantic	(26,26.5]	-0.5226466	-0.6183606	-0.4269325
phosphate	Atlantic	(26.5,26.75]	-0.7053459	-0.7191335	-0.6915583
phosphate	Atlantic	(26.75,27]	-0.7578836	-0.7945467	-0.7212204
phosphate	Atlantic	(27,27.25]	-0.8350353	-0.8398110	-0.8302596
phosphate	Atlantic	(27.25,27.5]	-0.9203882	-0.9334497	-0.9073267
phosphate	Atlantic	(27.5,27.75]	-0.9724926	-0.9755985	-0.9693867
phosphate	Atlantic	(27.75,27.85]	-0.9724634	-0.9744211	-0.9705058
phosphate	Atlantic	(27.85,27.95]	-0.9508882	-0.9572730	-0.9445034
phosphate	Atlantic	(27.95,28.05]	-0.9316425	-0.9344985	-0.9287866
phosphate	Atlantic	(28.05,28.1]	-0.9219301	-0.9281025	-0.9157577
phosphate	Atlantic	(28.1,28.15]	-0.9350684	-0.9417087	-0.9284282
phosphate	Atlantic	(28.15,28.2]	-0.9628090	-0.9629680	-0.9626501
phosphate	Atlantic	(28.2, Inf]	-0.9316977	-0.9655169	-0.8978785
phosphate	Indian	(-Inf,26]	-0.7665727	-0.7972148	-0.7359307
phosphate	Indian	(26,26.5]	-0.9390681	-0.9466129	-0.9315234
phosphate	Indian	(26.5,26.75]	-0.9118719	-0.9305726	-0.8931711
phosphate	Indian	(26.75,27]	-0.7356526	-0.7428972	-0.7284079
phosphate	Indian	(27,27.25]	-0.2915618	-0.2945506	-0.2885730
phosphate	Indian	(27.25,27.5]	0.3127582	0.3121925	0.3133239
phosphate	Indian	(27.5,27.75]	0.2960555	0.1568660	0.4352450
phosphate	Indian	(27.75,27.85]	-0.0620113	-0.2027535	0.0787310
phosphate	Indian	(27.85,27.95]	-0.2067365	-0.3472036	-0.0662694
phosphate	Indian	(27.95,28.05]	-0.3691144	-0.4508410	-0.2873877
phosphate	Indian	(28.05,28.1]	-0.3350508	-0.3530089	-0.3170927
phosphate	Indian	(28.1, Inf]	-0.3138671	-0.3488956	-0.2788387
phosphate	Pacific	(-Inf,26]	-0.1637774	-0.1958420	-0.1317127
phosphate	Pacific	(26,26.5]	-0.7819444	-0.8263586	-0.7375303
phosphate	Pacific	(26.5,26.75]	-0.7240345	-0.7812662	-0.6668028
phosphate	Pacific	(26.75,27]	-0.6698297	-0.7406439	-0.5990155
phosphate	Pacific	(27,27.25]	0.0590406	0.0273073	0.0907739
phosphate	Pacific	(27.25,27.5]	0.4912496	0.4336491	0.5488501
phosphate	Pacific	(27.5,27.75]	0.6158044	0.5627967	0.6688122
phosphate	Pacific	(27.75,27.85]	0.7220051	0.6909193	0.7530909
phosphate	Pacific	(27.85,27.95]	0.6628471	0.6209103	0.7047839
phosphate	Pacific	(27.95,28.05]	0.3961221	0.3589408	0.4333034
phosphate	Pacific	(28.05,28.1]	0.1475925	0.1391243	0.1560608
phosphate	Pacific	(28.1, Inf]	0.1341566	0.1212395	0.1470736
sal	Atlantic	(-Inf,26]	0.2486205	0.2099077	0.2873332
sal	Atlantic	(26,26.5]	0.6882623	0.5645722	0.8119524
sal	Atlantic	(26.5,26.75]	0.7973769	0.7193344	0.8754193
sal	Atlantic	(26.75,27]	0.8863703	0.8834665	0.8892740
sal	Atlantic	(27,27.25]	0.8877483	0.8831431	0.8923536
sal	Atlantic	(27.25,27.5]	0.8729286	0.8469482	0.8989091
sal	Atlantic	(27.5,27.75]	0.8075489	0.7959232	0.8191746
sal	Atlantic	(27.75,27.85]	0.6815320	0.6811875	0.6818764
sal	Atlantic	(27.85,27.95]	0.5830631	0.5630136	0.6031126
sal	Atlantic	(27.95,28.05]	0.6356352	0.6278136	0.6434567
sal	Atlantic	(28.05,28.1]	0.7390219	0.7164504	0.7615933
sal	Atlantic	(28.1,28.15]	0.7851708	0.7507605	0.8195811
sal	Atlantic	(28.15,28.2]	0.8804108	0.8702589	0.8905627
sal	Atlantic	(28.2, Inf]	0.9003302	0.8779042	0.9227561
sal	Indian	(-Inf,26]	0.6827361	0.6216474	0.7438247
sal	Indian	(26,26.5]	0.6799814	0.5504126	0.8095503
sal	Indian	(26.5,26.75]	0.4598139	0.2550057	0.6646222
sal	Indian	(26.75,27]	0.3024367	0.0186492	0.5862242
sal	Indian	(27,27.25]	0.3922022	0.1422038	0.6422006
sal	Indian	(27.25,27.5]	0.5419857	0.4202716	0.6636997
sal	Indian	(27.5,27.75]	0.4064182	0.1885931	0.6242434
sal	Indian	(27.75,27.85]	0.1929403	-0.0331457	0.4190262
sal	Indian	(27.85,27.95]	0.2340915	0.0102358	0.4579472
sal	Indian	(27.95,28.05]	0.4129760	0.2466858	0.5792662
sal	Indian	(28.05,28.1]	0.4193432	0.3181892	0.5204973
sal	Indian	(28.1, Inf]	0.4471043	0.3751794	0.5190291
sal	Pacific	(-Inf,26]	-0.0855191	-0.1098410	-0.0611973
sal	Pacific	(26,26.5]	0.3752789	0.2710037	0.4795542
sal	Pacific	(26.5,26.75]	0.3980960	0.2710500	0.5251420
sal	Pacific	(26.75,27]	0.3770253	0.3130713	0.4409793
sal	Pacific	(27,27.25]	-0.4030738	-0.4066414	-0.3995062
sal	Pacific	(27.25,27.5]	-0.4980227	-0.5274395	-0.4686058
sal	Pacific	(27.5,27.75]	-0.2976100	-0.3188415	-0.2763785
sal	Pacific	(27.75,27.85]	-0.4430043	-0.5778801	-0.3081284
sal	Pacific	(27.85,27.95]	-0.4412842	-0.5447079	-0.3378604
sal	Pacific	(27.95,28.05]	-0.2189752	-0.3097513	-0.1281992
sal	Pacific	(28.05,28.1]	-0.1303703	-0.1580709	-0.1026697
sal	Pacific	(28.1, Inf]	-0.0886740	-0.1749597	-0.0023882
silicate	Atlantic	(-Inf,26]	-0.1028527	-0.1099219	-0.0957836
silicate	Atlantic	(26,26.5]	-0.4821069	-0.5614305	-0.4027834
silicate	Atlantic	(26.5,26.75]	-0.6394099	-0.6418442	-0.6369755
silicate	Atlantic	(26.75,27]	-0.6887312	-0.7261728	-0.6512897
silicate	Atlantic	(27,27.25]	-0.7754546	-0.7789661	-0.7719431
silicate	Atlantic	(27.25,27.5]	-0.8799740	-0.8886768	-0.8712711
silicate	Atlantic	(27.5,27.75]	-0.8836314	-0.8887274	-0.8785355
silicate	Atlantic	(27.75,27.85]	-0.8849340	-0.8929384	-0.8769295
silicate	Atlantic	(27.85,27.95]	-0.8807895	-0.8977372	-0.8638419
silicate	Atlantic	(27.95,28.05]	-0.8825718	-0.8888127	-0.8763309
silicate	Atlantic	(28.05,28.1]	-0.8885026	-0.8943960	-0.8826092
silicate	Atlantic	(28.1,28.15]	-0.9161878	-0.9228131	-0.9095625
silicate	Atlantic	(28.15,28.2]	-0.9538840	-0.9549809	-0.9527871
silicate	Atlantic	(28.2, Inf]	-0.8610562	-0.9377714	-0.7843409
silicate	Indian	(-Inf,26]	-0.7388724	-0.7480209	-0.7297240
silicate	Indian	(26,26.5]	-0.9214475	-0.9224212	-0.9204739
silicate	Indian	(26.5,26.75]	-0.8766489	-0.9094256	-0.8438722
silicate	Indian	(26.75,27]	-0.5774896	-0.6375067	-0.5174725
silicate	Indian	(27,27.25]	-0.1027943	-0.1679345	-0.0376541
silicate	Indian	(27.25,27.5]	0.4480863	0.4467055	0.4494671
silicate	Indian	(27.5,27.75]	0.5520969	0.4875821	0.6166116
silicate	Indian	(27.75,27.85]	0.1584828	0.0142619	0.3027037
silicate	Indian	(27.85,27.95]	-0.0387797	-0.2152218	0.1376624
silicate	Indian	(27.95,28.05]	-0.1844875	-0.3357066	-0.0332685
silicate	Indian	(28.05,28.1]	-0.1907855	-0.2992461	-0.0823249
silicate	Indian	(28.1, Inf]	-0.2355658	-0.2788613	-0.1922703
silicate	Pacific	(-Inf,26]	-0.1246777	-0.1413683	-0.1079870
silicate	Pacific	(26,26.5]	-0.6737508	-0.7131520	-0.6343495
silicate	Pacific	(26.5,26.75]	-0.5867002	-0.6545875	-0.5188129
silicate	Pacific	(26.75,27]	-0.4764484	-0.5489113	-0.4039855
silicate	Pacific	(27,27.25]	0.3652786	0.3564985	0.3740586
silicate	Pacific	(27.25,27.5]	0.7925725	0.7740723	0.8110726
silicate	Pacific	(27.5,27.75]	0.8626248	0.8503566	0.8748930
silicate	Pacific	(27.75,27.85]	0.8388372	0.8212534	0.8564211
silicate	Pacific	(27.85,27.95]	0.7543757	0.7234718	0.7852795
silicate	Pacific	(27.95,28.05]	0.5168979	0.5001920	0.5336037
silicate	Pacific	(28.05,28.1]	0.3061825	0.2683216	0.3440434
silicate	Pacific	(28.1, Inf]	0.2580892	0.2367747	0.2794038
temp	Atlantic	(-Inf,26]	0.0361535	-0.0702022	0.1425092
temp	Atlantic	(26,26.5]	0.6666236	0.5566106	0.7766366
temp	Atlantic	(26.5,26.75]	0.7648979	0.6773299	0.8524660
temp	Atlantic	(26.75,27]	0.8420857	0.8338383	0.8503331
temp	Atlantic	(27,27.25]	0.8309650	0.8233799	0.8385500
temp	Atlantic	(27.25,27.5]	0.8265085	0.7924320	0.8605851
temp	Atlantic	(27.5,27.75]	0.7542651	0.7492209	0.7593092
temp	Atlantic	(27.75,27.85]	0.6651919	0.6524385	0.6779453
temp	Atlantic	(27.85,27.95]	0.5566966	0.5204241	0.5929691
temp	Atlantic	(27.95,28.05]	0.6315203	0.6268676	0.6361729
temp	Atlantic	(28.05,28.1]	0.6729435	0.6468209	0.6990661
temp	Atlantic	(28.1,28.15]	0.6615423	0.5969731	0.7261115
temp	Atlantic	(28.15,28.2]	0.5145726	0.3680433	0.6611020
temp	Atlantic	(28.2, Inf]	0.4131907	0.3134001	0.5129814
temp	Indian	(-Inf,26]	0.1532813	0.1048158	0.2017468
temp	Indian	(26,26.5]	0.4880609	0.4427943	0.5333274
temp	Indian	(26.5,26.75]	0.3918469	0.2422507	0.5414431
temp	Indian	(26.75,27]	0.4228728	0.1771888	0.6685567
temp	Indian	(27,27.25]	0.5460625	0.3250465	0.7670786
temp	Indian	(27.25,27.5]	0.5988849	0.4915323	0.7062376
temp	Indian	(27.5,27.75]	0.2431886	0.1028991	0.3834781
temp	Indian	(27.75,27.85]	0.1288161	-0.0445690	0.3022012
temp	Indian	(27.85,27.95]	0.1745826	-0.0086772	0.3578424
temp	Indian	(27.95,28.05]	0.3204604	0.1587113	0.4822095
temp	Indian	(28.05,28.1]	0.2917073	0.1427379	0.4406767
temp	Indian	(28.1, Inf]	0.4179909	0.3218336	0.5141482
temp	Pacific	(-Inf,26]	-0.3638843	-0.4097789	-0.3179897
temp	Pacific	(26,26.5]	0.4291070	0.3482806	0.5099335
temp	Pacific	(26.5,26.75]	0.4035013	0.2690058	0.5379968
temp	Pacific	(26.75,27]	0.4204285	0.3561555	0.4847015
temp	Pacific	(27,27.25]	-0.2669052	-0.2775814	-0.2562290
temp	Pacific	(27.25,27.5]	-0.4837867	-0.5211696	-0.4464039
temp	Pacific	(27.5,27.75]	-0.4170887	-0.4621847	-0.3719926
temp	Pacific	(27.75,27.85]	-0.4168305	-0.5718211	-0.2618400
temp	Pacific	(27.85,27.95]	-0.3878769	-0.5429984	-0.2327553
temp	Pacific	(27.95,28.05]	-0.1222639	-0.2740728	0.0295449
temp	Pacific	(28.05,28.1]	0.0186473	-0.0847328	0.1220275
temp	Pacific	(28.1, Inf]	0.2319522	0.1539075	0.3099969

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1