eMLR - assumption testing

workflowr

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Last updated: 2021-08-19

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	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.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
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	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
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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
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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.
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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.
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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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
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Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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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	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
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
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
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
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
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
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
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]	0.9027232	0.9011696	0.9042768
aou + nitrate	Atlantic	(26,26.5]	0.9148994	0.8986775	0.9311214
aou + nitrate	Atlantic	(26.5,26.75]	0.9548063	0.9394582	0.9701544
aou + nitrate	Atlantic	(26.75,27]	0.9221984	0.9053283	0.9390685
aou + nitrate	Atlantic	(27,27.25]	0.8145987	0.8103562	0.8188411
aou + nitrate	Atlantic	(27.25,27.5]	0.7372691	0.7125835	0.7619547
aou + nitrate	Atlantic	(27.5,27.75]	0.8564928	0.8506502	0.8623355
aou + nitrate	Atlantic	(27.75,27.85]	0.9293837	0.9130450	0.9457225
aou + nitrate	Atlantic	(27.85,27.95]	0.9443113	0.9372126	0.9514099
aou + nitrate	Atlantic	(27.95,28.05]	0.9441022	0.9405650	0.9476393
aou + nitrate	Atlantic	(28.05,28.1]	0.9625148	0.9577954	0.9672342
aou + nitrate	Atlantic	(28.1,28.15]	0.9786265	0.9760888	0.9811642
aou + nitrate	Atlantic	(28.15,28.2]	0.9880163	0.9862576	0.9897750
aou + nitrate	Atlantic	(28.2, Inf]	0.8887535	0.8837140	0.8937929
aou + nitrate	Indian	(-Inf,26]	0.9894578	0.9847612	0.9941545
aou + nitrate	Indian	(26,26.5]	0.9842357	0.9796449	0.9888266
aou + nitrate	Indian	(26.5,26.75]	0.9764767	0.9756974	0.9772559
aou + nitrate	Indian	(26.75,27]	0.9301035	0.9138138	0.9463933
aou + nitrate	Indian	(27,27.25]	0.8410298	0.8000356	0.8820241
aou + nitrate	Indian	(27.25,27.5]	0.8950462	0.8811587	0.9089336
aou + nitrate	Indian	(27.5,27.75]	0.9284359	0.9056679	0.9512038
aou + nitrate	Indian	(27.75,27.85]	0.8697068	0.8109530	0.9284606
aou + nitrate	Indian	(27.85,27.95]	0.8545132	0.8123261	0.8967003
aou + nitrate	Indian	(27.95,28.05]	0.7924252	0.7142329	0.8706176
aou + nitrate	Indian	(28.05,28.1]	0.8921388	0.8401270	0.9441506
aou + nitrate	Indian	(28.1, Inf]	0.6018093	0.5180558	0.6855629
aou + nitrate	Pacific	(-Inf,26]	0.8872024	0.8655538	0.9088510
aou + nitrate	Pacific	(26,26.5]	0.8984187	0.8834963	0.9133411
aou + nitrate	Pacific	(26.5,26.75]	0.8862471	0.8689909	0.9035033
aou + nitrate	Pacific	(26.75,27]	0.9266604	0.9138811	0.9394397
aou + nitrate	Pacific	(27,27.25]	0.9728149	0.9725459	0.9730839
aou + nitrate	Pacific	(27.25,27.5]	0.9794922	0.9780721	0.9809123
aou + nitrate	Pacific	(27.5,27.75]	0.9824605	0.9817031	0.9832179
aou + nitrate	Pacific	(27.75,27.85]	0.9889604	0.9884107	0.9895101
aou + nitrate	Pacific	(27.85,27.95]	0.9891050	0.9875672	0.9906428
aou + nitrate	Pacific	(27.95,28.05]	0.9785395	0.9729016	0.9841774
aou + nitrate	Pacific	(28.05,28.1]	0.9771135	0.9672064	0.9870206
aou + nitrate	Pacific	(28.1, Inf]	0.9609534	0.9552802	0.9666266
aou + oxygen	Atlantic	(-Inf,26]	-0.9586642	-0.9706618	-0.9466665
aou + oxygen	Atlantic	(26,26.5]	-0.9236986	-0.9268504	-0.9205468
aou + oxygen	Atlantic	(26.5,26.75]	-0.9659519	-0.9722225	-0.9596813
aou + oxygen	Atlantic	(26.75,27]	-0.9752835	-0.9785637	-0.9720034
aou + oxygen	Atlantic	(27,27.25]	-0.9646689	-0.9681444	-0.9611933
aou + oxygen	Atlantic	(27.25,27.5]	-0.9408766	-0.9464016	-0.9353517
aou + oxygen	Atlantic	(27.5,27.75]	-0.9190521	-0.9200008	-0.9181033
aou + oxygen	Atlantic	(27.75,27.85]	-0.9487738	-0.9609721	-0.9365756
aou + oxygen	Atlantic	(27.85,27.95]	-0.9726076	-0.9763631	-0.9688521
aou + oxygen	Atlantic	(27.95,28.05]	-0.9745358	-0.9750893	-0.9739823
aou + oxygen	Atlantic	(28.05,28.1]	-0.9835052	-0.9836533	-0.9833572
aou + oxygen	Atlantic	(28.1,28.15]	-0.9906915	-0.9914636	-0.9899194
aou + oxygen	Atlantic	(28.15,28.2]	-0.9951023	-0.9960755	-0.9941291
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790492	-0.9804735	-0.9776249
aou + oxygen	Indian	(-Inf,26]	-0.9960166	-0.9966004	-0.9954328
aou + oxygen	Indian	(26,26.5]	-0.9971773	-0.9972166	-0.9971380
aou + oxygen	Indian	(26.5,26.75]	-0.9980287	-0.9984223	-0.9976351
aou + oxygen	Indian	(26.75,27]	-0.9948011	-0.9972407	-0.9923614
aou + oxygen	Indian	(27,27.25]	-0.9940510	-0.9960222	-0.9920799
aou + oxygen	Indian	(27.25,27.5]	-0.9959859	-0.9968536	-0.9951182
aou + oxygen	Indian	(27.5,27.75]	-0.9968140	-0.9971941	-0.9964340
aou + oxygen	Indian	(27.75,27.85]	-0.9973679	-0.9981329	-0.9966029
aou + oxygen	Indian	(27.85,27.95]	-0.9949879	-0.9956756	-0.9943002
aou + oxygen	Indian	(27.95,28.05]	-0.9899855	-0.9918202	-0.9881508
aou + oxygen	Indian	(28.05,28.1]	-0.9898323	-0.9944474	-0.9852173
aou + oxygen	Indian	(28.1, Inf]	-0.9847181	-0.9881686	-0.9812677
aou + oxygen	Pacific	(-Inf,26]	-0.8907664	-0.9005133	-0.8810195
aou + oxygen	Pacific	(26,26.5]	-0.9781886	-0.9792918	-0.9770854
aou + oxygen	Pacific	(26.5,26.75]	-0.9810197	-0.9823146	-0.9797248
aou + oxygen	Pacific	(26.75,27]	-0.9809802	-0.9847553	-0.9772051
aou + oxygen	Pacific	(27,27.25]	-0.9941240	-0.9941455	-0.9941025
aou + oxygen	Pacific	(27.25,27.5]	-0.9962071	-0.9962913	-0.9961228
aou + oxygen	Pacific	(27.5,27.75]	-0.9964516	-0.9970196	-0.9958837
aou + oxygen	Pacific	(27.75,27.85]	-0.9982682	-0.9990439	-0.9974925
aou + oxygen	Pacific	(27.85,27.95]	-0.9986142	-0.9991668	-0.9980616
aou + oxygen	Pacific	(27.95,28.05]	-0.9980831	-0.9987496	-0.9974166
aou + oxygen	Pacific	(28.05,28.1]	-0.9989833	-0.9991614	-0.9988051
aou + oxygen	Pacific	(28.1, Inf]	-0.9957869	-0.9966023	-0.9949715
aou + phosphate	Atlantic	(-Inf,26]	0.3104204	0.2424297	0.3784111
aou + phosphate	Atlantic	(26,26.5]	0.7589203	0.7153359	0.8025046
aou + phosphate	Atlantic	(26.5,26.75]	0.8848528	0.8479649	0.9217408
aou + phosphate	Atlantic	(26.75,27]	0.8566300	0.8231194	0.8901407
aou + phosphate	Atlantic	(27,27.25]	0.7319239	0.7192272	0.7446206
aou + phosphate	Atlantic	(27.25,27.5]	0.6653040	0.6318989	0.6987092
aou + phosphate	Atlantic	(27.5,27.75]	0.8242363	0.8188136	0.8296590
aou + phosphate	Atlantic	(27.75,27.85]	0.9108614	0.8907508	0.9309720
aou + phosphate	Atlantic	(27.85,27.95]	0.9363982	0.9290715	0.9437248
aou + phosphate	Atlantic	(27.95,28.05]	0.9410911	0.9386683	0.9435140
aou + phosphate	Atlantic	(28.05,28.1]	0.9585377	0.9533282	0.9637471
aou + phosphate	Atlantic	(28.1,28.15]	0.9747905	0.9706444	0.9789366
aou + phosphate	Atlantic	(28.15,28.2]	0.9876081	0.9862732	0.9889429
aou + phosphate	Atlantic	(28.2, Inf]	0.8847568	0.8805569	0.8889567
aou + phosphate	Indian	(-Inf,26]	0.9968770	0.9964153	0.9973386
aou + phosphate	Indian	(26,26.5]	0.9942302	0.9925548	0.9959055
aou + phosphate	Indian	(26.5,26.75]	0.9870808	0.9810856	0.9930760
aou + phosphate	Indian	(26.75,27]	0.9498584	0.9264891	0.9732276
aou + phosphate	Indian	(27,27.25]	0.8842461	0.8276159	0.9408762
aou + phosphate	Indian	(27.25,27.5]	0.9308880	0.9100709	0.9517051
aou + phosphate	Indian	(27.5,27.75]	0.9567390	0.9496130	0.9638651
aou + phosphate	Indian	(27.75,27.85]	0.9240816	0.9004561	0.9477071
aou + phosphate	Indian	(27.85,27.95]	0.8698030	0.8331889	0.9064171
aou + phosphate	Indian	(27.95,28.05]	0.8092414	0.7416579	0.8768250
aou + phosphate	Indian	(28.05,28.1]	0.8977341	0.8494050	0.9460632
aou + phosphate	Indian	(28.1, Inf]	0.5878439	0.5124440	0.6632439
aou + phosphate	Pacific	(-Inf,26]	0.9164813	0.9059896	0.9269729
aou + phosphate	Pacific	(26,26.5]	0.9456837	0.9437788	0.9475885
aou + phosphate	Pacific	(26.5,26.75]	0.9219158	0.9151029	0.9287287
aou + phosphate	Pacific	(26.75,27]	0.9377966	0.9218708	0.9537223
aou + phosphate	Pacific	(27,27.25]	0.9813409	0.9795794	0.9831024
aou + phosphate	Pacific	(27.25,27.5]	0.9844795	0.9838367	0.9851222
aou + phosphate	Pacific	(27.5,27.75]	0.9826315	0.9817503	0.9835127
aou + phosphate	Pacific	(27.75,27.85]	0.9869669	0.9860097	0.9879240
aou + phosphate	Pacific	(27.85,27.95]	0.9876464	0.9873278	0.9879651
aou + phosphate	Pacific	(27.95,28.05]	0.9819201	0.9811952	0.9826449
aou + phosphate	Pacific	(28.05,28.1]	0.9780943	0.9733501	0.9828385
aou + phosphate	Pacific	(28.1, Inf]	0.9567577	0.9546413	0.9588742
aou + silicate	Atlantic	(-Inf,26]	0.1350205	0.0656849	0.2043560
aou + silicate	Atlantic	(26,26.5]	0.6857497	0.6841858	0.6873136
aou + silicate	Atlantic	(26.5,26.75]	0.8846724	0.8727598	0.8965851
aou + silicate	Atlantic	(26.75,27]	0.8527719	0.8436771	0.8618667
aou + silicate	Atlantic	(27,27.25]	0.7058712	0.7016376	0.7101048
aou + silicate	Atlantic	(27.25,27.5]	0.4459818	0.3891279	0.5028356
aou + silicate	Atlantic	(27.5,27.75]	0.5988509	0.5735040	0.6241978
aou + silicate	Atlantic	(27.75,27.85]	0.8236402	0.8086378	0.8386427
aou + silicate	Atlantic	(27.85,27.95]	0.8763148	0.8717291	0.8809006
aou + silicate	Atlantic	(27.95,28.05]	0.9210705	0.9204800	0.9216609
aou + silicate	Atlantic	(28.05,28.1]	0.9632084	0.9573200	0.9690969
aou + silicate	Atlantic	(28.1,28.15]	0.9753584	0.9710160	0.9797007
aou + silicate	Atlantic	(28.15,28.2]	0.9862638	0.9859103	0.9866173
aou + silicate	Atlantic	(28.2, Inf]	0.8865889	0.8808641	0.8923137
aou + silicate	Indian	(-Inf,26]	0.9239842	0.8911229	0.9568455
aou + silicate	Indian	(26,26.5]	0.9434948	0.9276789	0.9593107
aou + silicate	Indian	(26.5,26.75]	0.9631936	0.9547059	0.9716813
aou + silicate	Indian	(26.75,27]	0.9739668	0.9725752	0.9753585
aou + silicate	Indian	(27,27.25]	0.9078984	0.9063360	0.9094609
aou + silicate	Indian	(27.25,27.5]	0.8800766	0.8560430	0.9041102
aou + silicate	Indian	(27.5,27.75]	0.8644425	0.8354265	0.8934584
aou + silicate	Indian	(27.75,27.85]	0.8742592	0.8553969	0.8931215
aou + silicate	Indian	(27.85,27.95]	0.8274137	0.7912502	0.8635772
aou + silicate	Indian	(27.95,28.05]	0.8548628	0.8177431	0.8919826
aou + silicate	Indian	(28.05,28.1]	0.9478815	0.9359969	0.9597661
aou + silicate	Indian	(28.1, Inf]	0.3902321	0.3742439	0.4062203
aou + silicate	Pacific	(-Inf,26]	0.5906778	0.5189279	0.6624278
aou + silicate	Pacific	(26,26.5]	0.6117558	0.5775219	0.6459897
aou + silicate	Pacific	(26.5,26.75]	0.4813411	0.4737118	0.4889704
aou + silicate	Pacific	(26.75,27]	0.6791994	0.6626636	0.6957353
aou + silicate	Pacific	(27,27.25]	0.8902247	0.8855106	0.8949388
aou + silicate	Pacific	(27.25,27.5]	0.9232298	0.9211806	0.9252791
aou + silicate	Pacific	(27.5,27.75]	0.9354826	0.9292810	0.9416841
aou + silicate	Pacific	(27.75,27.85]	0.9724935	0.9703863	0.9746007
aou + silicate	Pacific	(27.85,27.95]	0.9688342	0.9668713	0.9707971
aou + silicate	Pacific	(27.95,28.05]	0.9533207	0.9446009	0.9620404
aou + silicate	Pacific	(28.05,28.1]	0.9620957	0.9543855	0.9698060
aou + silicate	Pacific	(28.1, Inf]	0.8463536	0.8227737	0.8699335
nitrate + silicate	Atlantic	(-Inf,26]	0.3898319	0.2546780	0.5249858
nitrate + silicate	Atlantic	(26,26.5]	0.8413719	0.8058919	0.8768520
nitrate + silicate	Atlantic	(26.5,26.75]	0.9508623	0.9434011	0.9583236
nitrate + silicate	Atlantic	(26.75,27]	0.9388852	0.9378975	0.9398728
nitrate + silicate	Atlantic	(27,27.25]	0.9207246	0.9201647	0.9212845
nitrate + silicate	Atlantic	(27.25,27.5]	0.8588583	0.8399520	0.8777645
nitrate + silicate	Atlantic	(27.5,27.75]	0.8741085	0.8640619	0.8841551
nitrate + silicate	Atlantic	(27.75,27.85]	0.9478737	0.9471991	0.9485483
nitrate + silicate	Atlantic	(27.85,27.95]	0.9706285	0.9684215	0.9728354
nitrate + silicate	Atlantic	(27.95,28.05]	0.9826374	0.9812198	0.9840551
nitrate + silicate	Atlantic	(28.05,28.1]	0.9902694	0.9893534	0.9911853
nitrate + silicate	Atlantic	(28.1,28.15]	0.9914444	0.9905061	0.9923828
nitrate + silicate	Atlantic	(28.15,28.2]	0.9927971	0.9921923	0.9934020
nitrate + silicate	Atlantic	(28.2, Inf]	0.9835582	0.9815998	0.9855166
nitrate + silicate	Indian	(-Inf,26]	0.9523650	0.9408571	0.9638730
nitrate + silicate	Indian	(26,26.5]	0.9563629	0.9486649	0.9640608
nitrate + silicate	Indian	(26.5,26.75]	0.9627515	0.9603719	0.9651310
nitrate + silicate	Indian	(26.75,27]	0.9396440	0.9239403	0.9553477
nitrate + silicate	Indian	(27,27.25]	0.9266167	0.9217338	0.9314995
nitrate + silicate	Indian	(27.25,27.5]	0.9298120	0.9223744	0.9372497
nitrate + silicate	Indian	(27.5,27.75]	0.8501640	0.8424589	0.8578691
nitrate + silicate	Indian	(27.75,27.85]	0.7882013	0.7396667	0.8367359
nitrate + silicate	Indian	(27.85,27.95]	0.8502154	0.8371519	0.8632790
nitrate + silicate	Indian	(27.95,28.05]	0.8986651	0.8843150	0.9130152
nitrate + silicate	Indian	(28.05,28.1]	0.9467356	0.9304703	0.9630010
nitrate + silicate	Indian	(28.1, Inf]	0.8227166	0.8092740	0.8361591
nitrate + silicate	Pacific	(-Inf,26]	0.8052702	0.7994361	0.8111044
nitrate + silicate	Pacific	(26,26.5]	0.8021248	0.8006597	0.8035899
nitrate + silicate	Pacific	(26.5,26.75]	0.7289963	0.7102082	0.7477844
nitrate + silicate	Pacific	(26.75,27]	0.8094206	0.7965990	0.8222421
nitrate + silicate	Pacific	(27,27.25]	0.9003600	0.8933186	0.9074015
nitrate + silicate	Pacific	(27.25,27.5]	0.8953027	0.8943499	0.8962556
nitrate + silicate	Pacific	(27.5,27.75]	0.8995613	0.8938871	0.9052355
nitrate + silicate	Pacific	(27.75,27.85]	0.9491031	0.9469503	0.9512560
nitrate + silicate	Pacific	(27.85,27.95]	0.9604605	0.9560485	0.9648724
nitrate + silicate	Pacific	(27.95,28.05]	0.9430207	0.9154346	0.9706068
nitrate + silicate	Pacific	(28.05,28.1]	0.9474928	0.9234697	0.9715159
nitrate + silicate	Pacific	(28.1, Inf]	0.9130566	0.9066147	0.9194985
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8060670	-0.8112537	-0.8008804
oxygen + nitrate	Atlantic	(26,26.5]	-0.7146972	-0.7586464	-0.6707479
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8517200	-0.8946794	-0.8087606
oxygen + nitrate	Atlantic	(26.75,27]	-0.8205752	-0.8532959	-0.7878546
oxygen + nitrate	Atlantic	(27,27.25]	-0.6459185	-0.6475584	-0.6442786
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4878201	-0.5129865	-0.4626537
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6063473	-0.6181161	-0.5945786
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7738966	-0.8254126	-0.7223807
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8493597	-0.8685910	-0.8301284
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8561564	-0.8628262	-0.8494866
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9051475	-0.9128167	-0.8974783
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9468790	-0.9533471	-0.9404108
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9774342	-0.9796139	-0.9752546
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7974361	-0.7984755	-0.7963967
oxygen + nitrate	Indian	(-Inf,26]	-0.9759460	-0.9844674	-0.9674247
oxygen + nitrate	Indian	(26,26.5]	-0.9703940	-0.9766725	-0.9641154
oxygen + nitrate	Indian	(26.5,26.75]	-0.9626118	-0.9651241	-0.9600995
oxygen + nitrate	Indian	(26.75,27]	-0.8893531	-0.9209305	-0.8577758
oxygen + nitrate	Indian	(27,27.25]	-0.7792293	-0.8388075	-0.7196511
oxygen + nitrate	Indian	(27.25,27.5]	-0.8547208	-0.8756968	-0.8337447
oxygen + nitrate	Indian	(27.5,27.75]	-0.9084640	-0.9343668	-0.8825613
oxygen + nitrate	Indian	(27.75,27.85]	-0.8487343	-0.9148706	-0.7825980
oxygen + nitrate	Indian	(27.85,27.95]	-0.8099244	-0.8597819	-0.7600669
oxygen + nitrate	Indian	(27.95,28.05]	-0.7073600	-0.8060560	-0.6086639
oxygen + nitrate	Indian	(28.05,28.1]	-0.8268141	-0.9081286	-0.7454997
oxygen + nitrate	Indian	(28.1, Inf]	-0.4662801	-0.5709988	-0.3615615
oxygen + nitrate	Pacific	(-Inf,26]	-0.6288139	-0.6805339	-0.5770939
oxygen + nitrate	Pacific	(26,26.5]	-0.8005182	-0.8217323	-0.7793041
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7923463	-0.8187077	-0.7659848
oxygen + nitrate	Pacific	(26.75,27]	-0.8472457	-0.8764514	-0.8180400
oxygen + nitrate	Pacific	(27,27.25]	-0.9495604	-0.9496782	-0.9494426
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9694739	-0.9719905	-0.9669573
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9768061	-0.9788480	-0.9747642
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9869188	-0.9896888	-0.9841488
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9872821	-0.9874431	-0.9871212
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9722441	-0.9748748	-0.9696134
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9715864	-0.9815780	-0.9615947
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9367437	-0.9483843	-0.9251032
oxygen + phosphate	Atlantic	(-Inf,26]	-0.1193724	-0.1623973	-0.0763474
oxygen + phosphate	Atlantic	(26,26.5]	-0.4676246	-0.5361172	-0.3991320
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7391748	-0.8119811	-0.6663684
oxygen + phosphate	Atlantic	(26.75,27]	-0.7278410	-0.7820675	-0.6736144
oxygen + phosphate	Atlantic	(27,27.25]	-0.5379800	-0.5448374	-0.5311227
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3919665	-0.4237038	-0.3602293
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5526115	-0.5634374	-0.5417856
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7416398	-0.7995651	-0.6837144
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8354316	-0.8553038	-0.8155595
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8502381	-0.8552054	-0.8452708
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8978758	-0.9060160	-0.8897356
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9395413	-0.9479620	-0.9311206
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9759406	-0.9774478	-0.9744335
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7919449	-0.7920152	-0.7918746
oxygen + phosphate	Indian	(-Inf,26]	-0.9892413	-0.9905086	-0.9879741
oxygen + phosphate	Indian	(26,26.5]	-0.9861531	-0.9906834	-0.9816227
oxygen + phosphate	Indian	(26.5,26.75]	-0.9774880	-0.9880513	-0.9669246
oxygen + phosphate	Indian	(26.75,27]	-0.9155715	-0.9566962	-0.8744468
oxygen + phosphate	Indian	(27,27.25]	-0.8322320	-0.9118680	-0.7525960
oxygen + phosphate	Indian	(27.25,27.5]	-0.9004153	-0.9317293	-0.8691013
oxygen + phosphate	Indian	(27.5,27.75]	-0.9453405	-0.9555792	-0.9351017
oxygen + phosphate	Indian	(27.75,27.85]	-0.9050626	-0.9341679	-0.8759573
oxygen + phosphate	Indian	(27.85,27.95]	-0.8232770	-0.8681049	-0.7784491
oxygen + phosphate	Indian	(27.95,28.05]	-0.7258591	-0.8136913	-0.6380269
oxygen + phosphate	Indian	(28.05,28.1]	-0.8344695	-0.9127560	-0.7561830
oxygen + phosphate	Indian	(28.1, Inf]	-0.4513041	-0.5493021	-0.3533061
oxygen + phosphate	Pacific	(-Inf,26]	-0.7072673	-0.7273418	-0.6871928
oxygen + phosphate	Pacific	(26,26.5]	-0.8638933	-0.8641340	-0.8636525
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8355956	-0.8489757	-0.8222155
oxygen + phosphate	Pacific	(26.75,27]	-0.8591045	-0.8931052	-0.8251038
oxygen + phosphate	Pacific	(27,27.25]	-0.9600472	-0.9630649	-0.9570295
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9759476	-0.9766784	-0.9752169
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9789272	-0.9804701	-0.9773843
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9863951	-0.9891424	-0.9836477
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9863173	-0.9874481	-0.9851865
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9756437	-0.9778431	-0.9734444
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9729408	-0.9768755	-0.9690060
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9330138	-0.9400323	-0.9259954
oxygen + silicate	Atlantic	(-Inf,26]	0.0648876	-0.0432739	0.1730491
oxygen + silicate	Atlantic	(26,26.5]	-0.4227150	-0.4427392	-0.4026908
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7588053	-0.7917318	-0.7258787
oxygen + silicate	Atlantic	(26.75,27]	-0.7408864	-0.7605983	-0.7211745
oxygen + silicate	Atlantic	(27,27.25]	-0.5231767	-0.5277719	-0.5185814
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1562549	-0.2083506	-0.1041593
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2880126	-0.3240348	-0.2519904
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6395458	-0.6843470	-0.5947445
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7543276	-0.7694355	-0.7392196
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8170234	-0.8173314	-0.8167155
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9035576	-0.9134520	-0.8936632
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9415915	-0.9503345	-0.9328484
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9782916	-0.9795841	-0.9769991
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7980374	-0.8120896	-0.7839853
oxygen + silicate	Indian	(-Inf,26]	-0.8994793	-0.9431435	-0.8558151
oxygen + silicate	Indian	(26,26.5]	-0.9273611	-0.9475569	-0.9071653
oxygen + silicate	Indian	(26.5,26.75]	-0.9538814	-0.9638833	-0.9438795
oxygen + silicate	Indian	(26.75,27]	-0.9592937	-0.9609956	-0.9575918
oxygen + silicate	Indian	(27,27.25]	-0.8666456	-0.8777174	-0.8555739
oxygen + silicate	Indian	(27.25,27.5]	-0.8419266	-0.8651457	-0.8187075
oxygen + silicate	Indian	(27.5,27.75]	-0.8310555	-0.8623953	-0.7997156
oxygen + silicate	Indian	(27.75,27.85]	-0.8515087	-0.8754959	-0.8275214
oxygen + silicate	Indian	(27.85,27.95]	-0.7794806	-0.8256046	-0.7333566
oxygen + silicate	Indian	(27.95,28.05]	-0.7862836	-0.8403197	-0.7322475
oxygen + silicate	Indian	(28.05,28.1]	-0.9063208	-0.9365047	-0.8761369
oxygen + silicate	Indian	(28.1, Inf]	-0.2461068	-0.2795521	-0.2126616
oxygen + silicate	Pacific	(-Inf,26]	-0.2807076	-0.3985945	-0.1628208
oxygen + silicate	Pacific	(26,26.5]	-0.4712696	-0.5174004	-0.4251388
oxygen + silicate	Pacific	(26.5,26.75]	-0.3251246	-0.3425246	-0.3077245
oxygen + silicate	Pacific	(26.75,27]	-0.5407263	-0.5773177	-0.5041348
oxygen + silicate	Pacific	(27,27.25]	-0.8437183	-0.8489255	-0.8385112
oxygen + silicate	Pacific	(27.25,27.5]	-0.8927184	-0.8952741	-0.8901628
oxygen + silicate	Pacific	(27.5,27.75]	-0.9101701	-0.9198246	-0.9005157
oxygen + silicate	Pacific	(27.75,27.85]	-0.9647317	-0.9700178	-0.9594456
oxygen + silicate	Pacific	(27.85,27.95]	-0.9616496	-0.9627456	-0.9605537
oxygen + silicate	Pacific	(27.95,28.05]	-0.9396040	-0.9471141	-0.9320939
oxygen + silicate	Pacific	(28.05,28.1]	-0.9534751	-0.9609278	-0.9460224
oxygen + silicate	Pacific	(28.1, Inf]	-0.8016746	-0.8306911	-0.7726582
phosphate + nitrate	Atlantic	(-Inf,26]	0.5368359	0.5153157	0.5583562
phosphate + nitrate	Atlantic	(26,26.5]	0.9185745	0.9162761	0.9208729
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9772250	0.9712504	0.9831995
phosphate + nitrate	Atlantic	(26.75,27]	0.9845747	0.9811792	0.9879703
phosphate + nitrate	Atlantic	(27,27.25]	0.9865668	0.9853038	0.9878299
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9911486	0.9908428	0.9914544
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9951433	0.9948953	0.9953914
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9961862	0.9955332	0.9968392
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9960874	0.9955989	0.9965759
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9955525	0.9949380	0.9961670
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9948853	0.9945096	0.9952610
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9961585	0.9958168	0.9965002
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978884	0.9978418	0.9979351
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9961280	0.9960630	0.9961929
phosphate + nitrate	Indian	(-Inf,26]	0.9901567	0.9825603	0.9977531
phosphate + nitrate	Indian	(26,26.5]	0.9876859	0.9778346	0.9975372
phosphate + nitrate	Indian	(26.5,26.75]	0.9885407	0.9795433	0.9975382
phosphate + nitrate	Indian	(26.75,27]	0.9848081	0.9736681	0.9959482
phosphate + nitrate	Indian	(27,27.25]	0.9712232	0.9522159	0.9902306
phosphate + nitrate	Indian	(27.25,27.5]	0.9696576	0.9580584	0.9812568
phosphate + nitrate	Indian	(27.5,27.75]	0.9596214	0.9431778	0.9760650
phosphate + nitrate	Indian	(27.75,27.85]	0.9422189	0.9093695	0.9750683
phosphate + nitrate	Indian	(27.85,27.95]	0.9640707	0.9535400	0.9746014
phosphate + nitrate	Indian	(27.95,28.05]	0.9817350	0.9765484	0.9869216
phosphate + nitrate	Indian	(28.05,28.1]	0.9834519	0.9769481	0.9899558
phosphate + nitrate	Indian	(28.1, Inf]	0.9504074	0.9282250	0.9725898
phosphate + nitrate	Pacific	(-Inf,26]	0.9559438	0.9460029	0.9658846
phosphate + nitrate	Pacific	(26,26.5]	0.9640424	0.9491550	0.9789298
phosphate + nitrate	Pacific	(26.5,26.75]	0.9562652	0.9496968	0.9628337
phosphate + nitrate	Pacific	(26.75,27]	0.9788157	0.9785148	0.9791166
phosphate + nitrate	Pacific	(27,27.25]	0.9879769	0.9873225	0.9886313
phosphate + nitrate	Pacific	(27.25,27.5]	0.9914410	0.9912327	0.9916493
phosphate + nitrate	Pacific	(27.5,27.75]	0.9931480	0.9929599	0.9933360
phosphate + nitrate	Pacific	(27.75,27.85]	0.9922829	0.9916866	0.9928792
phosphate + nitrate	Pacific	(27.85,27.95]	0.9908302	0.9884021	0.9932583
phosphate + nitrate	Pacific	(27.95,28.05]	0.9802128	0.9686065	0.9918192
phosphate + nitrate	Pacific	(28.05,28.1]	0.9720703	0.9575818	0.9865588
phosphate + nitrate	Pacific	(28.1, Inf]	0.9757349	0.9707550	0.9807148
phosphate + silicate	Atlantic	(-Inf,26]	0.6823248	0.6431200	0.7215295
phosphate + silicate	Atlantic	(26,26.5]	0.9014885	0.8709944	0.9319826
phosphate + silicate	Atlantic	(26.5,26.75]	0.9537179	0.9536652	0.9537706
phosphate + silicate	Atlantic	(26.75,27]	0.9432466	0.9384140	0.9480792
phosphate + silicate	Atlantic	(27,27.25]	0.9359513	0.9358925	0.9360100
phosphate + silicate	Atlantic	(27.25,27.5]	0.8936546	0.8789726	0.9083365
phosphate + silicate	Atlantic	(27.5,27.75]	0.8932551	0.8847802	0.9017299
phosphate + silicate	Atlantic	(27.75,27.85]	0.9535536	0.9534791	0.9536280
phosphate + silicate	Atlantic	(27.85,27.95]	0.9740781	0.9723012	0.9758551
phosphate + silicate	Atlantic	(27.95,28.05]	0.9841092	0.9831189	0.9850994
phosphate + silicate	Atlantic	(28.05,28.1]	0.9909652	0.9905892	0.9913412
phosphate + silicate	Atlantic	(28.1,28.15]	0.9925356	0.9918786	0.9931926
phosphate + silicate	Atlantic	(28.15,28.2]	0.9922339	0.9916592	0.9928087
phosphate + silicate	Atlantic	(28.2, Inf]	0.9832784	0.9813129	0.9852438
phosphate + silicate	Indian	(-Inf,26]	0.9290842	0.8945672	0.9636011
phosphate + silicate	Indian	(26,26.5]	0.9507508	0.9359847	0.9655170
phosphate + silicate	Indian	(26.5,26.75]	0.9650762	0.9600039	0.9701485
phosphate + silicate	Indian	(26.75,27]	0.9503922	0.9377699	0.9630145
phosphate + silicate	Indian	(27,27.25]	0.9310668	0.9239633	0.9381704
phosphate + silicate	Indian	(27.25,27.5]	0.9117295	0.8786251	0.9448339
phosphate + silicate	Indian	(27.5,27.75]	0.8556186	0.8057959	0.9054414
phosphate + silicate	Indian	(27.75,27.85]	0.8802907	0.8770069	0.8835746
phosphate + silicate	Indian	(27.85,27.95]	0.9062013	0.9060730	0.9063296
phosphate + silicate	Indian	(27.95,28.05]	0.9174817	0.9118756	0.9230878
phosphate + silicate	Indian	(28.05,28.1]	0.9483957	0.9353258	0.9614656
phosphate + silicate	Indian	(28.1, Inf]	0.8141238	0.8130143	0.8152332
phosphate + silicate	Pacific	(-Inf,26]	0.6786306	0.6463758	0.7108854
phosphate + silicate	Pacific	(26,26.5]	0.7356723	0.7203015	0.7510430
phosphate + silicate	Pacific	(26.5,26.75]	0.6762434	0.6583904	0.6940965
phosphate + silicate	Pacific	(26.75,27]	0.8048646	0.7881049	0.8216243
phosphate + silicate	Pacific	(27,27.25]	0.9058568	0.8970146	0.9146990
phosphate + silicate	Pacific	(27.25,27.5]	0.8990964	0.8940516	0.9041412
phosphate + silicate	Pacific	(27.5,27.75]	0.8963123	0.8868531	0.9057714
phosphate + silicate	Pacific	(27.75,27.85]	0.9498766	0.9459438	0.9538094
phosphate + silicate	Pacific	(27.85,27.95]	0.9653649	0.9631256	0.9676042
phosphate + silicate	Pacific	(27.95,28.05]	0.9606121	0.9506809	0.9705433
phosphate + silicate	Pacific	(28.05,28.1]	0.9599022	0.9493006	0.9705038
phosphate + silicate	Pacific	(28.1, Inf]	0.9035467	0.8910678	0.9160255
sal + aou	Atlantic	(-Inf,26]	0.3595009	0.2774277	0.4415742
sal + aou	Atlantic	(26,26.5]	-0.1575222	-0.2454265	-0.0696180
sal + aou	Atlantic	(26.5,26.75]	-0.3139673	-0.3963857	-0.2315488
sal + aou	Atlantic	(26.75,27]	-0.2234290	-0.3310836	-0.1157743
sal + aou	Atlantic	(27,27.25]	-0.0302556	-0.0787528	0.0182416
sal + aou	Atlantic	(27.25,27.5]	-0.0400659	-0.1070918	0.0269601
sal + aou	Atlantic	(27.5,27.75]	-0.3656928	-0.3777946	-0.3535910
sal + aou	Atlantic	(27.75,27.85]	-0.4028685	-0.5019296	-0.3038074
sal + aou	Atlantic	(27.85,27.95]	-0.4673533	-0.5422030	-0.3925036
sal + aou	Atlantic	(27.95,28.05]	-0.6061952	-0.6600468	-0.5523437
sal + aou	Atlantic	(28.05,28.1]	-0.7408151	-0.7433567	-0.7382736
sal + aou	Atlantic	(28.1,28.15]	-0.8045496	-0.8074213	-0.8016780
sal + aou	Atlantic	(28.15,28.2]	-0.9134076	-0.9205998	-0.9062154
sal + aou	Atlantic	(28.2, Inf]	-0.6617756	-0.6981393	-0.6254120
sal + aou	Indian	(-Inf,26]	-0.5972471	-0.8466001	-0.3478942
sal + aou	Indian	(26,26.5]	-0.6631594	-0.8075061	-0.5188127
sal + aou	Indian	(26.5,26.75]	-0.2361875	-0.4475107	-0.0248642
sal + aou	Indian	(26.75,27]	0.4867872	0.3060899	0.6674844
sal + aou	Indian	(27,27.25]	0.8699959	0.8571193	0.8828725
sal + aou	Indian	(27.25,27.5]	0.9478152	0.9303321	0.9652982
sal + aou	Indian	(27.5,27.75]	0.9570762	0.9512248	0.9629276
sal + aou	Indian	(27.75,27.85]	0.9394772	0.9169030	0.9620514
sal + aou	Indian	(27.85,27.95]	0.9066770	0.8917426	0.9216114
sal + aou	Indian	(27.95,28.05]	0.7115460	0.7003015	0.7227906
sal + aou	Indian	(28.05,28.1]	0.2697043	0.1823285	0.3570801
sal + aou	Indian	(28.1, Inf]	0.6348616	0.5709327	0.6987906
sal + aou	Pacific	(-Inf,26]	-0.0261889	-0.0545174	0.0021396
sal + aou	Pacific	(26,26.5]	-0.1072815	-0.1411613	-0.0734016
sal + aou	Pacific	(26.5,26.75]	0.0795479	0.0439969	0.1150989
sal + aou	Pacific	(26.75,27]	-0.1155284	-0.1254335	-0.1056232
sal + aou	Pacific	(27,27.25]	-0.2133699	-0.2136450	-0.2130948
sal + aou	Pacific	(27.25,27.5]	-0.0074644	-0.0312063	0.0162776
sal + aou	Pacific	(27.5,27.75]	0.0078738	-0.0425164	0.0582641
sal + aou	Pacific	(27.75,27.85]	-0.2369801	-0.4306886	-0.0432716
sal + aou	Pacific	(27.85,27.95]	-0.4550565	-0.6407217	-0.2693913
sal + aou	Pacific	(27.95,28.05]	-0.6566251	-0.7674622	-0.5457880
sal + aou	Pacific	(28.05,28.1]	-0.8802173	-0.8869520	-0.8734826
sal + aou	Pacific	(28.1, Inf]	-0.6194485	-0.7610303	-0.4778667
sal + nitrate	Atlantic	(-Inf,26]	0.0841654	0.0671099	0.1012209
sal + nitrate	Atlantic	(26,26.5]	-0.4427555	-0.4492895	-0.4362216
sal + nitrate	Atlantic	(26.5,26.75]	-0.5531171	-0.5799319	-0.5263023
sal + nitrate	Atlantic	(26.75,27]	-0.5569665	-0.6153429	-0.4985901
sal + nitrate	Atlantic	(27,27.25]	-0.5670890	-0.5959864	-0.5381916
sal + nitrate	Atlantic	(27.25,27.5]	-0.6579177	-0.6666147	-0.6492207
sal + nitrate	Atlantic	(27.5,27.75]	-0.7428121	-0.7618976	-0.7237266
sal + nitrate	Atlantic	(27.75,27.85]	-0.6746051	-0.7266746	-0.6225355
sal + nitrate	Atlantic	(27.85,27.95]	-0.6905823	-0.7415809	-0.6395837
sal + nitrate	Atlantic	(27.95,28.05]	-0.7993992	-0.8353953	-0.7634030
sal + nitrate	Atlantic	(28.05,28.1]	-0.8659733	-0.8774617	-0.8544849
sal + nitrate	Atlantic	(28.1,28.15]	-0.8838391	-0.8913702	-0.8763080
sal + nitrate	Atlantic	(28.15,28.2]	-0.9444115	-0.9448330	-0.9439900
sal + nitrate	Atlantic	(28.2, Inf]	-0.9160894	-0.9290396	-0.9031391
sal + nitrate	Indian	(-Inf,26]	-0.6754536	-0.8769102	-0.4739970
sal + nitrate	Indian	(26,26.5]	-0.7711423	-0.8761629	-0.6661217
sal + nitrate	Indian	(26.5,26.75]	-0.4136924	-0.6088516	-0.2185333
sal + nitrate	Indian	(26.75,27]	0.1514267	-0.0981776	0.4010310
sal + nitrate	Indian	(27,27.25]	0.4826302	0.3875410	0.5777194
sal + nitrate	Indian	(27.25,27.5]	0.7431636	0.7355877	0.7507394
sal + nitrate	Indian	(27.5,27.75]	0.8456985	0.8154355	0.8759615
sal + nitrate	Indian	(27.75,27.85]	0.6965788	0.5632850	0.8298726
sal + nitrate	Indian	(27.85,27.95]	0.5890192	0.4948827	0.6831557
sal + nitrate	Indian	(27.95,28.05]	0.1700224	0.0293416	0.3107033
sal + nitrate	Indian	(28.05,28.1]	-0.1353713	-0.3339977	0.0632551
sal + nitrate	Indian	(28.1, Inf]	-0.1423893	-0.2999515	0.0151729
sal + nitrate	Pacific	(-Inf,26]	-0.3296231	-0.3589305	-0.3003157
sal + nitrate	Pacific	(26,26.5]	-0.4442414	-0.4555842	-0.4328987
sal + nitrate	Pacific	(26.5,26.75]	-0.3076302	-0.3711840	-0.2440764
sal + nitrate	Pacific	(26.75,27]	-0.3958378	-0.4414290	-0.3502467
sal + nitrate	Pacific	(27,27.25]	-0.3325994	-0.3352775	-0.3299213
sal + nitrate	Pacific	(27.25,27.5]	-0.0284350	-0.0447499	-0.0121201
sal + nitrate	Pacific	(27.5,27.75]	0.0023179	-0.0388730	0.0435088
sal + nitrate	Pacific	(27.75,27.85]	-0.2389130	-0.4022350	-0.0755911
sal + nitrate	Pacific	(27.85,27.95]	-0.4671692	-0.6275705	-0.3067680
sal + nitrate	Pacific	(27.95,28.05]	-0.7094665	-0.7923713	-0.6265617
sal + nitrate	Pacific	(28.05,28.1]	-0.9122180	-0.9178896	-0.9065464
sal + nitrate	Pacific	(28.1, Inf]	-0.7463014	-0.8432095	-0.6493934
sal + oxygen	Atlantic	(-Inf,26]	-0.5902137	-0.6185445	-0.5618830
sal + oxygen	Atlantic	(26,26.5]	-0.2161717	-0.3141061	-0.1182374
sal + oxygen	Atlantic	(26.5,26.75]	0.0634613	-0.0476572	0.1745798
sal + oxygen	Atlantic	(26.75,27]	0.0106395	-0.1134185	0.1346976
sal + oxygen	Atlantic	(27,27.25]	-0.2271353	-0.2613132	-0.1929575
sal + oxygen	Atlantic	(27.25,27.5]	-0.2911657	-0.3392217	-0.2431097
sal + oxygen	Atlantic	(27.5,27.75]	-0.0167882	-0.0275465	-0.0060299
sal + oxygen	Atlantic	(27.75,27.85]	0.1037582	-0.0417645	0.2492808
sal + oxygen	Atlantic	(27.85,27.95]	0.2606633	0.1627081	0.3586185
sal + oxygen	Atlantic	(27.95,28.05]	0.4273148	0.3647732	0.4898564
sal + oxygen	Atlantic	(28.05,28.1]	0.6130967	0.6107700	0.6154234
sal + oxygen	Atlantic	(28.1,28.15]	0.7189369	0.7111640	0.7267097
sal + oxygen	Atlantic	(28.15,28.2]	0.8792394	0.8730813	0.8853974
sal + oxygen	Atlantic	(28.2, Inf]	0.5254187	0.4945490	0.5562883
sal + oxygen	Indian	(-Inf,26]	0.5667414	0.3018054	0.8316775
sal + oxygen	Indian	(26,26.5]	0.6153037	0.4622838	0.7683236
sal + oxygen	Indian	(26.5,26.75]	0.1805760	-0.0268292	0.3879812
sal + oxygen	Indian	(26.75,27]	-0.5686625	-0.7178535	-0.4194715
sal + oxygen	Indian	(27,27.25]	-0.9143381	-0.9159841	-0.9126921
sal + oxygen	Indian	(27.25,27.5]	-0.9656687	-0.9821478	-0.9491897
sal + oxygen	Indian	(27.5,27.75]	-0.9608782	-0.9622734	-0.9594829
sal + oxygen	Indian	(27.75,27.85]	-0.9462480	-0.9658143	-0.9266817
sal + oxygen	Indian	(27.85,27.95]	-0.9286367	-0.9376594	-0.9196141
sal + oxygen	Indian	(27.95,28.05]	-0.7919586	-0.7920887	-0.7918285
sal + oxygen	Indian	(28.05,28.1]	-0.3941826	-0.4459060	-0.3424592
sal + oxygen	Indian	(28.1, Inf]	-0.7456581	-0.7895053	-0.7018109
sal + oxygen	Pacific	(-Inf,26]	-0.3339910	-0.3843276	-0.2836543
sal + oxygen	Pacific	(26,26.5]	-0.0872408	-0.1274688	-0.0470129
sal + oxygen	Pacific	(26.5,26.75]	-0.2657293	-0.2931732	-0.2382855
sal + oxygen	Pacific	(26.75,27]	-0.0723889	-0.0818610	-0.0629168
sal + oxygen	Pacific	(27,27.25]	0.1130232	0.1126043	0.1134421
sal + oxygen	Pacific	(27.25,27.5]	-0.0630118	-0.0872268	-0.0387968
sal + oxygen	Pacific	(27.5,27.75]	-0.0542703	-0.1102620	0.0017213
sal + oxygen	Pacific	(27.75,27.85]	0.1974486	-0.0125434	0.4074406
sal + oxygen	Pacific	(27.85,27.95]	0.4314479	0.2289257	0.6339702
sal + oxygen	Pacific	(27.95,28.05]	0.6345152	0.5044843	0.7645460
sal + oxygen	Pacific	(28.05,28.1]	0.8689343	0.8573782	0.8804904
sal + oxygen	Pacific	(28.1, Inf]	0.5607780	0.4035885	0.7179676
sal + phosphate	Atlantic	(-Inf,26]	-0.5760749	-0.5791436	-0.5730062
sal + phosphate	Atlantic	(26,26.5]	-0.7326558	-0.7419799	-0.7233318
sal + phosphate	Atlantic	(26.5,26.75]	-0.7054575	-0.7074303	-0.7034848
sal + phosphate	Atlantic	(26.75,27]	-0.6787788	-0.7131301	-0.6444275
sal + phosphate	Atlantic	(27,27.25]	-0.6791588	-0.6977088	-0.6606087
sal + phosphate	Atlantic	(27.25,27.5]	-0.7366067	-0.7420966	-0.7311167
sal + phosphate	Atlantic	(27.5,27.75]	-0.7860806	-0.8023400	-0.7698212
sal + phosphate	Atlantic	(27.75,27.85]	-0.7096170	-0.7554679	-0.6637661
sal + phosphate	Atlantic	(27.85,27.95]	-0.7121695	-0.7609069	-0.6634321
sal + phosphate	Atlantic	(27.95,28.05]	-0.8072312	-0.8443058	-0.7701566
sal + phosphate	Atlantic	(28.05,28.1]	-0.8777153	-0.8890616	-0.8663689
sal + phosphate	Atlantic	(28.1,28.15]	-0.8970457	-0.9039621	-0.8901293
sal + phosphate	Atlantic	(28.15,28.2]	-0.9496941	-0.9500765	-0.9493117
sal + phosphate	Atlantic	(28.2, Inf]	-0.9213409	-0.9348574	-0.9078244
sal + phosphate	Indian	(-Inf,26]	-0.5988652	-0.8650217	-0.3327086
sal + phosphate	Indian	(26,26.5]	-0.6949472	-0.8618156	-0.5280787
sal + phosphate	Indian	(26.5,26.75]	-0.3273365	-0.5915702	-0.0631027
sal + phosphate	Indian	(26.75,27]	0.2379837	-0.0636747	0.5396422
sal + phosphate	Indian	(27,27.25]	0.5897039	0.4354540	0.7439539
sal + phosphate	Indian	(27.25,27.5]	0.8308892	0.7970470	0.8647314
sal + phosphate	Indian	(27.5,27.75]	0.9052592	0.8838718	0.9266467
sal + phosphate	Indian	(27.75,27.85]	0.8142600	0.7415892	0.8869307
sal + phosphate	Indian	(27.85,27.95]	0.6466058	0.5536588	0.7395528
sal + phosphate	Indian	(27.95,28.05]	0.2097341	0.0743854	0.3450827
sal + phosphate	Indian	(28.05,28.1]	-0.1149786	-0.3222816	0.0923244
sal + phosphate	Indian	(28.1, Inf]	-0.1608763	-0.3221867	0.0004341
sal + phosphate	Pacific	(-Inf,26]	-0.1719914	-0.2015609	-0.1424219
sal + phosphate	Pacific	(26,26.5]	-0.3699305	-0.4041008	-0.3357603
sal + phosphate	Pacific	(26.5,26.75]	-0.2623287	-0.3112065	-0.2134509
sal + phosphate	Pacific	(26.75,27]	-0.3971710	-0.4485255	-0.3458165
sal + phosphate	Pacific	(27,27.25]	-0.3277563	-0.3374525	-0.3180600
sal + phosphate	Pacific	(27.25,27.5]	-0.0236421	-0.0487508	0.0014667
sal + phosphate	Pacific	(27.5,27.75]	0.0187422	-0.0287481	0.0662325
sal + phosphate	Pacific	(27.75,27.85]	-0.2114122	-0.3814115	-0.0414129
sal + phosphate	Pacific	(27.85,27.95]	-0.4600576	-0.6271644	-0.2929507
sal + phosphate	Pacific	(27.95,28.05]	-0.7132123	-0.7983408	-0.6280839
sal + phosphate	Pacific	(28.05,28.1]	-0.9170178	-0.9203995	-0.9136361
sal + phosphate	Pacific	(28.1, Inf]	-0.7465314	-0.8424368	-0.6506260
sal + silicate	Atlantic	(-Inf,26]	-0.6616760	-0.7320441	-0.5913079
sal + silicate	Atlantic	(26,26.5]	-0.6698130	-0.6817852	-0.6578408
sal + silicate	Atlantic	(26.5,26.75]	-0.6217464	-0.6628670	-0.5806258
sal + silicate	Atlantic	(26.75,27]	-0.5833659	-0.6577954	-0.5089363
sal + silicate	Atlantic	(27,27.25]	-0.6154572	-0.6481435	-0.5827710
sal + silicate	Atlantic	(27.25,27.5]	-0.7614805	-0.7687151	-0.7542459
sal + silicate	Atlantic	(27.5,27.75]	-0.7785077	-0.7964391	-0.7605764
sal + silicate	Atlantic	(27.75,27.85]	-0.6942246	-0.7558754	-0.6325738
sal + silicate	Atlantic	(27.85,27.95]	-0.7472989	-0.7995409	-0.6950568
sal + silicate	Atlantic	(27.95,28.05]	-0.8324114	-0.8693401	-0.7954828
sal + silicate	Atlantic	(28.05,28.1]	-0.8769971	-0.8903903	-0.8636039
sal + silicate	Atlantic	(28.1,28.15]	-0.8923043	-0.9002131	-0.8843954
sal + silicate	Atlantic	(28.15,28.2]	-0.9287793	-0.9328428	-0.9247158
sal + silicate	Atlantic	(28.2, Inf]	-0.8893139	-0.9199994	-0.8586283
sal + silicate	Indian	(-Inf,26]	-0.8006277	-0.9205085	-0.6807468
sal + silicate	Indian	(26,26.5]	-0.7983178	-0.8765154	-0.7201203
sal + silicate	Indian	(26.5,26.75]	-0.3682431	-0.5242759	-0.2122104
sal + silicate	Indian	(26.75,27]	0.3853327	0.2150590	0.5556064
sal + silicate	Indian	(27,27.25]	0.6341038	0.6072973	0.6609103
sal + silicate	Indian	(27.25,27.5]	0.7188829	0.6511640	0.7866019
sal + silicate	Indian	(27.5,27.75]	0.7750174	0.6938524	0.8561825
sal + silicate	Indian	(27.75,27.85]	0.8346740	0.8125633	0.8567847
sal + silicate	Indian	(27.85,27.95]	0.6886067	0.6112582	0.7659551
sal + silicate	Indian	(27.95,28.05]	0.4013032	0.3022048	0.5004015
sal + silicate	Indian	(28.05,28.1]	0.0805056	-0.0638746	0.2248858
sal + silicate	Indian	(28.1, Inf]	-0.2109328	-0.2675154	-0.1543503
sal + silicate	Pacific	(-Inf,26]	-0.6184193	-0.6789102	-0.5579284
sal + silicate	Pacific	(26,26.5]	-0.6701437	-0.6942379	-0.6460495
sal + silicate	Pacific	(26.5,26.75]	-0.7156924	-0.7560482	-0.6753365
sal + silicate	Pacific	(26.75,27]	-0.7271199	-0.7592944	-0.6949454
sal + silicate	Pacific	(27,27.25]	-0.5599074	-0.5610121	-0.5588027
sal + silicate	Pacific	(27.25,27.5]	-0.2584458	-0.2777993	-0.2390923
sal + silicate	Pacific	(27.5,27.75]	-0.0495555	-0.0812737	-0.0178374
sal + silicate	Pacific	(27.75,27.85]	-0.2275320	-0.3864214	-0.0686426
sal + silicate	Pacific	(27.85,27.95]	-0.4028615	-0.5642263	-0.2414968
sal + silicate	Pacific	(27.95,28.05]	-0.6149803	-0.6762288	-0.5537317
sal + silicate	Pacific	(28.05,28.1]	-0.8507621	-0.8689937	-0.8325304
sal + silicate	Pacific	(28.1, Inf]	-0.7457983	-0.8594357	-0.6321609
sal + temp	Atlantic	(-Inf,26]	0.9159554	0.8769553	0.9549556
sal + temp	Atlantic	(26,26.5]	0.9593177	0.9531246	0.9655109
sal + temp	Atlantic	(26.5,26.75]	0.9882591	0.9880126	0.9885056
sal + temp	Atlantic	(26.75,27]	0.9791114	0.9782143	0.9800085
sal + temp	Atlantic	(27,27.25]	0.9783717	0.9767769	0.9799666
sal + temp	Atlantic	(27.25,27.5]	0.9758468	0.9740348	0.9776588
sal + temp	Atlantic	(27.5,27.75]	0.9687778	0.9672312	0.9703244
sal + temp	Atlantic	(27.75,27.85]	0.9857114	0.9848085	0.9866142
sal + temp	Atlantic	(27.85,27.95]	0.9653718	0.9612989	0.9694447
sal + temp	Atlantic	(27.95,28.05]	0.9425975	0.9415063	0.9436888
sal + temp	Atlantic	(28.05,28.1]	0.9680286	0.9678312	0.9682260
sal + temp	Atlantic	(28.1,28.15]	0.9647891	0.9559593	0.9736190
sal + temp	Atlantic	(28.15,28.2]	0.7849962	0.6463588	0.9236336
sal + temp	Atlantic	(28.2, Inf]	0.5090787	0.4977218	0.5204356
sal + temp	Indian	(-Inf,26]	0.5512919	0.4954116	0.6071721
sal + temp	Indian	(26,26.5]	0.8627807	0.8588808	0.8666806
sal + temp	Indian	(26.5,26.75]	0.9276793	0.9126638	0.9426948
sal + temp	Indian	(26.75,27]	0.9651517	0.9541283	0.9761750
sal + temp	Indian	(27,27.25]	0.9609566	0.9605412	0.9613720
sal + temp	Indian	(27.25,27.5]	0.9438976	0.9236176	0.9641777
sal + temp	Indian	(27.5,27.75]	0.8985501	0.8619495	0.9351506
sal + temp	Indian	(27.75,27.85]	0.9303955	0.9088507	0.9519403
sal + temp	Indian	(27.85,27.95]	0.9371273	0.9326830	0.9415716
sal + temp	Indian	(27.95,28.05]	0.9491830	0.9390578	0.9593081
sal + temp	Indian	(28.05,28.1]	0.9359506	0.9249923	0.9469089
sal + temp	Indian	(28.1, Inf]	0.9393727	0.9284515	0.9502939
sal + temp	Pacific	(-Inf,26]	0.7476133	0.7259020	0.7693246
sal + temp	Pacific	(26,26.5]	0.9258691	0.9199328	0.9318055
sal + temp	Pacific	(26.5,26.75]	0.9757115	0.9727866	0.9786364
sal + temp	Pacific	(26.75,27]	0.9687678	0.9646273	0.9729082
sal + temp	Pacific	(27,27.25]	0.9332047	0.9293920	0.9370173
sal + temp	Pacific	(27.25,27.5]	0.7938998	0.7909654	0.7968343
sal + temp	Pacific	(27.5,27.75]	0.5364558	0.5091744	0.5637372
sal + temp	Pacific	(27.75,27.85]	0.7024795	0.6295513	0.7754077
sal + temp	Pacific	(27.85,27.95]	0.5037358	0.3824008	0.6250707
sal + temp	Pacific	(27.95,28.05]	0.3735818	0.2613062	0.4858574
sal + temp	Pacific	(28.05,28.1]	0.0997870	0.0332359	0.1663382
sal + temp	Pacific	(28.1, Inf]	-0.2001585	-0.3692308	-0.0310862
temp + aou	Atlantic	(-Inf,26]	0.3025193	0.1752282	0.4298103
temp + aou	Atlantic	(26,26.5]	-0.1968888	-0.2557038	-0.1380738
temp + aou	Atlantic	(26.5,26.75]	-0.3247875	-0.3980942	-0.2514808
temp + aou	Atlantic	(26.75,27]	-0.1939240	-0.2813397	-0.1065083
temp + aou	Atlantic	(27,27.25]	0.0340417	-0.0118474	0.0799308
temp + aou	Atlantic	(27.25,27.5]	0.0044235	-0.0575594	0.0664064
temp + aou	Atlantic	(27.5,27.75]	-0.3122736	-0.3178171	-0.3067301
temp + aou	Atlantic	(27.75,27.85]	-0.3861883	-0.4752802	-0.2970963
temp + aou	Atlantic	(27.85,27.95]	-0.4194187	-0.4852160	-0.3536215
temp + aou	Atlantic	(27.95,28.05]	-0.5095663	-0.5409064	-0.4782263
temp + aou	Atlantic	(28.05,28.1]	-0.6251377	-0.6265005	-0.6237749
temp + aou	Atlantic	(28.1,28.15]	-0.6622963	-0.6789989	-0.6455936
temp + aou	Atlantic	(28.15,28.2]	-0.6160928	-0.7640011	-0.4681845
temp + aou	Atlantic	(28.2, Inf]	0.0699170	0.0514006	0.0884334
temp + aou	Indian	(-Inf,26]	-0.4898503	-0.6141917	-0.3655088
temp + aou	Indian	(26,26.5]	-0.4841298	-0.5839187	-0.3843410
temp + aou	Indian	(26.5,26.75]	-0.1497393	-0.3076472	0.0081687
temp + aou	Indian	(26.75,27]	0.3564359	0.1741295	0.5387423
temp + aou	Indian	(27,27.25]	0.7629887	0.7185737	0.8074038
temp + aou	Indian	(27.25,27.5]	0.8641690	0.8291855	0.8991524
temp + aou	Indian	(27.5,27.75]	0.8980931	0.8772118	0.9189743
temp + aou	Indian	(27.75,27.85]	0.9311519	0.9090387	0.9532652
temp + aou	Indian	(27.85,27.95]	0.8959392	0.8919653	0.8999131
temp + aou	Indian	(27.95,28.05]	0.7552343	0.7490685	0.7614000
temp + aou	Indian	(28.05,28.1]	0.4800396	0.4041481	0.5559311
temp + aou	Indian	(28.1, Inf]	0.7764359	0.7461606	0.8067111
temp + aou	Pacific	(-Inf,26]	-0.1373754	-0.1705282	-0.1042225
temp + aou	Pacific	(26,26.5]	-0.2036487	-0.2330350	-0.1742623
temp + aou	Pacific	(26.5,26.75]	0.0803479	0.0564025	0.1042934
temp + aou	Pacific	(26.75,27]	-0.1071438	-0.1159550	-0.0983327
temp + aou	Pacific	(27,27.25]	-0.2608141	-0.2840761	-0.2375521
temp + aou	Pacific	(27.25,27.5]	-0.1055938	-0.1335896	-0.0775980
temp + aou	Pacific	(27.5,27.75]	0.0356544	-0.0512004	0.1225092
temp + aou	Pacific	(27.75,27.85]	-0.0958468	-0.3145280	0.1228344
temp + aou	Pacific	(27.85,27.95]	-0.1399154	-0.3538954	0.0740647
temp + aou	Pacific	(27.95,28.05]	-0.0544373	-0.2376120	0.1287374
temp + aou	Pacific	(28.05,28.1]	0.0096729	-0.1570349	0.1763807
temp + aou	Pacific	(28.1, Inf]	0.8065906	0.7954360	0.8177453
temp + nitrate	Atlantic	(-Inf,26]	0.0765276	-0.0079188	0.1609740
temp + nitrate	Atlantic	(26,26.5]	-0.5176451	-0.5213464	-0.5139437
temp + nitrate	Atlantic	(26.5,26.75]	-0.5681303	-0.5812095	-0.5550512
temp + nitrate	Atlantic	(26.75,27]	-0.5330534	-0.5730963	-0.4930105
temp + nitrate	Atlantic	(27,27.25]	-0.5097452	-0.5341701	-0.4853202
temp + nitrate	Atlantic	(27.25,27.5]	-0.6090532	-0.6099742	-0.6081322
temp + nitrate	Atlantic	(27.5,27.75]	-0.6975455	-0.7104415	-0.6846495
temp + nitrate	Atlantic	(27.75,27.85]	-0.6700851	-0.7118051	-0.6283652
temp + nitrate	Atlantic	(27.85,27.95]	-0.6631624	-0.7039369	-0.6223880
temp + nitrate	Atlantic	(27.95,28.05]	-0.7257002	-0.7441828	-0.7072175
temp + nitrate	Atlantic	(28.05,28.1]	-0.7796780	-0.7901811	-0.7691750
temp + nitrate	Atlantic	(28.1,28.15]	-0.7663665	-0.7925639	-0.7401691
temp + nitrate	Atlantic	(28.15,28.2]	-0.6395286	-0.7876577	-0.4913994
temp + nitrate	Atlantic	(28.2, Inf]	-0.2557090	-0.2743033	-0.2371148
temp + nitrate	Indian	(-Inf,26]	-0.5732875	-0.6686375	-0.4779374
temp + nitrate	Indian	(26,26.5]	-0.6047150	-0.6762969	-0.5331332
temp + nitrate	Indian	(26.5,26.75]	-0.3317503	-0.4832124	-0.1802882
temp + nitrate	Indian	(26.75,27]	0.0088809	-0.2317741	0.2495359
temp + nitrate	Indian	(27,27.25]	0.3075468	0.1666027	0.4484908
temp + nitrate	Indian	(27.25,27.5]	0.5693620	0.4879725	0.6507515
temp + nitrate	Indian	(27.5,27.75]	0.7414555	0.6812035	0.8017075
temp + nitrate	Indian	(27.75,27.85]	0.7080348	0.5954207	0.8206489
temp + nitrate	Indian	(27.85,27.95]	0.5816469	0.5164637	0.6468302
temp + nitrate	Indian	(27.95,28.05]	0.2418524	0.1313158	0.3523889
temp + nitrate	Indian	(28.05,28.1]	0.0950894	-0.0966708	0.2868496
temp + nitrate	Indian	(28.1, Inf]	0.0344530	-0.0924551	0.1613612
temp + nitrate	Pacific	(-Inf,26]	-0.4600550	-0.4634059	-0.4567041
temp + nitrate	Pacific	(26,26.5]	-0.5521731	-0.5616022	-0.5427440
temp + nitrate	Pacific	(26.5,26.75]	-0.3231392	-0.3750473	-0.2712311
temp + nitrate	Pacific	(26.75,27]	-0.4147025	-0.4572761	-0.3721289
temp + nitrate	Pacific	(27,27.25]	-0.4110441	-0.4305456	-0.3915425
temp + nitrate	Pacific	(27.25,27.5]	-0.1767205	-0.1931159	-0.1603251
temp + nitrate	Pacific	(27.5,27.75]	0.0090012	-0.0692096	0.0872119
temp + nitrate	Pacific	(27.75,27.85]	-0.0972593	-0.2886762	0.0941576
temp + nitrate	Pacific	(27.85,27.95]	-0.1415035	-0.3320587	0.0490518
temp + nitrate	Pacific	(27.95,28.05]	-0.1054530	-0.2585364	0.0476304
temp + nitrate	Pacific	(28.05,28.1]	-0.0333594	-0.2028702	0.1361513
temp + nitrate	Pacific	(28.1, Inf]	0.6644704	0.6521446	0.6767962
temp + oxygen	Atlantic	(-Inf,26]	-0.5583002	-0.6337703	-0.4828302
temp + oxygen	Atlantic	(26,26.5]	-0.1921818	-0.2595526	-0.1248111
temp + oxygen	Atlantic	(26.5,26.75]	0.0711173	-0.0306062	0.1728407
temp + oxygen	Atlantic	(26.75,27]	-0.0256142	-0.1294353	0.0782069
temp + oxygen	Atlantic	(27,27.25]	-0.2953121	-0.3266338	-0.2639903
temp + oxygen	Atlantic	(27.25,27.5]	-0.3418983	-0.3848613	-0.2989353
temp + oxygen	Atlantic	(27.5,27.75]	-0.0867626	-0.0901429	-0.0833823
temp + oxygen	Atlantic	(27.75,27.85]	0.0788750	-0.0558800	0.2136301
temp + oxygen	Atlantic	(27.85,27.95]	0.1982440	0.1113900	0.2850979
temp + oxygen	Atlantic	(27.95,28.05]	0.3040640	0.2670439	0.3410841
temp + oxygen	Atlantic	(28.05,28.1]	0.4743401	0.4735038	0.4751764
temp + oxygen	Atlantic	(28.1,28.15]	0.5565650	0.5425818	0.5705482
temp + oxygen	Atlantic	(28.15,28.2]	0.5389777	0.3716011	0.7063543
temp + oxygen	Atlantic	(28.2, Inf]	-0.2659269	-0.2778800	-0.2539739
temp + oxygen	Indian	(-Inf,26]	0.4113261	0.2753627	0.5472894
temp + oxygen	Indian	(26,26.5]	0.4177349	0.3145235	0.5209463
temp + oxygen	Indian	(26.5,26.75]	0.0886372	-0.0642792	0.2415537
temp + oxygen	Indian	(26.75,27]	-0.4469294	-0.5997123	-0.2941465
temp + oxygen	Indian	(27,27.25]	-0.8283077	-0.8565353	-0.8000801
temp + oxygen	Indian	(27.25,27.5]	-0.9054800	-0.9308125	-0.8801475
temp + oxygen	Indian	(27.5,27.75]	-0.9300946	-0.9458340	-0.9143553
temp + oxygen	Indian	(27.75,27.85]	-0.9547736	-0.9696795	-0.9398678
temp + oxygen	Indian	(27.85,27.95]	-0.9354482	-0.9361367	-0.9347596
temp + oxygen	Indian	(27.95,28.05]	-0.8391082	-0.8513499	-0.8268665
temp + oxygen	Indian	(28.05,28.1]	-0.5956277	-0.6383329	-0.5529225
temp + oxygen	Indian	(28.1, Inf]	-0.8693039	-0.8836315	-0.8549764
temp + oxygen	Pacific	(-Inf,26]	-0.3247684	-0.3765275	-0.2730093
temp + oxygen	Pacific	(26,26.5]	-0.0037086	-0.0390303	0.0316131
temp + oxygen	Pacific	(26.5,26.75]	-0.2717270	-0.2884043	-0.2550496
temp + oxygen	Pacific	(26.75,27]	-0.0866758	-0.0972693	-0.0760824
temp + oxygen	Pacific	(27,27.25]	0.1548726	0.1312658	0.1784795
temp + oxygen	Pacific	(27.25,27.5]	0.0187444	-0.0103703	0.0478592
temp + oxygen	Pacific	(27.5,27.75]	-0.1188944	-0.2118385	-0.0259504
temp + oxygen	Pacific	(27.75,27.85]	0.0400726	-0.1926390	0.2727842
temp + oxygen	Pacific	(27.85,27.95]	0.0899931	-0.1356406	0.3156268
temp + oxygen	Pacific	(27.95,28.05]	-0.0036819	-0.1978936	0.1905298
temp + oxygen	Pacific	(28.05,28.1]	-0.0408391	-0.2120458	0.1303676
temp + oxygen	Pacific	(28.1, Inf]	-0.8510239	-0.8652829	-0.8367649
temp + phosphate	Atlantic	(-Inf,26]	-0.4959920	-0.5188756	-0.4731084
temp + phosphate	Atlantic	(26,26.5]	-0.7501972	-0.7548619	-0.7455324
temp + phosphate	Atlantic	(26.5,26.75]	-0.7112324	-0.7204186	-0.7020463
temp + phosphate	Atlantic	(26.75,27]	-0.6498483	-0.6684101	-0.6312866
temp + phosphate	Atlantic	(27,27.25]	-0.6208986	-0.6358332	-0.6059641
temp + phosphate	Atlantic	(27.25,27.5]	-0.6930609	-0.6945540	-0.6915677
temp + phosphate	Atlantic	(27.5,27.75]	-0.7456480	-0.7567565	-0.7345395
temp + phosphate	Atlantic	(27.75,27.85]	-0.7059964	-0.7418527	-0.6701401
temp + phosphate	Atlantic	(27.85,27.95]	-0.6845600	-0.7239390	-0.6451810
temp + phosphate	Atlantic	(27.95,28.05]	-0.7358899	-0.7558312	-0.7159486
temp + phosphate	Atlantic	(28.05,28.1]	-0.7930413	-0.8030009	-0.7830818
temp + phosphate	Atlantic	(28.1,28.15]	-0.7845719	-0.8097230	-0.7594208
temp + phosphate	Atlantic	(28.15,28.2]	-0.6489044	-0.7976010	-0.5002078
temp + phosphate	Atlantic	(28.2, Inf]	-0.2651078	-0.2850544	-0.2451613
temp + phosphate	Indian	(-Inf,26]	-0.5235728	-0.6587844	-0.3883613
temp + phosphate	Indian	(26,26.5]	-0.5398762	-0.6660793	-0.4136731
temp + phosphate	Indian	(26.5,26.75]	-0.2593363	-0.4651630	-0.0535097
temp + phosphate	Indian	(26.75,27]	0.0873862	-0.1962557	0.3710282
temp + phosphate	Indian	(27,27.25]	0.4094213	0.2184543	0.6003883
temp + phosphate	Indian	(27.25,27.5]	0.6606313	0.5509108	0.7703519
temp + phosphate	Indian	(27.5,27.75]	0.8167879	0.7731394	0.8604364
temp + phosphate	Indian	(27.75,27.85]	0.7792880	0.7117303	0.8468458
temp + phosphate	Indian	(27.85,27.95]	0.5955221	0.5327485	0.6582956
temp + phosphate	Indian	(27.95,28.05]	0.2683511	0.1664191	0.3702831
temp + phosphate	Indian	(28.05,28.1]	0.1158761	-0.0797531	0.3115053
temp + phosphate	Indian	(28.1, Inf]	0.0165673	-0.1101786	0.1433131
temp + phosphate	Pacific	(-Inf,26]	-0.3518536	-0.3900641	-0.3136432
temp + phosphate	Pacific	(26,26.5]	-0.4798536	-0.5101774	-0.4495297
temp + phosphate	Pacific	(26.5,26.75]	-0.2767088	-0.3156395	-0.2377782
temp + phosphate	Pacific	(26.75,27]	-0.4088584	-0.4596936	-0.3580231
temp + phosphate	Pacific	(27,27.25]	-0.3956773	-0.4063939	-0.3849607
temp + phosphate	Pacific	(27.25,27.5]	-0.1599161	-0.1878153	-0.1320168
temp + phosphate	Pacific	(27.5,27.75]	0.0323983	-0.0520592	0.1168558
temp + phosphate	Pacific	(27.75,27.85]	-0.0714164	-0.2653051	0.1224723
temp + phosphate	Pacific	(27.85,27.95]	-0.1301334	-0.3244849	0.0642181
temp + phosphate	Pacific	(27.95,28.05]	-0.1055361	-0.2627363	0.0516642
temp + phosphate	Pacific	(28.05,28.1]	-0.0147127	-0.1713994	0.1419740
temp + phosphate	Pacific	(28.1, Inf]	0.6671784	0.6624699	0.6718869
temp + silicate	Atlantic	(-Inf,26]	-0.5833213	-0.6955321	-0.4711105
temp + silicate	Atlantic	(26,26.5]	-0.6747021	-0.6756769	-0.6737272
temp + silicate	Atlantic	(26.5,26.75]	-0.6356439	-0.6679114	-0.6033763
temp + silicate	Atlantic	(26.75,27]	-0.5725099	-0.6299489	-0.5150709
temp + silicate	Atlantic	(27,27.25]	-0.5819449	-0.6101093	-0.5537805
temp + silicate	Atlantic	(27.25,27.5]	-0.7783717	-0.7890152	-0.7677283
temp + silicate	Atlantic	(27.5,27.75]	-0.8022394	-0.8226473	-0.7818316
temp + silicate	Atlantic	(27.75,27.85]	-0.7210432	-0.7740149	-0.6680715
temp + silicate	Atlantic	(27.85,27.95]	-0.7467171	-0.7917573	-0.7016769
temp + silicate	Atlantic	(27.95,28.05]	-0.7798406	-0.8035286	-0.7561525
temp + silicate	Atlantic	(28.05,28.1]	-0.7911306	-0.8053729	-0.7768883
temp + silicate	Atlantic	(28.1,28.15]	-0.7764830	-0.8027218	-0.7502443
temp + silicate	Atlantic	(28.15,28.2]	-0.6142484	-0.7712199	-0.4572769
temp + silicate	Atlantic	(28.2, Inf]	-0.2309810	-0.2710424	-0.1909197
temp + silicate	Indian	(-Inf,26]	-0.6401767	-0.6747743	-0.6055790
temp + silicate	Indian	(26,26.5]	-0.6085512	-0.6487108	-0.5683915
temp + silicate	Indian	(26.5,26.75]	-0.2629757	-0.3726169	-0.1533344
temp + silicate	Indian	(26.75,27]	0.2539202	0.0877517	0.4200888
temp + silicate	Indian	(27,27.25]	0.4757842	0.4105825	0.5409859
temp + silicate	Indian	(27.25,27.5]	0.5628969	0.5523309	0.5734629
temp + silicate	Indian	(27.5,27.75]	0.6083022	0.5891791	0.6274253
temp + silicate	Indian	(27.75,27.85]	0.7204871	0.6630051	0.7779691
temp + silicate	Indian	(27.85,27.95]	0.5592812	0.4889302	0.6296321
temp + silicate	Indian	(27.95,28.05]	0.3842079	0.3142705	0.4541453
temp + silicate	Indian	(28.05,28.1]	0.2907419	0.1575015	0.4239824
temp + silicate	Indian	(28.1, Inf]	-0.1178664	-0.1707093	-0.0650236
temp + silicate	Pacific	(-Inf,26]	-0.5889599	-0.6399766	-0.5379432
temp + silicate	Pacific	(26,26.5]	-0.7179068	-0.7403136	-0.6955001
temp + silicate	Pacific	(26.5,26.75]	-0.7154877	-0.7503657	-0.6806098
temp + silicate	Pacific	(26.75,27]	-0.7153547	-0.7476910	-0.6830183
temp + silicate	Pacific	(27,27.25]	-0.5988685	-0.6198623	-0.5778747
temp + silicate	Pacific	(27.25,27.5]	-0.4060158	-0.4297024	-0.3823291
temp + silicate	Pacific	(27.5,27.75]	-0.2299306	-0.2968709	-0.1629902
temp + silicate	Pacific	(27.75,27.85]	-0.1904119	-0.3834079	0.0025842
temp + silicate	Pacific	(27.85,27.95]	-0.2343411	-0.4563249	-0.0123573
temp + silicate	Pacific	(27.95,28.05]	-0.2108044	-0.4107550	-0.0108537
temp + silicate	Pacific	(28.05,28.1]	-0.0416967	-0.2064432	0.1230499
temp + silicate	Pacific	(28.1, Inf]	0.4637150	0.4567625	0.4706674

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
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]	0.6987747	0.6670799	0.7304694
aou	Atlantic	(26,26.5]	-0.0416796	-0.0797880	-0.0035711
aou	Atlantic	(26.5,26.75]	-0.4521746	-0.4901260	-0.4142233
aou	Atlantic	(26.75,27]	-0.3595603	-0.4756220	-0.2434986
aou	Atlantic	(27,27.25]	-0.2290325	-0.2872194	-0.1708456
aou	Atlantic	(27.25,27.5]	-0.3649079	-0.4289801	-0.3008357
aou	Atlantic	(27.5,27.75]	-0.7486272	-0.7515002	-0.7457543
aou	Atlantic	(27.75,27.85]	-0.8810523	-0.9125048	-0.8495998
aou	Atlantic	(27.85,27.95]	-0.9044017	-0.9117205	-0.8970829
aou	Atlantic	(27.95,28.05]	-0.8624042	-0.8801538	-0.8446546
aou	Atlantic	(28.05,28.1]	-0.8424910	-0.8693617	-0.8156202
aou	Atlantic	(28.1,28.15]	-0.8801060	-0.9118312	-0.8483809
aou	Atlantic	(28.15,28.2]	-0.9282930	-0.9381897	-0.9183963
aou	Atlantic	(28.2, Inf]	-0.7687727	-0.7757432	-0.7618022
aou	Indian	(-Inf,26]	-0.8304344	-0.9111419	-0.7497268
aou	Indian	(26,26.5]	-0.9414368	-0.9600216	-0.9228520
aou	Indian	(26.5,26.75]	-0.8775502	-0.9310603	-0.8240401
aou	Indian	(26.75,27]	-0.5807005	-0.7236379	-0.4377631
aou	Indian	(27,27.25]	0.0252026	-0.2215792	0.2719845
aou	Indian	(27.25,27.5]	0.5047117	0.4055370	0.6038865
aou	Indian	(27.5,27.75]	0.4570768	0.3323045	0.5818491
aou	Indian	(27.75,27.85]	0.1552736	-0.0230783	0.3336255
aou	Indian	(27.85,27.95]	0.1295497	-0.0342231	0.2933226
aou	Indian	(27.95,28.05]	0.0973231	-0.0499588	0.2446049
aou	Indian	(28.05,28.1]	0.0693547	0.0689058	0.0698036
aou	Indian	(28.1, Inf]	0.4356493	0.3567417	0.5145570
aou	Pacific	(-Inf,26]	-0.2171220	-0.2841674	-0.1500765
aou	Pacific	(26,26.5]	-0.7093850	-0.7221724	-0.6965976
aou	Pacific	(26.5,26.75]	-0.6133463	-0.6656420	-0.5610506
aou	Pacific	(26.75,27]	-0.6386998	-0.7192826	-0.5581170
aou	Pacific	(27,27.25]	0.0550786	-0.0379673	0.1481245
aou	Pacific	(27.25,27.5]	0.6104411	0.6003502	0.6205321
aou	Pacific	(27.5,27.75]	0.7472137	0.7356184	0.7588089
aou	Pacific	(27.75,27.85]	0.8135926	0.7925309	0.8346543
aou	Pacific	(27.85,27.95]	0.7782321	0.7567529	0.7997113
aou	Pacific	(27.95,28.05]	0.5748693	0.5621370	0.5876016
aou	Pacific	(28.05,28.1]	0.3230672	0.3227447	0.3233898
aou	Pacific	(28.1, Inf]	0.3754406	0.3250787	0.4258026
nitrate	Atlantic	(-Inf,26]	0.4728856	0.4088729	0.5368982
nitrate	Atlantic	(26,26.5]	-0.3355582	-0.4272615	-0.2438549
nitrate	Atlantic	(26.5,26.75]	-0.6516583	-0.6681197	-0.6351968
nitrate	Atlantic	(26.75,27]	-0.6602053	-0.7151153	-0.6052954
nitrate	Atlantic	(27,27.25]	-0.7246510	-0.7598479	-0.6894541
nitrate	Atlantic	(27.25,27.5]	-0.8802608	-0.8968094	-0.8637121
nitrate	Atlantic	(27.5,27.75]	-0.9657862	-0.9672924	-0.9642801
nitrate	Atlantic	(27.75,27.85]	-0.9657028	-0.9658052	-0.9656003
nitrate	Atlantic	(27.85,27.95]	-0.9444360	-0.9512500	-0.9376219
nitrate	Atlantic	(27.95,28.05]	-0.9072195	-0.9263930	-0.8880459
nitrate	Atlantic	(28.05,28.1]	-0.8846007	-0.9094453	-0.8597561
nitrate	Atlantic	(28.1,28.15]	-0.9022083	-0.9299517	-0.8744649
nitrate	Atlantic	(28.15,28.2]	-0.9496425	-0.9645555	-0.9347294
nitrate	Atlantic	(28.2, Inf]	-0.9497924	-0.9575153	-0.9420696
nitrate	Indian	(-Inf,26]	-0.8063785	-0.8823167	-0.7304403
nitrate	Indian	(26,26.5]	-0.9352925	-0.9425689	-0.9280160
nitrate	Indian	(26.5,26.75]	-0.9129168	-0.9315323	-0.8943013
nitrate	Indian	(26.75,27]	-0.7741578	-0.8242556	-0.7240599
nitrate	Indian	(27,27.25]	-0.3641175	-0.4384276	-0.2898074
nitrate	Indian	(27.25,27.5]	0.3372042	0.3294376	0.3449708
nitrate	Indian	(27.5,27.75]	0.4171647	0.3296730	0.5046564
nitrate	Indian	(27.75,27.85]	-0.0003700	-0.1312207	0.1304806
nitrate	Indian	(27.85,27.95]	-0.1070368	-0.2004189	-0.0136547
nitrate	Indian	(27.95,28.05]	-0.2733897	-0.2906661	-0.2561132
nitrate	Indian	(28.05,28.1]	-0.1517255	-0.2592191	-0.0442320
nitrate	Indian	(28.1, Inf]	-0.0668923	-0.2213657	0.0875812
nitrate	Pacific	(-Inf,26]	-0.2260016	-0.2801223	-0.1718809
nitrate	Pacific	(26,26.5]	-0.8454226	-0.8759495	-0.8148957
nitrate	Pacific	(26.5,26.75]	-0.7864806	-0.8153649	-0.7575963
nitrate	Pacific	(26.75,27]	-0.7516057	-0.7873673	-0.7158440
nitrate	Pacific	(27,27.25]	0.0155065	-0.0699115	0.1009244
nitrate	Pacific	(27.25,27.5]	0.5389037	0.5242028	0.5536047
nitrate	Pacific	(27.5,27.75]	0.6830771	0.6765794	0.6895747
nitrate	Pacific	(27.75,27.85]	0.7726039	0.7580474	0.7871604
nitrate	Pacific	(27.85,27.95]	0.7422785	0.7279379	0.7566191
nitrate	Pacific	(27.95,28.05]	0.5320020	0.5184629	0.5455410
nitrate	Pacific	(28.05,28.1]	0.2967609	0.2929920	0.3005298
nitrate	Pacific	(28.1, Inf]	0.3235622	0.2603574	0.3867670
oxygen	Atlantic	(-Inf,26]	-0.6953518	-0.7155024	-0.6752012
oxygen	Atlantic	(26,26.5]	-0.2205153	-0.2337861	-0.2072445
oxygen	Atlantic	(26.5,26.75]	0.2661504	0.1681517	0.3641492
oxygen	Atlantic	(26.75,27]	0.1803055	0.0438204	0.3167905
oxygen	Atlantic	(27,27.25]	-0.0030987	-0.0545839	0.0483866
oxygen	Atlantic	(27.25,27.5]	0.0672344	0.0044470	0.1300218
oxygen	Atlantic	(27.5,27.75]	0.4684942	0.4678649	0.4691236
oxygen	Atlantic	(27.75,27.85]	0.7148373	0.6372381	0.7924365
oxygen	Atlantic	(27.85,27.95]	0.8188744	0.7940431	0.8437057
oxygen	Atlantic	(27.95,28.05]	0.7908373	0.7784649	0.8032097
oxygen	Atlantic	(28.05,28.1]	0.7992317	0.7720165	0.8264469
oxygen	Atlantic	(28.1,28.15]	0.8606219	0.8242282	0.8970156
oxygen	Atlantic	(28.15,28.2]	0.9277437	0.9182046	0.9372828
oxygen	Atlantic	(28.2, Inf]	0.6615837	0.6503239	0.6728435
oxygen	Indian	(-Inf,26]	0.8549920	0.7796493	0.9303346
oxygen	Indian	(26,26.5]	0.9390413	0.9205300	0.9575527
oxygen	Indian	(26.5,26.75]	0.8619855	0.8003416	0.9236294
oxygen	Indian	(26.75,27]	0.5111566	0.3375134	0.6847997
oxygen	Indian	(27,27.25]	-0.1047998	-0.3763219	0.1667222
oxygen	Indian	(27.25,27.5]	-0.5218061	-0.6394227	-0.4041895
oxygen	Indian	(27.5,27.75]	-0.4274711	-0.5574898	-0.2974524
oxygen	Indian	(27.75,27.85]	-0.1502349	-0.3322379	0.0317681
oxygen	Indian	(27.85,27.95]	-0.1499684	-0.3142785	0.0143416
oxygen	Indian	(27.95,28.05]	-0.1563752	-0.3169168	0.0041663
oxygen	Indian	(28.05,28.1]	-0.1121469	-0.1459193	-0.0783744
oxygen	Indian	(28.1, Inf]	-0.4908982	-0.5509451	-0.4308512
oxygen	Pacific	(-Inf,26]	0.3847222	0.3232159	0.4462285
oxygen	Pacific	(26,26.5]	0.6032938	0.5925174	0.6140702
oxygen	Pacific	(26.5,26.75]	0.4982421	0.4368490	0.5596352
oxygen	Pacific	(26.75,27]	0.5648903	0.4562968	0.6734838
oxygen	Pacific	(27,27.25]	-0.0243354	-0.1211264	0.0724555
oxygen	Pacific	(27.25,27.5]	-0.5697126	-0.5776013	-0.5618239
oxygen	Pacific	(27.5,27.75]	-0.7098988	-0.7232869	-0.6965107
oxygen	Pacific	(27.75,27.85]	-0.7947698	-0.8191121	-0.7704274
oxygen	Pacific	(27.85,27.95]	-0.7643187	-0.7875006	-0.7411368
oxygen	Pacific	(27.95,28.05]	-0.5674755	-0.5797558	-0.5551953
oxygen	Pacific	(28.05,28.1]	-0.3270061	-0.3273355	-0.3266767
oxygen	Pacific	(28.1, Inf]	-0.3829089	-0.4294178	-0.3364000
phosphate	Atlantic	(-Inf,26]	-0.0829181	-0.2093296	0.0434933
phosphate	Atlantic	(26,26.5]	-0.5571643	-0.6734537	-0.4408749
phosphate	Atlantic	(26.5,26.75]	-0.7520262	-0.7936281	-0.7104242
phosphate	Atlantic	(26.75,27]	-0.7585707	-0.7939660	-0.7231754
phosphate	Atlantic	(27,27.25]	-0.8106212	-0.8352129	-0.7860296
phosphate	Atlantic	(27.25,27.5]	-0.9221655	-0.9320151	-0.9123159
phosphate	Atlantic	(27.5,27.75]	-0.9766182	-0.9768757	-0.9763607
phosphate	Atlantic	(27.75,27.85]	-0.9725575	-0.9749606	-0.9701543
phosphate	Atlantic	(27.85,27.95]	-0.9494955	-0.9582094	-0.9407815
phosphate	Atlantic	(27.95,28.05]	-0.9145207	-0.9359715	-0.8930700
phosphate	Atlantic	(28.05,28.1]	-0.8905744	-0.9162918	-0.8648570
phosphate	Atlantic	(28.1,28.15]	-0.9066602	-0.9323430	-0.8809774
phosphate	Atlantic	(28.15,28.2]	-0.9524383	-0.9658751	-0.9390015
phosphate	Atlantic	(28.2, Inf]	-0.9573804	-0.9658671	-0.9488936
phosphate	Indian	(-Inf,26]	-0.8249003	-0.9067594	-0.7430412
phosphate	Indian	(26,26.5]	-0.9512619	-0.9716674	-0.9308564
phosphate	Indian	(26.5,26.75]	-0.9245767	-0.9553685	-0.8937848
phosphate	Indian	(26.75,27]	-0.7830701	-0.8465219	-0.7196183
phosphate	Indian	(27,27.25]	-0.3828084	-0.4897653	-0.2758514
phosphate	Indian	(27.25,27.5]	0.2824554	0.2431368	0.3217740
phosphate	Indian	(27.5,27.75]	0.3400717	0.2221698	0.4579736
phosphate	Indian	(27.75,27.85]	-0.0271158	-0.1529506	0.0987189
phosphate	Indian	(27.85,27.95]	-0.1477759	-0.2466833	-0.0488685
phosphate	Indian	(27.95,28.05]	-0.3000159	-0.3278628	-0.2721690
phosphate	Indian	(28.05,28.1]	-0.2012619	-0.3147565	-0.0877672
phosphate	Indian	(28.1, Inf]	-0.1626979	-0.3327492	0.0073534
phosphate	Pacific	(-Inf,26]	-0.2195793	-0.2586442	-0.1805145
phosphate	Pacific	(26,26.5]	-0.8479734	-0.8655073	-0.8304396
phosphate	Pacific	(26.5,26.75]	-0.8209667	-0.8472949	-0.7946386
phosphate	Pacific	(26.75,27]	-0.7823797	-0.8137486	-0.7510108
phosphate	Pacific	(27,27.25]	-0.0081714	-0.0969328	0.0805900
phosphate	Pacific	(27.25,27.5]	0.5320756	0.5154413	0.5487100
phosphate	Pacific	(27.5,27.75]	0.6589814	0.6475500	0.6704127
phosphate	Pacific	(27.75,27.85]	0.7395702	0.7209374	0.7582030
phosphate	Pacific	(27.85,27.95]	0.7054535	0.6887231	0.7221839
phosphate	Pacific	(27.95,28.05]	0.4705260	0.4686136	0.4724385
phosphate	Pacific	(28.05,28.1]	0.1891888	0.1647073	0.2136703
phosphate	Pacific	(28.1, Inf]	0.2211626	0.1404566	0.3018685
sal	Atlantic	(-Inf,26]	0.4705952	0.3213737	0.6198168
sal	Atlantic	(26,26.5]	0.7056199	0.5694725	0.8417673
sal	Atlantic	(26.5,26.75]	0.7955393	0.6994075	0.8916710
sal	Atlantic	(26.75,27]	0.8880754	0.8814530	0.8946978
sal	Atlantic	(27,27.25]	0.9016300	0.8947685	0.9084916
sal	Atlantic	(27.25,27.5]	0.8662916	0.8493476	0.8832355
sal	Atlantic	(27.5,27.75]	0.8080405	0.7986459	0.8174352
sal	Atlantic	(27.75,27.85]	0.7079854	0.6871368	0.7288341
sal	Atlantic	(27.85,27.95]	0.6295405	0.6083502	0.6507307
sal	Atlantic	(27.95,28.05]	0.6580689	0.6413389	0.6747989
sal	Atlantic	(28.05,28.1]	0.7121744	0.6996829	0.7246659
sal	Atlantic	(28.1,28.15]	0.7472753	0.7373771	0.7571734
sal	Atlantic	(28.15,28.2]	0.8737208	0.8503167	0.8971250
sal	Atlantic	(28.2, Inf]	0.9269729	0.9259793	0.9279664
sal	Indian	(-Inf,26]	0.5695781	0.3901631	0.7489931
sal	Indian	(26,26.5]	0.6664220	0.5212769	0.8115671
sal	Indian	(26.5,26.75]	0.3931716	0.1143817	0.6719616
sal	Indian	(26.75,27]	0.2095990	-0.1966907	0.6158886
sal	Indian	(27,27.25]	0.2908870	-0.0733199	0.6550939
sal	Indian	(27.25,27.5]	0.4544320	0.2369873	0.6718767
sal	Indian	(27.5,27.75]	0.3976925	0.1660177	0.6293673
sal	Indian	(27.75,27.85]	0.1977647	-0.0222530	0.4177823
sal	Indian	(27.85,27.95]	0.2586697	0.0548083	0.4625310
sal	Indian	(27.95,28.05]	0.4199140	0.2413417	0.5984862
sal	Indian	(28.05,28.1]	0.3243962	0.1212966	0.5274959
sal	Indian	(28.1, Inf]	0.5370466	0.5360588	0.5380343
sal	Pacific	(-Inf,26]	-0.0717422	-0.0822684	-0.0612160
sal	Pacific	(26,26.5]	0.5349062	0.4896204	0.5801920
sal	Pacific	(26.5,26.75]	0.4594809	0.4078166	0.5111452
sal	Pacific	(26.75,27]	0.3334815	0.2318567	0.4351063
sal	Pacific	(27,27.25]	-0.4161237	-0.4282605	-0.4039868
sal	Pacific	(27.25,27.5]	-0.5119510	-0.5483821	-0.4755200
sal	Pacific	(27.5,27.75]	-0.2825496	-0.3404461	-0.2246531
sal	Pacific	(27.75,27.85]	-0.4151229	-0.5795482	-0.2506976
sal	Pacific	(27.85,27.95]	-0.4213751	-0.5628065	-0.2799436
sal	Pacific	(27.95,28.05]	-0.2739008	-0.3314880	-0.2163135
sal	Pacific	(28.05,28.1]	-0.1799937	-0.1967209	-0.1632664
sal	Pacific	(28.1, Inf]	-0.1804338	-0.2014077	-0.1594599
silicate	Atlantic	(-Inf,26]	-0.1404002	-0.2234833	-0.0573171
silicate	Atlantic	(26,26.5]	-0.5263158	-0.6472719	-0.4053597
silicate	Atlantic	(26.5,26.75]	-0.6765133	-0.7139253	-0.6391014
silicate	Atlantic	(26.75,27]	-0.6728254	-0.7358939	-0.6097569
silicate	Atlantic	(27,27.25]	-0.7437024	-0.7699028	-0.7175021
silicate	Atlantic	(27.25,27.5]	-0.8810059	-0.8909145	-0.8710973
silicate	Atlantic	(27.5,27.75]	-0.8714315	-0.8821907	-0.8606724
silicate	Atlantic	(27.75,27.85]	-0.8908306	-0.8966402	-0.8850210
silicate	Atlantic	(27.85,27.95]	-0.8861844	-0.9020053	-0.8703635
silicate	Atlantic	(27.95,28.05]	-0.8666447	-0.8921187	-0.8411707
silicate	Atlantic	(28.05,28.1]	-0.8580775	-0.8857382	-0.8304168
silicate	Atlantic	(28.1,28.15]	-0.8900620	-0.9175506	-0.8625733
silicate	Atlantic	(28.15,28.2]	-0.9432957	-0.9606222	-0.9259692
silicate	Atlantic	(28.2, Inf]	-0.9349699	-0.9394141	-0.9305257
silicate	Indian	(-Inf,26]	-0.7753415	-0.8146242	-0.7360587
silicate	Indian	(26,26.5]	-0.9239273	-0.9276218	-0.9202329
silicate	Indian	(26.5,26.75]	-0.8893974	-0.9340572	-0.8447377
silicate	Indian	(26.75,27]	-0.6241187	-0.7519158	-0.4963215
silicate	Indian	(27,27.25]	-0.1955093	-0.3557754	-0.0352432
silicate	Indian	(27.25,27.5]	0.4549047	0.4482688	0.4615406
silicate	Indian	(27.5,27.75]	0.6108058	0.5889165	0.6326951
silicate	Indian	(27.75,27.85]	0.2250353	0.1416517	0.3084189
silicate	Indian	(27.85,27.95]	0.0548578	-0.0371936	0.1469092
silicate	Indian	(27.95,28.05]	-0.0876567	-0.1480425	-0.0272708
silicate	Indian	(28.05,28.1]	-0.0523449	-0.0886048	-0.0160850
silicate	Indian	(28.1, Inf]	-0.1819792	-0.2805358	-0.0834227
silicate	Pacific	(-Inf,26]	-0.1908962	-0.2547929	-0.1269996
silicate	Pacific	(26,26.5]	-0.7399922	-0.7529645	-0.7270200
silicate	Pacific	(26.5,26.75]	-0.6376238	-0.6540488	-0.6211988
silicate	Pacific	(26.75,27]	-0.5212383	-0.5529136	-0.4895630
silicate	Pacific	(27,27.25]	0.3136287	0.2584704	0.3687871
silicate	Pacific	(27.25,27.5]	0.8040595	0.7950295	0.8130895
silicate	Pacific	(27.5,27.75]	0.8712878	0.8674822	0.8750935
silicate	Pacific	(27.75,27.85]	0.8479436	0.8367630	0.8591242
silicate	Pacific	(27.85,27.95]	0.7708773	0.7488893	0.7928652
silicate	Pacific	(27.95,28.05]	0.5441154	0.5321603	0.5560706
silicate	Pacific	(28.05,28.1]	0.2835309	0.2828644	0.2841973
silicate	Pacific	(28.1, Inf]	0.2467769	0.2246945	0.2688593
temp	Atlantic	(-Inf,26]	0.2801187	0.2031524	0.3570851
temp	Atlantic	(26,26.5]	0.6778214	0.5672341	0.7884088
temp	Atlantic	(26.5,26.75]	0.7731314	0.6546705	0.8915924
temp	Atlantic	(26.75,27]	0.8471467	0.8304970	0.8637964
temp	Atlantic	(27,27.25]	0.8557669	0.8402709	0.8712629
temp	Atlantic	(27.25,27.5]	0.8206655	0.7931949	0.8481360
temp	Atlantic	(27.5,27.75]	0.7574680	0.7532867	0.7616493
temp	Atlantic	(27.75,27.85]	0.6931565	0.6834677	0.7028454
temp	Atlantic	(27.85,27.95]	0.6111953	0.5964176	0.6259730
temp	Atlantic	(27.95,28.05]	0.6220154	0.6209439	0.6230869
temp	Atlantic	(28.05,28.1]	0.6410809	0.6286290	0.6535328
temp	Atlantic	(28.1,28.15]	0.6166776	0.6002248	0.6331305
temp	Atlantic	(28.15,28.2]	0.5101704	0.3715578	0.6487830
temp	Atlantic	(28.2, Inf]	0.3470949	0.3215312	0.3726585
temp	Indian	(-Inf,26]	0.1055761	0.0840734	0.1270788
temp	Indian	(26,26.5]	0.4457151	0.3627927	0.5286374
temp	Indian	(26.5,26.75]	0.3227925	0.0962911	0.5492939
temp	Indian	(26.75,27]	0.3551063	0.0181359	0.6920766
temp	Indian	(27,27.25]	0.4707484	0.1578998	0.7835969
temp	Indian	(27.25,27.5]	0.5303778	0.3418276	0.7189280
temp	Indian	(27.5,27.75]	0.2544652	0.1220922	0.3868383
temp	Indian	(27.75,27.85]	0.1170463	-0.0663502	0.3004429
temp	Indian	(27.85,27.95]	0.2058885	0.0532173	0.3585598
temp	Indian	(27.95,28.05]	0.3477185	0.1898786	0.5055584
temp	Indian	(28.05,28.1]	0.2649855	0.0884492	0.4415219
temp	Indian	(28.1, Inf]	0.5409590	0.5177547	0.5641633
temp	Pacific	(-Inf,26]	-0.4291986	-0.4339894	-0.4244078
temp	Pacific	(26,26.5]	0.5680684	0.5232001	0.6129367
temp	Pacific	(26.5,26.75]	0.4754270	0.4275041	0.5233499
temp	Pacific	(26.75,27]	0.3767545	0.2759619	0.4775472
temp	Pacific	(27,27.25]	-0.2698440	-0.2823600	-0.2573279
temp	Pacific	(27.25,27.5]	-0.4972810	-0.5447387	-0.4498233
temp	Pacific	(27.5,27.75]	-0.3876903	-0.4675243	-0.3078563
temp	Pacific	(27.75,27.85]	-0.3836351	-0.5794558	-0.1878145
temp	Pacific	(27.85,27.95]	-0.3678682	-0.5522131	-0.1835233
temp	Pacific	(27.95,28.05]	-0.1728907	-0.2959801	-0.0498013
temp	Pacific	(28.05,28.1]	-0.0582133	-0.0965508	-0.0198758
temp	Pacific	(28.1, Inf]	0.3358731	0.3051458	0.3666004

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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_1.5            
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1