eMLR - assumption testing

workflowr

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Last updated: 2021-07-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
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html	1cbf907	jens-daniel-mueller	2021-07-02	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.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
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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
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	099d566	jens-daniel-mueller	2021-04-14	Build site.
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html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
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html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
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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.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
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html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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
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
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
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
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
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]	0.9200087	0.9089190	0.9310983
aou + nitrate	Atlantic	(26,26.5]	0.9535819	0.9475635	0.9596003
aou + nitrate	Atlantic	(26.5,26.75]	0.9465836	0.9373099	0.9558573
aou + nitrate	Atlantic	(26.75,27]	0.8598283	0.8519281	0.8677284
aou + nitrate	Atlantic	(27,27.25]	0.7615350	0.7577124	0.7653575
aou + nitrate	Atlantic	(27.25,27.5]	0.7230556	0.7031493	0.7429620
aou + nitrate	Atlantic	(27.5,27.75]	0.8258758	0.8168610	0.8348905
aou + nitrate	Atlantic	(27.75,27.85]	0.9018280	0.8888996	0.9147565
aou + nitrate	Atlantic	(27.85,27.95]	0.9025951	0.8914739	0.9137162
aou + nitrate	Atlantic	(27.95,28.05]	0.9116956	0.9104505	0.9129408
aou + nitrate	Atlantic	(28.05,28.1]	0.9532988	0.9486836	0.9579139
aou + nitrate	Atlantic	(28.1,28.15]	0.9705781	0.9625721	0.9785840
aou + nitrate	Atlantic	(28.15,28.2]	0.9800037	0.9731999	0.9868075
aou + nitrate	Atlantic	(28.2, Inf]	0.9255660	0.9112053	0.9399268
aou + nitrate	Indian	(-Inf,26]	0.9897740	0.9862230	0.9933250
aou + nitrate	Indian	(26,26.5]	0.9695572	0.9496839	0.9894305
aou + nitrate	Indian	(26.5,26.75]	0.9357720	0.9314278	0.9401161
aou + nitrate	Indian	(26.75,27]	0.8597742	0.8209442	0.8986041
aou + nitrate	Indian	(27,27.25]	0.7761907	0.7002328	0.8521487
aou + nitrate	Indian	(27.25,27.5]	0.8884171	0.8616105	0.9152236
aou + nitrate	Indian	(27.5,27.75]	0.9220561	0.9000231	0.9440890
aou + nitrate	Indian	(27.75,27.85]	0.8892939	0.8529842	0.9256036
aou + nitrate	Indian	(27.85,27.95]	0.8595643	0.8266703	0.8924582
aou + nitrate	Indian	(27.95,28.05]	0.7717080	0.6838430	0.8595729
aou + nitrate	Indian	(28.05,28.1]	0.8957486	0.8493295	0.9421677
aou + nitrate	Indian	(28.1,28.2]	0.8624642	0.8061462	0.9187823
aou + nitrate	Indian	(28.2,28.3]	0.3346168	0.3108474	0.3583862
aou + nitrate	Indian	(28.3,28.4]	0.4813331	0.3178341	0.6448321
aou + nitrate	Indian	(28.4, Inf]	0.8860373	0.8860373	0.8860373
aou + nitrate	Pacific	(-Inf,26]	0.8546215	0.8295206	0.8797223
aou + nitrate	Pacific	(26,26.5]	0.8265547	0.8243839	0.8287255
aou + nitrate	Pacific	(26.5,26.75]	0.7904082	0.7330294	0.8477870
aou + nitrate	Pacific	(26.75,27]	0.9195170	0.9070429	0.9319910
aou + nitrate	Pacific	(27,27.25]	0.9720636	0.9704578	0.9736694
aou + nitrate	Pacific	(27.25,27.5]	0.9777129	0.9768950	0.9785308
aou + nitrate	Pacific	(27.5,27.75]	0.9812257	0.9808354	0.9816159
aou + nitrate	Pacific	(27.75,27.85]	0.9883507	0.9880208	0.9886806
aou + nitrate	Pacific	(27.85,27.95]	0.9876715	0.9864347	0.9889082
aou + nitrate	Pacific	(27.95,28.05]	0.9758368	0.9704472	0.9812264
aou + nitrate	Pacific	(28.05,28.1]	0.9756807	0.9649357	0.9864257
aou + nitrate	Pacific	(28.1,28.2]	0.9799987	0.9780819	0.9819156
aou + nitrate	Pacific	(28.2,28.3]	0.0903007	0.0898287	0.0907727
aou + nitrate	Pacific	(28.3,28.4]	0.7842816	0.7685477	0.8000154
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + phosphate	Atlantic	(-Inf,26]	0.7118395	0.6618356	0.7618433
aou + phosphate	Atlantic	(26,26.5]	0.8650381	0.8506394	0.8794368
aou + phosphate	Atlantic	(26.5,26.75]	0.8780060	0.8604706	0.8955415
aou + phosphate	Atlantic	(26.75,27]	0.7743951	0.7738623	0.7749279
aou + phosphate	Atlantic	(27,27.25]	0.6725501	0.6637007	0.6813996
aou + phosphate	Atlantic	(27.25,27.5]	0.6531095	0.6221596	0.6840593
aou + phosphate	Atlantic	(27.5,27.75]	0.7912846	0.7811081	0.8014611
aou + phosphate	Atlantic	(27.75,27.85]	0.8813893	0.8647809	0.8979977
aou + phosphate	Atlantic	(27.85,27.95]	0.8918743	0.8814046	0.9023441
aou + phosphate	Atlantic	(27.95,28.05]	0.9085110	0.9078258	0.9091962
aou + phosphate	Atlantic	(28.05,28.1]	0.9499966	0.9465218	0.9534713
aou + phosphate	Atlantic	(28.1,28.15]	0.9684492	0.9621287	0.9747698
aou + phosphate	Atlantic	(28.15,28.2]	0.9799723	0.9741581	0.9857865
aou + phosphate	Atlantic	(28.2, Inf]	0.9224750	0.9096429	0.9353070
aou + phosphate	Indian	(-Inf,26]	0.9942832	0.9935891	0.9949774
aou + phosphate	Indian	(26,26.5]	0.9937184	0.9916960	0.9957409
aou + phosphate	Indian	(26.5,26.75]	0.9568978	0.9424749	0.9713207
aou + phosphate	Indian	(26.75,27]	0.8866579	0.8380656	0.9352502
aou + phosphate	Indian	(27,27.25]	0.8337669	0.7618276	0.9057063
aou + phosphate	Indian	(27.25,27.5]	0.9269174	0.9080238	0.9458109
aou + phosphate	Indian	(27.5,27.75]	0.9541210	0.9486800	0.9595620
aou + phosphate	Indian	(27.75,27.85]	0.9213754	0.9072942	0.9354567
aou + phosphate	Indian	(27.85,27.95]	0.8652543	0.8380711	0.8924374
aou + phosphate	Indian	(27.95,28.05]	0.7931485	0.7163829	0.8699142
aou + phosphate	Indian	(28.05,28.1]	0.9031485	0.8612488	0.9450482
aou + phosphate	Indian	(28.1,28.2]	0.8588515	0.8076325	0.9100705
aou + phosphate	Indian	(28.2,28.3]	0.2634576	0.2259233	0.3009919
aou + phosphate	Indian	(28.3,28.4]	0.5351179	0.5015140	0.5687218
aou + phosphate	Indian	(28.4, Inf]	0.9074781	0.9074781	0.9074781
aou + phosphate	Pacific	(-Inf,26]	0.8410669	0.8059040	0.8762297
aou + phosphate	Pacific	(26,26.5]	0.8731834	0.8619194	0.8844473
aou + phosphate	Pacific	(26.5,26.75]	0.8337360	0.7836953	0.8837768
aou + phosphate	Pacific	(26.75,27]	0.9312394	0.9125778	0.9499009
aou + phosphate	Pacific	(27,27.25]	0.9797696	0.9795993	0.9799399
aou + phosphate	Pacific	(27.25,27.5]	0.9816771	0.9815362	0.9818180
aou + phosphate	Pacific	(27.5,27.75]	0.9801937	0.9800686	0.9803189
aou + phosphate	Pacific	(27.75,27.85]	0.9856591	0.9851905	0.9861277
aou + phosphate	Pacific	(27.85,27.95]	0.9852584	0.9845945	0.9859224
aou + phosphate	Pacific	(27.95,28.05]	0.9792806	0.9776031	0.9809581
aou + phosphate	Pacific	(28.05,28.1]	0.9765989	0.9706623	0.9825354
aou + phosphate	Pacific	(28.1,28.2]	0.9735773	0.9707585	0.9763961
aou + phosphate	Pacific	(28.2,28.3]	0.1806269	0.1149288	0.2463251
aou + phosphate	Pacific	(28.3,28.4]	0.6139785	0.5255656	0.7023913
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1313500	-0.1789609	-0.0837390
aou + phosphate_star	Atlantic	(26,26.5]	0.3775032	0.3418835	0.4131229
aou + phosphate_star	Atlantic	(26.5,26.75]	0.3727475	0.3160916	0.4294033
aou + phosphate_star	Atlantic	(26.75,27]	0.0656420	0.0383312	0.0929527
aou + phosphate_star	Atlantic	(27,27.25]	-0.0538635	-0.1070495	-0.0006774
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0435667	-0.0483347	0.1354682
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4175563	0.3998688	0.4352438
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5830979	0.5456786	0.6205172
aou + phosphate_star	Atlantic	(27.85,27.95]	0.5723359	0.5452389	0.5994330
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6683504	0.6672016	0.6694991
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8222100	0.8091794	0.8352406
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8808566	0.8557992	0.9059140
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9262472	0.9046745	0.9478200
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7768111	0.7487577	0.8048646
aou + phosphate_star	Indian	(-Inf,26]	0.9189117	0.9130074	0.9248159
aou + phosphate_star	Indian	(26,26.5]	0.9208128	0.8923344	0.9492912
aou + phosphate_star	Indian	(26.5,26.75]	0.4621227	0.4002909	0.5239545
aou + phosphate_star	Indian	(26.75,27]	-0.1061178	-0.1209505	-0.0912851
aou + phosphate_star	Indian	(27,27.25]	-0.6947431	-0.7153474	-0.6741388
aou + phosphate_star	Indian	(27.25,27.5]	-0.8733225	-0.9089947	-0.8376503
aou + phosphate_star	Indian	(27.5,27.75]	-0.9355928	-0.9428832	-0.9283025
aou + phosphate_star	Indian	(27.75,27.85]	-0.8752280	-0.8888127	-0.8616434
aou + phosphate_star	Indian	(27.85,27.95]	-0.8241767	-0.8657361	-0.7826172
aou + phosphate_star	Indian	(27.95,28.05]	-0.4882720	-0.6072781	-0.3692659
aou + phosphate_star	Indian	(28.05,28.1]	0.1534357	0.1259657	0.1809057
aou + phosphate_star	Indian	(28.1,28.2]	-0.0598272	-0.1372110	0.0175567
aou + phosphate_star	Indian	(28.2,28.3]	-0.6135511	-0.6293789	-0.5977233
aou + phosphate_star	Indian	(28.3,28.4]	-0.8105106	-0.8149534	-0.8060679
aou + phosphate_star	Indian	(28.4, Inf]	-0.9635002	-0.9635002	-0.9635002
aou + phosphate_star	Pacific	(-Inf,26]	0.4344962	0.3370790	0.5319134
aou + phosphate_star	Pacific	(26,26.5]	0.3022475	0.2970963	0.3073986
aou + phosphate_star	Pacific	(26.5,26.75]	0.0178967	-0.0858776	0.1216709
aou + phosphate_star	Pacific	(26.75,27]	0.2327040	0.1658822	0.2995258
aou + phosphate_star	Pacific	(27,27.25]	0.1008037	0.0550223	0.1465850
aou + phosphate_star	Pacific	(27.25,27.5]	-0.4786153	-0.4943741	-0.4628564
aou + phosphate_star	Pacific	(27.5,27.75]	-0.7219740	-0.7690938	-0.6748541
aou + phosphate_star	Pacific	(27.75,27.85]	-0.6719176	-0.7167533	-0.6270818
aou + phosphate_star	Pacific	(27.85,27.95]	-0.4436973	-0.5139229	-0.3734717
aou + phosphate_star	Pacific	(27.95,28.05]	0.1844824	0.1699894	0.1989755
aou + phosphate_star	Pacific	(28.05,28.1]	0.5712927	0.4897686	0.6528168
aou + phosphate_star	Pacific	(28.1,28.2]	0.1587295	0.1410304	0.1764287
aou + phosphate_star	Pacific	(28.2,28.3]	-0.6163813	-0.7771169	-0.4556456
aou + phosphate_star	Pacific	(28.3,28.4]	-0.7794639	-0.8353674	-0.7235603
aou + phosphate_star	Pacific	(28.4, Inf]	-0.9301099	-0.9301099	-0.9301099
aou + silicate	Atlantic	(-Inf,26]	0.5129590	0.4260241	0.5998939
aou + silicate	Atlantic	(26,26.5]	0.7809932	0.7206267	0.8413597
aou + silicate	Atlantic	(26.5,26.75]	0.8357729	0.8080762	0.8634697
aou + silicate	Atlantic	(26.75,27]	0.7945351	0.7588266	0.8302436
aou + silicate	Atlantic	(27,27.25]	0.6270254	0.6026677	0.6513831
aou + silicate	Atlantic	(27.25,27.5]	0.4032374	0.3771343	0.4293406
aou + silicate	Atlantic	(27.5,27.75]	0.5012790	0.4837448	0.5188132
aou + silicate	Atlantic	(27.75,27.85]	0.7503823	0.7421718	0.7585927
aou + silicate	Atlantic	(27.85,27.95]	0.8078771	0.7992330	0.8165211
aou + silicate	Atlantic	(27.95,28.05]	0.8860623	0.8814193	0.8907054
aou + silicate	Atlantic	(28.05,28.1]	0.9554692	0.9533269	0.9576116
aou + silicate	Atlantic	(28.1,28.15]	0.9688822	0.9651693	0.9725950
aou + silicate	Atlantic	(28.15,28.2]	0.9794683	0.9786739	0.9802627
aou + silicate	Atlantic	(28.2, Inf]	0.9298232	0.9250727	0.9345736
aou + silicate	Indian	(-Inf,26]	0.9096164	0.8772464	0.9419865
aou + silicate	Indian	(26,26.5]	0.9410156	0.9274618	0.9545693
aou + silicate	Indian	(26.5,26.75]	0.9606854	0.9565838	0.9647869
aou + silicate	Indian	(26.75,27]	0.9640677	0.9600630	0.9680723
aou + silicate	Indian	(27,27.25]	0.8861603	0.8721221	0.9001985
aou + silicate	Indian	(27.25,27.5]	0.8689839	0.8619011	0.8760667
aou + silicate	Indian	(27.5,27.75]	0.8295815	0.8204072	0.8387558
aou + silicate	Indian	(27.75,27.85]	0.8299364	0.7739204	0.8859525
aou + silicate	Indian	(27.85,27.95]	0.8259062	0.7835121	0.8683003
aou + silicate	Indian	(27.95,28.05]	0.8466197	0.8066966	0.8865428
aou + silicate	Indian	(28.05,28.1]	0.9473813	0.9382471	0.9565154
aou + silicate	Indian	(28.1,28.2]	0.8215500	0.8211005	0.8219996
aou + silicate	Indian	(28.2,28.3]	0.2287568	0.1089274	0.3485862
aou + silicate	Indian	(28.3,28.4]	0.5434347	0.5171982	0.5696712
aou + silicate	Indian	(28.4, Inf]	0.9858653	0.9858653	0.9858653
aou + silicate	Pacific	(-Inf,26]	0.6153791	0.5459014	0.6848569
aou + silicate	Pacific	(26,26.5]	0.4969012	0.4889860	0.5048165
aou + silicate	Pacific	(26.5,26.75]	0.4007645	0.3258339	0.4756951
aou + silicate	Pacific	(26.75,27]	0.6949173	0.6682863	0.7215482
aou + silicate	Pacific	(27,27.25]	0.8893904	0.8884557	0.8903251
aou + silicate	Pacific	(27.25,27.5]	0.9175708	0.9170941	0.9180474
aou + silicate	Pacific	(27.5,27.75]	0.9238471	0.9155878	0.9321064
aou + silicate	Pacific	(27.75,27.85]	0.9671303	0.9654905	0.9687701
aou + silicate	Pacific	(27.85,27.95]	0.9641491	0.9638816	0.9644166
aou + silicate	Pacific	(27.95,28.05]	0.9505794	0.9412647	0.9598942
aou + silicate	Pacific	(28.05,28.1]	0.9604100	0.9529328	0.9678873
aou + silicate	Pacific	(28.1,28.2]	0.9395575	0.9321333	0.9469816
aou + silicate	Pacific	(28.2,28.3]	-0.0105146	-0.2338889	0.2128597
aou + silicate	Pacific	(28.3,28.4]	0.9071096	0.8776217	0.9365975
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.8537904	0.8297819	0.8777990
nitrate + phosphate	Atlantic	(26,26.5]	0.9568280	0.9499974	0.9636586
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9759778	0.9737612	0.9781945
nitrate + phosphate	Atlantic	(26.75,27]	0.9756426	0.9751064	0.9761787
nitrate + phosphate	Atlantic	(27,27.25]	0.9825895	0.9808453	0.9843336
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9875781	0.9855491	0.9896070
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9916205	0.9913436	0.9918974
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9940299	0.9934076	0.9946522
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9940409	0.9934108	0.9946710
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9936825	0.9929520	0.9944131
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9942875	0.9936413	0.9949337
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9951267	0.9945068	0.9957465
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9966315	0.9963891	0.9968740
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9968337	0.9963678	0.9972996
nitrate + phosphate	Indian	(-Inf,26]	0.9911466	0.9852469	0.9970463
nitrate + phosphate	Indian	(26,26.5]	0.9706068	0.9441202	0.9970935
nitrate + phosphate	Indian	(26.5,26.75]	0.9765845	0.9567208	0.9964483
nitrate + phosphate	Indian	(26.75,27]	0.9807466	0.9683293	0.9931640
nitrate + phosphate	Indian	(27,27.25]	0.9623585	0.9543571	0.9703598
nitrate + phosphate	Indian	(27.25,27.5]	0.9592310	0.9581532	0.9603088
nitrate + phosphate	Indian	(27.5,27.75]	0.9406301	0.9174073	0.9638528
nitrate + phosphate	Indian	(27.75,27.85]	0.9382393	0.9064104	0.9700683
nitrate + phosphate	Indian	(27.85,27.95]	0.9583389	0.9430581	0.9736197
nitrate + phosphate	Indian	(27.95,28.05]	0.9746971	0.9631175	0.9862767
nitrate + phosphate	Indian	(28.05,28.1]	0.9804348	0.9703600	0.9905097
nitrate + phosphate	Indian	(28.1,28.2]	0.9574791	0.9365631	0.9783952
nitrate + phosphate	Indian	(28.2,28.3]	0.7608253	0.6915388	0.8301118
nitrate + phosphate	Indian	(28.3,28.4]	0.6516558	0.5331390	0.7701726
nitrate + phosphate	Indian	(28.4, Inf]	0.8671801	0.8671801	0.8671801
nitrate + phosphate	Pacific	(-Inf,26]	0.9584844	0.9562577	0.9607111
nitrate + phosphate	Pacific	(26,26.5]	0.9489882	0.9401871	0.9577893
nitrate + phosphate	Pacific	(26.5,26.75]	0.9396524	0.9321660	0.9471388
nitrate + phosphate	Pacific	(26.75,27]	0.9758196	0.9747930	0.9768463
nitrate + phosphate	Pacific	(27,27.25]	0.9876374	0.9872606	0.9880141
nitrate + phosphate	Pacific	(27.25,27.5]	0.9904717	0.9897735	0.9911700
nitrate + phosphate	Pacific	(27.5,27.75]	0.9928131	0.9924637	0.9931625
nitrate + phosphate	Pacific	(27.75,27.85]	0.9914248	0.9899656	0.9928840
nitrate + phosphate	Pacific	(27.85,27.95]	0.9900872	0.9869358	0.9932385
nitrate + phosphate	Pacific	(27.95,28.05]	0.9756890	0.9614195	0.9899585
nitrate + phosphate	Pacific	(28.05,28.1]	0.9690970	0.9516632	0.9865308
nitrate + phosphate	Pacific	(28.1,28.2]	0.9763901	0.9701604	0.9826199
nitrate + phosphate	Pacific	(28.2,28.3]	0.4450894	0.4426700	0.4475088
nitrate + phosphate	Pacific	(28.3,28.4]	0.7625306	0.6632842	0.8617770
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1322061	0.1076808	0.1567315
nitrate + phosphate_star	Atlantic	(26,26.5]	0.6047264	0.5837832	0.6256696
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6269490	0.6002746	0.6536234
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5185502	0.4914864	0.5456140
nitrate + phosphate_star	Atlantic	(27,27.25]	0.5809939	0.5370189	0.6249689
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7040096	0.6610499	0.7469694
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8427978	0.8409213	0.8446744
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8670490	0.8590236	0.8750744
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8586450	0.8544077	0.8628824
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9037435	0.9034794	0.9040076
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9457233	0.9423761	0.9490705
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9594342	0.9531745	0.9656939
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9748386	0.9695260	0.9801512
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9509763	0.9480901	0.9538624
nitrate + phosphate_star	Indian	(-Inf,26]	0.9409747	0.9399423	0.9420072
nitrate + phosphate_star	Indian	(26,26.5]	0.9340233	0.9290453	0.9390013
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6894465	0.6794873	0.6994057
nitrate + phosphate_star	Indian	(26.75,27]	0.3758796	0.2681120	0.4836471
nitrate + phosphate_star	Indian	(27,27.25]	-0.1303127	-0.2896510	0.0290255
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.5911755	-0.6932544	-0.4890965
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.7886663	-0.8166545	-0.7606782
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.6366843	-0.6529825	-0.6203861
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.4714175	-0.4875718	-0.4552631
nitrate + phosphate_star	Indian	(27.95,28.05]	0.1303504	0.1260988	0.1346020
nitrate + phosphate_star	Indian	(28.05,28.1]	0.5290971	0.4785143	0.5796799
nitrate + phosphate_star	Indian	(28.1,28.2]	0.3693885	0.2271541	0.5116228
nitrate + phosphate_star	Indian	(28.2,28.3]	0.3720432	0.3407256	0.4033609
nitrate + phosphate_star	Indian	(28.3,28.4]	-0.0998050	-0.1882285	-0.0113816
nitrate + phosphate_star	Indian	(28.4, Inf]	-0.8161096	-0.8161096	-0.8161096
nitrate + phosphate_star	Pacific	(-Inf,26]	0.7875411	0.7546569	0.8204252
nitrate + phosphate_star	Pacific	(26,26.5]	0.7072187	0.6937259	0.7207116
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5317449	0.5257328	0.5377569
nitrate + phosphate_star	Pacific	(26.75,27]	0.5402154	0.5130715	0.5673593
nitrate + phosphate_star	Pacific	(27,27.25]	0.2798540	0.2284364	0.3312716
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.3302441	-0.3515964	-0.3088918
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.6113082	-0.6669046	-0.5557119
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.5953813	-0.6374704	-0.5532921
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.3516240	-0.4150539	-0.2881941
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.2844370	0.2568794	0.3119947
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.6288780	0.5381458	0.7196103
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.2641521	0.2348073	0.2934968
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.3312700	0.2965695	0.3659705
nitrate + phosphate_star	Pacific	(28.3,28.4]	-0.4160971	-0.4855926	-0.3466016
nitrate + phosphate_star	Pacific	(28.4, Inf]	0.0482486	0.0482486	0.0482486
nitrate + silicate	Atlantic	(-Inf,26]	0.6795881	0.5896260	0.7695502
nitrate + silicate	Atlantic	(26,26.5]	0.8766057	0.8475983	0.9056131
nitrate + silicate	Atlantic	(26.5,26.75]	0.9026358	0.8814305	0.9238411
nitrate + silicate	Atlantic	(26.75,27]	0.8742926	0.8441743	0.9044108
nitrate + silicate	Atlantic	(27,27.25]	0.8877956	0.8671523	0.9084390
nitrate + silicate	Atlantic	(27.25,27.5]	0.8303359	0.8147152	0.8459566
nitrate + silicate	Atlantic	(27.5,27.75]	0.8405849	0.8334628	0.8477070
nitrate + silicate	Atlantic	(27.75,27.85]	0.9303582	0.9301091	0.9306073
nitrate + silicate	Atlantic	(27.85,27.95]	0.9619185	0.9590729	0.9647642
nitrate + silicate	Atlantic	(27.95,28.05]	0.9795391	0.9784485	0.9806298
nitrate + silicate	Atlantic	(28.05,28.1]	0.9887345	0.9885382	0.9889309
nitrate + silicate	Atlantic	(28.1,28.15]	0.9896207	0.9892555	0.9899860
nitrate + silicate	Atlantic	(28.15,28.2]	0.9884743	0.9884545	0.9884941
nitrate + silicate	Atlantic	(28.2, Inf]	0.9879749	0.9843066	0.9916432
nitrate + silicate	Indian	(-Inf,26]	0.9308060	0.9057732	0.9558387
nitrate + silicate	Indian	(26,26.5]	0.9492093	0.9371123	0.9613062
nitrate + silicate	Indian	(26.5,26.75]	0.9345887	0.9325818	0.9365957
nitrate + silicate	Indian	(26.75,27]	0.9030220	0.8798932	0.9261507
nitrate + silicate	Indian	(27,27.25]	0.9051014	0.8830475	0.9271552
nitrate + silicate	Indian	(27.25,27.5]	0.9087146	0.9045388	0.9128904
nitrate + silicate	Indian	(27.5,27.75]	0.7888733	0.7622769	0.8154697
nitrate + silicate	Indian	(27.75,27.85]	0.7664893	0.7097880	0.8231906
nitrate + silicate	Indian	(27.85,27.95]	0.8444044	0.8315916	0.8572173
nitrate + silicate	Indian	(27.95,28.05]	0.8816759	0.8672361	0.8961156
nitrate + silicate	Indian	(28.05,28.1]	0.9474725	0.9319752	0.9629699
nitrate + silicate	Indian	(28.1,28.2]	0.8822549	0.8682495	0.8962604
nitrate + silicate	Indian	(28.2,28.3]	0.4546798	0.4414743	0.4678852
nitrate + silicate	Indian	(28.3,28.4]	0.5489026	0.4705821	0.6272231
nitrate + silicate	Indian	(28.4, Inf]	0.8550855	0.8550855	0.8550855
nitrate + silicate	Pacific	(-Inf,26]	0.8406097	0.8360017	0.8452178
nitrate + silicate	Pacific	(26,26.5]	0.7885157	0.7860677	0.7909637
nitrate + silicate	Pacific	(26.5,26.75]	0.7482806	0.7414097	0.7551515
nitrate + silicate	Pacific	(26.75,27]	0.8277676	0.8270946	0.8284407
nitrate + silicate	Pacific	(27,27.25]	0.9010171	0.8996054	0.9024288
nitrate + silicate	Pacific	(27.25,27.5]	0.8941374	0.8898476	0.8984272
nitrate + silicate	Pacific	(27.5,27.75]	0.8963881	0.8956603	0.8971158
nitrate + silicate	Pacific	(27.75,27.85]	0.9466303	0.9461184	0.9471422
nitrate + silicate	Pacific	(27.85,27.95]	0.9594177	0.9535992	0.9652361
nitrate + silicate	Pacific	(27.95,28.05]	0.9359096	0.9044652	0.9673540
nitrate + silicate	Pacific	(28.05,28.1]	0.9427618	0.9151078	0.9704159
nitrate + silicate	Pacific	(28.1,28.2]	0.9560269	0.9545554	0.9574984
nitrate + silicate	Pacific	(28.2,28.3]	0.4739935	0.2654978	0.6824891
nitrate + silicate	Pacific	(28.3,28.4]	0.8547272	0.8157443	0.8937101
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5719607	0.5538084	0.5901130
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7879004	0.7816395	0.7941612
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.7665277	0.7504919	0.7825635
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6682950	0.6513009	0.6852890
phosphate + phosphate_star	Atlantic	(27,27.25]	0.6959374	0.6674762	0.7243986
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7806165	0.7495485	0.8116844
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8837009	0.8822469	0.8851550
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8962049	0.8911292	0.9012806
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8799648	0.8751106	0.8848190
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9166191	0.9153458	0.9178924
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9579345	0.9546019	0.9612670
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9704234	0.9637754	0.9770715
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9812779	0.9753870	0.9871688
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9579509	0.9546948	0.9612070
phosphate + phosphate_star	Indian	(-Inf,26]	0.9507440	0.9455148	0.9559732
phosphate + phosphate_star	Indian	(26,26.5]	0.9570939	0.9421719	0.9720159
phosphate + phosphate_star	Indian	(26.5,26.75]	0.6963981	0.6829378	0.7098583
phosphate + phosphate_star	Indian	(26.75,27]	0.3514564	0.2367759	0.4661369
phosphate + phosphate_star	Indian	(27,27.25]	-0.1949039	-0.3538553	-0.0359524
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.6309744	-0.7280642	-0.5338846
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.7943281	-0.8178363	-0.7708199
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.6248373	-0.6298605	-0.6198141
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.4375311	-0.4554287	-0.4196336
phosphate + phosphate_star	Indian	(27.95,28.05]	0.1258665	0.1168021	0.1349309
phosphate + phosphate_star	Indian	(28.05,28.1]	0.5499720	0.4899007	0.6100432
phosphate + phosphate_star	Indian	(28.1,28.2]	0.4399570	0.2812579	0.5986561
phosphate + phosphate_star	Indian	(28.2,28.3]	0.5917354	0.5760816	0.6073893
phosphate + phosphate_star	Indian	(28.3,28.4]	0.0543718	0.0079008	0.1008429
phosphate + phosphate_star	Indian	(28.4, Inf]	-0.7625077	-0.7625077	-0.7625077
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8293439	0.8051343	0.8535536
phosphate + phosphate_star	Pacific	(26,26.5]	0.7257195	0.7133914	0.7380476
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.5590817	0.5489462	0.5692171
phosphate + phosphate_star	Pacific	(26.75,27]	0.5653729	0.5513141	0.5794318
phosphate + phosphate_star	Pacific	(27,27.25]	0.2921560	0.2493301	0.3349820
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.3142478	-0.3304754	-0.2980203
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.5876412	-0.6436816	-0.5316008
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.5514015	-0.6071108	-0.4956922
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.2951825	-0.3766231	-0.2137419
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.3740748	0.3516409	0.3965086
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.7319754	0.6834280	0.7805228
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.3762336	0.3711639	0.3813033
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.6225371	0.5079382	0.7371360
phosphate + phosphate_star	Pacific	(28.3,28.4]	0.0042860	-0.0187224	0.0272945
phosphate + phosphate_star	Pacific	(28.4, Inf]	0.8194717	0.8194717	0.8194717
sal + aou	Atlantic	(-Inf,26]	-0.0941285	-0.1112642	-0.0769928
sal + aou	Atlantic	(26,26.5]	-0.1765673	-0.1797782	-0.1733565
sal + aou	Atlantic	(26.5,26.75]	-0.2346182	-0.2839105	-0.1853258
sal + aou	Atlantic	(26.75,27]	-0.0130824	-0.0249662	-0.0011986
sal + aou	Atlantic	(27,27.25]	0.0743503	0.0358779	0.1128228
sal + aou	Atlantic	(27.25,27.5]	0.0132246	-0.0571758	0.0836250
sal + aou	Atlantic	(27.5,27.75]	-0.3154167	-0.3205603	-0.3102732
sal + aou	Atlantic	(27.75,27.85]	-0.3808904	-0.4553033	-0.3064774
sal + aou	Atlantic	(27.85,27.95]	-0.3906388	-0.4511502	-0.3301275
sal + aou	Atlantic	(27.95,28.05]	-0.5380936	-0.5684542	-0.5077329
sal + aou	Atlantic	(28.05,28.1]	-0.7248263	-0.7521837	-0.6974688
sal + aou	Atlantic	(28.1,28.15]	-0.7935578	-0.8292916	-0.7578239
sal + aou	Atlantic	(28.15,28.2]	-0.8831900	-0.9092544	-0.8571257
sal + aou	Atlantic	(28.2, Inf]	-0.7572092	-0.8140629	-0.7003554
sal + aou	Indian	(-Inf,26]	-0.5898783	-0.7562681	-0.4234886
sal + aou	Indian	(26,26.5]	-0.6527768	-0.7959202	-0.5096334
sal + aou	Indian	(26.5,26.75]	-0.0149181	-0.1868295	0.1569932
sal + aou	Indian	(26.75,27]	0.4773653	0.3335105	0.6212201
sal + aou	Indian	(27,27.25]	0.8850065	0.8668405	0.9031725
sal + aou	Indian	(27.25,27.5]	0.9548424	0.9410629	0.9686218
sal + aou	Indian	(27.5,27.75]	0.9592205	0.9528427	0.9655983
sal + aou	Indian	(27.75,27.85]	0.9531068	0.9432570	0.9629565
sal + aou	Indian	(27.85,27.95]	0.9262861	0.9238733	0.9286990
sal + aou	Indian	(27.95,28.05]	0.7149741	0.7000935	0.7298548
sal + aou	Indian	(28.05,28.1]	0.2367368	0.1094460	0.3640276
sal + aou	Indian	(28.1,28.2]	0.1770983	0.0543564	0.2998401
sal + aou	Indian	(28.2,28.3]	0.5684324	0.4871310	0.6497338
sal + aou	Indian	(28.3,28.4]	0.8895512	0.8844157	0.8946868
sal + aou	Indian	(28.4, Inf]	0.6315948	0.6315948	0.6315948
sal + aou	Pacific	(-Inf,26]	-0.1182670	-0.1992305	-0.0373034
sal + aou	Pacific	(26,26.5]	0.0580786	0.0475289	0.0686284
sal + aou	Pacific	(26.5,26.75]	0.2035230	0.1658143	0.2412318
sal + aou	Pacific	(26.75,27]	-0.0860896	-0.1083845	-0.0637948
sal + aou	Pacific	(27,27.25]	-0.1551809	-0.1707704	-0.1395913
sal + aou	Pacific	(27.25,27.5]	0.1135111	0.1127469	0.1142752
sal + aou	Pacific	(27.5,27.75]	0.2351873	0.0753835	0.3949912
sal + aou	Pacific	(27.75,27.85]	0.0502275	-0.2038654	0.3043204
sal + aou	Pacific	(27.85,27.95]	-0.1440006	-0.4694002	0.1813990
sal + aou	Pacific	(27.95,28.05]	-0.5848831	-0.7516539	-0.4181122
sal + aou	Pacific	(28.05,28.1]	-0.8715086	-0.8846003	-0.8584169
sal + aou	Pacific	(28.1,28.2]	-0.8366337	-0.8768284	-0.7964390
sal + aou	Pacific	(28.2,28.3]	0.8543393	0.8246807	0.8839980
sal + aou	Pacific	(28.3,28.4]	0.8336613	0.7268255	0.9404971
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.2319115	-0.2542503	-0.2095727
sal + nitrate	Atlantic	(26,26.5]	-0.3940362	-0.4033675	-0.3847049
sal + nitrate	Atlantic	(26.5,26.75]	-0.4872933	-0.5102462	-0.4643405
sal + nitrate	Atlantic	(26.75,27]	-0.4032529	-0.4079328	-0.3985730
sal + nitrate	Atlantic	(27,27.25]	-0.4974276	-0.5226512	-0.4722040
sal + nitrate	Atlantic	(27.25,27.5]	-0.6191727	-0.6390210	-0.5993245
sal + nitrate	Atlantic	(27.5,27.75]	-0.7327982	-0.7395049	-0.7260915
sal + nitrate	Atlantic	(27.75,27.85]	-0.6906226	-0.7311197	-0.6501255
sal + nitrate	Atlantic	(27.85,27.95]	-0.6965001	-0.7296859	-0.6633142
sal + nitrate	Atlantic	(27.95,28.05]	-0.7996557	-0.8212152	-0.7780961
sal + nitrate	Atlantic	(28.05,28.1]	-0.8686184	-0.8824639	-0.8547730
sal + nitrate	Atlantic	(28.1,28.15]	-0.8870205	-0.9032768	-0.8707642
sal + nitrate	Atlantic	(28.15,28.2]	-0.9320092	-0.9370146	-0.9270039
sal + nitrate	Atlantic	(28.2, Inf]	-0.9367371	-0.9540279	-0.9194464
sal + nitrate	Indian	(-Inf,26]	-0.6139995	-0.7739737	-0.4540253
sal + nitrate	Indian	(26,26.5]	-0.7933494	-0.8593522	-0.7273466
sal + nitrate	Indian	(26.5,26.75]	-0.3383327	-0.4901257	-0.1865397
sal + nitrate	Indian	(26.75,27]	-0.0108452	-0.2494944	0.2278040
sal + nitrate	Indian	(27,27.25]	0.4225119	0.2775591	0.5674648
sal + nitrate	Indian	(27.25,27.5]	0.7576918	0.7475177	0.7678659
sal + nitrate	Indian	(27.5,27.75]	0.8476385	0.8274154	0.8678616
sal + nitrate	Indian	(27.75,27.85]	0.7597687	0.6934159	0.8261216
sal + nitrate	Indian	(27.85,27.95]	0.6412616	0.5908992	0.6916240
sal + nitrate	Indian	(27.95,28.05]	0.1505234	0.0393342	0.2617125
sal + nitrate	Indian	(28.05,28.1]	-0.1543536	-0.3752760	0.0665687
sal + nitrate	Indian	(28.1,28.2]	-0.2191503	-0.4075000	-0.0308005
sal + nitrate	Indian	(28.2,28.3]	-0.3111122	-0.4095585	-0.2126660
sal + nitrate	Indian	(28.3,28.4]	0.4317466	0.3350079	0.5284853
sal + nitrate	Indian	(28.4, Inf]	0.5836172	0.5836172	0.5836172
sal + nitrate	Pacific	(-Inf,26]	-0.4763866	-0.5052010	-0.4475722
sal + nitrate	Pacific	(26,26.5]	-0.4116227	-0.4332319	-0.3900134
sal + nitrate	Pacific	(26.5,26.75]	-0.3336294	-0.3839867	-0.2832722
sal + nitrate	Pacific	(26.75,27]	-0.3846490	-0.3960798	-0.3732183
sal + nitrate	Pacific	(27,27.25]	-0.2810733	-0.3029968	-0.2591498
sal + nitrate	Pacific	(27.25,27.5]	0.0771075	0.0643801	0.0898350
sal + nitrate	Pacific	(27.5,27.75]	0.2036626	0.0605249	0.3468002
sal + nitrate	Pacific	(27.75,27.85]	0.0334336	-0.1943188	0.2611861
sal + nitrate	Pacific	(27.85,27.95]	-0.1834210	-0.4746875	0.1078454
sal + nitrate	Pacific	(27.95,28.05]	-0.6498268	-0.7796281	-0.5200256
sal + nitrate	Pacific	(28.05,28.1]	-0.9064337	-0.9174890	-0.8953783
sal + nitrate	Pacific	(28.1,28.2]	-0.8791649	-0.9059780	-0.8523519
sal + nitrate	Pacific	(28.2,28.3]	0.0888077	0.0754726	0.1021429
sal + nitrate	Pacific	(28.3,28.4]	0.5947255	0.5195323	0.6699188
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + phosphate	Atlantic	(-Inf,26]	-0.4992036	-0.5403308	-0.4580765
sal + phosphate	Atlantic	(26,26.5]	-0.6097968	-0.6323031	-0.5872905
sal + phosphate	Atlantic	(26.5,26.75]	-0.6486487	-0.6598066	-0.6374909
sal + phosphate	Atlantic	(26.75,27]	-0.5710394	-0.5726640	-0.5694149
sal + phosphate	Atlantic	(27,27.25]	-0.6252088	-0.6388038	-0.6116139
sal + phosphate	Atlantic	(27.25,27.5]	-0.7039934	-0.7151625	-0.6928243
sal + phosphate	Atlantic	(27.5,27.75]	-0.7840754	-0.7896635	-0.7784873
sal + phosphate	Atlantic	(27.75,27.85]	-0.7286015	-0.7649881	-0.6922150
sal + phosphate	Atlantic	(27.85,27.95]	-0.7202327	-0.7555740	-0.6848913
sal + phosphate	Atlantic	(27.95,28.05]	-0.8096162	-0.8336990	-0.7855334
sal + phosphate	Atlantic	(28.05,28.1]	-0.8790928	-0.8934883	-0.8646974
sal + phosphate	Atlantic	(28.1,28.15]	-0.8997209	-0.9164107	-0.8830310
sal + phosphate	Atlantic	(28.15,28.2]	-0.9383909	-0.9453892	-0.9313926
sal + phosphate	Atlantic	(28.2, Inf]	-0.9415056	-0.9591702	-0.9238409
sal + phosphate	Indian	(-Inf,26]	-0.5697498	-0.7674970	-0.3720025
sal + phosphate	Indian	(26,26.5]	-0.6855868	-0.8539496	-0.5172240
sal + phosphate	Indian	(26.5,26.75]	-0.2530527	-0.4881841	-0.0179213
sal + phosphate	Indian	(26.75,27]	0.0637273	-0.2223993	0.3498538
sal + phosphate	Indian	(27,27.25]	0.5319323	0.3536040	0.7102606
sal + phosphate	Indian	(27.25,27.5]	0.8380038	0.8025084	0.8734992
sal + phosphate	Indian	(27.5,27.75]	0.9128412	0.8981775	0.9275049
sal + phosphate	Indian	(27.75,27.85]	0.8345572	0.7969520	0.8721625
sal + phosphate	Indian	(27.85,27.95]	0.6722073	0.6174268	0.7269879
sal + phosphate	Indian	(27.95,28.05]	0.1952215	0.0854906	0.3049525
sal + phosphate	Indian	(28.05,28.1]	-0.1345630	-0.3647027	0.0955767
sal + phosphate	Indian	(28.1,28.2]	-0.2238679	-0.4283990	-0.0193368
sal + phosphate	Indian	(28.2,28.3]	-0.3720857	-0.4764889	-0.2676824
sal + phosphate	Indian	(28.3,28.4]	0.4634787	0.3825853	0.5443722
sal + phosphate	Indian	(28.4, Inf]	0.5278349	0.5278349	0.5278349
sal + phosphate	Pacific	(-Inf,26]	-0.4295262	-0.4557241	-0.4033283
sal + phosphate	Pacific	(26,26.5]	-0.3608814	-0.3915556	-0.3302072
sal + phosphate	Pacific	(26.5,26.75]	-0.2934594	-0.3338868	-0.2530320
sal + phosphate	Pacific	(26.75,27]	-0.3845930	-0.4064933	-0.3626927
sal + phosphate	Pacific	(27,27.25]	-0.2779422	-0.2898413	-0.2660432
sal + phosphate	Pacific	(27.25,27.5]	0.0737043	0.0714118	0.0759969
sal + phosphate	Pacific	(27.5,27.75]	0.2012747	0.0602987	0.3422507
sal + phosphate	Pacific	(27.75,27.85]	0.0408276	-0.1859555	0.2676106
sal + phosphate	Pacific	(27.85,27.95]	-0.1887920	-0.4824364	0.1048523
sal + phosphate	Pacific	(27.95,28.05]	-0.6523055	-0.7851080	-0.5195031
sal + phosphate	Pacific	(28.05,28.1]	-0.9096622	-0.9173544	-0.9019699
sal + phosphate	Pacific	(28.1,28.2]	-0.8808108	-0.9060684	-0.8555531
sal + phosphate	Pacific	(28.2,28.3]	0.0961422	0.0622532	0.1300313
sal + phosphate	Pacific	(28.3,28.4]	0.4865478	0.4276749	0.5454206
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7462822	-0.7589051	-0.7336593
sal + phosphate_star	Atlantic	(26,26.5]	-0.9348046	-0.9417687	-0.9278405
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9686324	-0.9704688	-0.9667959
sal + phosphate_star	Atlantic	(26.75,27]	-0.9547240	-0.9600676	-0.9493804
sal + phosphate_star	Atlantic	(27,27.25]	-0.9545591	-0.9577970	-0.9513211
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9607704	-0.9684691	-0.9530716
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9446484	-0.9464902	-0.9428067
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9172349	-0.9313243	-0.9031455
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9150060	-0.9309672	-0.8990449
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9443113	-0.9557498	-0.9328728
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9562383	-0.9619475	-0.9505292
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9596055	-0.9659981	-0.9532129
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9685119	-0.9701134	-0.9669103
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9839951	-0.9873701	-0.9806201
sal + phosphate_star	Indian	(-Inf,26]	-0.4977931	-0.6952064	-0.3003798
sal + phosphate_star	Indian	(26,26.5]	-0.7747974	-0.9449835	-0.6046114
sal + phosphate_star	Indian	(26.5,26.75]	-0.7661238	-0.9419859	-0.5902617
sal + phosphate_star	Indian	(26.75,27]	-0.8550829	-0.9531523	-0.7570134
sal + phosphate_star	Indian	(27,27.25]	-0.8926630	-0.9368348	-0.8484912
sal + phosphate_star	Indian	(27.25,27.5]	-0.9099848	-0.9168926	-0.9030770
sal + phosphate_star	Indian	(27.5,27.75]	-0.9071142	-0.9141758	-0.9000526
sal + phosphate_star	Indian	(27.75,27.85]	-0.8903270	-0.9063020	-0.8743521
sal + phosphate_star	Indian	(27.85,27.95]	-0.9075723	-0.9460415	-0.8691031
sal + phosphate_star	Indian	(27.95,28.05]	-0.8937429	-0.9480948	-0.8393910
sal + phosphate_star	Indian	(28.05,28.1]	-0.8195065	-0.9123047	-0.7267083
sal + phosphate_star	Indian	(28.1,28.2]	-0.8187426	-0.8469614	-0.7905237
sal + phosphate_star	Indian	(28.2,28.3]	-0.8172090	-0.8177269	-0.8166911
sal + phosphate_star	Indian	(28.3,28.4]	-0.7334808	-0.7659712	-0.7009904
sal + phosphate_star	Indian	(28.4, Inf]	-0.6345385	-0.6345385	-0.6345385
sal + phosphate_star	Pacific	(-Inf,26]	-0.7248001	-0.7365739	-0.7130263
sal + phosphate_star	Pacific	(26,26.5]	-0.8247935	-0.8328742	-0.8167129
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8819448	-0.8949898	-0.8688998
sal + phosphate_star	Pacific	(26.75,27]	-0.8938845	-0.9021884	-0.8855806
sal + phosphate_star	Pacific	(27,27.25]	-0.7838399	-0.7878407	-0.7798391
sal + phosphate_star	Pacific	(27.25,27.5]	-0.4767055	-0.4838749	-0.4695360
sal + phosphate_star	Pacific	(27.5,27.75]	-0.4703532	-0.6366227	-0.3040836
sal + phosphate_star	Pacific	(27.75,27.85]	-0.3373321	-0.6279611	-0.0467031
sal + phosphate_star	Pacific	(27.85,27.95]	-0.3857614	-0.7052389	-0.0662839
sal + phosphate_star	Pacific	(27.95,28.05]	-0.5501862	-0.7183317	-0.3820407
sal + phosphate_star	Pacific	(28.05,28.1]	-0.7358601	-0.8199716	-0.6517487
sal + phosphate_star	Pacific	(28.1,28.2]	-0.4680217	-0.5484615	-0.3875820
sal + phosphate_star	Pacific	(28.2,28.3]	-0.5879698	-0.7212954	-0.4546441
sal + phosphate_star	Pacific	(28.3,28.4]	-0.6639015	-0.8255151	-0.5022879
sal + phosphate_star	Pacific	(28.4, Inf]	-0.1539540	-0.1539540	-0.1539540
sal + silicate	Atlantic	(-Inf,26]	-0.5304807	-0.5542205	-0.5067410
sal + silicate	Atlantic	(26,26.5]	-0.5797806	-0.6289257	-0.5306354
sal + silicate	Atlantic	(26.5,26.75]	-0.5710557	-0.6163972	-0.5257141
sal + silicate	Atlantic	(26.75,27]	-0.4714521	-0.5148548	-0.4280494
sal + silicate	Atlantic	(27,27.25]	-0.5658770	-0.5923943	-0.5393597
sal + silicate	Atlantic	(27.25,27.5]	-0.7300219	-0.7658684	-0.6941753
sal + silicate	Atlantic	(27.5,27.75]	-0.7915709	-0.7996223	-0.7835194
sal + silicate	Atlantic	(27.75,27.85]	-0.7309904	-0.7872363	-0.6747445
sal + silicate	Atlantic	(27.85,27.95]	-0.7672654	-0.8042623	-0.7302686
sal + silicate	Atlantic	(27.95,28.05]	-0.8313718	-0.8561160	-0.8066275
sal + silicate	Atlantic	(28.05,28.1]	-0.8738547	-0.8917564	-0.8559530
sal + silicate	Atlantic	(28.1,28.15]	-0.8918772	-0.9115437	-0.8722108
sal + silicate	Atlantic	(28.15,28.2]	-0.9072754	-0.9204622	-0.8940886
sal + silicate	Atlantic	(28.2, Inf]	-0.9099822	-0.9451684	-0.8747961
sal + silicate	Indian	(-Inf,26]	-0.7258493	-0.8208187	-0.6308799
sal + silicate	Indian	(26,26.5]	-0.7878179	-0.8662530	-0.7093828
sal + silicate	Indian	(26.5,26.75]	-0.1395378	-0.2750209	-0.0040547
sal + silicate	Indian	(26.75,27]	0.3300491	0.1672020	0.4928961
sal + silicate	Indian	(27,27.25]	0.6190201	0.5614674	0.6765728
sal + silicate	Indian	(27.25,27.5]	0.7317629	0.6975050	0.7660209
sal + silicate	Indian	(27.5,27.75]	0.7783659	0.7422509	0.8144809
sal + silicate	Indian	(27.75,27.85]	0.8069079	0.7534428	0.8603731
sal + silicate	Indian	(27.85,27.95]	0.7135552	0.6429564	0.7841539
sal + silicate	Indian	(27.95,28.05]	0.4060370	0.3291058	0.4829681
sal + silicate	Indian	(28.05,28.1]	0.0529857	-0.1200843	0.2260556
sal + silicate	Indian	(28.1,28.2]	-0.0697742	-0.1885659	0.0490175
sal + silicate	Indian	(28.2,28.3]	0.0264063	-0.1369095	0.1897221
sal + silicate	Indian	(28.3,28.4]	0.5720463	0.5374584	0.6066342
sal + silicate	Indian	(28.4, Inf]	0.6335676	0.6335676	0.6335676
sal + silicate	Pacific	(-Inf,26]	-0.6571225	-0.6810478	-0.6331972
sal + silicate	Pacific	(26,26.5]	-0.6784829	-0.6972683	-0.6596974
sal + silicate	Pacific	(26.5,26.75]	-0.7004238	-0.7358780	-0.6649696
sal + silicate	Pacific	(26.75,27]	-0.7003755	-0.7158475	-0.6849035
sal + silicate	Pacific	(27,27.25]	-0.5143005	-0.5207930	-0.5078079
sal + silicate	Pacific	(27.25,27.5]	-0.1657514	-0.1715214	-0.1599814
sal + silicate	Pacific	(27.5,27.75]	0.0898725	-0.0188468	0.1985919
sal + silicate	Pacific	(27.75,27.85]	-0.0139802	-0.2304002	0.2024398
sal + silicate	Pacific	(27.85,27.95]	-0.1739453	-0.4410964	0.0932059
sal + silicate	Pacific	(27.95,28.05]	-0.5514850	-0.6562554	-0.4467145
sal + silicate	Pacific	(28.05,28.1]	-0.8393575	-0.8521200	-0.8265950
sal + silicate	Pacific	(28.1,28.2]	-0.8801545	-0.9106773	-0.8496316
sal + silicate	Pacific	(28.2,28.3]	0.0804208	-0.1544125	0.3152541
sal + silicate	Pacific	(28.3,28.4]	0.6989008	0.6512078	0.7465938
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.8092164	0.8027997	0.8156331
sal + temp	Atlantic	(26,26.5]	0.9637250	0.9629325	0.9645175
sal + temp	Atlantic	(26.5,26.75]	0.9760887	0.9743980	0.9777795
sal + temp	Atlantic	(26.75,27]	0.9690079	0.9687038	0.9693120
sal + temp	Atlantic	(27,27.25]	0.9775024	0.9770703	0.9779344
sal + temp	Atlantic	(27.25,27.5]	0.9762170	0.9751477	0.9772864
sal + temp	Atlantic	(27.5,27.75]	0.9665416	0.9655544	0.9675289
sal + temp	Atlantic	(27.75,27.85]	0.9779227	0.9737206	0.9821247
sal + temp	Atlantic	(27.85,27.95]	0.9593356	0.9583177	0.9603536
sal + temp	Atlantic	(27.95,28.05]	0.9521204	0.9511919	0.9530490
sal + temp	Atlantic	(28.05,28.1]	0.9688701	0.9683159	0.9694242
sal + temp	Atlantic	(28.1,28.15]	0.9609370	0.9484877	0.9733864
sal + temp	Atlantic	(28.15,28.2]	0.7329571	0.5479416	0.9179725
sal + temp	Atlantic	(28.2, Inf]	0.4478488	0.4269187	0.4687788
sal + temp	Indian	(-Inf,26]	0.0952905	0.0249685	0.1656125
sal + temp	Indian	(26,26.5]	0.8608606	0.8581312	0.8635900
sal + temp	Indian	(26.5,26.75]	0.9629482	0.9560358	0.9698605
sal + temp	Indian	(26.75,27]	0.9780768	0.9709100	0.9852436
sal + temp	Indian	(27,27.25]	0.9686074	0.9672553	0.9699595
sal + temp	Indian	(27.25,27.5]	0.9503802	0.9359251	0.9648354
sal + temp	Indian	(27.5,27.75]	0.9117275	0.8882926	0.9351623
sal + temp	Indian	(27.75,27.85]	0.9434498	0.9335070	0.9533927
sal + temp	Indian	(27.85,27.95]	0.9555017	0.9479903	0.9630131
sal + temp	Indian	(27.95,28.05]	0.9502058	0.9374984	0.9629133
sal + temp	Indian	(28.05,28.1]	0.9346041	0.9269095	0.9422987
sal + temp	Indian	(28.1,28.2]	0.8557784	0.8419240	0.8696327
sal + temp	Indian	(28.2,28.3]	0.9007246	0.8855536	0.9158956
sal + temp	Indian	(28.3,28.4]	0.9033646	0.8952674	0.9114619
sal + temp	Indian	(28.4, Inf]	0.6085735	0.6085735	0.6085735
sal + temp	Pacific	(-Inf,26]	0.7595081	0.7294789	0.7895373
sal + temp	Pacific	(26,26.5]	0.9496612	0.9487960	0.9505263
sal + temp	Pacific	(26.5,26.75]	0.9776360	0.9762948	0.9789772
sal + temp	Pacific	(26.75,27]	0.9701085	0.9677783	0.9724386
sal + temp	Pacific	(27,27.25]	0.9324502	0.9291369	0.9357636
sal + temp	Pacific	(27.25,27.5]	0.8136555	0.8098173	0.8174938
sal + temp	Pacific	(27.5,27.75]	0.7005995	0.6137792	0.7874199
sal + temp	Pacific	(27.75,27.85]	0.8242389	0.7505832	0.8978945
sal + temp	Pacific	(27.85,27.95]	0.7000105	0.5421571	0.8578640
sal + temp	Pacific	(27.95,28.05]	0.4285270	0.2701942	0.5868598
sal + temp	Pacific	(28.05,28.1]	0.1449295	0.0997126	0.1901465
sal + temp	Pacific	(28.1,28.2]	-0.5795305	-0.6628564	-0.4962046
sal + temp	Pacific	(28.2,28.3]	0.6883717	0.6456901	0.7310533
sal + temp	Pacific	(28.3,28.4]	0.8365126	0.7512183	0.9218069
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7864875	0.7643703	0.8086047
silicate + phosphate	Atlantic	(26,26.5]	0.9100790	0.8882861	0.9318719
silicate + phosphate	Atlantic	(26.5,26.75]	0.9140255	0.8988799	0.9291711
silicate + phosphate	Atlantic	(26.75,27]	0.8897964	0.8748943	0.9046986
silicate + phosphate	Atlantic	(27,27.25]	0.9040553	0.8852855	0.9228251
silicate + phosphate	Atlantic	(27.25,27.5]	0.8615590	0.8443650	0.8787531
silicate + phosphate	Atlantic	(27.5,27.75]	0.8667085	0.8573605	0.8760565
silicate + phosphate	Atlantic	(27.75,27.85]	0.9410226	0.9407311	0.9413140
silicate + phosphate	Atlantic	(27.85,27.95]	0.9682557	0.9661769	0.9703346
silicate + phosphate	Atlantic	(27.95,28.05]	0.9817769	0.9808988	0.9826550
silicate + phosphate	Atlantic	(28.05,28.1]	0.9891029	0.9886851	0.9895207
silicate + phosphate	Atlantic	(28.1,28.15]	0.9909653	0.9907433	0.9911874
silicate + phosphate	Atlantic	(28.15,28.2]	0.9881067	0.9876292	0.9885843
silicate + phosphate	Atlantic	(28.2, Inf]	0.9874508	0.9835336	0.9913679
silicate + phosphate	Indian	(-Inf,26]	0.9189195	0.8837131	0.9541258
silicate + phosphate	Indian	(26,26.5]	0.9494074	0.9361393	0.9626756
silicate + phosphate	Indian	(26.5,26.75]	0.9424719	0.9382183	0.9467256
silicate + phosphate	Indian	(26.75,27]	0.9188057	0.8956904	0.9419211
silicate + phosphate	Indian	(27,27.25]	0.9207998	0.9206930	0.9209066
silicate + phosphate	Indian	(27.25,27.5]	0.9104435	0.8840437	0.9368433
silicate + phosphate	Indian	(27.5,27.75]	0.8420827	0.8214944	0.8626710
silicate + phosphate	Indian	(27.75,27.85]	0.8622667	0.8502942	0.8742393
silicate + phosphate	Indian	(27.85,27.95]	0.8998442	0.8994733	0.9002151
silicate + phosphate	Indian	(27.95,28.05]	0.9072111	0.9001012	0.9143210
silicate + phosphate	Indian	(28.05,28.1]	0.9480134	0.9352142	0.9608125
silicate + phosphate	Indian	(28.1,28.2]	0.8705765	0.8624610	0.8786920
silicate + phosphate	Indian	(28.2,28.3]	0.4431117	0.4027048	0.4835187
silicate + phosphate	Indian	(28.3,28.4]	0.5129873	0.4541239	0.5718507
silicate + phosphate	Indian	(28.4, Inf]	0.9037388	0.9037388	0.9037388
silicate + phosphate	Pacific	(-Inf,26]	0.7886117	0.7817856	0.7954378
silicate + phosphate	Pacific	(26,26.5]	0.7451709	0.7379254	0.7524165
silicate + phosphate	Pacific	(26.5,26.75]	0.7006871	0.6972822	0.7040919
silicate + phosphate	Pacific	(26.75,27]	0.8224088	0.8200389	0.8247786
silicate + phosphate	Pacific	(27,27.25]	0.9065679	0.9015747	0.9115611
silicate + phosphate	Pacific	(27.25,27.5]	0.8996833	0.8989642	0.9004023
silicate + phosphate	Pacific	(27.5,27.75]	0.8967989	0.8946190	0.8989789
silicate + phosphate	Pacific	(27.75,27.85]	0.9489009	0.9486109	0.9491908
silicate + phosphate	Pacific	(27.85,27.95]	0.9640459	0.9593209	0.9687709
silicate + phosphate	Pacific	(27.95,28.05]	0.9570250	0.9455356	0.9685145
silicate + phosphate	Pacific	(28.05,28.1]	0.9584276	0.9475906	0.9692646
silicate + phosphate	Pacific	(28.1,28.2]	0.9483741	0.9457665	0.9509816
silicate + phosphate	Pacific	(28.2,28.3]	0.3796147	0.3770427	0.3821868
silicate + phosphate	Pacific	(28.3,28.4]	0.7297647	0.7068567	0.7526727
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
silicate + phosphate_star	Atlantic	(-Inf,26]	0.5302395	0.4171209	0.6433581
silicate + phosphate_star	Atlantic	(26,26.5]	0.7314441	0.7140254	0.7488628
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.6750568	0.6307513	0.7193624
silicate + phosphate_star	Atlantic	(26.75,27]	0.5116204	0.4649014	0.5583394
silicate + phosphate_star	Atlantic	(27,27.25]	0.6238060	0.5878720	0.6597400
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8143459	0.7674902	0.8612015
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9113237	0.9012915	0.9213559
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9159243	0.8989129	0.9329357
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9141741	0.9094419	0.9189063
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9130739	0.9095027	0.9166451
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9369596	0.9312451	0.9426741
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9546119	0.9451551	0.9640687
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9573762	0.9468314	0.9679210
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9321985	0.9167687	0.9476283
silicate + phosphate_star	Indian	(-Inf,26]	0.9206077	0.9056602	0.9355552
silicate + phosphate_star	Indian	(26,26.5]	0.9270839	0.9089493	0.9452185
silicate + phosphate_star	Indian	(26.5,26.75]	0.5212675	0.4658215	0.5767135
silicate + phosphate_star	Indian	(26.75,27]	0.0358630	-0.0060614	0.0777874
silicate + phosphate_star	Indian	(27,27.25]	-0.3705863	-0.4495983	-0.2915743
silicate + phosphate_star	Indian	(27.25,27.5]	-0.5997454	-0.6632051	-0.5362858
silicate + phosphate_star	Indian	(27.5,27.75]	-0.6739794	-0.7241013	-0.6238575
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5903251	-0.6765736	-0.5040767
silicate + phosphate_star	Indian	(27.85,27.95]	-0.4676378	-0.4920442	-0.4432315
silicate + phosphate_star	Indian	(27.95,28.05]	-0.0759589	-0.1103564	-0.0415614
silicate + phosphate_star	Indian	(28.05,28.1]	0.3606837	0.3493593	0.3720081
silicate + phosphate_star	Indian	(28.1,28.2]	0.3054390	0.2316743	0.3792037
silicate + phosphate_star	Indian	(28.2,28.3]	0.2041354	0.0827262	0.3255446
silicate + phosphate_star	Indian	(28.3,28.4]	-0.2432491	-0.2587718	-0.2277265
silicate + phosphate_star	Indian	(28.4, Inf]	-0.9443340	-0.9443340	-0.9443340
silicate + phosphate_star	Pacific	(-Inf,26]	0.7754964	0.7584251	0.7925676
silicate + phosphate_star	Pacific	(26,26.5]	0.7913620	0.7832318	0.7994922
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7147256	0.6991808	0.7302704
silicate + phosphate_star	Pacific	(26.75,27]	0.6864745	0.6817101	0.6912390
silicate + phosphate_star	Pacific	(27,27.25]	0.3478734	0.3234810	0.3722657
silicate + phosphate_star	Pacific	(27.25,27.5]	-0.3277431	-0.3374797	-0.3180065
silicate + phosphate_star	Pacific	(27.5,27.75]	-0.5927875	-0.6032598	-0.5823151
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.6165393	-0.6451568	-0.5879217
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.3176106	-0.3677687	-0.2674525
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3339950	0.3246557	0.3433342
silicate + phosphate_star	Pacific	(28.05,28.1]	0.6421949	0.5641059	0.7202839
silicate + phosphate_star	Pacific	(28.1,28.2]	0.3350378	0.2825400	0.3875356
silicate + phosphate_star	Pacific	(28.2,28.3]	0.3885275	0.1756253	0.6014297
silicate + phosphate_star	Pacific	(28.3,28.4]	-0.5833708	-0.6227676	-0.5439740
silicate + phosphate_star	Pacific	(28.4, Inf]	-0.5017881	-0.5017881	-0.5017881
temp + aou	Atlantic	(-Inf,26]	-0.1216323	-0.1346840	-0.1085806
temp + aou	Atlantic	(26,26.5]	-0.2134954	-0.2295328	-0.1974581
temp + aou	Atlantic	(26.5,26.75]	-0.2116166	-0.2582353	-0.1649979
temp + aou	Atlantic	(26.75,27]	0.0480320	0.0473305	0.0487334
temp + aou	Atlantic	(27,27.25]	0.1450523	0.1056344	0.1844701
temp + aou	Atlantic	(27.25,27.5]	0.0648458	-0.0049820	0.1346737
temp + aou	Atlantic	(27.5,27.75]	-0.2477161	-0.2535323	-0.2418998
temp + aou	Atlantic	(27.75,27.85]	-0.3357745	-0.3803889	-0.2911602
temp + aou	Atlantic	(27.85,27.95]	-0.3066104	-0.3550196	-0.2582011
temp + aou	Atlantic	(27.95,28.05]	-0.4185665	-0.4242087	-0.4129243
temp + aou	Atlantic	(28.05,28.1]	-0.6016113	-0.6391092	-0.5641133
temp + aou	Atlantic	(28.1,28.15]	-0.6371001	-0.7149585	-0.5592417
temp + aou	Atlantic	(28.15,28.2]	-0.5132965	-0.7514465	-0.2751466
temp + aou	Atlantic	(28.2, Inf]	-0.0439473	-0.0608453	-0.0270493
temp + aou	Indian	(-Inf,26]	-0.2591740	-0.3025273	-0.2158207
temp + aou	Indian	(26,26.5]	-0.4858751	-0.5811573	-0.3905928
temp + aou	Indian	(26.5,26.75]	0.0201075	-0.1258857	0.1661006
temp + aou	Indian	(26.75,27]	0.3760445	0.2429793	0.5091098
temp + aou	Indian	(27,27.25]	0.8011903	0.7622064	0.8401742
temp + aou	Indian	(27.25,27.5]	0.8864265	0.8580610	0.9147921
temp + aou	Indian	(27.5,27.75]	0.9229208	0.9109206	0.9349210
temp + aou	Indian	(27.75,27.85]	0.9456568	0.9369592	0.9543544
temp + aou	Indian	(27.85,27.95]	0.9258640	0.9210132	0.9307149
temp + aou	Indian	(27.95,28.05]	0.7668218	0.7421876	0.7914559
temp + aou	Indian	(28.05,28.1]	0.4487738	0.3488707	0.5486769
temp + aou	Indian	(28.1,28.2]	0.5026738	0.3914469	0.6139007
temp + aou	Indian	(28.2,28.3]	0.5892084	0.5814304	0.5969863
temp + aou	Indian	(28.3,28.4]	0.9161359	0.9100168	0.9222551
temp + aou	Indian	(28.4, Inf]	0.9934609	0.9934609	0.9934609
temp + aou	Pacific	(-Inf,26]	-0.2065593	-0.2535490	-0.1595697
temp + aou	Pacific	(26,26.5]	0.0138600	0.0085834	0.0191365
temp + aou	Pacific	(26.5,26.75]	0.2171411	0.1698403	0.2644419
temp + aou	Pacific	(26.75,27]	-0.0787764	-0.1024590	-0.0550938
temp + aou	Pacific	(27,27.25]	-0.1895359	-0.2230608	-0.1560110
temp + aou	Pacific	(27.25,27.5]	0.0474415	0.0438794	0.0510037
temp + aou	Pacific	(27.5,27.75]	0.2950349	0.1093551	0.4807148
temp + aou	Pacific	(27.75,27.85]	0.1998063	-0.0143226	0.4139353
temp + aou	Pacific	(27.85,27.95]	0.1424569	-0.1226300	0.4075437
temp + aou	Pacific	(27.95,28.05]	-0.0066958	-0.2080786	0.1946870
temp + aou	Pacific	(28.05,28.1]	-0.0027443	-0.1686583	0.1631696
temp + aou	Pacific	(28.1,28.2]	0.8150533	0.8146111	0.8154954
temp + aou	Pacific	(28.2,28.3]	0.6686926	0.6220566	0.7153286
temp + aou	Pacific	(28.3,28.4]	0.9775836	0.9724514	0.9827159
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	-0.2033656	-0.2260403	-0.1806910
temp + nitrate	Atlantic	(26,26.5]	-0.4470720	-0.4473993	-0.4467448
temp + nitrate	Atlantic	(26.5,26.75]	-0.4590580	-0.4802710	-0.4378451
temp + nitrate	Atlantic	(26.75,27]	-0.3041042	-0.3149828	-0.2932255
temp + nitrate	Atlantic	(27,27.25]	-0.4125942	-0.4353037	-0.3898847
temp + nitrate	Atlantic	(27.25,27.5]	-0.5647092	-0.5811928	-0.5482256
temp + nitrate	Atlantic	(27.5,27.75]	-0.6838937	-0.6861507	-0.6816367
temp + nitrate	Atlantic	(27.75,27.85]	-0.6739066	-0.6895204	-0.6582929
temp + nitrate	Atlantic	(27.85,27.95]	-0.6510551	-0.6710644	-0.6310457
temp + nitrate	Atlantic	(27.95,28.05]	-0.7177728	-0.7191654	-0.7163801
temp + nitrate	Atlantic	(28.05,28.1]	-0.7798251	-0.7980547	-0.7615955
temp + nitrate	Atlantic	(28.1,28.15]	-0.7625009	-0.8105825	-0.7144193
temp + nitrate	Atlantic	(28.15,28.2]	-0.5533443	-0.7772501	-0.3294386
temp + nitrate	Atlantic	(28.2, Inf]	-0.2690961	-0.2733641	-0.2648280
temp + nitrate	Indian	(-Inf,26]	-0.3177662	-0.3543018	-0.2812305
temp + nitrate	Indian	(26,26.5]	-0.6287073	-0.6632133	-0.5942014
temp + nitrate	Indian	(26.5,26.75]	-0.2991351	-0.4347741	-0.1634960
temp + nitrate	Indian	(26.75,27]	-0.1218716	-0.3393789	0.0956357
temp + nitrate	Indian	(27,27.25]	0.2712174	0.0972478	0.4451870
temp + nitrate	Indian	(27.25,27.5]	0.6112434	0.5296551	0.6928316
temp + nitrate	Indian	(27.5,27.75]	0.7936587	0.7614137	0.8259037
temp + nitrate	Indian	(27.75,27.85]	0.7766928	0.7324837	0.8209020
temp + nitrate	Indian	(27.85,27.95]	0.6506643	0.6201850	0.6811437
temp + nitrate	Indian	(27.95,28.05]	0.2343256	0.1428531	0.3257980
temp + nitrate	Indian	(28.05,28.1]	0.0739747	-0.1280576	0.2760071
temp + nitrate	Indian	(28.1,28.2]	0.1266488	-0.0736374	0.3269350
temp + nitrate	Indian	(28.2,28.3]	-0.3473301	-0.4496841	-0.2449761
temp + nitrate	Indian	(28.3,28.4]	0.4434589	0.3629168	0.5240009
temp + nitrate	Indian	(28.4, Inf]	0.8864199	0.8864199	0.8864199
temp + nitrate	Pacific	(-Inf,26]	-0.5214520	-0.5268059	-0.5160981
temp + nitrate	Pacific	(26,26.5]	-0.4795710	-0.4867756	-0.4723664
temp + nitrate	Pacific	(26.5,26.75]	-0.3435667	-0.3870603	-0.3000731
temp + nitrate	Pacific	(26.75,27]	-0.4028425	-0.4120393	-0.3936457
temp + nitrate	Pacific	(27,27.25]	-0.3478255	-0.3874697	-0.3081813
temp + nitrate	Pacific	(27.25,27.5]	-0.0395109	-0.0466836	-0.0323382
temp + nitrate	Pacific	(27.5,27.75]	0.2505928	0.0732375	0.4279481
temp + nitrate	Pacific	(27.75,27.85]	0.1815562	-0.0140596	0.3771720
temp + nitrate	Pacific	(27.85,27.95]	0.1070482	-0.1294179	0.3435143
temp + nitrate	Pacific	(27.95,28.05]	-0.0697967	-0.2321531	0.0925596
temp + nitrate	Pacific	(28.05,28.1]	-0.0520067	-0.2185398	0.1145264
temp + nitrate	Pacific	(28.1,28.2]	0.7642816	0.7572130	0.7713502
temp + nitrate	Pacific	(28.2,28.3]	-0.2849406	-0.3365174	-0.2333638
temp + nitrate	Pacific	(28.3,28.4]	0.8197595	0.8075074	0.8320116
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + phosphate	Atlantic	(-Inf,26]	-0.4320268	-0.4799093	-0.3841443
temp + phosphate	Atlantic	(26,26.5]	-0.6291682	-0.6408290	-0.6175074
temp + phosphate	Atlantic	(26.5,26.75]	-0.6123921	-0.6229986	-0.6017856
temp + phosphate	Atlantic	(26.75,27]	-0.4684192	-0.4836929	-0.4531456
temp + phosphate	Atlantic	(27,27.25]	-0.5410209	-0.5519878	-0.5300540
temp + phosphate	Atlantic	(27.25,27.5]	-0.6542849	-0.6625910	-0.6459788
temp + phosphate	Atlantic	(27.5,27.75]	-0.7395591	-0.7427865	-0.7363317
temp + phosphate	Atlantic	(27.75,27.85]	-0.7129669	-0.7262928	-0.6996411
temp + phosphate	Atlantic	(27.85,27.95]	-0.6761057	-0.6989478	-0.6532637
temp + phosphate	Atlantic	(27.95,28.05]	-0.7287609	-0.7338784	-0.7236435
temp + phosphate	Atlantic	(28.05,28.1]	-0.7914858	-0.8099647	-0.7730068
temp + phosphate	Atlantic	(28.1,28.15]	-0.7798181	-0.8282220	-0.7314143
temp + phosphate	Atlantic	(28.15,28.2]	-0.5632804	-0.7897367	-0.3368241
temp + phosphate	Atlantic	(28.2, Inf]	-0.2770477	-0.2803427	-0.2737527
temp + phosphate	Indian	(-Inf,26]	-0.2968872	-0.3484406	-0.2453337
temp + phosphate	Indian	(26,26.5]	-0.5401287	-0.6617713	-0.4184860
temp + phosphate	Indian	(26.5,26.75]	-0.2293852	-0.4313574	-0.0274129
temp + phosphate	Indian	(26.75,27]	-0.0541972	-0.3112148	0.2028205
temp + phosphate	Indian	(27,27.25]	0.3729247	0.1758043	0.5700451
temp + phosphate	Indian	(27.25,27.5]	0.6860721	0.5896958	0.7824483
temp + phosphate	Indian	(27.5,27.75]	0.8379002	0.8088268	0.8669736
temp + phosphate	Indian	(27.75,27.85]	0.7953652	0.7692004	0.8215301
temp + phosphate	Indian	(27.85,27.95]	0.6421519	0.6135101	0.6707937
temp + phosphate	Indian	(27.95,28.05]	0.2636427	0.1787575	0.3485280
temp + phosphate	Indian	(28.05,28.1]	0.0935768	-0.1122688	0.2994225
temp + phosphate	Indian	(28.1,28.2]	0.1246965	-0.0817147	0.3311077
temp + phosphate	Indian	(28.2,28.3]	-0.3867539	-0.4632453	-0.3102626
temp + phosphate	Indian	(28.3,28.4]	0.4408381	0.3470416	0.5346346
temp + phosphate	Indian	(28.4, Inf]	0.8902578	0.8902578	0.8902578
temp + phosphate	Pacific	(-Inf,26]	-0.4703671	-0.4713006	-0.4694336
temp + phosphate	Pacific	(26,26.5]	-0.4302778	-0.4474221	-0.4131335
temp + phosphate	Pacific	(26.5,26.75]	-0.3045765	-0.3419798	-0.2671732
temp + phosphate	Pacific	(26.75,27]	-0.3960775	-0.4182309	-0.3739240
temp + phosphate	Pacific	(27,27.25]	-0.3347008	-0.3631613	-0.3062402
temp + phosphate	Pacific	(27.25,27.5]	-0.0335710	-0.0383029	-0.0288392
temp + phosphate	Pacific	(27.5,27.75]	0.2493292	0.0763880	0.4222703
temp + phosphate	Pacific	(27.75,27.85]	0.1838268	-0.0094947	0.3771484
temp + phosphate	Pacific	(27.85,27.95]	0.1054381	-0.1302331	0.3411093
temp + phosphate	Pacific	(27.95,28.05]	-0.0693987	-0.2391480	0.1003505
temp + phosphate	Pacific	(28.05,28.1]	-0.0342740	-0.1878149	0.1192668
temp + phosphate	Pacific	(28.1,28.2]	0.7698284	0.7567670	0.7828898
temp + phosphate	Pacific	(28.2,28.3]	-0.1387746	-0.1419653	-0.1355840
temp + phosphate	Pacific	(28.3,28.4]	0.6588268	0.6218939	0.6957598
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6930092	-0.6977400	-0.6882785
temp + phosphate_star	Atlantic	(26,26.5]	-0.9380259	-0.9479442	-0.9281077
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9496715	-0.9524044	-0.9469385
temp + phosphate_star	Atlantic	(26.75,27]	-0.8996961	-0.9106275	-0.8887646
temp + phosphate_star	Atlantic	(27,27.25]	-0.9243549	-0.9337666	-0.9149433
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9472862	-0.9605807	-0.9339916
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9391111	-0.9392947	-0.9389276
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9326317	-0.9372104	-0.9280530
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9257665	-0.9336045	-0.9179285
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9225616	-0.9240560	-0.9210672
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9146248	-0.9192678	-0.9099818
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8870721	-0.9106047	-0.8635394
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.6451163	-0.8338857	-0.4563470
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4741159	-0.4831546	-0.4650773
temp + phosphate_star	Indian	(-Inf,26]	-0.5307939	-0.5925112	-0.4690765
temp + phosphate_star	Indian	(26,26.5]	-0.7085693	-0.8493203	-0.5678184
temp + phosphate_star	Indian	(26.5,26.75]	-0.7853933	-0.9249047	-0.6458819
temp + phosphate_star	Indian	(26.75,27]	-0.9153643	-0.9714571	-0.8592715
temp + phosphate_star	Indian	(27,27.25]	-0.9602563	-0.9817786	-0.9387340
temp + phosphate_star	Indian	(27.25,27.5]	-0.9730236	-0.9811487	-0.9648985
temp + phosphate_star	Indian	(27.5,27.75]	-0.9558865	-0.9564483	-0.9553247
temp + phosphate_star	Indian	(27.75,27.85]	-0.9471677	-0.9510290	-0.9433063
temp + phosphate_star	Indian	(27.85,27.95]	-0.9567449	-0.9712575	-0.9422323
temp + phosphate_star	Indian	(27.95,28.05]	-0.8979128	-0.9391056	-0.8567200
temp + phosphate_star	Indian	(28.05,28.1]	-0.7074282	-0.8020459	-0.6128106
temp + phosphate_star	Indian	(28.1,28.2]	-0.7041671	-0.7282964	-0.6800377
temp + phosphate_star	Indian	(28.2,28.3]	-0.8535400	-0.8839511	-0.8231290
temp + phosphate_star	Indian	(28.3,28.4]	-0.7840349	-0.8133279	-0.7547419
temp + phosphate_star	Indian	(28.4, Inf]	-0.9672777	-0.9672777	-0.9672777
temp + phosphate_star	Pacific	(-Inf,26]	-0.7776176	-0.7918277	-0.7634075
temp + phosphate_star	Pacific	(26,26.5]	-0.8967550	-0.8997618	-0.8937483
temp + phosphate_star	Pacific	(26.5,26.75]	-0.9193453	-0.9347001	-0.9039905
temp + phosphate_star	Pacific	(26.75,27]	-0.9364578	-0.9433490	-0.9295666
temp + phosphate_star	Pacific	(27,27.25]	-0.8884088	-0.8926839	-0.8841336
temp + phosphate_star	Pacific	(27.25,27.5]	-0.6576857	-0.6625873	-0.6527841
temp + phosphate_star	Pacific	(27.5,27.75]	-0.6385962	-0.7736982	-0.5034942
temp + phosphate_star	Pacific	(27.75,27.85]	-0.5056170	-0.7242233	-0.2870107
temp + phosphate_star	Pacific	(27.85,27.95]	-0.5421986	-0.7940917	-0.2903055
temp + phosphate_star	Pacific	(27.95,28.05]	-0.5075548	-0.6264015	-0.3887081
temp + phosphate_star	Pacific	(28.05,28.1]	-0.1967986	-0.2414117	-0.1521855
temp + phosphate_star	Pacific	(28.1,28.2]	-0.0350727	-0.0901326	0.0199871
temp + phosphate_star	Pacific	(28.2,28.3]	-0.7166302	-0.7934387	-0.6398217
temp + phosphate_star	Pacific	(28.3,28.4]	-0.7256113	-0.7404083	-0.7108143
temp + phosphate_star	Pacific	(28.4, Inf]	-0.6617605	-0.6617605	-0.6617605
temp + silicate	Atlantic	(-Inf,26]	-0.4142462	-0.4556295	-0.3728628
temp + silicate	Atlantic	(26,26.5]	-0.5981110	-0.6469249	-0.5492972
temp + silicate	Atlantic	(26.5,26.75]	-0.5641822	-0.6128231	-0.5155414
temp + silicate	Atlantic	(26.75,27]	-0.4182698	-0.4508591	-0.3856805
temp + silicate	Atlantic	(27,27.25]	-0.5222356	-0.5531508	-0.4913204
temp + silicate	Atlantic	(27.25,27.5]	-0.7457165	-0.7739183	-0.7175147
temp + silicate	Atlantic	(27.5,27.75]	-0.8257775	-0.8315143	-0.8200407
temp + silicate	Atlantic	(27.75,27.85]	-0.7592974	-0.7975034	-0.7210913
temp + silicate	Atlantic	(27.85,27.95]	-0.7548637	-0.7808268	-0.7289006
temp + silicate	Atlantic	(27.95,28.05]	-0.7644244	-0.7740917	-0.7547572
temp + silicate	Atlantic	(28.05,28.1]	-0.7834039	-0.8089504	-0.7578575
temp + silicate	Atlantic	(28.1,28.15]	-0.7676039	-0.8206119	-0.7145959
temp + silicate	Atlantic	(28.15,28.2]	-0.5133483	-0.7510028	-0.2756938
temp + silicate	Atlantic	(28.2, Inf]	-0.2325989	-0.2519599	-0.2132379
temp + silicate	Indian	(-Inf,26]	-0.4503949	-0.4839968	-0.4167930
temp + silicate	Indian	(26,26.5]	-0.6074966	-0.6401391	-0.5748541
temp + silicate	Indian	(26.5,26.75]	-0.0889430	-0.2058823	0.0279963
temp + silicate	Indian	(26.75,27]	0.2269255	0.0798355	0.3740156
temp + silicate	Indian	(27,27.25]	0.4827534	0.4004723	0.5650345
temp + silicate	Indian	(27.25,27.5]	0.5864050	0.5506187	0.6221912
temp + silicate	Indian	(27.5,27.75]	0.6132039	0.5804317	0.6459761
temp + silicate	Indian	(27.75,27.85]	0.6861715	0.5977331	0.7746098
temp + silicate	Indian	(27.85,27.95]	0.6183509	0.5599985	0.6767034
temp + silicate	Indian	(27.95,28.05]	0.3957972	0.3452567	0.4463377
temp + silicate	Indian	(28.05,28.1]	0.2647939	0.1160551	0.4135326
temp + silicate	Indian	(28.1,28.2]	0.2316631	0.0994843	0.3638419
temp + silicate	Indian	(28.2,28.3]	-0.0341395	-0.1533713	0.0850923
temp + silicate	Indian	(28.3,28.4]	0.5957825	0.5367392	0.6548259
temp + silicate	Indian	(28.4, Inf]	0.9807079	0.9807079	0.9807079
temp + silicate	Pacific	(-Inf,26]	-0.6032482	-0.6516218	-0.5548746
temp + silicate	Pacific	(26,26.5]	-0.7184262	-0.7303622	-0.7064901
temp + silicate	Pacific	(26.5,26.75]	-0.6953908	-0.7249181	-0.6658635
temp + silicate	Pacific	(26.75,27]	-0.6894937	-0.7034935	-0.6754939
temp + silicate	Pacific	(27,27.25]	-0.5431863	-0.5656531	-0.5207196
temp + silicate	Pacific	(27.25,27.5]	-0.2819202	-0.2883284	-0.2755120
temp + silicate	Pacific	(27.5,27.75]	-0.0093155	-0.1721766	0.1535456
temp + silicate	Pacific	(27.75,27.85]	0.0559786	-0.1440108	0.2559679
temp + silicate	Pacific	(27.85,27.95]	0.0019844	-0.2532935	0.2572623
temp + silicate	Pacific	(27.95,28.05]	-0.1679915	-0.3832584	0.0472754
temp + silicate	Pacific	(28.05,28.1]	-0.0501306	-0.2127288	0.1124675
temp + silicate	Pacific	(28.1,28.2]	0.6824555	0.6735170	0.6913940
temp + silicate	Pacific	(28.2,28.3]	-0.4048943	-0.6112559	-0.1985327
temp + silicate	Pacific	(28.3,28.4]	0.9343937	0.9294453	0.9393421
temp + silicate	Pacific	(28.4, Inf]	0.8113094	0.8113094	0.8113094

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
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]	0.4644792	0.4200646	0.5088938
aou	Atlantic	(26,26.5]	-0.1335914	-0.2470101	-0.0201726
aou	Atlantic	(26.5,26.75]	-0.3534714	-0.3563669	-0.3505759
aou	Atlantic	(26.75,27]	-0.2373366	-0.2609754	-0.2136979
aou	Atlantic	(27,27.25]	-0.2110519	-0.2489530	-0.1731507
aou	Atlantic	(27.25,27.5]	-0.3776324	-0.4349548	-0.3203099
aou	Atlantic	(27.5,27.75]	-0.7146678	-0.7153243	-0.7140112
aou	Atlantic	(27.75,27.85]	-0.8467665	-0.8784683	-0.8150647
aou	Atlantic	(27.85,27.95]	-0.8475049	-0.8648647	-0.8301451
aou	Atlantic	(27.95,28.05]	-0.8162174	-0.8178726	-0.8145622
aou	Atlantic	(28.05,28.1]	-0.8311263	-0.8363019	-0.8259507
aou	Atlantic	(28.1,28.15]	-0.8390228	-0.8770231	-0.8010226
aou	Atlantic	(28.15,28.2]	-0.8861026	-0.8950326	-0.8771726
aou	Atlantic	(28.2, Inf]	-0.8591199	-0.8742062	-0.8440336
aou	Indian	(-Inf,26]	-0.6457781	-0.7815201	-0.5100360
aou	Indian	(26,26.5]	-0.8655767	-0.9563377	-0.7748157
aou	Indian	(26.5,26.75]	-0.7008288	-0.8059707	-0.5956870
aou	Indian	(26.75,27]	-0.3482030	-0.5037200	-0.1926860
aou	Indian	(27,27.25]	0.2140742	0.0162710	0.4118774
aou	Indian	(27.25,27.5]	0.5249104	0.4720523	0.5777684
aou	Indian	(27.5,27.75]	0.4291209	0.3603795	0.4978622
aou	Indian	(27.75,27.85]	0.1078544	0.0194676	0.1962411
aou	Indian	(27.85,27.95]	0.1947675	0.0446934	0.3448417
aou	Indian	(27.95,28.05]	0.0630065	-0.0898202	0.2158333
aou	Indian	(28.05,28.1]	-0.0646008	-0.1055357	-0.0236659
aou	Indian	(28.1,28.2]	0.1215131	0.0811847	0.1618416
aou	Indian	(28.2,28.3]	0.0922080	0.0448782	0.1395377
aou	Indian	(28.3,28.4]	-0.0171314	-0.0942744	0.0600115
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.0910482	-0.1976819	0.0155855
aou	Pacific	(26,26.5]	-0.4666909	-0.5073902	-0.4259916
aou	Pacific	(26.5,26.75]	-0.3202620	-0.4963925	-0.1441314
aou	Pacific	(26.75,27]	-0.5327615	-0.6591054	-0.4064176
aou	Pacific	(27,27.25]	0.1034684	0.0324256	0.1745111
aou	Pacific	(27.25,27.5]	0.5982479	0.5703391	0.6261566
aou	Pacific	(27.5,27.75]	0.7090317	0.6666942	0.7513692
aou	Pacific	(27.75,27.85]	0.7670573	0.7329695	0.8011451
aou	Pacific	(27.85,27.95]	0.7542523	0.7253866	0.7831180
aou	Pacific	(27.95,28.05]	0.5240246	0.4798056	0.5682437
aou	Pacific	(28.05,28.1]	0.3199677	0.3174049	0.3225305
aou	Pacific	(28.1,28.2]	0.2961995	0.2521535	0.3402454
aou	Pacific	(28.2,28.3]	-0.0167005	-0.0338486	0.0004477
aou	Pacific	(28.3,28.4]	-0.3381089	-0.6212224	-0.0549954
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2664066	0.1890739	0.3437394
nitrate	Atlantic	(26,26.5]	-0.3265217	-0.4285412	-0.2245023
nitrate	Atlantic	(26.5,26.75]	-0.5750576	-0.6003727	-0.5497425
nitrate	Atlantic	(26.75,27]	-0.6557430	-0.6751833	-0.6363026
nitrate	Atlantic	(27,27.25]	-0.7622548	-0.7894893	-0.7350203
nitrate	Atlantic	(27.25,27.5]	-0.8881118	-0.9068163	-0.8694073
nitrate	Atlantic	(27.5,27.75]	-0.9626973	-0.9630051	-0.9623895
nitrate	Atlantic	(27.75,27.85]	-0.9592046	-0.9607327	-0.9576765
nitrate	Atlantic	(27.85,27.95]	-0.9365152	-0.9368462	-0.9361843
nitrate	Atlantic	(27.95,28.05]	-0.8948981	-0.9020696	-0.8877266
nitrate	Atlantic	(28.05,28.1]	-0.8832873	-0.8849764	-0.8815982
nitrate	Atlantic	(28.1,28.15]	-0.8709042	-0.9013696	-0.8404388
nitrate	Atlantic	(28.15,28.2]	-0.9216796	-0.9230040	-0.9203552
nitrate	Atlantic	(28.2, Inf]	-0.9748735	-0.9760004	-0.9737467
nitrate	Indian	(-Inf,26]	-0.6226815	-0.7536582	-0.4917048
nitrate	Indian	(26,26.5]	-0.8483011	-0.9102437	-0.7863585
nitrate	Indian	(26.5,26.75]	-0.8368419	-0.8757269	-0.7979569
nitrate	Indian	(26.75,27]	-0.7072910	-0.7409444	-0.6736377
nitrate	Indian	(27,27.25]	-0.2783530	-0.3214296	-0.2352765
nitrate	Indian	(27.25,27.5]	0.3528153	0.3303048	0.3753259
nitrate	Indian	(27.5,27.75]	0.3740567	0.3188192	0.4292942
nitrate	Indian	(27.75,27.85]	-0.0144967	-0.1148164	0.0858230
nitrate	Indian	(27.85,27.95]	-0.0380682	-0.1714858	0.0953493
nitrate	Indian	(27.95,28.05]	-0.3312851	-0.3655770	-0.2969931
nitrate	Indian	(28.05,28.1]	-0.2838103	-0.3214553	-0.2461653
nitrate	Indian	(28.1,28.2]	-0.1336681	-0.2323729	-0.0349633
nitrate	Indian	(28.2,28.3]	-0.3514570	-0.3522158	-0.3506982
nitrate	Indian	(28.3,28.4]	-0.4330856	-0.4582595	-0.4079118
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.1871773	-0.2573327	-0.1170219
nitrate	Pacific	(26,26.5]	-0.7486792	-0.8056019	-0.6917565
nitrate	Pacific	(26.5,26.75]	-0.6881387	-0.7487934	-0.6274840
nitrate	Pacific	(26.75,27]	-0.6695405	-0.7402927	-0.5987882
nitrate	Pacific	(27,27.25]	0.0588254	-0.0083034	0.1259543
nitrate	Pacific	(27.25,27.5]	0.5305021	0.5060394	0.5549648
nitrate	Pacific	(27.5,27.75]	0.6497959	0.6162769	0.6833150
nitrate	Pacific	(27.75,27.85]	0.7273500	0.6984465	0.7562536
nitrate	Pacific	(27.85,27.95]	0.7237925	0.7055618	0.7420232
nitrate	Pacific	(27.95,28.05]	0.4912793	0.4528073	0.5297513
nitrate	Pacific	(28.05,28.1]	0.2896801	0.2882685	0.2910917
nitrate	Pacific	(28.1,28.2]	0.2625035	0.2093595	0.3156474
nitrate	Pacific	(28.2,28.3]	-0.2577623	-0.4088030	-0.1067216
nitrate	Pacific	(28.3,28.4]	-0.4439541	-0.4691259	-0.4187823
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
phosphate	Atlantic	(-Inf,26]	0.1681014	0.0831670	0.2530358
phosphate	Atlantic	(26,26.5]	-0.4966579	-0.5843515	-0.4089643
phosphate	Atlantic	(26.5,26.75]	-0.6785583	-0.7034817	-0.6536349
phosphate	Atlantic	(26.75,27]	-0.7465583	-0.7520150	-0.7411015
phosphate	Atlantic	(27,27.25]	-0.8419787	-0.8547957	-0.8291618
phosphate	Atlantic	(27.25,27.5]	-0.9317354	-0.9394471	-0.9240237
phosphate	Atlantic	(27.5,27.75]	-0.9757099	-0.9757338	-0.9756860
phosphate	Atlantic	(27.75,27.85]	-0.9673860	-0.9686688	-0.9661031
phosphate	Atlantic	(27.85,27.95]	-0.9428679	-0.9462371	-0.9394987
phosphate	Atlantic	(27.95,28.05]	-0.9033745	-0.9088834	-0.8978656
phosphate	Atlantic	(28.05,28.1]	-0.8885927	-0.8887584	-0.8884271
phosphate	Atlantic	(28.1,28.15]	-0.8722313	-0.9036941	-0.8407685
phosphate	Atlantic	(28.15,28.2]	-0.9250960	-0.9282788	-0.9219133
phosphate	Atlantic	(28.2, Inf]	-0.9807493	-0.9820368	-0.9794618
phosphate	Indian	(-Inf,26]	-0.6429929	-0.7829395	-0.5030464
phosphate	Indian	(26,26.5]	-0.8756128	-0.9691282	-0.7820973
phosphate	Indian	(26.5,26.75]	-0.8579735	-0.9105307	-0.8054164
phosphate	Indian	(26.75,27]	-0.7122493	-0.7545720	-0.6699265
phosphate	Indian	(27,27.25]	-0.2863914	-0.3609935	-0.2117892
phosphate	Indian	(27.25,27.5]	0.3060830	0.2933665	0.3187995
phosphate	Indian	(27.5,27.75]	0.3218462	0.2649972	0.3786952
phosphate	Indian	(27.75,27.85]	-0.0676569	-0.1554915	0.0201778
phosphate	Indian	(27.85,27.95]	-0.1042865	-0.2291916	0.0206186
phosphate	Indian	(27.95,28.05]	-0.3675924	-0.3952135	-0.3399714
phosphate	Indian	(28.05,28.1]	-0.3397547	-0.3936296	-0.2858798
phosphate	Indian	(28.1,28.2]	-0.2381629	-0.3559315	-0.1203944
phosphate	Indian	(28.2,28.3]	-0.6469350	-0.6670457	-0.6268243
phosphate	Indian	(28.3,28.4]	-0.6205445	-0.6244842	-0.6166048
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2499738	-0.3171063	-0.1828414
phosphate	Pacific	(26,26.5]	-0.7864898	-0.8352232	-0.7377564
phosphate	Pacific	(26.5,26.75]	-0.7358062	-0.7969988	-0.6746137
phosphate	Pacific	(26.75,27]	-0.7099433	-0.7699709	-0.6499156
phosphate	Pacific	(27,27.25]	0.0337446	-0.0405232	0.1080125
phosphate	Pacific	(27.25,27.5]	0.5195023	0.4856992	0.5533055
phosphate	Pacific	(27.5,27.75]	0.6299303	0.5957388	0.6641217
phosphate	Pacific	(27.75,27.85]	0.6946101	0.6677553	0.7214649
phosphate	Pacific	(27.85,27.95]	0.6854224	0.6709729	0.6998720
phosphate	Pacific	(27.95,28.05]	0.4143424	0.3939063	0.4347785
phosphate	Pacific	(28.05,28.1]	0.1783251	0.1488202	0.2078299
phosphate	Pacific	(28.1,28.2]	0.1490320	0.0807202	0.2173438
phosphate	Pacific	(28.2,28.3]	-0.6989413	-0.7648048	-0.6330778
phosphate	Pacific	(28.3,28.4]	-0.7482526	-0.8510870	-0.6454181
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
phosphate_star	Atlantic	(-Inf,26]	-0.1491239	-0.1930792	-0.1051685
phosphate_star	Atlantic	(26,26.5]	-0.7288288	-0.7831978	-0.6744598
phosphate_star	Atlantic	(26.5,26.75]	-0.8045537	-0.8224251	-0.7866823
phosphate_star	Atlantic	(26.75,27]	-0.8294111	-0.8545627	-0.8042594
phosphate_star	Atlantic	(27,27.25]	-0.9089387	-0.9108540	-0.9070233
phosphate_star	Atlantic	(27.25,27.5]	-0.9083233	-0.9153205	-0.9013261
phosphate_star	Atlantic	(27.5,27.75]	-0.9003923	-0.9086635	-0.8921211
phosphate_star	Atlantic	(27.75,27.85]	-0.8706281	-0.8815904	-0.8596658
phosphate_star	Atlantic	(27.85,27.95]	-0.8203327	-0.8300536	-0.8106119
phosphate_star	Atlantic	(27.95,28.05]	-0.8251881	-0.8334603	-0.8169159
phosphate_star	Atlantic	(28.05,28.1]	-0.8518257	-0.8519960	-0.8516553
phosphate_star	Atlantic	(28.1,28.15]	-0.8421276	-0.8775193	-0.8067359
phosphate_star	Atlantic	(28.15,28.2]	-0.9109927	-0.9131906	-0.9087947
phosphate_star	Atlantic	(28.2, Inf]	-0.9708507	-0.9710907	-0.9706107
phosphate_star	Indian	(-Inf,26]	-0.4846591	-0.6468844	-0.3224338
phosphate_star	Indian	(26,26.5]	-0.8368607	-0.9537240	-0.7199974
phosphate_star	Indian	(26.5,26.75]	-0.8856322	-0.8981180	-0.8731465
phosphate_star	Indian	(26.75,27]	-0.8172618	-0.9045277	-0.7299959
phosphate_star	Indian	(27,27.25]	-0.7438133	-0.8724573	-0.6151693
phosphate_star	Indian	(27.25,27.5]	-0.6578606	-0.7296679	-0.5860532
phosphate_star	Indian	(27.5,27.75]	-0.4329506	-0.5029234	-0.3629777
phosphate_star	Indian	(27.75,27.85]	-0.2592406	-0.2999774	-0.2185038
phosphate_star	Indian	(27.85,27.95]	-0.4424999	-0.5152248	-0.3697750
phosphate_star	Indian	(27.95,28.05]	-0.5925708	-0.6640077	-0.5211338
phosphate_star	Indian	(28.05,28.1]	-0.6011778	-0.6868380	-0.5155176
phosphate_star	Indian	(28.1,28.2]	-0.6345730	-0.6644961	-0.6046500
phosphate_star	Indian	(28.2,28.3]	-0.5715854	-0.6130160	-0.5301549
phosphate_star	Indian	(28.3,28.4]	-0.4179943	-0.5015777	-0.3344109
phosphate_star	Indian	(28.4, Inf]	NA	NA	NA
phosphate_star	Pacific	(-Inf,26]	-0.1283166	-0.1531668	-0.1034664
phosphate_star	Pacific	(26,26.5]	-0.8658260	-0.8859671	-0.8456850
phosphate_star	Pacific	(26.5,26.75]	-0.8330277	-0.8691360	-0.7969194
phosphate_star	Pacific	(26.75,27]	-0.6324445	-0.6848280	-0.5800610
phosphate_star	Pacific	(27,27.25]	-0.1439122	-0.1635466	-0.1242777
phosphate_star	Pacific	(27.25,27.5]	-0.3720223	-0.3761411	-0.3679035
phosphate_star	Pacific	(27.5,27.75]	-0.5376465	-0.5872954	-0.4879977
phosphate_star	Pacific	(27.75,27.85]	-0.6211711	-0.6732325	-0.5691097
phosphate_star	Pacific	(27.85,27.95]	-0.4822152	-0.5614835	-0.4029469
phosphate_star	Pacific	(27.95,28.05]	-0.2921403	-0.3860553	-0.1982253
phosphate_star	Pacific	(28.05,28.1]	-0.2985960	-0.4006437	-0.1965483
phosphate_star	Pacific	(28.1,28.2]	-0.4980133	-0.5931179	-0.4029086
phosphate_star	Pacific	(28.2,28.3]	-0.5022672	-0.6426016	-0.3619328
phosphate_star	Pacific	(28.3,28.4]	-0.1501218	-0.3421320	0.0418884
phosphate_star	Pacific	(28.4, Inf]	0.4097158	0.4097158	0.4097158
sal	Atlantic	(-Inf,26]	-0.0116648	-0.0303991	0.0070695
sal	Atlantic	(26,26.5]	0.6754077	0.6146026	0.7362128
sal	Atlantic	(26.5,26.75]	0.7294535	0.7055414	0.7533655
sal	Atlantic	(26.75,27]	0.6761082	0.6297236	0.7224928
sal	Atlantic	(27,27.25]	0.8040418	0.7890446	0.8190389
sal	Atlantic	(27.25,27.5]	0.8268913	0.8101661	0.8436165
sal	Atlantic	(27.5,27.75]	0.8058647	0.8041005	0.8076289
sal	Atlantic	(27.75,27.85]	0.7186425	0.7031973	0.7340877
sal	Atlantic	(27.85,27.95]	0.6424237	0.6291528	0.6556945
sal	Atlantic	(27.95,28.05]	0.6666717	0.6393877	0.6939557
sal	Atlantic	(28.05,28.1]	0.7115401	0.7041773	0.7189029
sal	Atlantic	(28.1,28.15]	0.7209286	0.6767075	0.7651497
sal	Atlantic	(28.15,28.2]	0.8245536	0.8115119	0.8375952
sal	Atlantic	(28.2, Inf]	0.9489353	0.9411839	0.9566866
sal	Indian	(-Inf,26]	0.5677036	0.4096308	0.7257763
sal	Indian	(26,26.5]	0.5935085	0.5226880	0.6643290
sal	Indian	(26.5,26.75]	0.5229346	0.2722839	0.7735854
sal	Indian	(26.75,27]	0.4907184	0.2075127	0.7739242
sal	Indian	(27,27.25]	0.4540681	0.1772108	0.7309255
sal	Indian	(27.25,27.5]	0.4954092	0.3510511	0.6397672
sal	Indian	(27.5,27.75]	0.4080413	0.2672191	0.5488635
sal	Indian	(27.75,27.85]	0.1493515	0.0373235	0.2613796
sal	Indian	(27.85,27.95]	0.3125216	0.1623818	0.4626614
sal	Indian	(27.95,28.05]	0.4130865	0.2630807	0.5630923
sal	Indian	(28.05,28.1]	0.3382823	0.1584686	0.5180961
sal	Indian	(28.1,28.2]	0.3278617	0.2788800	0.3768434
sal	Indian	(28.2,28.3]	0.3189237	0.2296009	0.4082464
sal	Indian	(28.3,28.4]	-0.0207424	-0.0912822	0.0497975
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	0.0458923	0.0174206	0.0743639
sal	Pacific	(26,26.5]	0.5948850	0.5687644	0.6210057
sal	Pacific	(26.5,26.75]	0.5790877	0.5004893	0.6576861
sal	Pacific	(26.75,27]	0.3518284	0.2738728	0.4297841
sal	Pacific	(27,27.25]	-0.3867965	-0.3991702	-0.3744228
sal	Pacific	(27.25,27.5]	-0.4372996	-0.4426659	-0.4319333
sal	Pacific	(27.5,27.75]	-0.1826219	-0.2628983	-0.1023456
sal	Pacific	(27.75,27.85]	-0.2742301	-0.4602965	-0.0881637
sal	Pacific	(27.85,27.95]	-0.2871510	-0.4656009	-0.1087010
sal	Pacific	(27.95,28.05]	-0.2356864	-0.3078625	-0.1635103
sal	Pacific	(28.05,28.1]	-0.1745992	-0.1869957	-0.1622026
sal	Pacific	(28.1,28.2]	-0.1889864	-0.2312165	-0.1467563
sal	Pacific	(28.2,28.3]	-0.0197005	-0.0499546	0.0105535
sal	Pacific	(28.3,28.4]	-0.2028490	-0.4774889	0.0717910
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	0.0372446	-0.0401855	0.1146747
silicate	Atlantic	(26,26.5]	-0.4747478	-0.5581439	-0.3913518
silicate	Atlantic	(26.5,26.75]	-0.5696964	-0.5958652	-0.5435277
silicate	Atlantic	(26.75,27]	-0.5361080	-0.5384280	-0.5337880
silicate	Atlantic	(27,27.25]	-0.7324140	-0.7372297	-0.7275983
silicate	Atlantic	(27.25,27.5]	-0.8429661	-0.8695045	-0.8164276
silicate	Atlantic	(27.5,27.75]	-0.8435523	-0.8648506	-0.8222540
silicate	Atlantic	(27.75,27.85]	-0.8705428	-0.8762384	-0.8648472
silicate	Atlantic	(27.85,27.95]	-0.8736244	-0.8861893	-0.8610594
silicate	Atlantic	(27.95,28.05]	-0.8505150	-0.8509462	-0.8500839
silicate	Atlantic	(28.05,28.1]	-0.8521264	-0.8553103	-0.8489425
silicate	Atlantic	(28.1,28.15]	-0.8512857	-0.8807449	-0.8218265
silicate	Atlantic	(28.15,28.2]	-0.9096309	-0.9146970	-0.9045648
silicate	Atlantic	(28.2, Inf]	-0.9613936	-0.9665456	-0.9562416
silicate	Indian	(-Inf,26]	-0.5646618	-0.6459768	-0.4833468
silicate	Indian	(26,26.5]	-0.8509255	-0.9268549	-0.7749961
silicate	Indian	(26.5,26.75]	-0.7341664	-0.8259313	-0.6424015
silicate	Indian	(26.75,27]	-0.4540166	-0.5738292	-0.3342040
silicate	Indian	(27,27.25]	-0.0654012	-0.1942546	0.0634521
silicate	Indian	(27.25,27.5]	0.4732622	0.4379290	0.5085955
silicate	Indian	(27.5,27.75]	0.5963104	0.5707166	0.6219043
silicate	Indian	(27.75,27.85]	0.1866703	0.1422835	0.2310570
silicate	Indian	(27.85,27.95]	0.0919664	-0.0076908	0.1916236
silicate	Indian	(27.95,28.05]	-0.1352492	-0.1988661	-0.0716324
silicate	Indian	(28.05,28.1]	-0.1819713	-0.1969663	-0.1669764
silicate	Indian	(28.1,28.2]	-0.0840418	-0.1346115	-0.0334721
silicate	Indian	(28.2,28.3]	-0.2310990	-0.3067607	-0.1554372
silicate	Indian	(28.3,28.4]	-0.3493029	-0.4013086	-0.2972972
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.2014106	-0.2722847	-0.1305365
silicate	Pacific	(26,26.5]	-0.7279791	-0.7769247	-0.6790335
silicate	Pacific	(26.5,26.75]	-0.6323434	-0.6367376	-0.6279492
silicate	Pacific	(26.75,27]	-0.4845429	-0.5041814	-0.4649045
silicate	Pacific	(27,27.25]	0.3377069	0.2867222	0.3886916
silicate	Pacific	(27.25,27.5]	0.7973759	0.7785927	0.8161590
silicate	Pacific	(27.5,27.75]	0.8615607	0.8459757	0.8771458
silicate	Pacific	(27.75,27.85]	0.8221167	0.8010382	0.8431951
silicate	Pacific	(27.85,27.95]	0.7680527	0.7487051	0.7874004
silicate	Pacific	(27.95,28.05]	0.4912734	0.4443228	0.5382239
silicate	Pacific	(28.05,28.1]	0.2771624	0.2767696	0.2775551
silicate	Pacific	(28.1,28.2]	0.2605759	0.2382201	0.2829317
silicate	Pacific	(28.2,28.3]	-0.2231509	-0.2340092	-0.2122925
silicate	Pacific	(28.3,28.4]	-0.4764110	-0.6270166	-0.3258054
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	-0.3671589	-0.3921989	-0.3421188
temp	Atlantic	(26,26.5]	0.6236565	0.5852765	0.6620365
temp	Atlantic	(26.5,26.75]	0.6529944	0.6245395	0.6814493
temp	Atlantic	(26.75,27]	0.5377886	0.4790833	0.5964939
temp	Atlantic	(27,27.25]	0.7226526	0.6973834	0.7479218
temp	Atlantic	(27.25,27.5]	0.7738723	0.7497296	0.7980150
temp	Atlantic	(27.5,27.75]	0.7513621	0.7484256	0.7542985
temp	Atlantic	(27.75,27.85]	0.6942143	0.6865004	0.7019282
temp	Atlantic	(27.85,27.95]	0.6137600	0.6117556	0.6157643
temp	Atlantic	(27.95,28.05]	0.6224247	0.6122491	0.6326003
temp	Atlantic	(28.05,28.1]	0.6367279	0.6314804	0.6419754
temp	Atlantic	(28.1,28.15]	0.5877410	0.5169702	0.6585119
temp	Atlantic	(28.15,28.2]	0.3721628	0.1606468	0.5836789
temp	Atlantic	(28.2, Inf]	0.3184709	0.3077589	0.3291829
temp	Indian	(-Inf,26]	-0.3949096	-0.4933491	-0.2964700
temp	Indian	(26,26.5]	0.3865823	0.3756013	0.3975633
temp	Indian	(26.5,26.75]	0.4917431	0.2731252	0.7103610
temp	Indian	(26.75,27]	0.5840623	0.3589877	0.8091369
temp	Indian	(27,27.25]	0.5937835	0.3768552	0.8107117
temp	Indian	(27.25,27.5]	0.5516829	0.4420670	0.6612988
temp	Indian	(27.5,27.75]	0.2657694	0.1939648	0.3375739
temp	Indian	(27.75,27.85]	0.0854481	0.0178857	0.1530105
temp	Indian	(27.85,27.95]	0.2758518	0.1537605	0.3979430
temp	Indian	(27.95,28.05]	0.3350508	0.1937801	0.4763215
temp	Indian	(28.05,28.1]	0.2532413	0.0920519	0.4144307
temp	Indian	(28.1,28.2]	0.3017685	0.2755396	0.3279973
temp	Indian	(28.2,28.3]	0.2900792	0.2227345	0.3574239
temp	Indian	(28.3,28.4]	0.0135451	-0.1159334	0.1430237
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.4146187	-0.4283432	-0.4008943
temp	Pacific	(26,26.5]	0.6366885	0.6166503	0.6567268
temp	Pacific	(26.5,26.75]	0.6099303	0.5242166	0.6956440
temp	Pacific	(26.75,27]	0.3893681	0.3118769	0.4668593
temp	Pacific	(27,27.25]	-0.2427125	-0.2545643	-0.2308608
temp	Pacific	(27.25,27.5]	-0.3986755	-0.4064828	-0.3908683
temp	Pacific	(27.5,27.75]	-0.2198957	-0.3363444	-0.1034470
temp	Pacific	(27.75,27.85]	-0.2009054	-0.3724892	-0.0293216
temp	Pacific	(27.85,27.95]	-0.1950811	-0.3748851	-0.0152771
temp	Pacific	(27.95,28.05]	-0.1438338	-0.2534183	-0.0342494
temp	Pacific	(28.05,28.1]	-0.0482531	-0.0932189	-0.0032873
temp	Pacific	(28.1,28.2]	0.2190426	0.1537423	0.2843430
temp	Pacific	(28.2,28.3]	0.0715314	0.0423455	0.1007172
temp	Pacific	(28.3,28.4]	-0.3714478	-0.5965439	-0.1463517
temp	Pacific	(28.4, Inf]	-0.3270283	-0.3270283	-0.3270283

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_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [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_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[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         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.11          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1