eMLR - assumption testing

workflowr

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Last updated: 2021-11-02

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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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
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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.
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
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html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.9119881	0.9103712	0.9136051
aou + nitrate	Atlantic	(26.5,26.75]	0.9642179	0.9615811	0.9668547
aou + nitrate	Atlantic	(26.75,27]	0.9427151	0.9381482	0.9472821
aou + nitrate	Atlantic	(27,27.25]	0.8747950	0.8254373	0.9241527
aou + nitrate	Atlantic	(27.25,27.5]	0.8196404	0.7655708	0.8737099
aou + nitrate	Atlantic	(27.5,27.75]	0.8822660	0.8650884	0.8994437
aou + nitrate	Atlantic	(27.75,27.85]	0.9157397	0.9124735	0.9190059
aou + nitrate	Atlantic	(27.85,27.95]	0.9358448	0.9281566	0.9435330
aou + nitrate	Atlantic	(27.95,28.05]	0.9284452	0.9134957	0.9433948
aou + nitrate	Atlantic	(28.05,28.1]	0.9643632	0.9538560	0.9748704
aou + nitrate	Atlantic	(28.1,28.15]	0.9816611	0.9787700	0.9845521
aou + nitrate	Atlantic	(28.15,28.2]	0.9880906	0.9866186	0.9895626
aou + nitrate	Atlantic	(28.2, Inf]	0.8046808	0.7239531	0.8854085
aou + nitrate	Indian	(-Inf,26]	0.9921931	0.9905435	0.9938427
aou + nitrate	Indian	(26,26.5]	0.9851108	0.9819992	0.9882224
aou + nitrate	Indian	(26.5,26.75]	0.9755594	0.9719446	0.9791743
aou + nitrate	Indian	(26.75,27]	0.9327795	0.9197037	0.9458552
aou + nitrate	Indian	(27,27.25]	0.8544125	0.8295556	0.8792694
aou + nitrate	Indian	(27.25,27.5]	0.8707271	0.8560121	0.8854421
aou + nitrate	Indian	(27.5,27.75]	0.8932133	0.8840664	0.9023602
aou + nitrate	Indian	(27.75,27.85]	0.8554832	0.8068129	0.9041535
aou + nitrate	Indian	(27.85,27.95]	0.8412192	0.8135966	0.8688418
aou + nitrate	Indian	(27.95,28.05]	0.7870436	0.7035396	0.8705477
aou + nitrate	Indian	(28.05,28.1]	0.8780850	0.8266342	0.9295358
aou + nitrate	Indian	(28.1, Inf]	0.5814515	0.4857504	0.6771527
aou + nitrate	Pacific	(-Inf,26]	0.8864760	0.8634627	0.9094893
aou + nitrate	Pacific	(26,26.5]	0.8994648	0.8823090	0.9166206
aou + nitrate	Pacific	(26.5,26.75]	0.8880995	0.8730848	0.9031141
aou + nitrate	Pacific	(26.75,27]	0.9210058	0.9207932	0.9212184
aou + nitrate	Pacific	(27,27.25]	0.9754454	0.9745186	0.9763723
aou + nitrate	Pacific	(27.25,27.5]	0.9788742	0.9763637	0.9813846
aou + nitrate	Pacific	(27.5,27.75]	0.9785178	0.9739383	0.9830973
aou + nitrate	Pacific	(27.75,27.85]	0.9851241	0.9806424	0.9896058
aou + nitrate	Pacific	(27.85,27.95]	0.9834240	0.9788373	0.9880108
aou + nitrate	Pacific	(27.95,28.05]	0.9704828	0.9665872	0.9743784
aou + nitrate	Pacific	(28.05,28.1]	0.9607555	0.9556250	0.9658861
aou + nitrate	Pacific	(28.1, Inf]	0.9225656	0.8802172	0.9649141
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8912221	-0.9028167	-0.8796276
aou + oxygen	Atlantic	(26.5,26.75]	-0.9671085	-0.9698908	-0.9643263
aou + oxygen	Atlantic	(26.75,27]	-0.9750375	-0.9785400	-0.9715350
aou + oxygen	Atlantic	(27,27.25]	-0.9620871	-0.9638440	-0.9603301
aou + oxygen	Atlantic	(27.25,27.5]	-0.9394020	-0.9474886	-0.9313154
aou + oxygen	Atlantic	(27.5,27.75]	-0.9309364	-0.9453997	-0.9164732
aou + oxygen	Atlantic	(27.75,27.85]	-0.9511419	-0.9514527	-0.9508310
aou + oxygen	Atlantic	(27.85,27.95]	-0.9724650	-0.9731536	-0.9717764
aou + oxygen	Atlantic	(27.95,28.05]	-0.9745461	-0.9774625	-0.9716297
aou + oxygen	Atlantic	(28.05,28.1]	-0.9828051	-0.9875512	-0.9780589
aou + oxygen	Atlantic	(28.1,28.15]	-0.9911409	-0.9928941	-0.9893876
aou + oxygen	Atlantic	(28.15,28.2]	-0.9955518	-0.9959269	-0.9951768
aou + oxygen	Atlantic	(28.2, Inf]	-0.9797646	-0.9824717	-0.9770576
aou + oxygen	Indian	(-Inf,26]	-0.9961786	-0.9964271	-0.9959302
aou + oxygen	Indian	(26,26.5]	-0.9969580	-0.9969762	-0.9969398
aou + oxygen	Indian	(26.5,26.75]	-0.9976264	-0.9979753	-0.9972775
aou + oxygen	Indian	(26.75,27]	-0.9949606	-0.9970725	-0.9928486
aou + oxygen	Indian	(27,27.25]	-0.9944794	-0.9960917	-0.9928671
aou + oxygen	Indian	(27.25,27.5]	-0.9955351	-0.9956923	-0.9953778
aou + oxygen	Indian	(27.5,27.75]	-0.9962598	-0.9965716	-0.9959479
aou + oxygen	Indian	(27.75,27.85]	-0.9973270	-0.9980521	-0.9966019
aou + oxygen	Indian	(27.85,27.95]	-0.9949365	-0.9954126	-0.9944605
aou + oxygen	Indian	(27.95,28.05]	-0.9899778	-0.9912745	-0.9886811
aou + oxygen	Indian	(28.05,28.1]	-0.9900600	-0.9949644	-0.9851555
aou + oxygen	Indian	(28.1, Inf]	-0.9861240	-0.9876807	-0.9845674
aou + oxygen	Pacific	(-Inf,26]	-0.8874557	-0.8989090	-0.8760024
aou + oxygen	Pacific	(26,26.5]	-0.9825008	-0.9898350	-0.9751666
aou + oxygen	Pacific	(26.5,26.75]	-0.9851405	-0.9909091	-0.9793719
aou + oxygen	Pacific	(26.75,27]	-0.9786091	-0.9789235	-0.9782948
aou + oxygen	Pacific	(27,27.25]	-0.9941187	-0.9944798	-0.9937575
aou + oxygen	Pacific	(27.25,27.5]	-0.9958486	-0.9962837	-0.9954135
aou + oxygen	Pacific	(27.5,27.75]	-0.9960465	-0.9971116	-0.9949814
aou + oxygen	Pacific	(27.75,27.85]	-0.9985330	-0.9990640	-0.9980021
aou + oxygen	Pacific	(27.85,27.95]	-0.9985295	-0.9991729	-0.9978861
aou + oxygen	Pacific	(27.95,28.05]	-0.9974103	-0.9987805	-0.9960401
aou + oxygen	Pacific	(28.05,28.1]	-0.9974458	-0.9991302	-0.9957614
aou + oxygen	Pacific	(28.1, Inf]	-0.9936286	-0.9963423	-0.9909149
aou + phosphate	Atlantic	(-Inf,26.5]	0.7782284	0.7771109	0.7793459
aou + phosphate	Atlantic	(26.5,26.75]	0.9103343	0.9073902	0.9132784
aou + phosphate	Atlantic	(26.75,27]	0.8936336	0.8884168	0.8988504
aou + phosphate	Atlantic	(27,27.25]	0.8222900	0.7558311	0.8887489
aou + phosphate	Atlantic	(27.25,27.5]	0.7713482	0.7059049	0.8367915
aou + phosphate	Atlantic	(27.5,27.75]	0.8518779	0.8339599	0.8697958
aou + phosphate	Atlantic	(27.75,27.85]	0.8898759	0.8808669	0.8988848
aou + phosphate	Atlantic	(27.85,27.95]	0.9259611	0.9152583	0.9366638
aou + phosphate	Atlantic	(27.95,28.05]	0.9255366	0.9102257	0.9408476
aou + phosphate	Atlantic	(28.05,28.1]	0.9595328	0.9476892	0.9713764
aou + phosphate	Atlantic	(28.1,28.15]	0.9770795	0.9716816	0.9824773
aou + phosphate	Atlantic	(28.15,28.2]	0.9877781	0.9861343	0.9894220
aou + phosphate	Atlantic	(28.2, Inf]	0.8040233	0.7242622	0.8837843
aou + phosphate	Indian	(-Inf,26]	0.9961265	0.9959269	0.9963260
aou + phosphate	Indian	(26,26.5]	0.9946056	0.9921172	0.9970940
aou + phosphate	Indian	(26.5,26.75]	0.9866021	0.9783411	0.9948631
aou + phosphate	Indian	(26.75,27]	0.9539652	0.9337899	0.9741404
aou + phosphate	Indian	(27,27.25]	0.9050886	0.8527821	0.9573952
aou + phosphate	Indian	(27.25,27.5]	0.9342492	0.9143934	0.9541050
aou + phosphate	Indian	(27.5,27.75]	0.9557800	0.9498604	0.9616996
aou + phosphate	Indian	(27.75,27.85]	0.9227716	0.8975084	0.9480349
aou + phosphate	Indian	(27.85,27.95]	0.8762107	0.8334147	0.9190068
aou + phosphate	Indian	(27.95,28.05]	0.8163502	0.7326455	0.9000548
aou + phosphate	Indian	(28.05,28.1]	0.8932731	0.8388767	0.9476696
aou + phosphate	Indian	(28.1, Inf]	0.5990223	0.4915105	0.7065340
aou + phosphate	Pacific	(-Inf,26]	0.9077274	0.8994599	0.9159948
aou + phosphate	Pacific	(26,26.5]	0.9526545	0.9433465	0.9619624
aou + phosphate	Pacific	(26.5,26.75]	0.9300245	0.9127894	0.9472595
aou + phosphate	Pacific	(26.75,27]	0.9271784	0.9264672	0.9278897
aou + phosphate	Pacific	(27,27.25]	0.9801127	0.9787944	0.9814310
aou + phosphate	Pacific	(27.25,27.5]	0.9831349	0.9816594	0.9846103
aou + phosphate	Pacific	(27.5,27.75]	0.9788743	0.9742378	0.9835108
aou + phosphate	Pacific	(27.75,27.85]	0.9828320	0.9780629	0.9876012
aou + phosphate	Pacific	(27.85,27.95]	0.9827917	0.9790344	0.9865490
aou + phosphate	Pacific	(27.95,28.05]	0.9732630	0.9680437	0.9784824
aou + phosphate	Pacific	(28.05,28.1]	0.9628788	0.9556240	0.9701335
aou + phosphate	Pacific	(28.1, Inf]	0.9068906	0.8567634	0.9570179
aou + silicate	Atlantic	(-Inf,26.5]	0.6730711	0.6334255	0.7127167
aou + silicate	Atlantic	(26.5,26.75]	0.8901704	0.8885355	0.8918053
aou + silicate	Atlantic	(26.75,27]	0.8680149	0.8603291	0.8757007
aou + silicate	Atlantic	(27,27.25]	0.7834795	0.7245268	0.8424322
aou + silicate	Atlantic	(27.25,27.5]	0.6209240	0.5281091	0.7137389
aou + silicate	Atlantic	(27.5,27.75]	0.6793594	0.6517009	0.7070179
aou + silicate	Atlantic	(27.75,27.85]	0.7962790	0.7732136	0.8193443
aou + silicate	Atlantic	(27.85,27.95]	0.8621399	0.8380713	0.8862084
aou + silicate	Atlantic	(27.95,28.05]	0.9105660	0.8924711	0.9286609
aou + silicate	Atlantic	(28.05,28.1]	0.9647920	0.9552495	0.9743346
aou + silicate	Atlantic	(28.1,28.15]	0.9792642	0.9753380	0.9831904
aou + silicate	Atlantic	(28.15,28.2]	0.9872882	0.9864932	0.9880832
aou + silicate	Atlantic	(28.2, Inf]	0.8273924	0.7843891	0.8703956
aou + silicate	Indian	(-Inf,26]	0.9357950	0.9147323	0.9568576
aou + silicate	Indian	(26,26.5]	0.9458623	0.9322339	0.9594906
aou + silicate	Indian	(26.5,26.75]	0.9644549	0.9580970	0.9708128
aou + silicate	Indian	(26.75,27]	0.9757750	0.9735413	0.9780088
aou + silicate	Indian	(27,27.25]	0.9259014	0.9202611	0.9315418
aou + silicate	Indian	(27.25,27.5]	0.8878978	0.8700811	0.9057146
aou + silicate	Indian	(27.5,27.75]	0.8586638	0.8223918	0.8949359
aou + silicate	Indian	(27.75,27.85]	0.8604629	0.8534405	0.8674853
aou + silicate	Indian	(27.85,27.95]	0.8271883	0.7895781	0.8647986
aou + silicate	Indian	(27.95,28.05]	0.8503609	0.8089143	0.8918075
aou + silicate	Indian	(28.05,28.1]	0.9423290	0.9326677	0.9519903
aou + silicate	Indian	(28.1, Inf]	0.4421469	0.3653237	0.5189701
aou + silicate	Pacific	(-Inf,26]	0.5702173	0.5338778	0.6065568
aou + silicate	Pacific	(26,26.5]	0.6045037	0.5839780	0.6250293
aou + silicate	Pacific	(26.5,26.75]	0.4421419	0.3921466	0.4921372
aou + silicate	Pacific	(26.75,27]	0.6130954	0.5327235	0.6934674
aou + silicate	Pacific	(27,27.25]	0.8831001	0.8574028	0.9087973
aou + silicate	Pacific	(27.25,27.5]	0.9044062	0.8792901	0.9295223
aou + silicate	Pacific	(27.5,27.75]	0.9211329	0.8981817	0.9440841
aou + silicate	Pacific	(27.75,27.85]	0.9733515	0.9716668	0.9750362
aou + silicate	Pacific	(27.85,27.95]	0.9664905	0.9656710	0.9673099
aou + silicate	Pacific	(27.95,28.05]	0.9488106	0.9441628	0.9534585
aou + silicate	Pacific	(28.05,28.1]	0.9557151	0.9483817	0.9630484
aou + silicate	Pacific	(28.1, Inf]	0.8570085	0.8517767	0.8622403
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8019917	0.7707621	0.8332213
nitrate + silicate	Atlantic	(26.5,26.75]	0.9512173	0.9382645	0.9641700
nitrate + silicate	Atlantic	(26.75,27]	0.9464008	0.9340092	0.9587924
nitrate + silicate	Atlantic	(27,27.25]	0.9372941	0.9237287	0.9508596
nitrate + silicate	Atlantic	(27.25,27.5]	0.9070383	0.8871399	0.9269367
nitrate + silicate	Atlantic	(27.5,27.75]	0.8994081	0.8967349	0.9020812
nitrate + silicate	Atlantic	(27.75,27.85]	0.9425496	0.9309794	0.9541199
nitrate + silicate	Atlantic	(27.85,27.95]	0.9660918	0.9558883	0.9762952
nitrate + silicate	Atlantic	(27.95,28.05]	0.9816795	0.9782155	0.9851434
nitrate + silicate	Atlantic	(28.05,28.1]	0.9909791	0.9900996	0.9918587
nitrate + silicate	Atlantic	(28.1,28.15]	0.9928163	0.9925340	0.9930986
nitrate + silicate	Atlantic	(28.15,28.2]	0.9928080	0.9925016	0.9931145
nitrate + silicate	Atlantic	(28.2, Inf]	0.9601288	0.9323391	0.9879185
nitrate + silicate	Indian	(-Inf,26]	0.9536459	0.9432853	0.9640064
nitrate + silicate	Indian	(26,26.5]	0.9594333	0.9561887	0.9626779
nitrate + silicate	Indian	(26.5,26.75]	0.9647397	0.9620091	0.9674702
nitrate + silicate	Indian	(26.75,27]	0.9416383	0.9270854	0.9561912
nitrate + silicate	Indian	(27,27.25]	0.9309659	0.9287472	0.9331846
nitrate + silicate	Indian	(27.25,27.5]	0.9326386	0.9267292	0.9385480
nitrate + silicate	Indian	(27.5,27.75]	0.8475913	0.8370401	0.8581425
nitrate + silicate	Indian	(27.75,27.85]	0.7739607	0.7480277	0.7998936
nitrate + silicate	Indian	(27.85,27.95]	0.8316970	0.8239410	0.8394530
nitrate + silicate	Indian	(27.95,28.05]	0.8929269	0.8752418	0.9106120
nitrate + silicate	Indian	(28.05,28.1]	0.9429332	0.9254046	0.9604617
nitrate + silicate	Indian	(28.1, Inf]	0.8088369	0.7814265	0.8362473
nitrate + silicate	Pacific	(-Inf,26]	0.8010066	0.7919750	0.8100382
nitrate + silicate	Pacific	(26,26.5]	0.7877416	0.7706256	0.8048576
nitrate + silicate	Pacific	(26.5,26.75]	0.6875570	0.6155496	0.7595643
nitrate + silicate	Pacific	(26.75,27]	0.7878759	0.7366410	0.8391108
nitrate + silicate	Pacific	(27,27.25]	0.8964493	0.8713523	0.9215462
nitrate + silicate	Pacific	(27.25,27.5]	0.8696596	0.8350149	0.9043043
nitrate + silicate	Pacific	(27.5,27.75]	0.8756470	0.8436209	0.9076731
nitrate + silicate	Pacific	(27.75,27.85]	0.9487925	0.9455644	0.9520206
nitrate + silicate	Pacific	(27.85,27.95]	0.9548486	0.9528245	0.9568727
nitrate + silicate	Pacific	(27.95,28.05]	0.9336037	0.9186094	0.9485980
nitrate + silicate	Pacific	(28.05,28.1]	0.9268719	0.9160550	0.9376887
nitrate + silicate	Pacific	(28.1, Inf]	0.8760435	0.8339868	0.9181002
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6706081	-0.6888694	-0.6523468
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8718379	-0.8839665	-0.8597093
oxygen + nitrate	Atlantic	(26.75,27]	-0.8519106	-0.8520829	-0.8517382
oxygen + nitrate	Atlantic	(27,27.25]	-0.7290317	-0.8090058	-0.6490576
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5993559	-0.6928973	-0.5058144
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6773297	-0.7376806	-0.6169789
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7575498	-0.7629272	-0.7521724
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8368069	-0.8506647	-0.8229491
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8345987	-0.8629059	-0.8062914
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9067723	-0.9348929	-0.8786516
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9528753	-0.9622918	-0.9434589
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9781724	-0.9822304	-0.9741144
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6930429	-0.8094792	-0.5766065
oxygen + nitrate	Indian	(-Inf,26]	-0.9810388	-0.9836076	-0.9784701
oxygen + nitrate	Indian	(26,26.5]	-0.9707366	-0.9754424	-0.9660307
oxygen + nitrate	Indian	(26.5,26.75]	-0.9598341	-0.9654726	-0.9541957
oxygen + nitrate	Indian	(26.75,27]	-0.8934510	-0.9195551	-0.8673469
oxygen + nitrate	Indian	(27,27.25]	-0.7977446	-0.8371991	-0.7582900
oxygen + nitrate	Indian	(27.25,27.5]	-0.8245641	-0.8403191	-0.8088092
oxygen + nitrate	Indian	(27.5,27.75]	-0.8652916	-0.8799906	-0.8505926
oxygen + nitrate	Indian	(27.75,27.85]	-0.8341336	-0.8898880	-0.7783793
oxygen + nitrate	Indian	(27.85,27.95]	-0.7960766	-0.8292526	-0.7629006
oxygen + nitrate	Indian	(27.95,28.05]	-0.7032383	-0.8070591	-0.5994176
oxygen + nitrate	Indian	(28.05,28.1]	-0.8122243	-0.8960743	-0.7283742
oxygen + nitrate	Indian	(28.1, Inf]	-0.4562454	-0.5680562	-0.3444346
oxygen + nitrate	Pacific	(-Inf,26]	-0.6220102	-0.6827009	-0.5613195
oxygen + nitrate	Pacific	(26,26.5]	-0.8197272	-0.8678420	-0.7716124
oxygen + nitrate	Pacific	(26.5,26.75]	-0.8113944	-0.8531954	-0.7695935
oxygen + nitrate	Pacific	(26.75,27]	-0.8321107	-0.8333717	-0.8308496
oxygen + nitrate	Pacific	(27,27.25]	-0.9535748	-0.9554354	-0.9517142
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9698687	-0.9716650	-0.9680724
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9732879	-0.9787499	-0.9678260
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9832690	-0.9898108	-0.9767272
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9817363	-0.9878251	-0.9756475
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9622516	-0.9712465	-0.9532566
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9490049	-0.9601817	-0.9378280
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8838797	-0.9447504	-0.8230091
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.4536204	-0.4687136	-0.4385273
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7795589	-0.7930812	-0.7660365
oxygen + phosphate	Atlantic	(26.75,27]	-0.7780852	-0.7794483	-0.7767221
oxygen + phosphate	Atlantic	(27,27.25]	-0.6529896	-0.7508445	-0.5551348
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5280957	-0.6346191	-0.4215723
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6259243	-0.6870849	-0.5647637
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7156453	-0.7293703	-0.7019203
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8205855	-0.8388402	-0.8023308
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8290033	-0.8580103	-0.7999962
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8986296	-0.9282206	-0.8690386
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9450360	-0.9574306	-0.9326414
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9772014	-0.9813932	-0.9730096
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6915013	-0.8074551	-0.5755474
oxygen + phosphate	Indian	(-Inf,26]	-0.9893338	-0.9917084	-0.9869592
oxygen + phosphate	Indian	(26,26.5]	-0.9858839	-0.9912156	-0.9805522
oxygen + phosphate	Indian	(26.5,26.75]	-0.9757412	-0.9892798	-0.9622026
oxygen + phosphate	Indian	(26.75,27]	-0.9218120	-0.9576437	-0.8859802
oxygen + phosphate	Indian	(27,27.25]	-0.8600853	-0.9335258	-0.7866449
oxygen + phosphate	Indian	(27.25,27.5]	-0.9021395	-0.9286976	-0.8755815
oxygen + phosphate	Indian	(27.5,27.75]	-0.9412367	-0.9465540	-0.9359194
oxygen + phosphate	Indian	(27.75,27.85]	-0.9030051	-0.9330007	-0.8730094
oxygen + phosphate	Indian	(27.85,27.95]	-0.8312494	-0.8826584	-0.7798403
oxygen + phosphate	Indian	(27.95,28.05]	-0.7358162	-0.8408109	-0.6308215
oxygen + phosphate	Indian	(28.05,28.1]	-0.8301017	-0.9174022	-0.7428012
oxygen + phosphate	Indian	(28.1, Inf]	-0.4743387	-0.6008743	-0.3478032
oxygen + phosphate	Pacific	(-Inf,26]	-0.7030094	-0.7414645	-0.6645542
oxygen + phosphate	Pacific	(26,26.5]	-0.8857976	-0.9178219	-0.8537733
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8590937	-0.8997872	-0.8184002
oxygen + phosphate	Pacific	(26.75,27]	-0.8362020	-0.8378169	-0.8345871
oxygen + phosphate	Pacific	(27,27.25]	-0.9578644	-0.9594631	-0.9562657
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9736454	-0.9751552	-0.9721356
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9747920	-0.9803956	-0.9691885
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9822591	-0.9887319	-0.9757863
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9810677	-0.9865838	-0.9755515
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9650685	-0.9752576	-0.9548793
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9518265	-0.9655141	-0.9381389
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8668915	-0.9365772	-0.7972059
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.3714173	-0.3864598	-0.3563749
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7673830	-0.7785347	-0.7562314
oxygen + silicate	Atlantic	(26.75,27]	-0.7577564	-0.7606286	-0.7548843
oxygen + silicate	Atlantic	(27,27.25]	-0.6138352	-0.6949859	-0.5326845
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3539450	-0.4830008	-0.2248892
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4231273	-0.4958482	-0.3504065
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6102893	-0.6376550	-0.5829236
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7367148	-0.7707339	-0.7026958
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8027351	-0.8364361	-0.7690341
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9047621	-0.9313912	-0.8781330
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9491288	-0.9598251	-0.9384325
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9810195	-0.9838832	-0.9781558
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7276628	-0.7928092	-0.6625165
oxygen + silicate	Indian	(-Inf,26]	-0.9163874	-0.9428391	-0.8899357
oxygen + silicate	Indian	(26,26.5]	-0.9298186	-0.9480039	-0.9116333
oxygen + silicate	Indian	(26.5,26.75]	-0.9540169	-0.9627755	-0.9452583
oxygen + silicate	Indian	(26.75,27]	-0.9620059	-0.9624845	-0.9615274
oxygen + silicate	Indian	(27,27.25]	-0.8898965	-0.9035835	-0.8762094
oxygen + silicate	Indian	(27.25,27.5]	-0.8476957	-0.8683299	-0.8270616
oxygen + silicate	Indian	(27.5,27.75]	-0.8210389	-0.8643289	-0.7777489
oxygen + silicate	Indian	(27.75,27.85]	-0.8359838	-0.8463319	-0.8256356
oxygen + silicate	Indian	(27.85,27.95]	-0.7811508	-0.8292449	-0.7330568
oxygen + silicate	Indian	(27.95,28.05]	-0.7819301	-0.8393541	-0.7245061
oxygen + silicate	Indian	(28.05,28.1]	-0.9004015	-0.9295426	-0.8712605
oxygen + silicate	Indian	(28.1, Inf]	-0.3101844	-0.3954528	-0.2249160
oxygen + silicate	Pacific	(-Inf,26]	-0.2471428	-0.3250064	-0.1692792
oxygen + silicate	Pacific	(26,26.5]	-0.4792395	-0.5319561	-0.4265228
oxygen + silicate	Pacific	(26.5,26.75]	-0.3036435	-0.3256661	-0.2816209
oxygen + silicate	Pacific	(26.75,27]	-0.4538557	-0.5435678	-0.3641436
oxygen + silicate	Pacific	(27,27.25]	-0.8350382	-0.8669651	-0.8031114
oxygen + silicate	Pacific	(27.25,27.5]	-0.8685517	-0.9003581	-0.8367454
oxygen + silicate	Pacific	(27.5,27.75]	-0.8904854	-0.9231384	-0.8578325
oxygen + silicate	Pacific	(27.75,27.85]	-0.9663439	-0.9704775	-0.9622102
oxygen + silicate	Pacific	(27.85,27.95]	-0.9579885	-0.9610571	-0.9549199
oxygen + silicate	Pacific	(27.95,28.05]	-0.9322142	-0.9328875	-0.9315409
oxygen + silicate	Pacific	(28.05,28.1]	-0.9420598	-0.9448186	-0.9393010
oxygen + silicate	Pacific	(28.1, Inf]	-0.8204852	-0.8206879	-0.8202825
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.8978037	0.8938345	0.9017729
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9808306	0.9803612	0.9813001
phosphate + nitrate	Atlantic	(26.75,27]	0.9875377	0.9873272	0.9877482
phosphate + nitrate	Atlantic	(27,27.25]	0.9903419	0.9883239	0.9923599
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9930220	0.9916857	0.9943584
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9942327	0.9941110	0.9943545
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9936444	0.9917551	0.9955337
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9923401	0.9900759	0.9946043
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9922539	0.9900915	0.9944162
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9929604	0.9916966	0.9942242
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9949985	0.9944099	0.9955871
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975521	0.9975045	0.9975998
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9917901	0.9876179	0.9959623
phosphate + nitrate	Indian	(-Inf,26]	0.9936922	0.9900292	0.9973551
phosphate + nitrate	Indian	(26,26.5]	0.9903843	0.9836750	0.9970937
phosphate + nitrate	Indian	(26.5,26.75]	0.9908601	0.9844649	0.9972553
phosphate + nitrate	Indian	(26.75,27]	0.9862478	0.9770233	0.9954722
phosphate + nitrate	Indian	(27,27.25]	0.9621757	0.9338838	0.9904676
phosphate + nitrate	Indian	(27.25,27.5]	0.9547906	0.9277572	0.9818241
phosphate + nitrate	Indian	(27.5,27.75]	0.9369152	0.9313779	0.9424524
phosphate + nitrate	Indian	(27.75,27.85]	0.9256939	0.9095001	0.9418877
phosphate + nitrate	Indian	(27.85,27.95]	0.9517765	0.9504717	0.9530812
phosphate + nitrate	Indian	(27.95,28.05]	0.9752787	0.9749780	0.9755794
phosphate + nitrate	Indian	(28.05,28.1]	0.9808470	0.9781488	0.9835451
phosphate + nitrate	Indian	(28.1, Inf]	0.9218183	0.9190104	0.9246263
phosphate + nitrate	Pacific	(-Inf,26]	0.9410162	0.9359638	0.9460686
phosphate + nitrate	Pacific	(26,26.5]	0.9435722	0.9380866	0.9490577
phosphate + nitrate	Pacific	(26.5,26.75]	0.9418963	0.9320943	0.9516983
phosphate + nitrate	Pacific	(26.75,27]	0.9771927	0.9739638	0.9804215
phosphate + nitrate	Pacific	(27,27.25]	0.9888201	0.9872744	0.9903658
phosphate + nitrate	Pacific	(27.25,27.5]	0.9900141	0.9876637	0.9923644
phosphate + nitrate	Pacific	(27.5,27.75]	0.9887866	0.9844769	0.9930963
phosphate + nitrate	Pacific	(27.75,27.85]	0.9868095	0.9822466	0.9913724
phosphate + nitrate	Pacific	(27.85,27.95]	0.9825526	0.9772713	0.9878338
phosphate + nitrate	Pacific	(27.95,28.05]	0.9659055	0.9638896	0.9679215
phosphate + nitrate	Pacific	(28.05,28.1]	0.9496236	0.9456122	0.9536350
phosphate + nitrate	Pacific	(28.1, Inf]	0.9374266	0.9020415	0.9728118
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9024036	0.8595588	0.9452485
phosphate + silicate	Atlantic	(26.5,26.75]	0.9621398	0.9467101	0.9775694
phosphate + silicate	Atlantic	(26.75,27]	0.9553500	0.9434603	0.9672396
phosphate + silicate	Atlantic	(27,27.25]	0.9511043	0.9384976	0.9637110
phosphate + silicate	Atlantic	(27.25,27.5]	0.9293754	0.9147137	0.9440371
phosphate + silicate	Atlantic	(27.5,27.75]	0.9147591	0.9125785	0.9169397
phosphate + silicate	Atlantic	(27.75,27.85]	0.9495106	0.9394405	0.9595808
phosphate + silicate	Atlantic	(27.85,27.95]	0.9699928	0.9623310	0.9776545
phosphate + silicate	Atlantic	(27.95,28.05]	0.9831890	0.9810791	0.9852989
phosphate + silicate	Atlantic	(28.05,28.1]	0.9909268	0.9900493	0.9918043
phosphate + silicate	Atlantic	(28.1,28.15]	0.9929735	0.9927742	0.9931728
phosphate + silicate	Atlantic	(28.15,28.2]	0.9924395	0.9922611	0.9926178
phosphate + silicate	Atlantic	(28.2, Inf]	0.9621930	0.9359426	0.9884434
phosphate + silicate	Indian	(-Inf,26]	0.9397203	0.9157655	0.9636751
phosphate + silicate	Indian	(26,26.5]	0.9528174	0.9404600	0.9651749
phosphate + silicate	Indian	(26.5,26.75]	0.9650879	0.9623921	0.9677837
phosphate + silicate	Indian	(26.75,27]	0.9536408	0.9422957	0.9649858
phosphate + silicate	Indian	(27,27.25]	0.9442716	0.9429746	0.9455685
phosphate + silicate	Indian	(27.25,27.5]	0.9257705	0.9067350	0.9448060
phosphate + silicate	Indian	(27.5,27.75]	0.8620688	0.8202456	0.9038919
phosphate + silicate	Indian	(27.75,27.85]	0.8787076	0.8752478	0.8821673
phosphate + silicate	Indian	(27.85,27.95]	0.9011748	0.9005760	0.9017735
phosphate + silicate	Indian	(27.95,28.05]	0.9190827	0.9033583	0.9348072
phosphate + silicate	Indian	(28.05,28.1]	0.9506911	0.9321839	0.9691982
phosphate + silicate	Indian	(28.1, Inf]	0.8029608	0.7817156	0.8242060
phosphate + silicate	Pacific	(-Inf,26]	0.6490482	0.6341189	0.6639774
phosphate + silicate	Pacific	(26,26.5]	0.7322295	0.7267435	0.7377155
phosphate + silicate	Pacific	(26.5,26.75]	0.6442389	0.5756633	0.7128145
phosphate + silicate	Pacific	(26.75,27]	0.7875620	0.7337877	0.8413363
phosphate + silicate	Pacific	(27,27.25]	0.9062171	0.8838123	0.9286218
phosphate + silicate	Pacific	(27.25,27.5]	0.8818740	0.8518634	0.9118847
phosphate + silicate	Pacific	(27.5,27.75]	0.8764512	0.8442994	0.9086031
phosphate + silicate	Pacific	(27.75,27.85]	0.9485995	0.9429216	0.9542775
phosphate + silicate	Pacific	(27.85,27.95]	0.9588589	0.9556741	0.9620437
phosphate + silicate	Pacific	(27.95,28.05]	0.9481695	0.9478642	0.9484747
phosphate + silicate	Pacific	(28.05,28.1]	0.9439245	0.9419368	0.9459121
phosphate + silicate	Pacific	(28.1, Inf]	0.8595176	0.8069598	0.9120754
sal + aou	Atlantic	(-Inf,26.5]	-0.2864866	-0.3394229	-0.2335502
sal + aou	Atlantic	(26.5,26.75]	-0.4376079	-0.4810647	-0.3941511
sal + aou	Atlantic	(26.75,27]	-0.3867814	-0.4478582	-0.3257046
sal + aou	Atlantic	(27,27.25]	-0.3116399	-0.5022348	-0.1210449
sal + aou	Atlantic	(27.25,27.5]	-0.2943766	-0.4377528	-0.1510003
sal + aou	Atlantic	(27.5,27.75]	-0.3603896	-0.3605749	-0.3602044
sal + aou	Atlantic	(27.75,27.85]	-0.2131072	-0.2894165	-0.1367978
sal + aou	Atlantic	(27.85,27.95]	-0.2372266	-0.3591288	-0.1153244
sal + aou	Atlantic	(27.95,28.05]	-0.4298422	-0.5571143	-0.3025702
sal + aou	Atlantic	(28.05,28.1]	-0.7069748	-0.7621351	-0.6518145
sal + aou	Atlantic	(28.1,28.15]	-0.8145073	-0.8393970	-0.7896176
sal + aou	Atlantic	(28.15,28.2]	-0.9181403	-0.9374296	-0.8988510
sal + aou	Atlantic	(28.2, Inf]	-0.4617468	-0.7093262	-0.2141675
sal + aou	Indian	(-Inf,26]	-0.7277378	-0.8441116	-0.6113640
sal + aou	Indian	(26,26.5]	-0.6433685	-0.8061997	-0.4805373
sal + aou	Indian	(26.5,26.75]	-0.2335971	-0.4348838	-0.0323104
sal + aou	Indian	(26.75,27]	0.4647265	0.2993371	0.6301158
sal + aou	Indian	(27,27.25]	0.8499345	0.8380943	0.8617747
sal + aou	Indian	(27.25,27.5]	0.9153678	0.8631176	0.9676180
sal + aou	Indian	(27.5,27.75]	0.9169096	0.8678213	0.9659980
sal + aou	Indian	(27.75,27.85]	0.9396307	0.9173955	0.9618659
sal + aou	Indian	(27.85,27.95]	0.8920203	0.8895969	0.8944437
sal + aou	Indian	(27.95,28.05]	0.6704576	0.6155267	0.7253885
sal + aou	Indian	(28.05,28.1]	0.1383248	0.0210913	0.2555584
sal + aou	Indian	(28.1, Inf]	0.6220717	0.5928116	0.6513319
sal + aou	Pacific	(-Inf,26]	-0.0458540	-0.0865072	-0.0052008
sal + aou	Pacific	(26,26.5]	0.0493640	-0.0952654	0.1939933
sal + aou	Pacific	(26.5,26.75]	0.2060895	0.0116713	0.4005076
sal + aou	Pacific	(26.75,27]	-0.0404613	-0.1786880	0.0977654
sal + aou	Pacific	(27,27.25]	-0.1614834	-0.2394276	-0.0835392
sal + aou	Pacific	(27.25,27.5]	0.0874877	-0.0131086	0.1880839
sal + aou	Pacific	(27.5,27.75]	0.0397311	-0.0685097	0.1479718
sal + aou	Pacific	(27.75,27.85]	-0.2593303	-0.4544224	-0.0642382
sal + aou	Pacific	(27.85,27.95]	-0.4845620	-0.6440325	-0.3250914
sal + aou	Pacific	(27.95,28.05]	-0.6063294	-0.7832047	-0.4294540
sal + aou	Pacific	(28.05,28.1]	-0.6876019	-0.8864385	-0.4887652
sal + aou	Pacific	(28.1, Inf]	-0.3285081	-0.7294446	0.0724284
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5094619	-0.5584414	-0.4604824
sal + nitrate	Atlantic	(26.5,26.75]	-0.6341042	-0.6795289	-0.5886796
sal + nitrate	Atlantic	(26.75,27]	-0.6514105	-0.6898756	-0.6129455
sal + nitrate	Atlantic	(27,27.25]	-0.6877258	-0.7515625	-0.6238892
sal + nitrate	Atlantic	(27.25,27.5]	-0.7371748	-0.7752247	-0.6991248
sal + nitrate	Atlantic	(27.5,27.75]	-0.6911958	-0.7243804	-0.6580112
sal + nitrate	Atlantic	(27.75,27.85]	-0.5364821	-0.5978815	-0.4750828
sal + nitrate	Atlantic	(27.85,27.95]	-0.5100465	-0.6010817	-0.4190114
sal + nitrate	Atlantic	(27.95,28.05]	-0.6879764	-0.7590847	-0.6168680
sal + nitrate	Atlantic	(28.05,28.1]	-0.8366453	-0.8543927	-0.8188979
sal + nitrate	Atlantic	(28.1,28.15]	-0.8847563	-0.8926232	-0.8768894
sal + nitrate	Atlantic	(28.15,28.2]	-0.9490953	-0.9589199	-0.9392708
sal + nitrate	Atlantic	(28.2, Inf]	-0.8689830	-0.9453431	-0.7926228
sal + nitrate	Indian	(-Inf,26]	-0.7819562	-0.8753353	-0.6885770
sal + nitrate	Indian	(26,26.5]	-0.7507428	-0.8762996	-0.6251860
sal + nitrate	Indian	(26.5,26.75]	-0.4110726	-0.6078316	-0.2143136
sal + nitrate	Indian	(26.75,27]	0.1377693	-0.0899142	0.3654528
sal + nitrate	Indian	(27,27.25]	0.4774546	0.4415503	0.5133589
sal + nitrate	Indian	(27.25,27.5]	0.6498867	0.5369560	0.7628174
sal + nitrate	Indian	(27.5,27.75]	0.7117301	0.6055858	0.8178744
sal + nitrate	Indian	(27.75,27.85]	0.6824710	0.5628815	0.8020604
sal + nitrate	Indian	(27.85,27.95]	0.5421595	0.5017397	0.5825793
sal + nitrate	Indian	(27.95,28.05]	0.1136370	0.0497528	0.1775212
sal + nitrate	Indian	(28.05,28.1]	-0.2931114	-0.2981864	-0.2880363
sal + nitrate	Indian	(28.1, Inf]	-0.1652453	-0.2239378	-0.1065528
sal + nitrate	Pacific	(-Inf,26]	-0.3660910	-0.3692866	-0.3628954
sal + nitrate	Pacific	(26,26.5]	-0.2656176	-0.4580849	-0.0731502
sal + nitrate	Pacific	(26.5,26.75]	-0.1538139	-0.3973353	0.0897074
sal + nitrate	Pacific	(26.75,27]	-0.3538390	-0.4760528	-0.2316252
sal + nitrate	Pacific	(27,27.25]	-0.2758370	-0.3641666	-0.1875074
sal + nitrate	Pacific	(27.25,27.5]	0.0767065	-0.0382779	0.1916910
sal + nitrate	Pacific	(27.5,27.75]	0.0399581	-0.0665857	0.1465020
sal + nitrate	Pacific	(27.75,27.85]	-0.2613759	-0.4257823	-0.0969695
sal + nitrate	Pacific	(27.85,27.95]	-0.4934829	-0.6312113	-0.3557545
sal + nitrate	Pacific	(27.95,28.05]	-0.6640561	-0.8029523	-0.5251598
sal + nitrate	Pacific	(28.05,28.1]	-0.7633532	-0.9162247	-0.6104816
sal + nitrate	Pacific	(28.1, Inf]	-0.4540398	-0.8244647	-0.0836149
sal + oxygen	Atlantic	(-Inf,26.5]	-0.1461290	-0.1741237	-0.1181343
sal + oxygen	Atlantic	(26.5,26.75]	0.1986518	0.1624660	0.2348377
sal + oxygen	Atlantic	(26.75,27]	0.1791149	0.1287715	0.2294583
sal + oxygen	Atlantic	(27,27.25]	0.0530816	-0.1545280	0.2606912
sal + oxygen	Atlantic	(27.25,27.5]	-0.0379274	-0.2112226	0.1353677
sal + oxygen	Atlantic	(27.5,27.75]	0.0103358	-0.0290407	0.0497122
sal + oxygen	Atlantic	(27.75,27.85]	-0.0897005	-0.1677092	-0.0116917
sal + oxygen	Atlantic	(27.85,27.95]	0.0170132	-0.1096493	0.1436757
sal + oxygen	Atlantic	(27.95,28.05]	0.2372320	0.0895493	0.3849147
sal + oxygen	Atlantic	(28.05,28.1]	0.5713493	0.4859746	0.6567239
sal + oxygen	Atlantic	(28.1,28.15]	0.7330296	0.6944269	0.7716323
sal + oxygen	Atlantic	(28.15,28.2]	0.8877012	0.8612436	0.9141587
sal + oxygen	Atlantic	(28.2, Inf]	0.3111779	0.0194500	0.6029058
sal + oxygen	Indian	(-Inf,26]	0.7007488	0.5723397	0.8291579
sal + oxygen	Indian	(26,26.5]	0.5926859	0.4193749	0.7659968
sal + oxygen	Indian	(26.5,26.75]	0.1714244	-0.0278250	0.3706738
sal + oxygen	Indian	(26.75,27]	-0.5467279	-0.6840661	-0.4093898
sal + oxygen	Indian	(27,27.25]	-0.8953163	-0.9138067	-0.8768260
sal + oxygen	Indian	(27.25,27.5]	-0.9402447	-0.9833740	-0.8971155
sal + oxygen	Indian	(27.5,27.75]	-0.9301667	-0.9656146	-0.8947188
sal + oxygen	Indian	(27.75,27.85]	-0.9457736	-0.9643344	-0.9272129
sal + oxygen	Indian	(27.85,27.95]	-0.9169735	-0.9211023	-0.9128447
sal + oxygen	Indian	(27.95,28.05]	-0.7554299	-0.8106761	-0.7001838
sal + oxygen	Indian	(28.05,28.1]	-0.2632994	-0.4124194	-0.1141793
sal + oxygen	Indian	(28.1, Inf]	-0.7288108	-0.7576365	-0.6999851
sal + oxygen	Pacific	(-Inf,26]	-0.3435598	-0.3836870	-0.3034327
sal + oxygen	Pacific	(26,26.5]	-0.2194884	-0.3245383	-0.1144384
sal + oxygen	Pacific	(26.5,26.75]	-0.3626162	-0.5166197	-0.2086126
sal + oxygen	Pacific	(26.75,27]	-0.1583624	-0.2937050	-0.0230198
sal + oxygen	Pacific	(27,27.25]	0.0596440	-0.0229379	0.1422258
sal + oxygen	Pacific	(27.25,27.5]	-0.1625078	-0.2673787	-0.0576370
sal + oxygen	Pacific	(27.5,27.75]	-0.0937803	-0.2159291	0.0283685
sal + oxygen	Pacific	(27.75,27.85]	0.2230393	0.0142017	0.4318769
sal + oxygen	Pacific	(27.85,27.95]	0.4611759	0.2848960	0.6374559
sal + oxygen	Pacific	(27.95,28.05]	0.5767168	0.3711391	0.7822944
sal + oxygen	Pacific	(28.05,28.1]	0.6475992	0.4148308	0.8803676
sal + oxygen	Pacific	(28.1, Inf]	0.2687507	-0.1429321	0.6804334
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7790760	-0.8086045	-0.7495475
sal + phosphate	Atlantic	(26.5,26.75]	-0.7585739	-0.7965551	-0.7205927
sal + phosphate	Atlantic	(26.75,27]	-0.7471114	-0.7823004	-0.7119225
sal + phosphate	Atlantic	(27,27.25]	-0.7653390	-0.8136195	-0.7170585
sal + phosphate	Atlantic	(27.25,27.5]	-0.7944082	-0.8235426	-0.7652738
sal + phosphate	Atlantic	(27.5,27.75]	-0.7387922	-0.7665274	-0.7110570
sal + phosphate	Atlantic	(27.75,27.85]	-0.5853974	-0.6356142	-0.5351806
sal + phosphate	Atlantic	(27.85,27.95]	-0.5374945	-0.6209161	-0.4540729
sal + phosphate	Atlantic	(27.95,28.05]	-0.6953415	-0.7650797	-0.6256033
sal + phosphate	Atlantic	(28.05,28.1]	-0.8477004	-0.8664558	-0.8289450
sal + phosphate	Atlantic	(28.1,28.15]	-0.8967257	-0.9046249	-0.8888266
sal + phosphate	Atlantic	(28.15,28.2]	-0.9517669	-0.9629832	-0.9405505
sal + phosphate	Atlantic	(28.2, Inf]	-0.8726844	-0.9485029	-0.7968660
sal + phosphate	Indian	(-Inf,26]	-0.7329707	-0.8620962	-0.6038452
sal + phosphate	Indian	(26,26.5]	-0.6791366	-0.8612193	-0.4970538
sal + phosphate	Indian	(26.5,26.75]	-0.3305875	-0.5896505	-0.0715246
sal + phosphate	Indian	(26.75,27]	0.2297020	-0.0497143	0.5091183
sal + phosphate	Indian	(27,27.25]	0.6053384	0.4854715	0.7252053
sal + phosphate	Indian	(27.25,27.5]	0.7843953	0.7605322	0.8082585
sal + phosphate	Indian	(27.5,27.75]	0.8407587	0.7927813	0.8887361
sal + phosphate	Indian	(27.75,27.85]	0.8192467	0.7404011	0.8980922
sal + phosphate	Indian	(27.85,27.95]	0.6306726	0.5626828	0.6986623
sal + phosphate	Indian	(27.95,28.05]	0.1752600	0.0977002	0.2528199
sal + phosphate	Indian	(28.05,28.1]	-0.2606789	-0.2707454	-0.2506124
sal + phosphate	Indian	(28.1, Inf]	-0.1507705	-0.2363664	-0.0651745
sal + phosphate	Pacific	(-Inf,26]	-0.1753198	-0.1912472	-0.1593924
sal + phosphate	Pacific	(26,26.5]	-0.2009605	-0.3636962	-0.0382249
sal + phosphate	Pacific	(26.5,26.75]	-0.1107370	-0.3449487	0.1234747
sal + phosphate	Pacific	(26.75,27]	-0.3620855	-0.4865638	-0.2376073
sal + phosphate	Pacific	(27,27.25]	-0.2859423	-0.3704645	-0.2014202
sal + phosphate	Pacific	(27.25,27.5]	0.0643424	-0.0435694	0.1722542
sal + phosphate	Pacific	(27.5,27.75]	0.0466092	-0.0587796	0.1519979
sal + phosphate	Pacific	(27.75,27.85]	-0.2381670	-0.4062677	-0.0700663
sal + phosphate	Pacific	(27.85,27.95]	-0.4924127	-0.6313073	-0.3535181
sal + phosphate	Pacific	(27.95,28.05]	-0.6715101	-0.8108620	-0.5321581
sal + phosphate	Pacific	(28.05,28.1]	-0.7624474	-0.9185552	-0.6063395
sal + phosphate	Pacific	(28.1, Inf]	-0.4792207	-0.8250328	-0.1334085
sal + silicate	Atlantic	(-Inf,26.5]	-0.7454924	-0.7916481	-0.6993367
sal + silicate	Atlantic	(26.5,26.75]	-0.7147317	-0.7696777	-0.6597857
sal + silicate	Atlantic	(26.75,27]	-0.6987348	-0.7510458	-0.6464238
sal + silicate	Atlantic	(27,27.25]	-0.7371836	-0.8088404	-0.6655268
sal + silicate	Atlantic	(27.25,27.5]	-0.8082038	-0.8334734	-0.7829342
sal + silicate	Atlantic	(27.5,27.75]	-0.7344476	-0.7577653	-0.7111299
sal + silicate	Atlantic	(27.75,27.85]	-0.5778762	-0.6262337	-0.5295187
sal + silicate	Atlantic	(27.85,27.95]	-0.5905515	-0.6594536	-0.5216493
sal + silicate	Atlantic	(27.95,28.05]	-0.7266772	-0.7884679	-0.6648866
sal + silicate	Atlantic	(28.05,28.1]	-0.8486489	-0.8683432	-0.8289546
sal + silicate	Atlantic	(28.1,28.15]	-0.8902342	-0.8980185	-0.8824499
sal + silicate	Atlantic	(28.15,28.2]	-0.9297647	-0.9423507	-0.9171787
sal + silicate	Atlantic	(28.2, Inf]	-0.8015468	-0.9438070	-0.6592867
sal + silicate	Indian	(-Inf,26]	-0.8666749	-0.9176559	-0.8156938
sal + silicate	Indian	(26,26.5]	-0.7683166	-0.8711512	-0.6654821
sal + silicate	Indian	(26.5,26.75]	-0.3580793	-0.5057731	-0.2103854
sal + silicate	Indian	(26.75,27]	0.3672927	0.2205072	0.5140781
sal + silicate	Indian	(27,27.25]	0.6427394	0.6418136	0.6436651
sal + silicate	Indian	(27.25,27.5]	0.6865100	0.5786215	0.7943986
sal + silicate	Indian	(27.5,27.75]	0.7132855	0.5670773	0.8594936
sal + silicate	Indian	(27.75,27.85]	0.8218211	0.8114198	0.8322224
sal + silicate	Indian	(27.85,27.95]	0.6728758	0.6217401	0.7240116
sal + silicate	Indian	(27.95,28.05]	0.3488758	0.3276307	0.3701208
sal + silicate	Indian	(28.05,28.1]	-0.0692591	-0.1381895	-0.0003287
sal + silicate	Indian	(28.1, Inf]	-0.1626249	-0.1718567	-0.1533930
sal + silicate	Pacific	(-Inf,26]	-0.6464484	-0.6738180	-0.6190788
sal + silicate	Pacific	(26,26.5]	-0.5793777	-0.6990031	-0.4597522
sal + silicate	Pacific	(26.5,26.75]	-0.6636526	-0.7633218	-0.5639834
sal + silicate	Pacific	(26.75,27]	-0.7477664	-0.7688902	-0.7266426
sal + silicate	Pacific	(27,27.25]	-0.5401718	-0.5589975	-0.5213462
sal + silicate	Pacific	(27.25,27.5]	-0.2219758	-0.2547544	-0.1891972
sal + silicate	Pacific	(27.5,27.75]	-0.0787789	-0.1034736	-0.0540842
sal + silicate	Pacific	(27.75,27.85]	-0.2561004	-0.4108338	-0.1013671
sal + silicate	Pacific	(27.85,27.95]	-0.4403616	-0.5678708	-0.3128525
sal + silicate	Pacific	(27.95,28.05]	-0.5664351	-0.6862602	-0.4466101
sal + silicate	Pacific	(28.05,28.1]	-0.6833794	-0.8216239	-0.5451348
sal + silicate	Pacific	(28.1, Inf]	-0.4177776	-0.8467530	0.0111977
sal + temp	Atlantic	(-Inf,26.5]	0.9139902	0.9080010	0.9199794
sal + temp	Atlantic	(26.5,26.75]	0.9891586	0.9889877	0.9893294
sal + temp	Atlantic	(26.75,27]	0.9813395	0.9800052	0.9826738
sal + temp	Atlantic	(27,27.25]	0.9795316	0.9779376	0.9811257
sal + temp	Atlantic	(27.25,27.5]	0.9779109	0.9769833	0.9788385
sal + temp	Atlantic	(27.5,27.75]	0.9686226	0.9657670	0.9714782
sal + temp	Atlantic	(27.75,27.85]	0.9818743	0.9794045	0.9843441
sal + temp	Atlantic	(27.85,27.95]	0.9639378	0.9572270	0.9706486
sal + temp	Atlantic	(27.95,28.05]	0.9329036	0.9275183	0.9382889
sal + temp	Atlantic	(28.05,28.1]	0.9708661	0.9669924	0.9747397
sal + temp	Atlantic	(28.1,28.15]	0.9673077	0.9603322	0.9742831
sal + temp	Atlantic	(28.15,28.2]	0.7869769	0.6648191	0.9091347
sal + temp	Atlantic	(28.2, Inf]	0.5270871	0.3090828	0.7450913
sal + temp	Indian	(-Inf,26]	0.6085052	0.5906314	0.6263791
sal + temp	Indian	(26,26.5]	0.8714386	0.8522895	0.8905877
sal + temp	Indian	(26.5,26.75]	0.9432370	0.9430771	0.9433969
sal + temp	Indian	(26.75,27]	0.9675873	0.9607186	0.9744561
sal + temp	Indian	(27,27.25]	0.9591538	0.9575404	0.9607672
sal + temp	Indian	(27.25,27.5]	0.9437371	0.9267744	0.9606998
sal + temp	Indian	(27.5,27.75]	0.9049329	0.8716454	0.9382204
sal + temp	Indian	(27.75,27.85]	0.9262079	0.9094802	0.9429355
sal + temp	Indian	(27.85,27.95]	0.9313762	0.9212148	0.9415377
sal + temp	Indian	(27.95,28.05]	0.9450667	0.9299376	0.9601957
sal + temp	Indian	(28.05,28.1]	0.9265601	0.9009232	0.9521970
sal + temp	Indian	(28.1, Inf]	0.9293139	0.9225806	0.9360472
sal + temp	Pacific	(-Inf,26]	0.8029262	0.7647502	0.8411022
sal + temp	Pacific	(26,26.5]	0.9348464	0.9342861	0.9354067
sal + temp	Pacific	(26.5,26.75]	0.9777735	0.9764563	0.9790908
sal + temp	Pacific	(26.75,27]	0.9752762	0.9729264	0.9776260
sal + temp	Pacific	(27,27.25]	0.9430815	0.9386700	0.9474929
sal + temp	Pacific	(27.25,27.5]	0.8247469	0.8057837	0.8437100
sal + temp	Pacific	(27.5,27.75]	0.6003296	0.5108142	0.6898451
sal + temp	Pacific	(27.75,27.85]	0.7078620	0.6338071	0.7819169
sal + temp	Pacific	(27.85,27.95]	0.5025898	0.3910287	0.6141509
sal + temp	Pacific	(27.95,28.05]	0.4164076	0.2456801	0.5871352
sal + temp	Pacific	(28.05,28.1]	0.3424018	0.1565057	0.5282980
sal + temp	Pacific	(28.1, Inf]	0.0061390	-0.3115275	0.3238056
temp + aou	Atlantic	(-Inf,26.5]	-0.3280878	-0.3872108	-0.2689649
temp + aou	Atlantic	(26.5,26.75]	-0.4419762	-0.4885821	-0.3953703
temp + aou	Atlantic	(26.75,27]	-0.3435405	-0.4160984	-0.2709826
temp + aou	Atlantic	(27,27.25]	-0.2419142	-0.4234805	-0.0603479
temp + aou	Atlantic	(27.25,27.5]	-0.2511448	-0.3972313	-0.1050583
temp + aou	Atlantic	(27.5,27.75]	-0.3274541	-0.3320096	-0.3228986
temp + aou	Atlantic	(27.75,27.85]	-0.1855157	-0.2810763	-0.0899551
temp + aou	Atlantic	(27.85,27.95]	-0.1921234	-0.3351995	-0.0490473
temp + aou	Atlantic	(27.95,28.05]	-0.4085609	-0.4850330	-0.3320888
temp + aou	Atlantic	(28.05,28.1]	-0.6079936	-0.6564307	-0.5595564
temp + aou	Atlantic	(28.1,28.15]	-0.6804831	-0.6958611	-0.6651052
temp + aou	Atlantic	(28.15,28.2]	-0.6332149	-0.7308636	-0.5355662
temp + aou	Atlantic	(28.2, Inf]	0.2487711	0.1678853	0.3296569
temp + aou	Indian	(-Inf,26]	-0.5735232	-0.5993762	-0.5476702
temp + aou	Indian	(26,26.5]	-0.5128378	-0.5807303	-0.4449453
temp + aou	Indian	(26.5,26.75]	-0.1558976	-0.2955923	-0.0162028
temp + aou	Indian	(26.75,27]	0.3526692	0.1564419	0.5488965
temp + aou	Indian	(27,27.25]	0.7492697	0.7179753	0.7805641
temp + aou	Indian	(27.25,27.5]	0.8460724	0.8379770	0.8541678
temp + aou	Indian	(27.5,27.75]	0.8819890	0.8802443	0.8837337
temp + aou	Indian	(27.75,27.85]	0.9296832	0.9090063	0.9503601
temp + aou	Indian	(27.85,27.95]	0.8776482	0.8600564	0.8952400
temp + aou	Indian	(27.95,28.05]	0.7196291	0.6562989	0.7829593
temp + aou	Indian	(28.05,28.1]	0.3862445	0.3151669	0.4573222
temp + aou	Indian	(28.1, Inf]	0.7869736	0.7867598	0.7871875
temp + aou	Pacific	(-Inf,26]	-0.1783018	-0.2265814	-0.1300222
temp + aou	Pacific	(26,26.5]	-0.0742188	-0.1865235	0.0380860
temp + aou	Pacific	(26.5,26.75]	0.2130667	0.0274759	0.3986575
temp + aou	Pacific	(26.75,27]	-0.0364890	-0.1660516	0.0930737
temp + aou	Pacific	(27,27.25]	-0.2081038	-0.2665217	-0.1496859
temp + aou	Pacific	(27.25,27.5]	-0.0105747	-0.1127609	0.0916116
temp + aou	Pacific	(27.5,27.75]	0.0490444	-0.0815361	0.1796249
temp + aou	Pacific	(27.75,27.85]	-0.1324996	-0.3401940	0.0751948
temp + aou	Pacific	(27.85,27.95]	-0.1845686	-0.3710658	0.0019285
temp + aou	Pacific	(27.95,28.05]	-0.0514466	-0.2594409	0.1565478
temp + aou	Pacific	(28.05,28.1]	0.0917931	-0.1500561	0.3336423
temp + aou	Pacific	(28.1, Inf]	0.8214185	0.7940794	0.8487575
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5963658	-0.6379961	-0.5547354
temp + nitrate	Atlantic	(26.5,26.75]	-0.6409578	-0.6922484	-0.5896672
temp + nitrate	Atlantic	(26.75,27]	-0.6147241	-0.6628602	-0.5665881
temp + nitrate	Atlantic	(27,27.25]	-0.6246405	-0.6794269	-0.5698541
temp + nitrate	Atlantic	(27.25,27.5]	-0.6917774	-0.7352275	-0.6483273
temp + nitrate	Atlantic	(27.5,27.75]	-0.6557372	-0.6968829	-0.6145916
temp + nitrate	Atlantic	(27.75,27.85]	-0.5248289	-0.6014996	-0.4481581
temp + nitrate	Atlantic	(27.85,27.95]	-0.4837378	-0.5907442	-0.3767313
temp + nitrate	Atlantic	(27.95,28.05]	-0.6655775	-0.7023442	-0.6288108
temp + nitrate	Atlantic	(28.05,28.1]	-0.7609608	-0.7718313	-0.7500903
temp + nitrate	Atlantic	(28.1,28.15]	-0.7735504	-0.7762130	-0.7708879
temp + nitrate	Atlantic	(28.15,28.2]	-0.6576783	-0.7733491	-0.5420075
temp + nitrate	Atlantic	(28.2, Inf]	-0.2116150	-0.3061914	-0.1170386
temp + nitrate	Indian	(-Inf,26]	-0.6339581	-0.6565527	-0.6113635
temp + nitrate	Indian	(26,26.5]	-0.6295738	-0.6741688	-0.5849788
temp + nitrate	Indian	(26.5,26.75]	-0.3411140	-0.4825341	-0.1996939
temp + nitrate	Indian	(26.75,27]	0.0139359	-0.2343514	0.2622232
temp + nitrate	Indian	(27,27.25]	0.3141957	0.2158147	0.4125766
temp + nitrate	Indian	(27.25,27.5]	0.4993003	0.4878996	0.5107011
temp + nitrate	Indian	(27.5,27.75]	0.6527440	0.6166063	0.6888817
temp + nitrate	Indian	(27.75,27.85]	0.6908017	0.5915861	0.7900173
temp + nitrate	Indian	(27.85,27.95]	0.5379590	0.5255422	0.5503758
temp + nitrate	Indian	(27.95,28.05]	0.1984754	0.1492397	0.2477111
temp + nitrate	Indian	(28.05,28.1]	-0.0205918	-0.0652642	0.0240807
temp + nitrate	Indian	(28.1, Inf]	0.0457660	-0.0591606	0.1506927
temp + nitrate	Pacific	(-Inf,26]	-0.4947299	-0.4974686	-0.4919911
temp + nitrate	Pacific	(26,26.5]	-0.4005675	-0.5587065	-0.2424285
temp + nitrate	Pacific	(26.5,26.75]	-0.1602891	-0.3974900	0.0769119
temp + nitrate	Pacific	(26.75,27]	-0.3687523	-0.4882929	-0.2492117
temp + nitrate	Pacific	(27,27.25]	-0.3510286	-0.4210201	-0.2810371
temp + nitrate	Pacific	(27.25,27.5]	-0.0664350	-0.1817557	0.0488856
temp + nitrate	Pacific	(27.5,27.75]	0.0319911	-0.1001621	0.1641443
temp + nitrate	Pacific	(27.75,27.85]	-0.1358198	-0.3138381	0.0421984
temp + nitrate	Pacific	(27.85,27.95]	-0.1821072	-0.3509211	-0.0132933
temp + nitrate	Pacific	(27.95,28.05]	-0.1090301	-0.2764849	0.0584246
temp + nitrate	Pacific	(28.05,28.1]	0.0048023	-0.1963887	0.2059932
temp + nitrate	Pacific	(28.1, Inf]	0.6163548	0.5664138	0.6662958
temp + oxygen	Atlantic	(-Inf,26.5]	-0.1329865	-0.1692767	-0.0966963
temp + oxygen	Atlantic	(26.5,26.75]	0.2002803	0.1602726	0.2402880
temp + oxygen	Atlantic	(26.75,27]	0.1284639	0.0673447	0.1895831
temp + oxygen	Atlantic	(27,27.25]	-0.0262556	-0.2199510	0.1674399
temp + oxygen	Atlantic	(27.25,27.5]	-0.0903914	-0.2640068	0.0832240
temp + oxygen	Atlantic	(27.5,27.75]	-0.0375508	-0.0724266	-0.0026751
temp + oxygen	Atlantic	(27.75,27.85]	-0.1249310	-0.2223736	-0.0274884
temp + oxygen	Atlantic	(27.85,27.95]	-0.0388379	-0.1874222	0.1097464
temp + oxygen	Atlantic	(27.95,28.05]	0.1948564	0.0999411	0.2897716
temp + oxygen	Atlantic	(28.05,28.1]	0.4528709	0.3754134	0.5303283
temp + oxygen	Atlantic	(28.1,28.15]	0.5795306	0.5515892	0.6074720
temp + oxygen	Atlantic	(28.15,28.2]	0.5599261	0.4517593	0.6680929
temp + oxygen	Atlantic	(28.2, Inf]	-0.4305346	-0.5181489	-0.3429204
temp + oxygen	Indian	(-Inf,26]	0.5000964	0.4703604	0.5298324
temp + oxygen	Indian	(26,26.5]	0.4447416	0.3740962	0.5153871
temp + oxygen	Indian	(26.5,26.75]	0.0886158	-0.0473769	0.2246085
temp + oxygen	Indian	(26.75,27]	-0.4421285	-0.6111353	-0.2731217
temp + oxygen	Indian	(27,27.25]	-0.8141024	-0.8325128	-0.7956921
temp + oxygen	Indian	(27.25,27.5]	-0.8923975	-0.8984361	-0.8863589
temp + oxygen	Indian	(27.5,27.75]	-0.9191452	-0.9192127	-0.9190777
temp + oxygen	Indian	(27.75,27.85]	-0.9537631	-0.9676804	-0.9398457
temp + oxygen	Indian	(27.85,27.95]	-0.9206496	-0.9367830	-0.9045163
temp + oxygen	Indian	(27.95,28.05]	-0.8081184	-0.8669003	-0.7493365
temp + oxygen	Indian	(28.05,28.1]	-0.5039316	-0.6012992	-0.4065640
temp + oxygen	Indian	(28.1, Inf]	-0.8735175	-0.8773377	-0.8696972
temp + oxygen	Pacific	(-Inf,26]	-0.2913465	-0.3619430	-0.2207501
temp + oxygen	Pacific	(26,26.5]	-0.1074671	-0.1795463	-0.0353878
temp + oxygen	Pacific	(26.5,26.75]	-0.3734581	-0.5182486	-0.2286676
temp + oxygen	Pacific	(26.75,27]	-0.1678785	-0.2941407	-0.0416163
temp + oxygen	Pacific	(27,27.25]	0.1012762	0.0385725	0.1639800
temp + oxygen	Pacific	(27.25,27.5]	-0.0798000	-0.1863974	0.0267975
temp + oxygen	Pacific	(27.5,27.75]	-0.1357122	-0.2770754	0.0056510
temp + oxygen	Pacific	(27.75,27.85]	0.0806450	-0.1379625	0.2992525
temp + oxygen	Pacific	(27.85,27.95]	0.1332982	-0.0665962	0.3331925
temp + oxygen	Pacific	(27.95,28.05]	-0.0143271	-0.2420965	0.2134424
temp + oxygen	Pacific	(28.05,28.1]	-0.1452147	-0.4137478	0.1233184
temp + oxygen	Pacific	(28.1, Inf]	-0.8730631	-0.9091036	-0.8370225
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7419181	-0.7632758	-0.7205604
temp + phosphate	Atlantic	(26.5,26.75]	-0.7586107	-0.8019313	-0.7152900
temp + phosphate	Atlantic	(26.75,27]	-0.7078043	-0.7517673	-0.6638413
temp + phosphate	Atlantic	(27,27.25]	-0.7043127	-0.7455183	-0.6631071
temp + phosphate	Atlantic	(27.25,27.5]	-0.7539110	-0.7874091	-0.7204129
temp + phosphate	Atlantic	(27.5,27.75]	-0.7062021	-0.7421563	-0.6702479
temp + phosphate	Atlantic	(27.75,27.85]	-0.5753159	-0.6405057	-0.5101262
temp + phosphate	Atlantic	(27.85,27.95]	-0.5104898	-0.6097963	-0.4111833
temp + phosphate	Atlantic	(27.95,28.05]	-0.6760577	-0.7115391	-0.6405763
temp + phosphate	Atlantic	(28.05,28.1]	-0.7742503	-0.7866141	-0.7618866
temp + phosphate	Atlantic	(28.1,28.15]	-0.7903098	-0.7924640	-0.7881556
temp + phosphate	Atlantic	(28.15,28.2]	-0.6637704	-0.7776973	-0.5498435
temp + phosphate	Atlantic	(28.2, Inf]	-0.2163419	-0.3124496	-0.1202343
temp + phosphate	Indian	(-Inf,26]	-0.5983588	-0.6465930	-0.5501246
temp + phosphate	Indian	(26,26.5]	-0.5707545	-0.6645548	-0.4769542
temp + phosphate	Indian	(26.5,26.75]	-0.2676606	-0.4636939	-0.0716273
temp + phosphate	Indian	(26.75,27]	0.0979313	-0.1931544	0.3890169
temp + phosphate	Indian	(27,27.25]	0.4382721	0.2644951	0.6120492
temp + phosphate	Indian	(27.25,27.5]	0.6377146	0.5729127	0.7025166
temp + phosphate	Indian	(27.5,27.75]	0.7858267	0.7823047	0.7893488
temp + phosphate	Indian	(27.75,27.85]	0.7739003	0.7092226	0.8385779
temp + phosphate	Indian	(27.85,27.95]	0.5816353	0.5401204	0.6231501
temp + phosphate	Indian	(27.95,28.05]	0.2444677	0.1880910	0.3008444
temp + phosphate	Indian	(28.05,28.1]	0.0128103	-0.0420049	0.0676255
temp + phosphate	Indian	(28.1, Inf]	0.0636356	-0.0647737	0.1920449
temp + phosphate	Pacific	(-Inf,26]	-0.3645352	-0.3733829	-0.3556874
temp + phosphate	Pacific	(26,26.5]	-0.3353273	-0.4680546	-0.2026001
temp + phosphate	Pacific	(26.5,26.75]	-0.1156388	-0.3457043	0.1144268
temp + phosphate	Pacific	(26.75,27]	-0.3756229	-0.4940616	-0.2571841
temp + phosphate	Pacific	(27,27.25]	-0.3538821	-0.4192755	-0.2884887
temp + phosphate	Pacific	(27.25,27.5]	-0.0705676	-0.1787004	0.0375652
temp + phosphate	Pacific	(27.5,27.75]	0.0456519	-0.0839175	0.1752214
temp + phosphate	Pacific	(27.75,27.85]	-0.1120461	-0.2928082	0.0687160
temp + phosphate	Pacific	(27.85,27.95]	-0.1797243	-0.3436473	-0.0158013
temp + phosphate	Pacific	(27.95,28.05]	-0.1134661	-0.2811248	0.0541925
temp + phosphate	Pacific	(28.05,28.1]	0.0154459	-0.1687802	0.1996720
temp + phosphate	Pacific	(28.1, Inf]	0.6011757	0.5356552	0.6666963
temp + silicate	Atlantic	(-Inf,26.5]	-0.6828767	-0.7221651	-0.6435882
temp + silicate	Atlantic	(26.5,26.75]	-0.7198468	-0.7766479	-0.6630457
temp + silicate	Atlantic	(26.75,27]	-0.6752224	-0.7363650	-0.6140798
temp + silicate	Atlantic	(27,27.25]	-0.6984114	-0.7630930	-0.6337298
temp + silicate	Atlantic	(27.25,27.5]	-0.8101409	-0.8366518	-0.7836301
temp + silicate	Atlantic	(27.5,27.75]	-0.7481923	-0.7820113	-0.7143732
temp + silicate	Atlantic	(27.75,27.85]	-0.6003183	-0.6585559	-0.5420807
temp + silicate	Atlantic	(27.85,27.95]	-0.5889157	-0.6692458	-0.5085857
temp + silicate	Atlantic	(27.95,28.05]	-0.7193481	-0.7474729	-0.6912233
temp + silicate	Atlantic	(28.05,28.1]	-0.7733358	-0.7872327	-0.7594389
temp + silicate	Atlantic	(28.1,28.15]	-0.7795431	-0.7817817	-0.7773045
temp + silicate	Atlantic	(28.15,28.2]	-0.6250680	-0.7388668	-0.5112691
temp + silicate	Atlantic	(28.2, Inf]	-0.1320981	-0.1457308	-0.1184654
temp + silicate	Indian	(-Inf,26]	-0.6686629	-0.6762780	-0.6610478
temp + silicate	Indian	(26,26.5]	-0.6241333	-0.6383086	-0.6099580
temp + silicate	Indian	(26.5,26.75]	-0.2683323	-0.3545999	-0.1820647
temp + silicate	Indian	(26.75,27]	0.2572489	0.0825812	0.4319166
temp + silicate	Indian	(27,27.25]	0.4965912	0.4417623	0.5514201
temp + silicate	Indian	(27.25,27.5]	0.5453213	0.5222158	0.5684268
temp + silicate	Indian	(27.5,27.75]	0.5731608	0.5095740	0.6367476
temp + silicate	Indian	(27.75,27.85]	0.6966822	0.6615138	0.7318507
temp + silicate	Indian	(27.85,27.95]	0.5425956	0.4962942	0.5888969
temp + silicate	Indian	(27.95,28.05]	0.3399972	0.3338721	0.3461222
temp + silicate	Indian	(28.05,28.1]	0.1861322	0.1674327	0.2048317
temp + silicate	Indian	(28.1, Inf]	-0.0426218	-0.0931788	0.0079352
temp + silicate	Pacific	(-Inf,26]	-0.6250196	-0.6512778	-0.5987614
temp + silicate	Pacific	(26,26.5]	-0.6585904	-0.7385849	-0.5785959
temp + silicate	Pacific	(26.5,26.75]	-0.6627742	-0.7572063	-0.5683421
temp + silicate	Pacific	(26.75,27]	-0.7377357	-0.7561720	-0.7192994
temp + silicate	Pacific	(27,27.25]	-0.5708816	-0.5790665	-0.5626968
temp + silicate	Pacific	(27.25,27.5]	-0.3615626	-0.4016266	-0.3214986
temp + silicate	Pacific	(27.5,27.75]	-0.2557644	-0.3179464	-0.1935825
temp + silicate	Pacific	(27.75,27.85]	-0.2256281	-0.4086567	-0.0425994
temp + silicate	Pacific	(27.85,27.95]	-0.2955833	-0.4713861	-0.1197805
temp + silicate	Pacific	(27.95,28.05]	-0.2221762	-0.4344471	-0.0099053
temp + silicate	Pacific	(28.05,28.1]	0.0069022	-0.1957920	0.2095964
temp + silicate	Pacific	(28.1, Inf]	0.5534644	0.4579550	0.6489739

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.0325230	-0.0612057	0.1262518
aou	Atlantic	(26.5,26.75]	-0.4691689	-0.4728088	-0.4655290
aou	Atlantic	(26.75,27]	-0.4839514	-0.4924145	-0.4754882
aou	Atlantic	(27,27.25]	-0.4867195	-0.6366514	-0.3367876
aou	Atlantic	(27.25,27.5]	-0.5402711	-0.6231938	-0.4573483
aou	Atlantic	(27.5,27.75]	-0.7535712	-0.7536137	-0.7535288
aou	Atlantic	(27.75,27.85]	-0.8313057	-0.8607442	-0.8018672
aou	Atlantic	(27.85,27.95]	-0.8780483	-0.9064498	-0.8496468
aou	Atlantic	(27.95,28.05]	-0.8561965	-0.8793153	-0.8330777
aou	Atlantic	(28.05,28.1]	-0.8746547	-0.8844289	-0.8648804
aou	Atlantic	(28.1,28.15]	-0.9092195	-0.9113115	-0.9071275
aou	Atlantic	(28.15,28.2]	-0.9394631	-0.9412499	-0.9376762
aou	Atlantic	(28.2, Inf]	-0.5957074	-0.7832766	-0.4081381
aou	Indian	(-Inf,26]	-0.7659568	-0.7897399	-0.7421737
aou	Indian	(26,26.5]	-0.9350619	-0.9548649	-0.9152590
aou	Indian	(26.5,26.75]	-0.8717759	-0.9304065	-0.8131452
aou	Indian	(26.75,27]	-0.5627388	-0.6411528	-0.4843248
aou	Indian	(27,27.25]	0.0647444	-0.0976218	0.2271106
aou	Indian	(27.25,27.5]	0.5475797	0.4951648	0.5999946
aou	Indian	(27.5,27.75]	0.4493433	0.2973993	0.6012872
aou	Indian	(27.75,27.85]	0.1173151	-0.0981293	0.3327596
aou	Indian	(27.85,27.95]	0.0793550	-0.1472974	0.3060075
aou	Indian	(27.95,28.05]	0.0357189	-0.1776317	0.2490696
aou	Indian	(28.05,28.1]	0.0275190	-0.0544932	0.1095313
aou	Indian	(28.1, Inf]	0.3237898	0.2046008	0.4429788
aou	Pacific	(-Inf,26]	-0.1425907	-0.1659473	-0.1192342
aou	Pacific	(26,26.5]	-0.6755495	-0.6848621	-0.6662370
aou	Pacific	(26.5,26.75]	-0.5271934	-0.5397344	-0.5146525
aou	Pacific	(26.75,27]	-0.5048389	-0.5667994	-0.4428784
aou	Pacific	(27,27.25]	0.1234156	0.0724816	0.1743497
aou	Pacific	(27.25,27.5]	0.5777333	0.5134636	0.6420030
aou	Pacific	(27.5,27.75]	0.7179441	0.6627605	0.7731278
aou	Pacific	(27.75,27.85]	0.8092437	0.7824941	0.8359934
aou	Pacific	(27.85,27.95]	0.7635974	0.7300129	0.7971818
aou	Pacific	(27.95,28.05]	0.5428639	0.5190462	0.5666815
aou	Pacific	(28.05,28.1]	0.3410778	0.3031212	0.3790343
aou	Pacific	(28.1, Inf]	0.3086355	0.3010108	0.3162602
nitrate	Atlantic	(-Inf,26.5]	-0.2046967	-0.2993115	-0.1100819
nitrate	Atlantic	(26.5,26.75]	-0.6359752	-0.6430734	-0.6288771
nitrate	Atlantic	(26.75,27]	-0.7135651	-0.7291085	-0.6980218
nitrate	Atlantic	(27,27.25]	-0.8239509	-0.8616053	-0.7862966
nitrate	Atlantic	(27.25,27.5]	-0.9104008	-0.9129311	-0.9078706
nitrate	Atlantic	(27.5,27.75]	-0.9560358	-0.9630018	-0.9490698
nitrate	Atlantic	(27.75,27.85]	-0.9544627	-0.9665960	-0.9423294
nitrate	Atlantic	(27.85,27.95]	-0.9324765	-0.9487418	-0.9162111
nitrate	Atlantic	(27.95,28.05]	-0.9196161	-0.9270203	-0.9122119
nitrate	Atlantic	(28.05,28.1]	-0.9156784	-0.9191434	-0.9122134
nitrate	Atlantic	(28.1,28.15]	-0.9330366	-0.9393583	-0.9267148
nitrate	Atlantic	(28.15,28.2]	-0.9640968	-0.9652314	-0.9629621
nitrate	Atlantic	(28.2, Inf]	-0.9141741	-0.9590534	-0.8692948
nitrate	Indian	(-Inf,26]	-0.7536808	-0.7860740	-0.7212876
nitrate	Indian	(26,26.5]	-0.9345838	-0.9518304	-0.9173372
nitrate	Indian	(26.5,26.75]	-0.9172664	-0.9464883	-0.8880444
nitrate	Indian	(26.75,27]	-0.7608778	-0.7761697	-0.7455860
nitrate	Indian	(27,27.25]	-0.3001802	-0.3182000	-0.2821603
nitrate	Indian	(27.25,27.5]	0.3379743	0.3369375	0.3390110
nitrate	Indian	(27.5,27.75]	0.3930710	0.2721810	0.5139611
nitrate	Indian	(27.75,27.85]	-0.0085176	-0.1494888	0.1324535
nitrate	Indian	(27.85,27.95]	-0.1344140	-0.2641470	-0.0046810
nitrate	Indian	(27.95,28.05]	-0.3191105	-0.3872611	-0.2509599
nitrate	Indian	(28.05,28.1]	-0.2331570	-0.2350054	-0.2313086
nitrate	Indian	(28.1, Inf]	-0.1499794	-0.1638844	-0.1360744
nitrate	Pacific	(-Inf,26]	-0.1637298	-0.1760543	-0.1514052
nitrate	Pacific	(26,26.5]	-0.7546937	-0.7983533	-0.7110341
nitrate	Pacific	(26.5,26.75]	-0.6783899	-0.7411523	-0.6156274
nitrate	Pacific	(26.75,27]	-0.6515344	-0.7193814	-0.5836874
nitrate	Pacific	(27,27.25]	0.0679768	0.0198279	0.1161257
nitrate	Pacific	(27.25,27.5]	0.4996488	0.4186485	0.5806490
nitrate	Pacific	(27.5,27.75]	0.6397802	0.5737344	0.7058260
nitrate	Pacific	(27.75,27.85]	0.7594886	0.7301920	0.7887851
nitrate	Pacific	(27.85,27.95]	0.7184573	0.6805963	0.7563183
nitrate	Pacific	(27.95,28.05]	0.4940649	0.4628559	0.5252740
nitrate	Pacific	(28.05,28.1]	0.3001499	0.2731529	0.3271470
nitrate	Pacific	(28.1, Inf]	0.2803385	0.2305882	0.3300887
oxygen	Atlantic	(-Inf,26.5]	-0.2462610	-0.2911170	-0.2014051
oxygen	Atlantic	(26.5,26.75]	0.2959494	0.2577087	0.3341902
oxygen	Atlantic	(26.75,27]	0.3166157	0.2991678	0.3340636
oxygen	Atlantic	(27,27.25]	0.2776031	0.0938501	0.4613560
oxygen	Atlantic	(27.25,27.5]	0.2642654	0.1475014	0.3810294
oxygen	Atlantic	(27.5,27.75]	0.5168475	0.4754867	0.5582083
oxygen	Atlantic	(27.75,27.85]	0.6494642	0.6096129	0.6893155
oxygen	Atlantic	(27.85,27.95]	0.7819018	0.7440959	0.8197077
oxygen	Atlantic	(27.95,28.05]	0.7716797	0.7335685	0.8097909
oxygen	Atlantic	(28.05,28.1]	0.8265460	0.7959320	0.8571600
oxygen	Atlantic	(28.1,28.15]	0.8871345	0.8725686	0.9017005
oxygen	Atlantic	(28.15,28.2]	0.9353690	0.9271354	0.9436026
oxygen	Atlantic	(28.2, Inf]	0.4674812	0.2399688	0.6949937
oxygen	Indian	(-Inf,26]	0.7945390	0.7732148	0.8158632
oxygen	Indian	(26,26.5]	0.9323308	0.9144581	0.9502035
oxygen	Indian	(26.5,26.75]	0.8533033	0.7879429	0.9186637
oxygen	Indian	(26.75,27]	0.4939613	0.3915852	0.5963375
oxygen	Indian	(27,27.25]	-0.1413914	-0.3260429	0.0432601
oxygen	Indian	(27.25,27.5]	-0.5715763	-0.6334385	-0.5097140
oxygen	Indian	(27.5,27.75]	-0.4234916	-0.5797847	-0.2671985
oxygen	Indian	(27.75,27.85]	-0.1185127	-0.3321993	0.0951740
oxygen	Indian	(27.85,27.95]	-0.0997626	-0.3270529	0.1275277
oxygen	Indian	(27.95,28.05]	-0.0939610	-0.3163933	0.1284713
oxygen	Indian	(28.05,28.1]	-0.0748662	-0.1821020	0.0323695
oxygen	Indian	(28.1, Inf]	-0.3761935	-0.4995477	-0.2528394
oxygen	Pacific	(-Inf,26]	0.3013178	0.2780327	0.3246030
oxygen	Pacific	(26,26.5]	0.5914764	0.5774541	0.6054987
oxygen	Pacific	(26.5,26.75]	0.4264752	0.4116710	0.4412795
oxygen	Pacific	(26.75,27]	0.4084493	0.3502036	0.4666950
oxygen	Pacific	(27,27.25]	-0.0999134	-0.1567524	-0.0430743
oxygen	Pacific	(27.25,27.5]	-0.5324698	-0.6008425	-0.4640972
oxygen	Pacific	(27.5,27.75]	-0.6742707	-0.7396190	-0.6089223
oxygen	Pacific	(27.75,27.85]	-0.7916034	-0.8210273	-0.7621795
oxygen	Pacific	(27.85,27.95]	-0.7501829	-0.7854204	-0.7149453
oxygen	Pacific	(27.95,28.05]	-0.5358140	-0.5595119	-0.5121162
oxygen	Pacific	(28.05,28.1]	-0.3431918	-0.3789885	-0.3073950
oxygen	Pacific	(28.1, Inf]	-0.3005418	-0.3123447	-0.2887390
phosphate	Atlantic	(-Inf,26.5]	-0.4427767	-0.5582148	-0.3273387
phosphate	Atlantic	(26.5,26.75]	-0.7274655	-0.7440652	-0.7108659
phosphate	Atlantic	(26.75,27]	-0.7946779	-0.8067339	-0.7826220
phosphate	Atlantic	(27,27.25]	-0.8783859	-0.9019522	-0.8548195
phosphate	Atlantic	(27.25,27.5]	-0.9402591	-0.9407652	-0.9397529
phosphate	Atlantic	(27.5,27.75]	-0.9714641	-0.9764747	-0.9664536
phosphate	Atlantic	(27.75,27.85]	-0.9704995	-0.9751401	-0.9658589
phosphate	Atlantic	(27.85,27.95]	-0.9481352	-0.9584935	-0.9377768
phosphate	Atlantic	(27.95,28.05]	-0.9344549	-0.9376996	-0.9312102
phosphate	Atlantic	(28.05,28.1]	-0.9275480	-0.9358093	-0.9192867
phosphate	Atlantic	(28.1,28.15]	-0.9419879	-0.9529531	-0.9310226
phosphate	Atlantic	(28.15,28.2]	-0.9679438	-0.9702345	-0.9656532
phosphate	Atlantic	(28.2, Inf]	-0.9296450	-0.9668162	-0.8924738
phosphate	Indian	(-Inf,26]	-0.7685566	-0.8008278	-0.7362853
phosphate	Indian	(26,26.5]	-0.9410809	-0.9597965	-0.9223653
phosphate	Indian	(26.5,26.75]	-0.9191399	-0.9504818	-0.8877980
phosphate	Indian	(26.75,27]	-0.7579685	-0.7751198	-0.7408171
phosphate	Indian	(27,27.25]	-0.3058509	-0.3362871	-0.2754148
phosphate	Indian	(27.25,27.5]	0.3214083	0.3138136	0.3290030
phosphate	Indian	(27.5,27.75]	0.3253262	0.1804099	0.4702425
phosphate	Indian	(27.75,27.85]	-0.0766277	-0.2368244	0.0835689
phosphate	Indian	(27.85,27.95]	-0.1921947	-0.3429103	-0.0414790
phosphate	Indian	(27.95,28.05]	-0.3542390	-0.4364600	-0.2720180
phosphate	Indian	(28.05,28.1]	-0.2697865	-0.2814181	-0.2581548
phosphate	Indian	(28.1, Inf]	-0.2644074	-0.2687597	-0.2600551
phosphate	Pacific	(-Inf,26]	-0.1787779	-0.2016377	-0.1559180
phosphate	Pacific	(26,26.5]	-0.8085739	-0.8266980	-0.7904499
phosphate	Pacific	(26.5,26.75]	-0.7463078	-0.7881097	-0.7045060
phosphate	Pacific	(26.75,27]	-0.6957295	-0.7559619	-0.6354971
phosphate	Pacific	(27,27.25]	0.0519954	0.0077885	0.0962024
phosphate	Pacific	(27.25,27.5]	0.4963323	0.4175833	0.5750812
phosphate	Pacific	(27.5,27.75]	0.6143036	0.5422302	0.6863770
phosphate	Pacific	(27.75,27.85]	0.7192324	0.6800364	0.7584283
phosphate	Pacific	(27.85,27.95]	0.6691207	0.6225028	0.7157386
phosphate	Pacific	(27.95,28.05]	0.4002796	0.3659619	0.4345974
phosphate	Pacific	(28.05,28.1]	0.1599250	0.1315521	0.1882979
phosphate	Pacific	(28.1, Inf]	0.1248981	0.1144942	0.1353019
sal	Atlantic	(-Inf,26.5]	0.5681500	0.4637652	0.6725348
sal	Atlantic	(26.5,26.75]	0.7939243	0.7144281	0.8734205
sal	Atlantic	(26.75,27]	0.8826178	0.8794896	0.8857460
sal	Atlantic	(27,27.25]	0.8866392	0.8731583	0.9001200
sal	Atlantic	(27.25,27.5]	0.8763875	0.8615385	0.8912365
sal	Atlantic	(27.5,27.75]	0.7696904	0.7492743	0.7901066
sal	Atlantic	(27.75,27.85]	0.6202021	0.5893727	0.6510314
sal	Atlantic	(27.85,27.95]	0.4862783	0.4122522	0.5603045
sal	Atlantic	(27.95,28.05]	0.5804360	0.5219343	0.6389377
sal	Atlantic	(28.05,28.1]	0.7258558	0.7176824	0.7340291
sal	Atlantic	(28.1,28.15]	0.7904146	0.7667751	0.8140540
sal	Atlantic	(28.15,28.2]	0.9004425	0.8927742	0.9081109
sal	Atlantic	(28.2, Inf]	0.9128350	0.8736603	0.9520097
sal	Indian	(-Inf,26]	0.6640759	0.5873382	0.7408136
sal	Indian	(26,26.5]	0.6647449	0.5347722	0.7947176
sal	Indian	(26.5,26.75]	0.4160392	0.1753801	0.6566984
sal	Indian	(26.75,27]	0.2572896	-0.0563234	0.5709026
sal	Indian	(27,27.25]	0.3506188	0.0928508	0.6083868
sal	Indian	(27.25,27.5]	0.5467245	0.4290494	0.6643996
sal	Indian	(27.5,27.75]	0.4313629	0.2135977	0.6491280
sal	Indian	(27.75,27.85]	0.1730654	-0.0760635	0.4221944
sal	Indian	(27.85,27.95]	0.2304110	-0.0104706	0.4712926
sal	Indian	(27.95,28.05]	0.4075726	0.2280912	0.5870540
sal	Indian	(28.05,28.1]	0.4109793	0.3085299	0.5134288
sal	Indian	(28.1, Inf]	0.4534137	0.3640576	0.5427698
sal	Pacific	(-Inf,26]	-0.1196115	-0.2041170	-0.0351061
sal	Pacific	(26,26.5]	0.3719096	0.2472069	0.4966123
sal	Pacific	(26.5,26.75]	0.4026186	0.2576027	0.5476345
sal	Pacific	(26.75,27]	0.3969580	0.3223060	0.4716100
sal	Pacific	(27,27.25]	-0.3656364	-0.3980056	-0.3332673
sal	Pacific	(27.25,27.5]	-0.4906198	-0.5160450	-0.4651945
sal	Pacific	(27.5,27.75]	-0.3130997	-0.3399371	-0.2862624
sal	Pacific	(27.75,27.85]	-0.4321935	-0.5909366	-0.2734503
sal	Pacific	(27.85,27.95]	-0.4219449	-0.5578604	-0.2860294
sal	Pacific	(27.95,28.05]	-0.2106874	-0.3162348	-0.1051401
sal	Pacific	(28.05,28.1]	-0.1283746	-0.1484711	-0.1082782
sal	Pacific	(28.1, Inf]	-0.0337134	-0.1265951	0.0591682
silicate	Atlantic	(-Inf,26.5]	-0.4510440	-0.5756598	-0.3264282
silicate	Atlantic	(26.5,26.75]	-0.6825844	-0.7314934	-0.6336754
silicate	Atlantic	(26.75,27]	-0.7403003	-0.7404851	-0.7401155
silicate	Atlantic	(27,27.25]	-0.8303294	-0.8715969	-0.7890620
silicate	Atlantic	(27.25,27.5]	-0.9064124	-0.9187710	-0.8940539
silicate	Atlantic	(27.5,27.75]	-0.8926099	-0.8998426	-0.8853772
silicate	Atlantic	(27.75,27.85]	-0.8917012	-0.9029515	-0.8804510
silicate	Atlantic	(27.85,27.95]	-0.8807739	-0.9044182	-0.8571297
silicate	Atlantic	(27.95,28.05]	-0.8873295	-0.8946342	-0.8800248
silicate	Atlantic	(28.05,28.1]	-0.8969321	-0.9037092	-0.8901549
silicate	Atlantic	(28.1,28.15]	-0.9262889	-0.9364777	-0.9161001
silicate	Atlantic	(28.15,28.2]	-0.9609083	-0.9616060	-0.9602106
silicate	Atlantic	(28.2, Inf]	-0.8662614	-0.9565227	-0.7760001
silicate	Indian	(-Inf,26]	-0.7377585	-0.7448771	-0.7306399
silicate	Indian	(26,26.5]	-0.9233695	-0.9309124	-0.9158265
silicate	Indian	(26.5,26.75]	-0.8814059	-0.9278695	-0.8349423
silicate	Indian	(26.75,27]	-0.6026540	-0.6699617	-0.5353462
silicate	Indian	(27,27.25]	-0.1373726	-0.2279197	-0.0468256
silicate	Indian	(27.25,27.5]	0.4455204	0.4416873	0.4493536
silicate	Indian	(27.5,27.75]	0.5762291	0.5157154	0.6367429
silicate	Indian	(27.75,27.85]	0.1291221	-0.0349275	0.2931717
silicate	Indian	(27.85,27.95]	-0.0326480	-0.2248230	0.1595270
silicate	Indian	(27.95,28.05]	-0.1723748	-0.3403909	-0.0043587
silicate	Indian	(28.05,28.1]	-0.1392528	-0.2286826	-0.0498229
silicate	Indian	(28.1, Inf]	-0.2042379	-0.2051286	-0.2033471
silicate	Pacific	(-Inf,26]	-0.1225453	-0.1361650	-0.1089257
silicate	Pacific	(26,26.5]	-0.6866155	-0.7195417	-0.6536893
silicate	Pacific	(26.5,26.75]	-0.5999738	-0.6689806	-0.5309670
silicate	Pacific	(26.75,27]	-0.5054912	-0.5807947	-0.4301876
silicate	Pacific	(27,27.25]	0.3426856	0.3349911	0.3503801
silicate	Pacific	(27.25,27.5]	0.7952297	0.7702301	0.8202294
silicate	Pacific	(27.5,27.75]	0.8659938	0.8500011	0.8819865
silicate	Pacific	(27.75,27.85]	0.8392968	0.8186149	0.8599786
silicate	Pacific	(27.85,27.95]	0.7605643	0.7290804	0.7920481
silicate	Pacific	(27.95,28.05]	0.5230745	0.5112835	0.5348655
silicate	Pacific	(28.05,28.1]	0.3179367	0.2630434	0.3728300
silicate	Pacific	(28.1, Inf]	0.2344936	0.2011859	0.2678012
temp	Atlantic	(-Inf,26.5]	0.4201662	0.3568878	0.4834446
temp	Atlantic	(26.5,26.75]	0.7625680	0.6724147	0.8527214
temp	Atlantic	(26.75,27]	0.8334907	0.8265400	0.8404413
temp	Atlantic	(27,27.25]	0.8275179	0.8031948	0.8518409
temp	Atlantic	(27.25,27.5]	0.8301726	0.8108810	0.8494642
temp	Atlantic	(27.5,27.75]	0.7200375	0.6879147	0.7521604
temp	Atlantic	(27.75,27.85]	0.6028516	0.5604334	0.6452698
temp	Atlantic	(27.85,27.95]	0.4689733	0.3820266	0.5559200
temp	Atlantic	(27.95,28.05]	0.5990502	0.5727878	0.6253127
temp	Atlantic	(28.05,28.1]	0.6600404	0.6447852	0.6752956
temp	Atlantic	(28.1,28.15]	0.6707753	0.6242974	0.7172532
temp	Atlantic	(28.15,28.2]	0.5616470	0.4200626	0.7032313
temp	Atlantic	(28.2, Inf]	0.3537059	0.1895052	0.5179066
temp	Indian	(-Inf,26]	0.1170885	0.1034034	0.1307737
temp	Indian	(26,26.5]	0.4716455	0.4393727	0.5039184
temp	Indian	(26.5,26.75]	0.3497176	0.1647133	0.5347220
temp	Indian	(26.75,27]	0.3825575	0.1069478	0.6581672
temp	Indian	(27,27.25]	0.5149797	0.2820626	0.7478967
temp	Indian	(27.25,27.5]	0.6047765	0.5012721	0.7082809
temp	Indian	(27.5,27.75]	0.2696327	0.1155029	0.4237625
temp	Indian	(27.75,27.85]	0.1067390	-0.0895979	0.3030758
temp	Indian	(27.85,27.95]	0.1654502	-0.0412879	0.3721883
temp	Indian	(27.95,28.05]	0.3094637	0.1303388	0.4885886
temp	Indian	(28.05,28.1]	0.2802631	0.1276272	0.4328990
temp	Indian	(28.1, Inf]	0.4261475	0.3051345	0.5471606
temp	Pacific	(-Inf,26]	-0.3969571	-0.4032276	-0.3906866
temp	Pacific	(26,26.5]	0.4316492	0.3414194	0.5218791
temp	Pacific	(26.5,26.75]	0.4068996	0.2570978	0.5567014
temp	Pacific	(26.75,27]	0.4379542	0.3673021	0.5086064
temp	Pacific	(27,27.25]	-0.2214647	-0.2564080	-0.1865213
temp	Pacific	(27.25,27.5]	-0.4775748	-0.5146117	-0.4405380
temp	Pacific	(27.5,27.75]	-0.4264149	-0.4719817	-0.3808480
temp	Pacific	(27.75,27.85]	-0.4132364	-0.5895755	-0.2368974
temp	Pacific	(27.85,27.95]	-0.3834297	-0.5530389	-0.2138205
temp	Pacific	(27.95,28.05]	-0.1295027	-0.2923335	0.0333281
temp	Pacific	(28.05,28.1]	0.0252449	-0.0750411	0.1255308
temp	Pacific	(28.1, Inf]	0.2136022	0.1553255	0.2718789

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

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

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