eMLR - assumption testing

workflowr

• Summary
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• Past versions

Last updated: 2021-10-27

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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File	Version	Author	Date	Message
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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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
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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
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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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
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
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
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
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
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

[[7]]

Past versions of predictor_correlation_per_basin-7.png

Version	Author	Date
3992e41	jens-daniel-mueller	2021-10-27
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16

[[8]]

Past versions of predictor_correlation_per_basin-8.png

Version	Author	Date
3992e41	jens-daniel-mueller	2021-10-27
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16

[[9]]

Past versions of predictor_correlation_per_basin-9.png

Version	Author	Date
3992e41	jens-daniel-mueller	2021-10-27
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16

[[10]]

Past versions of predictor_correlation_per_basin-10.png

Version	Author	Date
3992e41	jens-daniel-mueller	2021-10-27
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16

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
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	Atlanto-Pacific	(-Inf,26.5]	0.9165441	0.9125221	0.9205662
aou + nitrate	Atlanto-Pacific	(-Inf,26]	0.8820580	0.8635684	0.9005476
aou + nitrate	Atlanto-Pacific	(26,26.5]	0.8992800	0.8827340	0.9158261
aou + nitrate	Atlanto-Pacific	(26.5,26.75]	0.9020101	0.8853864	0.9186337
aou + nitrate	Atlanto-Pacific	(26.75,27]	0.9148755	0.9104953	0.9192556
aou + nitrate	Atlanto-Pacific	(27,27.25]	0.9133780	0.9091665	0.9175895
aou + nitrate	Atlanto-Pacific	(27.25,27.5]	0.9074998	0.9059006	0.9090990
aou + nitrate	Atlanto-Pacific	(27.5,27.75]	0.9340563	0.9308360	0.9372766
aou + nitrate	Atlanto-Pacific	(27.75,27.85]	0.9660522	0.9652768	0.9668276
aou + nitrate	Atlanto-Pacific	(27.85,27.95]	0.9814738	0.9801793	0.9827682
aou + nitrate	Atlanto-Pacific	(27.95,28.05]	0.9832609	0.9820646	0.9844573
aou + nitrate	Atlanto-Pacific	(28.05,28.1]	0.9851535	0.9847745	0.9855324
aou + nitrate	Atlanto-Pacific	(28.1, Inf]	0.9279741	0.8912153	0.9647328
aou + nitrate	Atlanto-Pacific	(28.1,28.15]	0.9801770	0.9793927	0.9809613
aou + nitrate	Atlanto-Pacific	(28.15,28.2]	0.9832730	0.9806293	0.9859166
aou + nitrate	Atlanto-Pacific	(28.2, Inf]	0.7957512	0.7197018	0.8718007
aou + nitrate	Indian1	(-Inf,26]	0.9372501	0.8967139	0.9777863
aou + nitrate	Indian1	(26,26.5]	0.9325537	0.8936765	0.9714309
aou + nitrate	Indian1	(26.5,26.75]	0.8434824	0.7083210	0.9786439
aou + nitrate	Indian1	(26.75,27]	0.6111383	0.3484824	0.8737941
aou + nitrate	Indian1	(27,27.25]	0.3536501	-0.0162436	0.7235439
aou + nitrate	Indian1	(27.25,27.5]	0.5715495	0.5029439	0.6401552
aou + nitrate	Indian1	(27.5,27.75]	0.5749647	0.5692789	0.5806504
aou + nitrate	Indian1	(27.75,27.85]	0.6603128	0.5817186	0.7389070
aou + nitrate	Indian1	(27.85,27.95]	0.4362189	0.4024716	0.4699661
aou + nitrate	Indian1	(27.95,28.05]	0.4915053	0.2924182	0.6905924
aou + nitrate	Indian1	(28.05,28.1]	0.7658644	0.6254286	0.9063002
aou + nitrate	Indian1	(28.1, Inf]	0.1834210	0.1047266	0.2621154
aou + nitrate	Indian2	(-Inf,26]	0.9891279	0.9890408	0.9892151
aou + nitrate	Indian2	(26,26.5]	0.7319097	0.4964493	0.9673702
aou + nitrate	Indian2	(26.5,26.75]	0.6916655	0.4188131	0.9645178
aou + nitrate	Indian2	(26.75,27]	0.8285317	0.7449282	0.9121352
aou + nitrate	Indian2	(27,27.25]	0.2416025	-0.2641105	0.7473154
aou + nitrate	Indian2	(27.25,27.5]	0.6814391	0.6074724	0.7554058
aou + nitrate	Indian2	(27.5,27.75]	0.8108342	0.7501180	0.8715505
aou + nitrate	Indian2	(27.75,27.85]	0.7506233	0.5573224	0.9439243
aou + nitrate	Indian2	(27.85,27.95]	0.8846921	0.8144230	0.9549611
aou + nitrate	Indian2	(27.95,28.05]	0.8124756	0.6568200	0.9681313
aou + nitrate	Indian2	(28.05,28.1]	0.9346829	0.9100707	0.9592952
aou + nitrate	Indian2	(28.1, Inf]	0.6955587	0.5530667	0.8380507
aou + nitrate	Indian3	(-Inf,26]	0.9966735	0.9966310	0.9967160
aou + nitrate	Indian3	(26,26.5]	0.9947131	0.9946939	0.9947323
aou + nitrate	Indian3	(26.5,26.75]	0.9906687	0.9865716	0.9947658
aou + nitrate	Indian3	(26.75,27]	0.9715333	0.9588337	0.9842328
aou + nitrate	Indian3	(27,27.25]	0.9560555	0.9354974	0.9766136
aou + nitrate	Indian3	(27.25,27.5]	0.9592820	0.9497132	0.9688509
aou + nitrate	Indian3	(27.5,27.75]	0.9735365	0.9709467	0.9761262
aou + nitrate	Indian3	(27.75,27.85]	0.9449849	0.9273835	0.9625863
aou + nitrate	Indian3	(27.85,27.95]	0.9125774	0.9006767	0.9244780
aou + nitrate	Indian3	(27.95,28.05]	0.8701039	0.8579689	0.8822389
aou + nitrate	Indian3	(28.05,28.1]	0.9438251	0.9379813	0.9496688
aou + nitrate	Indian3	(28.1, Inf]	0.8132195	0.7919461	0.8344929
aou + nitrate	Indian4	(-Inf,26]	0.9943992	0.9940954	0.9947030
aou + nitrate	Indian4	(26,26.5]	0.9571119	0.9163779	0.9978459
aou + nitrate	Indian4	(26.5,26.75]	0.8054762	0.6182274	0.9927251
aou + nitrate	Indian4	(26.75,27]	0.7071527	0.5618426	0.8524629
aou + nitrate	Indian4	(27,27.25]	0.6879626	0.4628900	0.9130353
aou + nitrate	Indian4	(27.25,27.5]	0.7890928	0.6701201	0.9080654
aou + nitrate	Indian4	(27.5,27.75]	0.7854316	0.6547964	0.9160667
aou + nitrate	Indian4	(27.75,27.85]	0.4371666	0.1232784	0.7510547
aou + nitrate	Indian4	(27.85,27.95]	0.7425748	0.6852818	0.7998678
aou + nitrate	Indian4	(27.95,28.05]	0.6359177	0.5140306	0.7578048
aou + nitrate	Indian4	(28.05,28.1]	0.5330791	0.3037021	0.7624560
aou + nitrate	Indian4	(28.1, Inf]	0.3662584	0.2614729	0.4710439
aou + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.8971402	-0.9095297	-0.8847507
aou + oxygen	Atlanto-Pacific	(-Inf,26]	-0.8885681	-0.9021297	-0.8750064
aou + oxygen	Atlanto-Pacific	(26,26.5]	-0.9823833	-0.9895999	-0.9751668
aou + oxygen	Atlanto-Pacific	(26.5,26.75]	-0.9670495	-0.9753315	-0.9587674
aou + oxygen	Atlanto-Pacific	(26.75,27]	-0.9613958	-0.9623005	-0.9604911
aou + oxygen	Atlanto-Pacific	(27,27.25]	-0.9806157	-0.9814845	-0.9797469
aou + oxygen	Atlanto-Pacific	(27.25,27.5]	-0.9848878	-0.9856987	-0.9840769
aou + oxygen	Atlanto-Pacific	(27.5,27.75]	-0.9879252	-0.9882543	-0.9875960
aou + oxygen	Atlanto-Pacific	(27.75,27.85]	-0.9930521	-0.9935660	-0.9925382
aou + oxygen	Atlanto-Pacific	(27.85,27.95]	-0.9967907	-0.9971354	-0.9964461
aou + oxygen	Atlanto-Pacific	(27.95,28.05]	-0.9975158	-0.9977775	-0.9972541
aou + oxygen	Atlanto-Pacific	(28.05,28.1]	-0.9978601	-0.9982564	-0.9974639
aou + oxygen	Atlanto-Pacific	(28.1, Inf]	-0.9938508	-0.9963399	-0.9913617
aou + oxygen	Atlanto-Pacific	(28.1,28.15]	-0.9905922	-0.9914202	-0.9897642
aou + oxygen	Atlanto-Pacific	(28.15,28.2]	-0.9946514	-0.9956474	-0.9936555
aou + oxygen	Atlanto-Pacific	(28.2, Inf]	-0.9790841	-0.9820393	-0.9761290
aou + oxygen	Indian1	(-Inf,26]	-0.9785065	-0.9886291	-0.9683838
aou + oxygen	Indian1	(26,26.5]	-0.9678378	-0.9890650	-0.9466106
aou + oxygen	Indian1	(26.5,26.75]	-0.9690099	-0.9971362	-0.9408836
aou + oxygen	Indian1	(26.75,27]	-0.9526721	-0.9944711	-0.9108732
aou + oxygen	Indian1	(27,27.25]	-0.9850377	-0.9908973	-0.9791782
aou + oxygen	Indian1	(27.25,27.5]	-0.9880694	-0.9919367	-0.9842021
aou + oxygen	Indian1	(27.5,27.75]	-0.9921519	-0.9923509	-0.9919529
aou + oxygen	Indian1	(27.75,27.85]	-0.9973221	-0.9978517	-0.9967924
aou + oxygen	Indian1	(27.85,27.95]	-0.9933102	-0.9958385	-0.9907819
aou + oxygen	Indian1	(27.95,28.05]	-0.9664016	-0.9679854	-0.9648178
aou + oxygen	Indian1	(28.05,28.1]	-0.9546506	-0.9874023	-0.9218990
aou + oxygen	Indian1	(28.1, Inf]	-0.9461794	-0.9490434	-0.9433154
aou + oxygen	Indian2	(-Inf,26]	-0.9752939	-0.9958703	-0.9547176
aou + oxygen	Indian2	(26,26.5]	-0.9695549	-0.9964387	-0.9426710
aou + oxygen	Indian2	(26.5,26.75]	-0.9408391	-0.9976760	-0.8840022
aou + oxygen	Indian2	(26.75,27]	-0.9275564	-0.9963862	-0.8587266
aou + oxygen	Indian2	(27,27.25]	-0.9893292	-0.9956723	-0.9829862
aou + oxygen	Indian2	(27.25,27.5]	-0.9910671	-0.9955459	-0.9865883
aou + oxygen	Indian2	(27.5,27.75]	-0.9940007	-0.9956911	-0.9923103
aou + oxygen	Indian2	(27.75,27.85]	-0.9961204	-0.9988240	-0.9934169
aou + oxygen	Indian2	(27.85,27.95]	-0.9976869	-0.9977183	-0.9976556
aou + oxygen	Indian2	(27.95,28.05]	-0.9945964	-0.9956506	-0.9935423
aou + oxygen	Indian2	(28.05,28.1]	-0.9936448	-0.9982412	-0.9890484
aou + oxygen	Indian2	(28.1, Inf]	-0.9913465	-0.9928280	-0.9898651
aou + oxygen	Indian3	(-Inf,26]	-0.9979790	-0.9981146	-0.9978433
aou + oxygen	Indian3	(26,26.5]	-0.9979152	-0.9980284	-0.9978020
aou + oxygen	Indian3	(26.5,26.75]	-0.9988610	-0.9991235	-0.9985985
aou + oxygen	Indian3	(26.75,27]	-0.9974764	-0.9984490	-0.9965037
aou + oxygen	Indian3	(27,27.25]	-0.9974293	-0.9979726	-0.9968860
aou + oxygen	Indian3	(27.25,27.5]	-0.9972288	-0.9972429	-0.9972146
aou + oxygen	Indian3	(27.5,27.75]	-0.9971091	-0.9973873	-0.9968309
aou + oxygen	Indian3	(27.75,27.85]	-0.9984340	-0.9985795	-0.9982884
aou + oxygen	Indian3	(27.85,27.95]	-0.9959220	-0.9962388	-0.9956053
aou + oxygen	Indian3	(27.95,28.05]	-0.9930385	-0.9936933	-0.9923836
aou + oxygen	Indian3	(28.05,28.1]	-0.9955257	-0.9966858	-0.9943656
aou + oxygen	Indian3	(28.1, Inf]	-0.9883984	-0.9896779	-0.9871188
aou + oxygen	Indian4	(-Inf,26]	-0.9678508	-0.9907690	-0.9449326
aou + oxygen	Indian4	(26,26.5]	-0.9732860	-0.9971582	-0.9494138
aou + oxygen	Indian4	(26.5,26.75]	-0.8021770	-0.9975175	-0.6068365
aou + oxygen	Indian4	(26.75,27]	-0.9163778	-0.9900000	-0.8427556
aou + oxygen	Indian4	(27,27.25]	-0.9795301	-0.9944087	-0.9646515
aou + oxygen	Indian4	(27.25,27.5]	-0.9919758	-0.9957156	-0.9882360
aou + oxygen	Indian4	(27.5,27.75]	-0.9936045	-0.9968722	-0.9903367
aou + oxygen	Indian4	(27.75,27.85]	-0.9938628	-0.9974896	-0.9902361
aou + oxygen	Indian4	(27.85,27.95]	-0.9943111	-0.9962741	-0.9923481
aou + oxygen	Indian4	(27.95,28.05]	-0.9932255	-0.9953121	-0.9911388
aou + oxygen	Indian4	(28.05,28.1]	-0.9864049	-0.9887661	-0.9840438
aou + oxygen	Indian4	(28.1, Inf]	-0.9916658	-0.9922962	-0.9910353
aou + phosphate	Atlanto-Pacific	(-Inf,26.5]	0.7910120	0.7879802	0.7940439
aou + phosphate	Atlanto-Pacific	(-Inf,26]	0.9080915	0.8988112	0.9173719
aou + phosphate	Atlanto-Pacific	(26,26.5]	0.9518485	0.9435060	0.9601910
aou + phosphate	Atlanto-Pacific	(26.5,26.75]	0.9124961	0.8936183	0.9313739
aou + phosphate	Atlanto-Pacific	(26.75,27]	0.8987872	0.8921671	0.9054073
aou + phosphate	Atlanto-Pacific	(27,27.25]	0.8997741	0.8956275	0.9039207
aou + phosphate	Atlanto-Pacific	(27.25,27.5]	0.9088996	0.9083068	0.9094925
aou + phosphate	Atlanto-Pacific	(27.5,27.75]	0.9371812	0.9352066	0.9391559
aou + phosphate	Atlanto-Pacific	(27.75,27.85]	0.9660015	0.9655796	0.9664233
aou + phosphate	Atlanto-Pacific	(27.85,27.95]	0.9821592	0.9817536	0.9825648
aou + phosphate	Atlanto-Pacific	(27.95,28.05]	0.9850799	0.9850146	0.9851452
aou + phosphate	Atlanto-Pacific	(28.05,28.1]	0.9866520	0.9854738	0.9878303
aou + phosphate	Atlanto-Pacific	(28.1, Inf]	0.9147016	0.8724512	0.9569519
aou + phosphate	Atlanto-Pacific	(28.1,28.15]	0.9756860	0.9725888	0.9787833
aou + phosphate	Atlanto-Pacific	(28.15,28.2]	0.9829183	0.9804338	0.9854028
aou + phosphate	Atlanto-Pacific	(28.2, Inf]	0.7961981	0.7225839	0.8698122
aou + phosphate	Indian1	(-Inf,26]	0.9216967	0.8611413	0.9822520
aou + phosphate	Indian1	(26,26.5]	0.9294891	0.8817340	0.9772442
aou + phosphate	Indian1	(26.5,26.75]	0.8309974	0.6751392	0.9868555
aou + phosphate	Indian1	(26.75,27]	0.6019026	0.3042743	0.8995310
aou + phosphate	Indian1	(27,27.25]	0.4003493	-0.0187832	0.8194819
aou + phosphate	Indian1	(27.25,27.5]	0.7241124	0.5937591	0.8544657
aou + phosphate	Indian1	(27.5,27.75]	0.8123665	0.7502253	0.8745076
aou + phosphate	Indian1	(27.75,27.85]	0.8123515	0.7571809	0.8675221
aou + phosphate	Indian1	(27.85,27.95]	0.5890767	0.4707438	0.7074097
aou + phosphate	Indian1	(27.95,28.05]	0.5513914	0.3143426	0.7884402
aou + phosphate	Indian1	(28.05,28.1]	0.7875644	0.6245003	0.9506284
aou + phosphate	Indian1	(28.1, Inf]	0.2115172	0.1251654	0.2978691
aou + phosphate	Indian2	(-Inf,26]	0.9748356	0.9538215	0.9958498
aou + phosphate	Indian2	(26,26.5]	0.7823025	0.5676022	0.9970028
aou + phosphate	Indian2	(26.5,26.75]	0.7520422	0.5115987	0.9924857
aou + phosphate	Indian2	(26.75,27]	0.8606839	0.7472564	0.9741113
aou + phosphate	Indian2	(27,27.25]	0.3556396	-0.2253405	0.9366197
aou + phosphate	Indian2	(27.25,27.5]	0.8075200	0.6683114	0.9467285
aou + phosphate	Indian2	(27.5,27.75]	0.9268640	0.8905191	0.9632089
aou + phosphate	Indian2	(27.75,27.85]	0.9181833	0.8527727	0.9835939
aou + phosphate	Indian2	(27.85,27.95]	0.9233089	0.8638231	0.9827947
aou + phosphate	Indian2	(27.95,28.05]	0.8218590	0.6734517	0.9702664
aou + phosphate	Indian2	(28.05,28.1]	0.9374693	0.9063779	0.9685606
aou + phosphate	Indian2	(28.1, Inf]	0.7160419	0.5710773	0.8610065
aou + phosphate	Indian3	(-Inf,26]	0.9982353	0.9981265	0.9983440
aou + phosphate	Indian3	(26,26.5]	0.9965802	0.9964877	0.9966726
aou + phosphate	Indian3	(26.5,26.75]	0.9925423	0.9894419	0.9956427
aou + phosphate	Indian3	(26.75,27]	0.9764064	0.9655432	0.9872697
aou + phosphate	Indian3	(27,27.25]	0.9609243	0.9436312	0.9782174
aou + phosphate	Indian3	(27.25,27.5]	0.9683215	0.9595470	0.9770961
aou + phosphate	Indian3	(27.5,27.75]	0.9799215	0.9762328	0.9836103
aou + phosphate	Indian3	(27.75,27.85]	0.9703680	0.9671718	0.9735642
aou + phosphate	Indian3	(27.85,27.95]	0.9202096	0.9182540	0.9221651
aou + phosphate	Indian3	(27.95,28.05]	0.8764353	0.8657558	0.8871148
aou + phosphate	Indian3	(28.05,28.1]	0.9460455	0.9407306	0.9513604
aou + phosphate	Indian3	(28.1, Inf]	0.8129242	0.7905144	0.8353340
aou + phosphate	Indian4	(-Inf,26]	0.9939026	0.9925702	0.9952349
aou + phosphate	Indian4	(26,26.5]	0.9611040	0.9256501	0.9965579
aou + phosphate	Indian4	(26.5,26.75]	0.8236785	0.6547012	0.9926557
aou + phosphate	Indian4	(26.75,27]	0.7146415	0.5406723	0.8886108
aou + phosphate	Indian4	(27,27.25]	0.6920540	0.4591553	0.9249527
aou + phosphate	Indian4	(27.25,27.5]	0.8239177	0.7327034	0.9151321
aou + phosphate	Indian4	(27.5,27.75]	0.8619209	0.7778491	0.9459926
aou + phosphate	Indian4	(27.75,27.85]	0.6287853	0.3980813	0.8594892
aou + phosphate	Indian4	(27.85,27.95]	0.7058309	0.6052500	0.8064119
aou + phosphate	Indian4	(27.95,28.05]	0.6001975	0.5051671	0.6952280
aou + phosphate	Indian4	(28.05,28.1]	0.4879936	0.2850231	0.6909642
aou + phosphate	Indian4	(28.1, Inf]	0.2835312	0.2016684	0.3653939
aou + silicate	Atlanto-Pacific	(-Inf,26.5]	0.6942607	0.6570542	0.7314673
aou + silicate	Atlanto-Pacific	(-Inf,26]	0.5519681	0.5360632	0.5678731
aou + silicate	Atlanto-Pacific	(26,26.5]	0.5818145	0.5787741	0.5848548
aou + silicate	Atlanto-Pacific	(26.5,26.75]	0.5963223	0.5805236	0.6121210
aou + silicate	Atlanto-Pacific	(26.75,27]	0.6704993	0.6352425	0.7057561
aou + silicate	Atlanto-Pacific	(27,27.25]	0.8538625	0.8393360	0.8683891
aou + silicate	Atlanto-Pacific	(27.25,27.5]	0.9052365	0.8901007	0.9203723
aou + silicate	Atlanto-Pacific	(27.5,27.75]	0.9449850	0.9366221	0.9533480
aou + silicate	Atlanto-Pacific	(27.75,27.85]	0.9776078	0.9754901	0.9797254
aou + silicate	Atlanto-Pacific	(27.85,27.95]	0.9853920	0.9839966	0.9867875
aou + silicate	Atlanto-Pacific	(27.95,28.05]	0.9889943	0.9888956	0.9890930
aou + silicate	Atlanto-Pacific	(28.05,28.1]	0.9932795	0.9932178	0.9933411
aou + silicate	Atlanto-Pacific	(28.1, Inf]	0.8643225	0.8621708	0.8664742
aou + silicate	Atlanto-Pacific	(28.1,28.15]	0.9782449	0.9759791	0.9805107
aou + silicate	Atlanto-Pacific	(28.15,28.2]	0.9855080	0.9852560	0.9857600
aou + silicate	Atlanto-Pacific	(28.2, Inf]	0.8304492	0.7836197	0.8772786
aou + silicate	Indian1	(-Inf,26]	0.8498463	0.7555830	0.9441096
aou + silicate	Indian1	(26,26.5]	0.8825654	0.8404201	0.9247106
aou + silicate	Indian1	(26.5,26.75]	0.9065631	0.8333833	0.9797429
aou + silicate	Indian1	(26.75,27]	0.8744925	0.7961359	0.9528491
aou + silicate	Indian1	(27,27.25]	0.8065001	0.7063876	0.9066127
aou + silicate	Indian1	(27.25,27.5]	0.8495984	0.8336160	0.8655808
aou + silicate	Indian1	(27.5,27.75]	0.6566889	0.5937927	0.7195852
aou + silicate	Indian1	(27.75,27.85]	0.5693001	0.4596959	0.6789043
aou + silicate	Indian1	(27.85,27.95]	0.5656289	0.4839571	0.6473007
aou + silicate	Indian1	(27.95,28.05]	0.6791840	0.5017582	0.8566098
aou + silicate	Indian1	(28.05,28.1]	0.8750412	0.7739639	0.9761184
aou + silicate	Indian1	(28.1, Inf]	-0.1323950	-0.2454065	-0.0193835
aou + silicate	Indian2	(-Inf,26]	0.9547666	0.9492185	0.9603147
aou + silicate	Indian2	(26,26.5]	0.8793481	0.7985376	0.9601586
aou + silicate	Indian2	(26.5,26.75]	0.6390770	0.2955237	0.9826303
aou + silicate	Indian2	(26.75,27]	0.8658985	0.7587629	0.9730341
aou + silicate	Indian2	(27,27.25]	0.5603002	0.2227560	0.8978444
aou + silicate	Indian2	(27.25,27.5]	0.8035016	0.7964218	0.8105814
aou + silicate	Indian2	(27.5,27.75]	0.7662513	0.6551563	0.8773463
aou + silicate	Indian2	(27.75,27.85]	0.8822348	0.8629113	0.9015582
aou + silicate	Indian2	(27.85,27.95]	0.8063080	0.7183077	0.8943083
aou + silicate	Indian2	(27.95,28.05]	0.8236557	0.7678900	0.8794215
aou + silicate	Indian2	(28.05,28.1]	0.9318688	0.9263995	0.9373380
aou + silicate	Indian2	(28.1, Inf]	0.3992600	0.2651683	0.5333516
aou + silicate	Indian3	(-Inf,26]	0.9474236	0.9455071	0.9493401
aou + silicate	Indian3	(26,26.5]	0.9337764	0.9223993	0.9451535
aou + silicate	Indian3	(26.5,26.75]	0.9700954	0.9649598	0.9752309
aou + silicate	Indian3	(26.75,27]	0.9831290	0.9823685	0.9838894
aou + silicate	Indian3	(27,27.25]	0.9472698	0.9466999	0.9478397
aou + silicate	Indian3	(27.25,27.5]	0.8950230	0.8903334	0.8997126
aou + silicate	Indian3	(27.5,27.75]	0.8677872	0.8568011	0.8787734
aou + silicate	Indian3	(27.75,27.85]	0.9368029	0.9275565	0.9460493
aou + silicate	Indian3	(27.85,27.95]	0.8810430	0.8798515	0.8822345
aou + silicate	Indian3	(27.95,28.05]	0.8829711	0.8769949	0.8889474
aou + silicate	Indian3	(28.05,28.1]	0.9586416	0.9555256	0.9617576
aou + silicate	Indian3	(28.1, Inf]	0.6204808	0.5936100	0.6473517
aou + silicate	Indian4	(-Inf,26]	0.9837351	0.9709371	0.9965332
aou + silicate	Indian4	(26,26.5]	0.8709028	0.7604035	0.9814020
aou + silicate	Indian4	(26.5,26.75]	0.7526120	0.5104687	0.9947554
aou + silicate	Indian4	(26.75,27]	0.8117356	0.6515339	0.9719372
aou + silicate	Indian4	(27,27.25]	0.8462606	0.7287371	0.9637840
aou + silicate	Indian4	(27.25,27.5]	0.8791202	0.8162054	0.9420349
aou + silicate	Indian4	(27.5,27.75]	0.9379134	0.9153216	0.9605052
aou + silicate	Indian4	(27.75,27.85]	0.9533983	0.9308206	0.9759760
aou + silicate	Indian4	(27.85,27.95]	0.6537688	0.4872638	0.8202738
aou + silicate	Indian4	(27.95,28.05]	0.6651548	0.6115777	0.7187320
aou + silicate	Indian4	(28.05,28.1]	0.8033458	0.7716514	0.8350403
aou + silicate	Indian4	(28.1, Inf]	0.4761376	0.4747862	0.4774891
nitrate + silicate	Atlanto-Pacific	(-Inf,26.5]	0.8084069	0.7842137	0.8326000
nitrate + silicate	Atlanto-Pacific	(-Inf,26]	0.7970148	0.7829187	0.8111109
nitrate + silicate	Atlanto-Pacific	(26,26.5]	0.7745391	0.7438121	0.8052661
nitrate + silicate	Atlanto-Pacific	(26.5,26.75]	0.7945172	0.7888040	0.8002305
nitrate + silicate	Atlanto-Pacific	(26.75,27]	0.7982106	0.7784336	0.8179877
nitrate + silicate	Atlanto-Pacific	(27,27.25]	0.8325519	0.8177625	0.8473413
nitrate + silicate	Atlanto-Pacific	(27.25,27.5]	0.8382783	0.8199827	0.8565739
nitrate + silicate	Atlanto-Pacific	(27.5,27.75]	0.9023243	0.8954011	0.9092475
nitrate + silicate	Atlanto-Pacific	(27.75,27.85]	0.9635472	0.9632580	0.9638363
nitrate + silicate	Atlanto-Pacific	(27.85,27.95]	0.9800246	0.9797670	0.9802822
nitrate + silicate	Atlanto-Pacific	(27.95,28.05]	0.9830895	0.9805560	0.9856231
nitrate + silicate	Atlanto-Pacific	(28.05,28.1]	0.9833994	0.9820634	0.9847354
nitrate + silicate	Atlanto-Pacific	(28.1, Inf]	0.8824982	0.8468646	0.9181317
nitrate + silicate	Atlanto-Pacific	(28.1,28.15]	0.9922266	0.9920236	0.9924295
nitrate + silicate	Atlanto-Pacific	(28.15,28.2]	0.9917598	0.9915772	0.9919425
nitrate + silicate	Atlanto-Pacific	(28.2, Inf]	0.9568618	0.9326327	0.9810910
nitrate + silicate	Indian1	(-Inf,26]	0.8594559	0.7899084	0.9290035
nitrate + silicate	Indian1	(26,26.5]	0.8325920	0.7507159	0.9144680
nitrate + silicate	Indian1	(26.5,26.75]	0.8220776	0.6785189	0.9656364
nitrate + silicate	Indian1	(26.75,27]	0.7972838	0.6789384	0.9156292
nitrate + silicate	Indian1	(27,27.25]	0.6864438	0.5472086	0.8256791
nitrate + silicate	Indian1	(27.25,27.5]	0.8095689	0.7554837	0.8636541
nitrate + silicate	Indian1	(27.5,27.75]	0.5089987	0.3491903	0.6688072
nitrate + silicate	Indian1	(27.75,27.85]	0.4395329	0.2906846	0.5883813
nitrate + silicate	Indian1	(27.85,27.95]	0.7157487	0.7109601	0.7205372
nitrate + silicate	Indian1	(27.95,28.05]	0.8568863	0.8438762	0.8698964
nitrate + silicate	Indian1	(28.05,28.1]	0.9245621	0.9192217	0.9299025
nitrate + silicate	Indian1	(28.1, Inf]	0.8060045	0.8048239	0.8071852
nitrate + silicate	Indian2	(-Inf,26]	0.9682418	0.9661640	0.9703195
nitrate + silicate	Indian2	(26,26.5]	0.8192897	0.6680014	0.9705779
nitrate + silicate	Indian2	(26.5,26.75]	0.7632928	0.5560372	0.9705485
nitrate + silicate	Indian2	(26.75,27]	0.9021075	0.8626116	0.9416034
nitrate + silicate	Indian2	(27,27.25]	0.7993931	0.7263353	0.8724508
nitrate + silicate	Indian2	(27.25,27.5]	0.8760693	0.8582321	0.8939064
nitrate + silicate	Indian2	(27.5,27.75]	0.6953557	0.6941328	0.6965785
nitrate + silicate	Indian2	(27.75,27.85]	0.6704654	0.5741859	0.7667449
nitrate + silicate	Indian2	(27.85,27.95]	0.7912562	0.7537248	0.8287876
nitrate + silicate	Indian2	(27.95,28.05]	0.8876357	0.8684276	0.9068438
nitrate + silicate	Indian2	(28.05,28.1]	0.9627799	0.9579312	0.9676286
nitrate + silicate	Indian2	(28.1, Inf]	0.7944751	0.7366440	0.8523061
nitrate + silicate	Indian3	(-Inf,26]	0.9630391	0.9586020	0.9674763
nitrate + silicate	Indian3	(26,26.5]	0.9536755	0.9458168	0.9615342
nitrate + silicate	Indian3	(26.5,26.75]	0.9716569	0.9707602	0.9725536
nitrate + silicate	Indian3	(26.75,27]	0.9620203	0.9541614	0.9698792
nitrate + silicate	Indian3	(27,27.25]	0.9621810	0.9583576	0.9660043
nitrate + silicate	Indian3	(27.25,27.5]	0.9395723	0.9287712	0.9503734
nitrate + silicate	Indian3	(27.5,27.75]	0.8842138	0.8678552	0.9005724
nitrate + silicate	Indian3	(27.75,27.85]	0.8997054	0.8988198	0.9005910
nitrate + silicate	Indian3	(27.85,27.95]	0.8892207	0.8854758	0.8929656
nitrate + silicate	Indian3	(27.95,28.05]	0.9254962	0.9169957	0.9339966
nitrate + silicate	Indian3	(28.05,28.1]	0.9746456	0.9731259	0.9761652
nitrate + silicate	Indian3	(28.1, Inf]	0.8845768	0.8776015	0.8915520
nitrate + silicate	Indian4	(-Inf,26]	0.9874659	0.9774426	0.9974892
nitrate + silicate	Indian4	(26,26.5]	0.8441830	0.7043489	0.9840171
nitrate + silicate	Indian4	(26.5,26.75]	0.7037104	0.4171467	0.9902741
nitrate + silicate	Indian4	(26.75,27]	0.8748342	0.8692802	0.8803882
nitrate + silicate	Indian4	(27,27.25]	0.9067633	0.8695250	0.9440016
nitrate + silicate	Indian4	(27.25,27.5]	0.9217087	0.8834684	0.9599491
nitrate + silicate	Indian4	(27.5,27.75]	0.8227134	0.7330460	0.9123808
nitrate + silicate	Indian4	(27.75,27.85]	0.4399988	0.1314300	0.7485676
nitrate + silicate	Indian4	(27.85,27.95]	0.5102279	0.3263017	0.6941541
nitrate + silicate	Indian4	(27.95,28.05]	0.7419983	0.6459236	0.8380731
nitrate + silicate	Indian4	(28.05,28.1]	0.7625842	0.6291205	0.8960478
nitrate + silicate	Indian4	(28.1, Inf]	0.6665704	0.6461693	0.6869714
oxygen + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.6858803	-0.7111738	-0.6605868
oxygen + nitrate	Atlanto-Pacific	(-Inf,26]	-0.6154235	-0.6711450	-0.5597020
oxygen + nitrate	Atlanto-Pacific	(26,26.5]	-0.8186148	-0.8650996	-0.7721301
oxygen + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.7746458	-0.8194406	-0.7298511
oxygen + nitrate	Atlanto-Pacific	(26.75,27]	-0.7787916	-0.7875120	-0.7700712
oxygen + nitrate	Atlanto-Pacific	(27,27.25]	-0.8279668	-0.8326318	-0.8233018
oxygen + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.8347598	-0.8350682	-0.8344514
oxygen + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.8798032	-0.8845191	-0.8750874
oxygen + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.9358485	-0.9359838	-0.9357133
oxygen + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.9669395	-0.9676955	-0.9661834
oxygen + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.9709073	-0.9715525	-0.9702621
oxygen + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.9742763	-0.9762074	-0.9723451
oxygen + nitrate	Atlanto-Pacific	(28.1, Inf]	-0.8911321	-0.9445579	-0.8377063
oxygen + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.9492564	-0.9530682	-0.9454445
oxygen + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9680429	-0.9723602	-0.9637256
oxygen + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.6787561	-0.7889990	-0.5685131
oxygen + nitrate	Indian1	(-Inf,26]	-0.8654545	-0.9454573	-0.7854517
oxygen + nitrate	Indian1	(26,26.5]	-0.8204210	-0.9291686	-0.7116733
oxygen + nitrate	Indian1	(26.5,26.75]	-0.6993127	-0.9611321	-0.4374933
oxygen + nitrate	Indian1	(26.75,27]	-0.3780474	-0.8215096	0.0654148
oxygen + nitrate	Indian1	(27,27.25]	-0.2072409	-0.6291420	0.2146602
oxygen + nitrate	Indian1	(27.25,27.5]	-0.4492434	-0.5453512	-0.3531356
oxygen + nitrate	Indian1	(27.5,27.75]	-0.5019888	-0.5054463	-0.4985314
oxygen + nitrate	Indian1	(27.75,27.85]	-0.6427574	-0.7223973	-0.5631175
oxygen + nitrate	Indian1	(27.85,27.95]	-0.3498473	-0.3650776	-0.3346171
oxygen + nitrate	Indian1	(27.95,28.05]	-0.2722342	-0.4919004	-0.0525681
oxygen + nitrate	Indian1	(28.05,28.1]	-0.5614033	-0.8363246	-0.2864820
oxygen + nitrate	Indian1	(28.1, Inf]	0.1179764	0.0246120	0.2113408
oxygen + nitrate	Indian2	(-Inf,26]	-0.9510058	-0.9788967	-0.9231149
oxygen + nitrate	Indian2	(26,26.5]	-0.5713069	-0.9448901	-0.1977237
oxygen + nitrate	Indian2	(26.5,26.75]	-0.4589603	-0.9458431	0.0279224
oxygen + nitrate	Indian2	(26.75,27]	-0.5910243	-0.8762087	-0.3058400
oxygen + nitrate	Indian2	(27,27.25]	-0.1282923	-0.6883768	0.4317923
oxygen + nitrate	Indian2	(27.25,27.5]	-0.5871737	-0.6964807	-0.4778667
oxygen + nitrate	Indian2	(27.5,27.75]	-0.7706612	-0.8378956	-0.7034268
oxygen + nitrate	Indian2	(27.75,27.85]	-0.7177308	-0.9340724	-0.5013891
oxygen + nitrate	Indian2	(27.85,27.95]	-0.8637284	-0.9431404	-0.7843164
oxygen + nitrate	Indian2	(27.95,28.05]	-0.7633526	-0.9496434	-0.5770619
oxygen + nitrate	Indian2	(28.05,28.1]	-0.9024367	-0.9497800	-0.8550933
oxygen + nitrate	Indian2	(28.1, Inf]	-0.6174253	-0.7757960	-0.4590546
oxygen + nitrate	Indian3	(-Inf,26]	-0.9914388	-0.9916604	-0.9912172
oxygen + nitrate	Indian3	(26,26.5]	-0.9868998	-0.9873404	-0.9864592
oxygen + nitrate	Indian3	(26.5,26.75]	-0.9835465	-0.9900760	-0.9770170
oxygen + nitrate	Indian3	(26.75,27]	-0.9528417	-0.9732673	-0.9324161
oxygen + nitrate	Indian3	(27,27.25]	-0.9336103	-0.9617287	-0.9054920
oxygen + nitrate	Indian3	(27.25,27.5]	-0.9380527	-0.9502361	-0.9258694
oxygen + nitrate	Indian3	(27.5,27.75]	-0.9630015	-0.9658181	-0.9601849
oxygen + nitrate	Indian3	(27.75,27.85]	-0.9374631	-0.9568531	-0.9180730
oxygen + nitrate	Indian3	(27.85,27.95]	-0.8812805	-0.8952238	-0.8673372
oxygen + nitrate	Indian3	(27.95,28.05]	-0.8130322	-0.8289396	-0.7971247
oxygen + nitrate	Indian3	(28.05,28.1]	-0.9140490	-0.9279435	-0.9001546
oxygen + nitrate	Indian3	(28.1, Inf]	-0.7272028	-0.7552977	-0.6991078
oxygen + nitrate	Indian4	(-Inf,26]	-0.9485570	-0.9778543	-0.9192598
oxygen + nitrate	Indian4	(26,26.5]	-0.8810431	-0.9910455	-0.7710407
oxygen + nitrate	Indian4	(26.5,26.75]	-0.3759532	-0.9826593	0.2307528
oxygen + nitrate	Indian4	(26.75,27]	-0.4031428	-0.7718431	-0.0344425
oxygen + nitrate	Indian4	(27,27.25]	-0.5417352	-0.8669278	-0.2165426
oxygen + nitrate	Indian4	(27.25,27.5]	-0.7156735	-0.8702103	-0.5611366
oxygen + nitrate	Indian4	(27.5,27.75]	-0.7351107	-0.8944429	-0.5757785
oxygen + nitrate	Indian4	(27.75,27.85]	-0.3856695	-0.7246957	-0.0466433
oxygen + nitrate	Indian4	(27.85,27.95]	-0.7016503	-0.7523531	-0.6509475
oxygen + nitrate	Indian4	(27.95,28.05]	-0.5619672	-0.6774680	-0.4464664
oxygen + nitrate	Indian4	(28.05,28.1]	-0.4196912	-0.6534437	-0.1859387
oxygen + nitrate	Indian4	(28.1, Inf]	-0.2735482	-0.3750016	-0.1720949
oxygen + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.4829246	-0.5055732	-0.4602759
oxygen + phosphate	Atlanto-Pacific	(-Inf,26]	-0.7020279	-0.7416422	-0.6624135
oxygen + phosphate	Atlanto-Pacific	(26,26.5]	-0.8842379	-0.9144557	-0.8540201
oxygen + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.7826194	-0.8306414	-0.7345974
oxygen + phosphate	Atlanto-Pacific	(26.75,27]	-0.7493848	-0.7618472	-0.7369225
oxygen + phosphate	Atlanto-Pacific	(27,27.25]	-0.8048443	-0.8090370	-0.8006515
oxygen + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.8327834	-0.8344090	-0.8311579
oxygen + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.8817343	-0.8846188	-0.8788497
oxygen + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.9343009	-0.9361173	-0.9324844
oxygen + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.9672243	-0.9676494	-0.9667992
oxygen + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.9729628	-0.9736757	-0.9722500
oxygen + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.9759158	-0.9787461	-0.9730854
oxygen + phosphate	Atlanto-Pacific	(28.1, Inf]	-0.8767663	-0.9365543	-0.8169783
oxygen + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.9416555	-0.9480929	-0.9352181
oxygen + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9670826	-0.9713028	-0.9628625
oxygen + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.6781978	-0.7862156	-0.5701801
oxygen + phosphate	Indian1	(-Inf,26]	-0.8402694	-0.9484617	-0.7320770
oxygen + phosphate	Indian1	(26,26.5]	-0.8157014	-0.9380455	-0.6933573
oxygen + phosphate	Indian1	(26.5,26.75]	-0.6841610	-0.9735203	-0.3948016
oxygen + phosphate	Indian1	(26.75,27]	-0.3734979	-0.8555963	0.1086004
oxygen + phosphate	Indian1	(27,27.25]	-0.2671667	-0.7463829	0.2120496
oxygen + phosphate	Indian1	(27.25,27.5]	-0.6220596	-0.7893806	-0.4547386
oxygen + phosphate	Indian1	(27.5,27.75]	-0.7656912	-0.8286631	-0.7027193
oxygen + phosphate	Indian1	(27.75,27.85]	-0.7924135	-0.8462907	-0.7385362
oxygen + phosphate	Indian1	(27.85,27.95]	-0.5084274	-0.6139722	-0.4028825
oxygen + phosphate	Indian1	(27.95,28.05]	-0.3408701	-0.6094264	-0.0723139
oxygen + phosphate	Indian1	(28.05,28.1]	-0.5882889	-0.8965707	-0.2800071
oxygen + phosphate	Indian1	(28.1, Inf]	0.0972206	-0.0064014	0.2008427
oxygen + phosphate	Indian2	(-Inf,26]	-0.9303681	-0.9952722	-0.8654641
oxygen + phosphate	Indian2	(26,26.5]	-0.6349430	-0.9925383	-0.2773476
oxygen + phosphate	Indian2	(26.5,26.75]	-0.5272970	-0.9869075	-0.0676865
oxygen + phosphate	Indian2	(26.75,27]	-0.6318587	-0.9581708	-0.3055467
oxygen + phosphate	Indian2	(27,27.25]	-0.2563422	-0.9084678	0.3957834
oxygen + phosphate	Indian2	(27.25,27.5]	-0.7320444	-0.9223692	-0.5417196
oxygen + phosphate	Indian2	(27.5,27.75]	-0.9036727	-0.9510492	-0.8562963
oxygen + phosphate	Indian2	(27.75,27.85]	-0.8980397	-0.9786244	-0.8174549
oxygen + phosphate	Indian2	(27.85,27.95]	-0.9033141	-0.9725200	-0.8341082
oxygen + phosphate	Indian2	(27.95,28.05]	-0.7720543	-0.9518484	-0.5922602
oxygen + phosphate	Indian2	(28.05,28.1]	-0.9020744	-0.9600940	-0.8440548
oxygen + phosphate	Indian2	(28.1, Inf]	-0.6375464	-0.8036538	-0.4714390
oxygen + phosphate	Indian3	(-Inf,26]	-0.9937926	-0.9939659	-0.9936193
oxygen + phosphate	Indian3	(26,26.5]	-0.9899162	-0.9901320	-0.9897004
oxygen + phosphate	Indian3	(26.5,26.75]	-0.9863429	-0.9916371	-0.9810488
oxygen + phosphate	Indian3	(26.75,27]	-0.9596389	-0.9778068	-0.9414710
oxygen + phosphate	Indian3	(27,27.25]	-0.9402647	-0.9645335	-0.9159958
oxygen + phosphate	Indian3	(27.25,27.5]	-0.9499882	-0.9611675	-0.9388089
oxygen + phosphate	Indian3	(27.5,27.75]	-0.9718687	-0.9756258	-0.9681116
oxygen + phosphate	Indian3	(27.75,27.85]	-0.9618080	-0.9633608	-0.9602552
oxygen + phosphate	Indian3	(27.85,27.95]	-0.8871250	-0.8896175	-0.8846325
oxygen + phosphate	Indian3	(27.95,28.05]	-0.8198641	-0.8343866	-0.8053416
oxygen + phosphate	Indian3	(28.05,28.1]	-0.9174866	-0.9311360	-0.9038371
oxygen + phosphate	Indian3	(28.1, Inf]	-0.7280889	-0.7568978	-0.6992800
oxygen + phosphate	Indian4	(-Inf,26]	-0.9425638	-0.9765671	-0.9085605
oxygen + phosphate	Indian4	(26,26.5]	-0.8815039	-0.9887326	-0.7742752
oxygen + phosphate	Indian4	(26.5,26.75]	-0.3960284	-0.9823107	0.1902540
oxygen + phosphate	Indian4	(26.75,27]	-0.4144004	-0.8174116	-0.0113893
oxygen + phosphate	Indian4	(27,27.25]	-0.5509069	-0.8825524	-0.2192615
oxygen + phosphate	Indian4	(27.25,27.5]	-0.7553025	-0.8774993	-0.6331058
oxygen + phosphate	Indian4	(27.5,27.75]	-0.8333013	-0.9307694	-0.7358331
oxygen + phosphate	Indian4	(27.75,27.85]	-0.5910707	-0.8389887	-0.3431527
oxygen + phosphate	Indian4	(27.85,27.95]	-0.6539305	-0.7468168	-0.5610442
oxygen + phosphate	Indian4	(27.95,28.05]	-0.5195564	-0.6057458	-0.4333670
oxygen + phosphate	Indian4	(28.05,28.1]	-0.3706336	-0.5722104	-0.1690568
oxygen + phosphate	Indian4	(28.1, Inf]	-0.1931790	-0.2731900	-0.1131679
oxygen + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.4142646	-0.4337086	-0.3948205
oxygen + silicate	Atlanto-Pacific	(-Inf,26]	-0.2219446	-0.2745010	-0.1693882
oxygen + silicate	Atlanto-Pacific	(26,26.5]	-0.4539627	-0.4804542	-0.4274711
oxygen + silicate	Atlanto-Pacific	(26.5,26.75]	-0.4076452	-0.4531079	-0.3621825
oxygen + silicate	Atlanto-Pacific	(26.75,27]	-0.4783394	-0.5177083	-0.4389706
oxygen + silicate	Atlanto-Pacific	(27,27.25]	-0.7736231	-0.7908924	-0.7563538
oxygen + silicate	Atlanto-Pacific	(27.25,27.5]	-0.8534222	-0.8704765	-0.8363678
oxygen + silicate	Atlanto-Pacific	(27.5,27.75]	-0.9067366	-0.9170410	-0.8964323
oxygen + silicate	Atlanto-Pacific	(27.75,27.85]	-0.9551127	-0.9594779	-0.9507475
oxygen + silicate	Atlanto-Pacific	(27.85,27.95]	-0.9726952	-0.9757083	-0.9696821
oxygen + silicate	Atlanto-Pacific	(27.95,28.05]	-0.9794799	-0.9801800	-0.9787797
oxygen + silicate	Atlanto-Pacific	(28.05,28.1]	-0.9868140	-0.9878543	-0.9857737
oxygen + silicate	Atlanto-Pacific	(28.1, Inf]	-0.8290125	-0.8375083	-0.8205167
oxygen + silicate	Atlanto-Pacific	(28.1,28.15]	-0.9461648	-0.9517138	-0.9406157
oxygen + silicate	Atlanto-Pacific	(28.15,28.2]	-0.9757364	-0.9769510	-0.9745217
oxygen + silicate	Atlanto-Pacific	(28.2, Inf]	-0.7287113	-0.8000176	-0.6574051
oxygen + silicate	Indian1	(-Inf,26]	-0.7959030	-0.9343657	-0.6574404
oxygen + silicate	Indian1	(26,26.5]	-0.8574024	-0.9072250	-0.8075797
oxygen + silicate	Indian1	(26.5,26.75]	-0.8616452	-0.9730682	-0.7502223
oxygen + silicate	Indian1	(26.75,27]	-0.7417885	-0.9281923	-0.5553848
oxygen + silicate	Indian1	(27,27.25]	-0.7188203	-0.8617193	-0.5759213
oxygen + silicate	Indian1	(27.25,27.5]	-0.7697713	-0.7737197	-0.7658229
oxygen + silicate	Indian1	(27.5,27.75]	-0.5888798	-0.6510425	-0.5267172
oxygen + silicate	Indian1	(27.75,27.85]	-0.5577477	-0.6513441	-0.4641513
oxygen + silicate	Indian1	(27.85,27.95]	-0.4945166	-0.5568611	-0.4321721
oxygen + silicate	Indian1	(27.95,28.05]	-0.5001758	-0.7144562	-0.2858953
oxygen + silicate	Indian1	(28.05,28.1]	-0.7175982	-0.9463382	-0.4888581
oxygen + silicate	Indian1	(28.1, Inf]	0.4254114	0.3193974	0.5314255
oxygen + silicate	Indian2	(-Inf,26]	-0.9411334	-0.9539129	-0.9283540
oxygen + silicate	Indian2	(26,26.5]	-0.8067911	-0.9410017	-0.6725805
oxygen + silicate	Indian2	(26.5,26.75]	-0.5345101	-0.9737837	-0.0952365
oxygen + silicate	Indian2	(26.75,27]	-0.6976294	-0.9563227	-0.4389361
oxygen + silicate	Indian2	(27,27.25]	-0.4601519	-0.8606039	-0.0596999
oxygen + silicate	Indian2	(27.25,27.5]	-0.7310183	-0.7585391	-0.7034975
oxygen + silicate	Indian2	(27.5,27.75]	-0.7132507	-0.8326049	-0.5938965
oxygen + silicate	Indian2	(27.75,27.85]	-0.8670832	-0.8790886	-0.8550778
oxygen + silicate	Indian2	(27.85,27.95]	-0.7847600	-0.8854796	-0.6840405
oxygen + silicate	Indian2	(27.95,28.05]	-0.7756279	-0.8503810	-0.7008747
oxygen + silicate	Indian2	(28.05,28.1]	-0.8998448	-0.9133956	-0.8862940
oxygen + silicate	Indian2	(28.1, Inf]	-0.2909777	-0.4399931	-0.1419623
oxygen + silicate	Indian3	(-Inf,26]	-0.9317244	-0.9345890	-0.9288598
oxygen + silicate	Indian3	(26,26.5]	-0.9167951	-0.9305530	-0.9030372
oxygen + silicate	Indian3	(26.5,26.75]	-0.9633154	-0.9690716	-0.9575591
oxygen + silicate	Indian3	(26.75,27]	-0.9777385	-0.9789197	-0.9765572
oxygen + silicate	Indian3	(27,27.25]	-0.9280799	-0.9293563	-0.9268035
oxygen + silicate	Indian3	(27.25,27.5]	-0.8642652	-0.8699759	-0.8585546
oxygen + silicate	Indian3	(27.5,27.75]	-0.8324533	-0.8468787	-0.8180280
oxygen + silicate	Indian3	(27.75,27.85]	-0.9199823	-0.9331338	-0.9068308
oxygen + silicate	Indian3	(27.85,27.95]	-0.8433532	-0.8436691	-0.8430374
oxygen + silicate	Indian3	(27.95,28.05]	-0.8305151	-0.8399717	-0.8210584
oxygen + silicate	Indian3	(28.05,28.1]	-0.9331795	-0.9425852	-0.9237739
oxygen + silicate	Indian3	(28.1, Inf]	-0.5029506	-0.5395532	-0.4663481
oxygen + silicate	Indian4	(-Inf,26]	-0.9349885	-0.9389599	-0.9310172
oxygen + silicate	Indian4	(26,26.5]	-0.8613365	-0.9765189	-0.7461541
oxygen + silicate	Indian4	(26.5,26.75]	-0.5776050	-0.9899297	-0.1652803
oxygen + silicate	Indian4	(26.75,27]	-0.5860546	-0.9499154	-0.2221938
oxygen + silicate	Indian4	(27,27.25]	-0.7422558	-0.9429307	-0.5415809
oxygen + silicate	Indian4	(27.25,27.5]	-0.8190489	-0.9101766	-0.7279211
oxygen + silicate	Indian4	(27.5,27.75]	-0.9042987	-0.9417398	-0.8668576
oxygen + silicate	Indian4	(27.75,27.85]	-0.9310293	-0.9655365	-0.8965221
oxygen + silicate	Indian4	(27.85,27.95]	-0.5983062	-0.7612004	-0.4354120
oxygen + silicate	Indian4	(27.95,28.05]	-0.5895638	-0.6309850	-0.5481427
oxygen + silicate	Indian4	(28.05,28.1]	-0.7160092	-0.7406162	-0.6914022
oxygen + silicate	Indian4	(28.1, Inf]	-0.3815228	-0.3885934	-0.3744521
phosphate + nitrate	Atlanto-Pacific	(-Inf,26.5]	0.9031574	0.8979193	0.9083954
phosphate + nitrate	Atlanto-Pacific	(-Inf,26]	0.9414169	0.9362827	0.9465510
phosphate + nitrate	Atlanto-Pacific	(26,26.5]	0.9450330	0.9408060	0.9492601
phosphate + nitrate	Atlanto-Pacific	(26.5,26.75]	0.9717335	0.9705596	0.9729073
phosphate + nitrate	Atlanto-Pacific	(26.75,27]	0.9842684	0.9839940	0.9845427
phosphate + nitrate	Atlanto-Pacific	(27,27.25]	0.9896047	0.9895465	0.9896629
phosphate + nitrate	Atlanto-Pacific	(27.25,27.5]	0.9941335	0.9938375	0.9944295
phosphate + nitrate	Atlanto-Pacific	(27.5,27.75]	0.9968231	0.9964294	0.9972168
phosphate + nitrate	Atlanto-Pacific	(27.75,27.85]	0.9979601	0.9976426	0.9982776
phosphate + nitrate	Atlanto-Pacific	(27.85,27.95]	0.9982797	0.9980319	0.9985276
phosphate + nitrate	Atlanto-Pacific	(27.95,28.05]	0.9976488	0.9976444	0.9976532
phosphate + nitrate	Atlanto-Pacific	(28.05,28.1]	0.9973240	0.9970349	0.9976132
phosphate + nitrate	Atlanto-Pacific	(28.1, Inf]	0.9422142	0.9121901	0.9722383
phosphate + nitrate	Atlanto-Pacific	(28.1,28.15]	0.9947852	0.9943557	0.9952148
phosphate + nitrate	Atlanto-Pacific	(28.15,28.2]	0.9974464	0.9973852	0.9975076
phosphate + nitrate	Atlanto-Pacific	(28.2, Inf]	0.9911724	0.9867118	0.9956331
phosphate + nitrate	Indian1	(-Inf,26]	0.9635466	0.9374932	0.9896000
phosphate + nitrate	Indian1	(26,26.5]	0.9825168	0.9726912	0.9923424
phosphate + nitrate	Indian1	(26.5,26.75]	0.9780884	0.9603687	0.9958080
phosphate + nitrate	Indian1	(26.75,27]	0.9798522	0.9797653	0.9799391
phosphate + nitrate	Indian1	(27,27.25]	0.9554449	0.9510556	0.9598342
phosphate + nitrate	Indian1	(27.25,27.5]	0.9149605	0.8955934	0.9343276
phosphate + nitrate	Indian1	(27.5,27.75]	0.7948818	0.7816710	0.8080927
phosphate + nitrate	Indian1	(27.75,27.85]	0.8781715	0.8504872	0.9058559
phosphate + nitrate	Indian1	(27.85,27.95]	0.9068677	0.8699245	0.9438109
phosphate + nitrate	Indian1	(27.95,28.05]	0.9664840	0.9517199	0.9812482
phosphate + nitrate	Indian1	(28.05,28.1]	0.9732269	0.9716691	0.9747846
phosphate + nitrate	Indian1	(28.1, Inf]	0.9129665	0.8838586	0.9420744
phosphate + nitrate	Indian2	(-Inf,26]	0.9794360	0.9741840	0.9846880
phosphate + nitrate	Indian2	(26,26.5]	0.9643291	0.9642826	0.9643757
phosphate + nitrate	Indian2	(26.5,26.75]	0.9684388	0.9675454	0.9693322
phosphate + nitrate	Indian2	(26.75,27]	0.9624876	0.9346050	0.9903702
phosphate + nitrate	Indian2	(27,27.25]	0.8993637	0.8269357	0.9717917
phosphate + nitrate	Indian2	(27.25,27.5]	0.8992893	0.8454985	0.9530801
phosphate + nitrate	Indian2	(27.5,27.75]	0.8884121	0.8567922	0.9200319
phosphate + nitrate	Indian2	(27.75,27.85]	0.8637813	0.7591551	0.9684075
phosphate + nitrate	Indian2	(27.85,27.95]	0.9508403	0.9291181	0.9725624
phosphate + nitrate	Indian2	(27.95,28.05]	0.9633427	0.9428243	0.9838611
phosphate + nitrate	Indian2	(28.05,28.1]	0.9590442	0.9356219	0.9824664
phosphate + nitrate	Indian2	(28.1, Inf]	0.9118271	0.8619407	0.9617134
phosphate + nitrate	Indian3	(-Inf,26]	0.9983079	0.9978459	0.9987699
phosphate + nitrate	Indian3	(26,26.5]	0.9982183	0.9981769	0.9982597
phosphate + nitrate	Indian3	(26.5,26.75]	0.9985647	0.9985330	0.9985963
phosphate + nitrate	Indian3	(26.75,27]	0.9975857	0.9973168	0.9978546
phosphate + nitrate	Indian3	(27,27.25]	0.9955760	0.9954185	0.9957334
phosphate + nitrate	Indian3	(27.25,27.5]	0.9923832	0.9912897	0.9934767
phosphate + nitrate	Indian3	(27.5,27.75]	0.9781914	0.9757569	0.9806259
phosphate + nitrate	Indian3	(27.75,27.85]	0.9712242	0.9667436	0.9757049
phosphate + nitrate	Indian3	(27.85,27.95]	0.9742291	0.9711353	0.9773228
phosphate + nitrate	Indian3	(27.95,28.05]	0.9876329	0.9844092	0.9908567
phosphate + nitrate	Indian3	(28.05,28.1]	0.9878364	0.9853438	0.9903291
phosphate + nitrate	Indian3	(28.1, Inf]	0.9541255	0.9387110	0.9695400
phosphate + nitrate	Indian4	(-Inf,26]	0.9974437	0.9967644	0.9981231
phosphate + nitrate	Indian4	(26,26.5]	0.9910397	0.9831406	0.9989388
phosphate + nitrate	Indian4	(26.5,26.75]	0.9934389	0.9880342	0.9988437
phosphate + nitrate	Indian4	(26.75,27]	0.9891555	0.9872242	0.9910868
phosphate + nitrate	Indian4	(27,27.25]	0.9746365	0.9599340	0.9893390
phosphate + nitrate	Indian4	(27.25,27.5]	0.9574435	0.9375258	0.9773612
phosphate + nitrate	Indian4	(27.5,27.75]	0.8695210	0.8012700	0.9377721
phosphate + nitrate	Indian4	(27.75,27.85]	0.7769953	0.6819178	0.8720729
phosphate + nitrate	Indian4	(27.85,27.95]	0.8737160	0.8470341	0.9003979
phosphate + nitrate	Indian4	(27.95,28.05]	0.9247578	0.9159146	0.9336010
phosphate + nitrate	Indian4	(28.05,28.1]	0.8853245	0.8500153	0.9206337
phosphate + nitrate	Indian4	(28.1, Inf]	0.7543483	0.7493040	0.7593926
phosphate + silicate	Atlanto-Pacific	(-Inf,26.5]	0.8958151	0.8667901	0.9248401
phosphate + silicate	Atlanto-Pacific	(-Inf,26]	0.6443092	0.6223113	0.6663071
phosphate + silicate	Atlanto-Pacific	(26,26.5]	0.7164119	0.7054861	0.7273376
phosphate + silicate	Atlanto-Pacific	(26.5,26.75]	0.7885643	0.7832334	0.7938952
phosphate + silicate	Atlanto-Pacific	(26.75,27]	0.8199014	0.7967742	0.8430286
phosphate + silicate	Atlanto-Pacific	(27,27.25]	0.8547976	0.8395384	0.8700567
phosphate + silicate	Atlanto-Pacific	(27.25,27.5]	0.8629849	0.8465644	0.8794053
phosphate + silicate	Atlanto-Pacific	(27.5,27.75]	0.9153558	0.9087272	0.9219843
phosphate + silicate	Atlanto-Pacific	(27.75,27.85]	0.9684806	0.9677060	0.9692551
phosphate + silicate	Atlanto-Pacific	(27.85,27.95]	0.9828015	0.9825610	0.9830421
phosphate + silicate	Atlanto-Pacific	(27.95,28.05]	0.9861328	0.9854343	0.9868312
phosphate + silicate	Atlanto-Pacific	(28.05,28.1]	0.9862707	0.9860654	0.9864760
phosphate + silicate	Atlanto-Pacific	(28.1, Inf]	0.8671603	0.8225588	0.9117619
phosphate + silicate	Atlanto-Pacific	(28.1,28.15]	0.9924924	0.9924177	0.9925671
phosphate + silicate	Atlanto-Pacific	(28.15,28.2]	0.9913879	0.9911876	0.9915882
phosphate + silicate	Atlanto-Pacific	(28.2, Inf]	0.9601206	0.9388234	0.9814178
phosphate + silicate	Indian1	(-Inf,26]	0.8975542	0.8618218	0.9332866
phosphate + silicate	Indian1	(26,26.5]	0.8515369	0.7869939	0.9160800
phosphate + silicate	Indian1	(26.5,26.75]	0.8343860	0.7025713	0.9662007
phosphate + silicate	Indian1	(26.75,27]	0.7953468	0.6769160	0.9137776
phosphate + silicate	Indian1	(27,27.25]	0.7220128	0.5661358	0.8778898
phosphate + silicate	Indian1	(27.25,27.5]	0.8801895	0.8229852	0.9373938
phosphate + silicate	Indian1	(27.5,27.75]	0.6968147	0.5851620	0.8084675
phosphate + silicate	Indian1	(27.75,27.85]	0.6444205	0.4845654	0.8042755
phosphate + silicate	Indian1	(27.85,27.95]	0.8300401	0.7912396	0.8688407
phosphate + silicate	Indian1	(27.95,28.05]	0.8989065	0.8872435	0.9105696
phosphate + silicate	Indian1	(28.05,28.1]	0.9432449	0.9334579	0.9530319
phosphate + silicate	Indian1	(28.1, Inf]	0.8319584	0.8182794	0.8456373
phosphate + silicate	Indian2	(-Inf,26]	0.9356649	0.9335608	0.9377689
phosphate + silicate	Indian2	(26,26.5]	0.8392184	0.7204705	0.9579664
phosphate + silicate	Indian2	(26.5,26.75]	0.7538208	0.5322497	0.9753919
phosphate + silicate	Indian2	(26.75,27]	0.9136024	0.8633301	0.9638746
phosphate + silicate	Indian2	(27,27.25]	0.8340635	0.7569745	0.9111525
phosphate + silicate	Indian2	(27.25,27.5]	0.8661829	0.8382548	0.8941111
phosphate + silicate	Indian2	(27.5,27.75]	0.7240085	0.6106627	0.8373544
phosphate + silicate	Indian2	(27.75,27.85]	0.7935428	0.7813513	0.8057343
phosphate + silicate	Indian2	(27.85,27.95]	0.8459492	0.8233647	0.8685338
phosphate + silicate	Indian2	(27.95,28.05]	0.8905675	0.8828501	0.8982848
phosphate + silicate	Indian2	(28.05,28.1]	0.9537853	0.9466759	0.9608946
phosphate + silicate	Indian2	(28.1, Inf]	0.7695910	0.7402769	0.7989051
phosphate + silicate	Indian3	(-Inf,26]	0.9597841	0.9564922	0.9630761
phosphate + silicate	Indian3	(26,26.5]	0.9514118	0.9441525	0.9586711
phosphate + silicate	Indian3	(26.5,26.75]	0.9746777	0.9736353	0.9757201
phosphate + silicate	Indian3	(26.75,27]	0.9694913	0.9632386	0.9757440
phosphate + silicate	Indian3	(27,27.25]	0.9644191	0.9610789	0.9677593
phosphate + silicate	Indian3	(27.25,27.5]	0.9348441	0.9275544	0.9421337
phosphate + silicate	Indian3	(27.5,27.75]	0.8870533	0.8721325	0.9019741
phosphate + silicate	Indian3	(27.75,27.85]	0.9393929	0.9367858	0.9420000
phosphate + silicate	Indian3	(27.85,27.95]	0.9332354	0.9261013	0.9403694
phosphate + silicate	Indian3	(27.95,28.05]	0.9362152	0.9284160	0.9440143
phosphate + silicate	Indian3	(28.05,28.1]	0.9744748	0.9710276	0.9779220
phosphate + silicate	Indian3	(28.1, Inf]	0.8752361	0.8694768	0.8809954
phosphate + silicate	Indian4	(-Inf,26]	0.9903721	0.9835648	0.9971794
phosphate + silicate	Indian4	(26,26.5]	0.8518406	0.7206251	0.9830561
phosphate + silicate	Indian4	(26.5,26.75]	0.7245271	0.4589422	0.9901120
phosphate + silicate	Indian4	(26.75,27]	0.8946747	0.8748635	0.9144859
phosphate + silicate	Indian4	(27,27.25]	0.9210607	0.8808828	0.9612385
phosphate + silicate	Indian4	(27.25,27.5]	0.9484768	0.9179145	0.9790391
phosphate + silicate	Indian4	(27.5,27.75]	0.8824398	0.8098428	0.9550367
phosphate + silicate	Indian4	(27.75,27.85]	0.6452284	0.4171452	0.8733115
phosphate + silicate	Indian4	(27.85,27.95]	0.6339907	0.4735254	0.7944561
phosphate + silicate	Indian4	(27.95,28.05]	0.7791708	0.7046009	0.8537406
phosphate + silicate	Indian4	(28.05,28.1]	0.7347879	0.6145398	0.8550361
phosphate + silicate	Indian4	(28.1, Inf]	0.5586926	0.5531786	0.5642065
sal + aou	Atlanto-Pacific	(-Inf,26.5]	-0.2882790	-0.3282697	-0.2482882
sal + aou	Atlanto-Pacific	(-Inf,26]	-0.0183627	-0.0271190	-0.0096064
sal + aou	Atlanto-Pacific	(26,26.5]	0.0737019	-0.0965874	0.2439911
sal + aou	Atlanto-Pacific	(26.5,26.75]	-0.3439446	-0.3527020	-0.3351871
sal + aou	Atlanto-Pacific	(26.75,27]	-0.4107563	-0.4207231	-0.4007896
sal + aou	Atlanto-Pacific	(27,27.25]	-0.3766593	-0.4061567	-0.3471619
sal + aou	Atlanto-Pacific	(27.25,27.5]	-0.4457306	-0.4657177	-0.4257435
sal + aou	Atlanto-Pacific	(27.5,27.75]	-0.5892018	-0.5915618	-0.5868418
sal + aou	Atlanto-Pacific	(27.75,27.85]	-0.6491113	-0.6509538	-0.6472688
sal + aou	Atlanto-Pacific	(27.85,27.95]	-0.7817924	-0.7909295	-0.7726553
sal + aou	Atlanto-Pacific	(27.95,28.05]	-0.8721200	-0.8802999	-0.8639401
sal + aou	Atlanto-Pacific	(28.05,28.1]	-0.9138255	-0.9193611	-0.9082900
sal + aou	Atlanto-Pacific	(28.1, Inf]	-0.3546126	-0.7273250	0.0180999
sal + aou	Atlanto-Pacific	(28.1,28.15]	-0.8027123	-0.8090883	-0.7963362
sal + aou	Atlanto-Pacific	(28.15,28.2]	-0.8844021	-0.8923276	-0.8764765
sal + aou	Atlanto-Pacific	(28.2, Inf]	-0.4206244	-0.6261250	-0.2151238
sal + aou	Indian1	(-Inf,26]	-0.6923734	-0.9337727	-0.4509741
sal + aou	Indian1	(26,26.5]	-0.5751766	-0.6255101	-0.5248432
sal + aou	Indian1	(26.5,26.75]	0.2849167	-0.1119750	0.6818084
sal + aou	Indian1	(26.75,27]	0.6163110	0.3613543	0.8712678
sal + aou	Indian1	(27,27.25]	0.8578228	0.8439509	0.8716948
sal + aou	Indian1	(27.25,27.5]	0.8814268	0.8137545	0.9490991
sal + aou	Indian1	(27.5,27.75]	0.8451176	0.7621702	0.9280651
sal + aou	Indian1	(27.75,27.85]	0.9301028	0.9077130	0.9524925
sal + aou	Indian1	(27.85,27.95]	0.8499153	0.8145438	0.8852868
sal + aou	Indian1	(27.95,28.05]	0.3118895	0.0955514	0.5282277
sal + aou	Indian1	(28.05,28.1]	-0.3248121	-0.5291502	-0.1204739
sal + aou	Indian1	(28.1, Inf]	0.3123512	0.2887704	0.3359319
sal + aou	Indian2	(-Inf,26]	-0.3633504	-0.4740413	-0.2526594
sal + aou	Indian2	(26,26.5]	0.1318643	-0.0788728	0.3426015
sal + aou	Indian2	(26.5,26.75]	0.1506318	-0.0225495	0.3238131
sal + aou	Indian2	(26.75,27]	0.1520021	-0.4086088	0.7126130
sal + aou	Indian2	(27,27.25]	0.8879753	0.8786592	0.8972915
sal + aou	Indian2	(27.25,27.5]	0.9113093	0.8897900	0.9328286
sal + aou	Indian2	(27.5,27.75]	0.9432205	0.9307646	0.9556764
sal + aou	Indian2	(27.75,27.85]	0.9035983	0.8281821	0.9790146
sal + aou	Indian2	(27.85,27.95]	0.9387801	0.9340879	0.9434723
sal + aou	Indian2	(27.95,28.05]	0.8408412	0.8096348	0.8720475
sal + aou	Indian2	(28.05,28.1]	0.1827963	0.0035060	0.3620866
sal + aou	Indian2	(28.1, Inf]	0.7893962	0.7595420	0.8192505
sal + aou	Indian3	(-Inf,26]	-0.8663608	-0.8711070	-0.8616146
sal + aou	Indian3	(26,26.5]	-0.8363209	-0.8586694	-0.8139724
sal + aou	Indian3	(26.5,26.75]	-0.6160469	-0.7013016	-0.5307921
sal + aou	Indian3	(26.75,27]	0.4153411	0.4034224	0.4272598
sal + aou	Indian3	(27,27.25]	0.9296485	0.9258606	0.9334363
sal + aou	Indian3	(27.25,27.5]	0.9699314	0.9627971	0.9770657
sal + aou	Indian3	(27.5,27.75]	0.9680212	0.9621292	0.9739132
sal + aou	Indian3	(27.75,27.85]	0.9689099	0.9657252	0.9720946
sal + aou	Indian3	(27.85,27.95]	0.9267296	0.9243047	0.9291545
sal + aou	Indian3	(27.95,28.05]	0.7588216	0.7271215	0.7905218
sal + aou	Indian3	(28.05,28.1]	0.1664050	0.0732481	0.2595619
sal + aou	Indian3	(28.1, Inf]	0.5674924	0.5189828	0.6160019
sal + aou	Indian4	(-Inf,26]	-0.8609755	-0.9730641	-0.7488869
sal + aou	Indian4	(26,26.5]	-0.6466004	-0.9765949	-0.3166059
sal + aou	Indian4	(26.5,26.75]	-0.6114659	-0.9100799	-0.3128519
sal + aou	Indian4	(26.75,27]	-0.0731301	-0.1290250	-0.0172352
sal + aou	Indian4	(27,27.25]	0.7453323	0.7250210	0.7656436
sal + aou	Indian4	(27.25,27.5]	0.9574460	0.9474765	0.9674155
sal + aou	Indian4	(27.5,27.75]	0.9676377	0.9605729	0.9747025
sal + aou	Indian4	(27.75,27.85]	0.8214179	0.7497596	0.8930761
sal + aou	Indian4	(27.85,27.95]	0.7659986	0.7094157	0.8225816
sal + aou	Indian4	(27.95,28.05]	0.8368343	0.7745032	0.8991654
sal + aou	Indian4	(28.05,28.1]	0.6823684	0.5314200	0.8333167
sal + aou	Indian4	(28.1, Inf]	0.8364925	0.8200938	0.8528911
sal + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.5070110	-0.5492738	-0.4647483
sal + nitrate	Atlanto-Pacific	(-Inf,26]	-0.3490172	-0.3716342	-0.3264001
sal + nitrate	Atlanto-Pacific	(26,26.5]	-0.2457140	-0.4589470	-0.0324811
sal + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.6583040	-0.6772121	-0.6393959
sal + nitrate	Atlanto-Pacific	(26.75,27]	-0.7090131	-0.7204945	-0.6975317
sal + nitrate	Atlanto-Pacific	(27,27.25]	-0.6780559	-0.6931630	-0.6629487
sal + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.7254501	-0.7381434	-0.7127567
sal + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7840017	-0.7909964	-0.7770071
sal + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7738657	-0.7773540	-0.7703774
sal + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8540697	-0.8634360	-0.8447034
sal + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.9274294	-0.9343643	-0.9204945
sal + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.9550796	-0.9572887	-0.9528705
sal + nitrate	Atlanto-Pacific	(28.1, Inf]	-0.4842880	-0.8235498	-0.1450262
sal + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.8786891	-0.8802223	-0.8771559
sal + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9355719	-0.9357634	-0.9353803
sal + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.8546374	-0.9132469	-0.7960279
sal + nitrate	Indian1	(-Inf,26]	-0.7007337	-0.9048310	-0.4966363
sal + nitrate	Indian1	(26,26.5]	-0.7781353	-0.8093692	-0.7469014
sal + nitrate	Indian1	(26.5,26.75]	-0.0957277	-0.7336805	0.5422251
sal + nitrate	Indian1	(26.75,27]	-0.0777816	-0.7320486	0.5764854
sal + nitrate	Indian1	(27,27.25]	-0.0615349	-0.4849805	0.3619107
sal + nitrate	Indian1	(27.25,27.5]	0.2220108	0.2161775	0.2278442
sal + nitrate	Indian1	(27.5,27.75]	0.1961560	0.0297461	0.3625658
sal + nitrate	Indian1	(27.75,27.85]	0.4084735	0.2415930	0.5753541
sal + nitrate	Indian1	(27.85,27.95]	-0.0563950	-0.0804977	-0.0322922
sal + nitrate	Indian1	(27.95,28.05]	-0.6264802	-0.6392286	-0.6137319
sal + nitrate	Indian1	(28.05,28.1]	-0.8137730	-0.8250362	-0.8025098
sal + nitrate	Indian1	(28.1, Inf]	-0.7904139	-0.8143874	-0.7664405
sal + nitrate	Indian2	(-Inf,26]	-0.4195645	-0.4827280	-0.3564009
sal + nitrate	Indian2	(26,26.5]	-0.4419567	-0.5772021	-0.3067113
sal + nitrate	Indian2	(26.5,26.75]	-0.3743159	-0.8333442	0.0847123
sal + nitrate	Indian2	(26.75,27]	-0.2603474	-0.8963021	0.3756073
sal + nitrate	Indian2	(27,27.25]	-0.1367779	-0.6464793	0.3729234
sal + nitrate	Indian2	(27.25,27.5]	0.3758371	0.3149754	0.4366989
sal + nitrate	Indian2	(27.5,27.75]	0.6585723	0.6022017	0.7149428
sal + nitrate	Indian2	(27.75,27.85]	0.5158016	0.1367990	0.8948042
sal + nitrate	Indian2	(27.85,27.95]	0.7141466	0.6063145	0.8219787
sal + nitrate	Indian2	(27.95,28.05]	0.4718856	0.2601400	0.6836312
sal + nitrate	Indian2	(28.05,28.1]	-0.0423656	-0.2992990	0.2145677
sal + nitrate	Indian2	(28.1, Inf]	0.2279565	0.1232922	0.3326208
sal + nitrate	Indian3	(-Inf,26]	-0.8932547	-0.9006087	-0.8859007
sal + nitrate	Indian3	(26,26.5]	-0.8831090	-0.9018476	-0.8643704
sal + nitrate	Indian3	(26.5,26.75]	-0.7058439	-0.7590379	-0.6526500
sal + nitrate	Indian3	(26.75,27]	0.2032331	0.1342442	0.2722221
sal + nitrate	Indian3	(27,27.25]	0.7951504	0.7422565	0.8480443
sal + nitrate	Indian3	(27.25,27.5]	0.8909648	0.8849254	0.8970042
sal + nitrate	Indian3	(27.5,27.75]	0.9405485	0.9390397	0.9420574
sal + nitrate	Indian3	(27.75,27.85]	0.8713434	0.8344039	0.9082828
sal + nitrate	Indian3	(27.85,27.95]	0.7240021	0.7008752	0.7471290
sal + nitrate	Indian3	(27.95,28.05]	0.3657118	0.3006360	0.4307875
sal + nitrate	Indian3	(28.05,28.1]	-0.1217434	-0.1805619	-0.0629250
sal + nitrate	Indian3	(28.1, Inf]	0.0580281	-0.0278026	0.1438589
sal + nitrate	Indian4	(-Inf,26]	-0.8549329	-0.9755265	-0.7343392
sal + nitrate	Indian4	(26,26.5]	-0.7782060	-0.9842359	-0.5721761
sal + nitrate	Indian4	(26.5,26.75]	-0.9257996	-0.9453140	-0.9062853
sal + nitrate	Indian4	(26.75,27]	-0.6986069	-0.8766096	-0.5206042
sal + nitrate	Indian4	(27,27.25]	0.0975581	-0.2582415	0.4533578
sal + nitrate	Indian4	(27.25,27.5]	0.6168346	0.4401475	0.7935218
sal + nitrate	Indian4	(27.5,27.75]	0.6992106	0.5262725	0.8721487
sal + nitrate	Indian4	(27.75,27.85]	0.0310601	-0.4167749	0.4788950
sal + nitrate	Indian4	(27.85,27.95]	0.2330291	0.2266922	0.2393660
sal + nitrate	Indian4	(27.95,28.05]	0.1863545	0.1478571	0.2248519
sal + nitrate	Indian4	(28.05,28.1]	-0.1104727	-0.1688510	-0.0520945
sal + nitrate	Indian4	(28.1, Inf]	0.0521497	0.0103501	0.0939493
sal + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.1310419	-0.1448702	-0.1172137
sal + oxygen	Atlanto-Pacific	(-Inf,26]	-0.3660315	-0.3811685	-0.3508945
sal + oxygen	Atlanto-Pacific	(26,26.5]	-0.2433194	-0.3734449	-0.1131939
sal + oxygen	Atlanto-Pacific	(26.5,26.75]	0.1007761	0.0598562	0.1416960
sal + oxygen	Atlanto-Pacific	(26.75,27]	0.1525563	0.1452354	0.1598773
sal + oxygen	Atlanto-Pacific	(27,27.25]	0.1936375	0.1664813	0.2207937
sal + oxygen	Atlanto-Pacific	(27.25,27.5]	0.2905612	0.2737260	0.3073965
sal + oxygen	Atlanto-Pacific	(27.5,27.75]	0.4649998	0.4640736	0.4659260
sal + oxygen	Atlanto-Pacific	(27.75,27.85]	0.5580248	0.5526149	0.5634347
sal + oxygen	Atlanto-Pacific	(27.85,27.95]	0.7324394	0.7196745	0.7452044
sal + oxygen	Atlanto-Pacific	(27.95,28.05]	0.8395182	0.8286130	0.8504234
sal + oxygen	Atlanto-Pacific	(28.05,28.1]	0.8868553	0.8777389	0.8959718
sal + oxygen	Atlanto-Pacific	(28.1, Inf]	0.2937789	-0.0905703	0.6781280
sal + oxygen	Atlanto-Pacific	(28.1,28.15]	0.7162055	0.7041994	0.7282116
sal + oxygen	Atlanto-Pacific	(28.15,28.2]	0.8422996	0.8327414	0.8518577
sal + oxygen	Atlanto-Pacific	(28.2, Inf]	0.2609179	0.0157347	0.5061011
sal + oxygen	Indian1	(-Inf,26]	0.6857956	0.4158922	0.9556989
sal + oxygen	Indian1	(26,26.5]	0.3884081	0.2483953	0.5284209
sal + oxygen	Indian1	(26.5,26.75]	-0.4758439	-0.7319367	-0.2197512
sal + oxygen	Indian1	(26.75,27]	-0.8128436	-0.9144233	-0.7112639
sal + oxygen	Indian1	(27,27.25]	-0.9238171	-0.9507728	-0.8968614
sal + oxygen	Indian1	(27.25,27.5]	-0.9265893	-0.9879830	-0.8651956
sal + oxygen	Indian1	(27.5,27.75]	-0.8722014	-0.9248450	-0.8195577
sal + oxygen	Indian1	(27.75,27.85]	-0.9386919	-0.9554553	-0.9219286
sal + oxygen	Indian1	(27.85,27.95]	-0.8944111	-0.9174492	-0.8713729
sal + oxygen	Indian1	(27.95,28.05]	-0.5288100	-0.7175161	-0.3401039
sal + oxygen	Indian1	(28.05,28.1]	0.0620327	-0.2695259	0.3935913
sal + oxygen	Indian1	(28.1, Inf]	-0.5875024	-0.6079374	-0.5670674
sal + oxygen	Indian2	(-Inf,26]	0.4308920	0.2088188	0.6529653
sal + oxygen	Indian2	(26,26.5]	-0.3067308	-0.6171903	0.0037287
sal + oxygen	Indian2	(26.5,26.75]	-0.4056718	-0.4271370	-0.3842066
sal + oxygen	Indian2	(26.75,27]	-0.4374861	-0.7653073	-0.1096648
sal + oxygen	Indian2	(27,27.25]	-0.9363420	-0.9594352	-0.9132488
sal + oxygen	Indian2	(27.25,27.5]	-0.9480414	-0.9743946	-0.9216881
sal + oxygen	Indian2	(27.5,27.75]	-0.9505171	-0.9510735	-0.9499607
sal + oxygen	Indian2	(27.75,27.85]	-0.9191468	-0.9832853	-0.8550083
sal + oxygen	Indian2	(27.85,27.95]	-0.9501660	-0.9533374	-0.9469946
sal + oxygen	Indian2	(27.95,28.05]	-0.8790118	-0.9127061	-0.8453174
sal + oxygen	Indian2	(28.05,28.1]	-0.2749588	-0.4087797	-0.1411379
sal + oxygen	Indian2	(28.1, Inf]	-0.8530874	-0.8778088	-0.8283660
sal + oxygen	Indian3	(-Inf,26]	0.8533024	0.8493751	0.8572296
sal + oxygen	Indian3	(26,26.5]	0.8057889	0.7814247	0.8301531
sal + oxygen	Indian3	(26.5,26.75]	0.5806853	0.4876307	0.6737400
sal + oxygen	Indian3	(26.75,27]	-0.4757806	-0.4767217	-0.4748394
sal + oxygen	Indian3	(27,27.25]	-0.9512328	-0.9515063	-0.9509593
sal + oxygen	Indian3	(27.25,27.5]	-0.9805879	-0.9859264	-0.9752494
sal + oxygen	Indian3	(27.5,27.75]	-0.9666303	-0.9709640	-0.9622966
sal + oxygen	Indian3	(27.75,27.85]	-0.9690061	-0.9693450	-0.9686673
sal + oxygen	Indian3	(27.85,27.95]	-0.9406198	-0.9424630	-0.9387767
sal + oxygen	Indian3	(27.95,28.05]	-0.8184361	-0.8437052	-0.7931671
sal + oxygen	Indian3	(28.05,28.1]	-0.2498969	-0.3541387	-0.1456551
sal + oxygen	Indian3	(28.1, Inf]	-0.6743721	-0.7065457	-0.6421984
sal + oxygen	Indian4	(-Inf,26]	0.9350555	0.8957001	0.9744110
sal + oxygen	Indian4	(26,26.5]	0.4870864	0.0107974	0.9633754
sal + oxygen	Indian4	(26.5,26.75]	0.1606248	-0.5591087	0.8803582
sal + oxygen	Indian4	(26.75,27]	-0.2718147	-0.4217081	-0.1219212
sal + oxygen	Indian4	(27,27.25]	-0.8510388	-0.8779837	-0.8240939
sal + oxygen	Indian4	(27.25,27.5]	-0.9812676	-0.9833743	-0.9791609
sal + oxygen	Indian4	(27.5,27.75]	-0.9629272	-0.9713829	-0.9544715
sal + oxygen	Indian4	(27.75,27.85]	-0.8398248	-0.9023636	-0.7772859
sal + oxygen	Indian4	(27.85,27.95]	-0.7961887	-0.8473168	-0.7450606
sal + oxygen	Indian4	(27.95,28.05]	-0.8846553	-0.9305070	-0.8388035
sal + oxygen	Indian4	(28.05,28.1]	-0.7861395	-0.9036195	-0.6686595
sal + oxygen	Indian4	(28.1, Inf]	-0.8769558	-0.8853287	-0.8685830
sal + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.7691865	-0.7961199	-0.7422530
sal + phosphate	Atlanto-Pacific	(-Inf,26]	-0.1553676	-0.1622454	-0.1484898
sal + phosphate	Atlanto-Pacific	(26,26.5]	-0.1792300	-0.3647404	0.0062803
sal + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.6766941	-0.6977982	-0.6555900
sal + phosphate	Atlanto-Pacific	(26.75,27]	-0.7516380	-0.7675233	-0.7357528
sal + phosphate	Atlanto-Pacific	(27,27.25]	-0.7195255	-0.7331356	-0.7059154
sal + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.7410761	-0.7544662	-0.7276859
sal + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7919868	-0.7962905	-0.7876831
sal + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7842028	-0.7857870	-0.7826187
sal + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8584578	-0.8663482	-0.8505674
sal + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.9276492	-0.9336559	-0.9216425
sal + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.9561419	-0.9580284	-0.9542554
sal + phosphate	Atlanto-Pacific	(28.1, Inf]	-0.5023818	-0.8232538	-0.1815098
sal + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.8899201	-0.8909520	-0.8888882
sal + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9375383	-0.9389509	-0.9361256
sal + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.8573444	-0.9163053	-0.7983834
sal + phosphate	Indian1	(-Inf,26]	-0.6521781	-0.9045574	-0.3997987
sal + phosphate	Indian1	(26,26.5]	-0.7614598	-0.8111708	-0.7117489
sal + phosphate	Indian1	(26.5,26.75]	-0.0913359	-0.7715099	0.5888380
sal + phosphate	Indian1	(26.75,27]	-0.0555199	-0.7534419	0.6424021
sal + phosphate	Indian1	(27,27.25]	0.0287951	-0.4789034	0.5364935
sal + phosphate	Indian1	(27.25,27.5]	0.4301284	0.3336069	0.5266500
sal + phosphate	Indian1	(27.5,27.75]	0.5467598	0.4739748	0.6195448
sal + phosphate	Indian1	(27.75,27.85]	0.6346817	0.4788093	0.7905540
sal + phosphate	Indian1	(27.85,27.95]	0.1322333	0.0415044	0.2229622
sal + phosphate	Indian1	(27.95,28.05]	-0.5629558	-0.6252345	-0.5006771
sal + phosphate	Indian1	(28.05,28.1]	-0.7832091	-0.8354045	-0.7310138
sal + phosphate	Indian1	(28.1, Inf]	-0.7892893	-0.8412627	-0.7373158
sal + phosphate	Indian2	(-Inf,26]	-0.3251401	-0.4386452	-0.2116349
sal + phosphate	Indian2	(26,26.5]	-0.2895170	-0.5101305	-0.0689036
sal + phosphate	Indian2	(26.5,26.75]	-0.2574285	-0.8115430	0.2966860
sal + phosphate	Indian2	(26.75,27]	-0.1353216	-0.9043219	0.6336786
sal + phosphate	Indian2	(27,27.25]	0.0727144	-0.6153783	0.7608072
sal + phosphate	Indian2	(27.25,27.5]	0.5876724	0.3736738	0.8016709
sal + phosphate	Indian2	(27.5,27.75]	0.8277039	0.7628032	0.8926046
sal + phosphate	Indian2	(27.75,27.85]	0.7130084	0.4732931	0.9527236
sal + phosphate	Indian2	(27.85,27.95]	0.7817749	0.6734000	0.8901498
sal + phosphate	Indian2	(27.95,28.05]	0.4827513	0.2716900	0.6938127
sal + phosphate	Indian2	(28.05,28.1]	-0.0614518	-0.3447937	0.2218901
sal + phosphate	Indian2	(28.1, Inf]	0.2464926	0.1137377	0.3792476
sal + phosphate	Indian3	(-Inf,26]	-0.8811076	-0.8871508	-0.8750643
sal + phosphate	Indian3	(26,26.5]	-0.8712719	-0.8911468	-0.8513969
sal + phosphate	Indian3	(26.5,26.75]	-0.6916182	-0.7476505	-0.6355858
sal + phosphate	Indian3	(26.75,27]	0.2316012	0.1631427	0.3000597
sal + phosphate	Indian3	(27,27.25]	0.8121946	0.7629674	0.8614218
sal + phosphate	Indian3	(27.25,27.5]	0.9110413	0.9067448	0.9153379
sal + phosphate	Indian3	(27.5,27.75]	0.9517626	0.9476972	0.9558281
sal + phosphate	Indian3	(27.75,27.85]	0.9157802	0.8974944	0.9340659
sal + phosphate	Indian3	(27.85,27.95]	0.7645898	0.7583451	0.7708344
sal + phosphate	Indian3	(27.95,28.05]	0.3855174	0.3233184	0.4477165
sal + phosphate	Indian3	(28.05,28.1]	-0.1097745	-0.1659018	-0.0536473
sal + phosphate	Indian3	(28.1, Inf]	0.0597095	-0.0236249	0.1430439
sal + phosphate	Indian4	(-Inf,26]	-0.8447585	-0.9729244	-0.7165926
sal + phosphate	Indian4	(26,26.5]	-0.7951169	-0.9853705	-0.6048632
sal + phosphate	Indian4	(26.5,26.75]	-0.9267140	-0.9490805	-0.9043475
sal + phosphate	Indian4	(26.75,27]	-0.6705122	-0.8853268	-0.4556977
sal + phosphate	Indian4	(27,27.25]	0.1194822	-0.2433319	0.4822963
sal + phosphate	Indian4	(27.25,27.5]	0.6555555	0.5129112	0.7981999
sal + phosphate	Indian4	(27.5,27.75]	0.7737004	0.6591988	0.8882020
sal + phosphate	Indian4	(27.75,27.85]	0.2814178	-0.0631219	0.6259575
sal + phosphate	Indian4	(27.85,27.95]	0.2407009	0.1945616	0.2868402
sal + phosphate	Indian4	(27.95,28.05]	0.1490201	0.1439230	0.1541172
sal + phosphate	Indian4	(28.05,28.1]	-0.1650427	-0.1785185	-0.1515669
sal + phosphate	Indian4	(28.1, Inf]	-0.0357448	-0.0452329	-0.0262568
sal + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.7199001	-0.7417006	-0.6980996
sal + silicate	Atlanto-Pacific	(-Inf,26]	-0.6480004	-0.6736888	-0.6223120
sal + silicate	Atlanto-Pacific	(26,26.5]	-0.5832133	-0.6991017	-0.4673249
sal + silicate	Atlanto-Pacific	(26.5,26.75]	-0.7806050	-0.7873333	-0.7738767
sal + silicate	Atlanto-Pacific	(26.75,27]	-0.7634573	-0.7676964	-0.7592181
sal + silicate	Atlanto-Pacific	(27,27.25]	-0.5764341	-0.5914739	-0.5613942
sal + silicate	Atlanto-Pacific	(27.25,27.5]	-0.5603437	-0.5694041	-0.5512832
sal + silicate	Atlanto-Pacific	(27.5,27.75]	-0.6569652	-0.6594471	-0.6544834
sal + silicate	Atlanto-Pacific	(27.75,27.85]	-0.7211599	-0.7246536	-0.7176663
sal + silicate	Atlanto-Pacific	(27.85,27.95]	-0.8337606	-0.8363512	-0.8311701
sal + silicate	Atlanto-Pacific	(27.95,28.05]	-0.9038432	-0.9058274	-0.9018589
sal + silicate	Atlanto-Pacific	(28.05,28.1]	-0.9307998	-0.9320160	-0.9295837
sal + silicate	Atlanto-Pacific	(28.1, Inf]	-0.4400821	-0.8462697	-0.0338944
sal + silicate	Atlanto-Pacific	(28.1,28.15]	-0.8839796	-0.8851709	-0.8827883
sal + silicate	Atlanto-Pacific	(28.15,28.2]	-0.9086500	-0.9101082	-0.9071917
sal + silicate	Atlanto-Pacific	(28.2, Inf]	-0.7701199	-0.8746266	-0.6656132
sal + silicate	Indian1	(-Inf,26]	-0.5962836	-0.8950919	-0.2974752
sal + silicate	Indian1	(26,26.5]	-0.5548538	-0.6644366	-0.4452709
sal + silicate	Indian1	(26.5,26.75]	0.1913416	-0.2340353	0.6167186
sal + silicate	Indian1	(26.75,27]	0.3209505	-0.0963975	0.7382985
sal + silicate	Indian1	(27,27.25]	0.4906670	0.3539230	0.6274111
sal + silicate	Indian1	(27.25,27.5]	0.5960638	0.4964557	0.6956720
sal + silicate	Indian1	(27.5,27.75]	0.5624683	0.3830236	0.7419131
sal + silicate	Indian1	(27.75,27.85]	0.6075995	0.5196868	0.6955123
sal + silicate	Indian1	(27.85,27.95]	0.2471680	0.2118843	0.2824517
sal + silicate	Indian1	(27.95,28.05]	-0.3036538	-0.3544246	-0.2528831
sal + silicate	Indian1	(28.05,28.1]	-0.6109461	-0.6478653	-0.5740270
sal + silicate	Indian1	(28.1, Inf]	-0.8146852	-0.8526171	-0.7767534
sal + silicate	Indian2	(-Inf,26]	-0.5716763	-0.6651476	-0.4782050
sal + silicate	Indian2	(26,26.5]	-0.1264678	-0.2523267	-0.0006088
sal + silicate	Indian2	(26.5,26.75]	-0.0531677	-0.3303870	0.2240517
sal + silicate	Indian2	(26.75,27]	-0.0456941	-0.6857393	0.5943511
sal + silicate	Indian2	(27,27.25]	0.2479088	-0.1392183	0.6350360
sal + silicate	Indian2	(27.25,27.5]	0.5458730	0.5166373	0.5751088
sal + silicate	Indian2	(27.5,27.75]	0.6485722	0.4220121	0.8751322
sal + silicate	Indian2	(27.75,27.85]	0.7985707	0.7730248	0.8241166
sal + silicate	Indian2	(27.85,27.95]	0.7603631	0.6565035	0.8642228
sal + silicate	Indian2	(27.95,28.05]	0.5794124	0.5074691	0.6513557
sal + silicate	Indian2	(28.05,28.1]	-0.0232507	-0.2234018	0.1769003
sal + silicate	Indian2	(28.1, Inf]	-0.0770325	-0.1018528	-0.0522122
sal + silicate	Indian3	(-Inf,26]	-0.9544015	-0.9580187	-0.9507842
sal + silicate	Indian3	(26,26.5]	-0.9421099	-0.9428530	-0.9413667
sal + silicate	Indian3	(26.5,26.75]	-0.7100953	-0.8108337	-0.6093569
sal + silicate	Indian3	(26.75,27]	0.3676639	0.3499756	0.3853523
sal + silicate	Indian3	(27,27.25]	0.7956767	0.7907826	0.8005707
sal + silicate	Indian3	(27.25,27.5]	0.7773921	0.7545230	0.8002612
sal + silicate	Indian3	(27.5,27.75]	0.8013193	0.7741565	0.8284822
sal + silicate	Indian3	(27.75,27.85]	0.9025741	0.8998187	0.9053295
sal + silicate	Indian3	(27.85,27.95]	0.7961757	0.7917600	0.8005914
sal + silicate	Indian3	(27.95,28.05]	0.5098766	0.4645437	0.5552094
sal + silicate	Indian3	(28.05,28.1]	-0.0168827	-0.0801122	0.0463469
sal + silicate	Indian3	(28.1, Inf]	-0.1325092	-0.2615197	-0.0034986
sal + silicate	Indian4	(-Inf,26]	-0.8442783	-0.9422229	-0.7463338
sal + silicate	Indian4	(26,26.5]	-0.6178382	-0.9794584	-0.2562181
sal + silicate	Indian4	(26.5,26.75]	-0.6236928	-0.9179273	-0.3294584
sal + silicate	Indian4	(26.75,27]	-0.3898166	-0.6636187	-0.1160144
sal + silicate	Indian4	(27,27.25]	0.3709965	0.1145141	0.6274790
sal + silicate	Indian4	(27.25,27.5]	0.7306117	0.6222405	0.8389829
sal + silicate	Indian4	(27.5,27.75]	0.8981912	0.8740718	0.9223106
sal + silicate	Indian4	(27.75,27.85]	0.8025440	0.7345074	0.8705807
sal + silicate	Indian4	(27.85,27.95]	0.5110886	0.4177816	0.6043955
sal + silicate	Indian4	(27.95,28.05]	0.3633870	0.3137307	0.4130433
sal + silicate	Indian4	(28.05,28.1]	0.2665792	0.1055045	0.4276539
sal + silicate	Indian4	(28.1, Inf]	0.2591188	0.1990563	0.3191812
sal + temp	Atlanto-Pacific	(-Inf,26.5]	0.9123062	0.9086445	0.9159680
sal + temp	Atlanto-Pacific	(-Inf,26]	0.7997063	0.7647409	0.8346717
sal + temp	Atlanto-Pacific	(26,26.5]	0.9329911	0.9302061	0.9357761
sal + temp	Atlanto-Pacific	(26.5,26.75]	0.9873585	0.9873424	0.9873745
sal + temp	Atlanto-Pacific	(26.75,27]	0.9822228	0.9815445	0.9829011
sal + temp	Atlanto-Pacific	(27,27.25]	0.9803044	0.9796600	0.9809488
sal + temp	Atlanto-Pacific	(27.25,27.5]	0.9696400	0.9683334	0.9709467
sal + temp	Atlanto-Pacific	(27.5,27.75]	0.9605315	0.9593289	0.9617341
sal + temp	Atlanto-Pacific	(27.75,27.85]	0.9859814	0.9848519	0.9871110
sal + temp	Atlanto-Pacific	(27.85,27.95]	0.9751012	0.9728875	0.9773149
sal + temp	Atlanto-Pacific	(27.95,28.05]	0.9496763	0.9489349	0.9504176
sal + temp	Atlanto-Pacific	(28.05,28.1]	0.9508513	0.9483543	0.9533483
sal + temp	Atlanto-Pacific	(28.1, Inf]	-0.0068714	-0.3060618	0.2923189
sal + temp	Atlanto-Pacific	(28.1,28.15]	0.9674546	0.9613898	0.9735194
sal + temp	Atlanto-Pacific	(28.15,28.2]	0.8053356	0.7008804	0.9097908
sal + temp	Atlanto-Pacific	(28.2, Inf]	0.5709699	0.3895932	0.7523465
sal + temp	Indian1	(-Inf,26]	-0.1116184	-0.2521462	0.0289094
sal + temp	Indian1	(26,26.5]	0.8425819	0.7749821	0.9101818
sal + temp	Indian1	(26.5,26.75]	0.9535402	0.9413663	0.9657142
sal + temp	Indian1	(26.75,27]	0.9744778	0.9694649	0.9794906
sal + temp	Indian1	(27,27.25]	0.9609305	0.9525818	0.9692791
sal + temp	Indian1	(27.25,27.5]	0.9165061	0.8795873	0.9534248
sal + temp	Indian1	(27.5,27.75]	0.8629374	0.7825378	0.9433371
sal + temp	Indian1	(27.75,27.85]	0.9438460	0.9386143	0.9490777
sal + temp	Indian1	(27.85,27.95]	0.9589963	0.9494597	0.9685330
sal + temp	Indian1	(27.95,28.05]	0.9582840	0.9469315	0.9696366
sal + temp	Indian1	(28.05,28.1]	0.9721992	0.9586325	0.9857658
sal + temp	Indian1	(28.1, Inf]	0.9564743	0.9515739	0.9613746
sal + temp	Indian2	(-Inf,26]	0.0144747	-0.4514967	0.4804461
sal + temp	Indian2	(26,26.5]	0.9115052	0.8808655	0.9421449
sal + temp	Indian2	(26.5,26.75]	0.9584633	0.9552184	0.9617081
sal + temp	Indian2	(26.75,27]	0.9720116	0.9612059	0.9828174
sal + temp	Indian2	(27,27.25]	0.9755868	0.9702591	0.9809146
sal + temp	Indian2	(27.25,27.5]	0.9307798	0.8917000	0.9698596
sal + temp	Indian2	(27.5,27.75]	0.8397204	0.7301213	0.9493195
sal + temp	Indian2	(27.75,27.85]	0.8977762	0.8286699	0.9668825
sal + temp	Indian2	(27.85,27.95]	0.9432308	0.9247912	0.9616704
sal + temp	Indian2	(27.95,28.05]	0.9152168	0.8669767	0.9634568
sal + temp	Indian2	(28.05,28.1]	0.8599096	0.8527163	0.8671028
sal + temp	Indian2	(28.1, Inf]	0.9523762	0.9428985	0.9618540
sal + temp	Indian3	(-Inf,26]	0.7851673	0.7523085	0.8180260
sal + temp	Indian3	(26,26.5]	0.8997341	0.8908757	0.9085925
sal + temp	Indian3	(26.5,26.75]	0.9234590	0.9097660	0.9371521
sal + temp	Indian3	(26.75,27]	0.9501615	0.9410036	0.9593194
sal + temp	Indian3	(27,27.25]	0.9364203	0.9211054	0.9517353
sal + temp	Indian3	(27.25,27.5]	0.9380978	0.9363302	0.9398653
sal + temp	Indian3	(27.5,27.75]	0.8874687	0.8853508	0.8895867
sal + temp	Indian3	(27.75,27.85]	0.9290685	0.9193131	0.9388240
sal + temp	Indian3	(27.85,27.95]	0.9214367	0.9136782	0.9291952
sal + temp	Indian3	(27.95,28.05]	0.9398052	0.9325623	0.9470481
sal + temp	Indian3	(28.05,28.1]	0.8640794	0.8233534	0.9048054
sal + temp	Indian3	(28.1, Inf]	0.9208971	0.9044460	0.9373482
sal + temp	Indian4	(-Inf,26]	0.4110980	0.0839826	0.7382134
sal + temp	Indian4	(26,26.5]	0.9409298	0.9336242	0.9482353
sal + temp	Indian4	(26.5,26.75]	0.9833056	0.9746650	0.9919462
sal + temp	Indian4	(26.75,27]	0.9883047	0.9844987	0.9921108
sal + temp	Indian4	(27,27.25]	0.8991688	0.8774975	0.9208401
sal + temp	Indian4	(27.25,27.5]	0.9051785	0.8879027	0.9224544
sal + temp	Indian4	(27.5,27.75]	0.7528566	0.6577969	0.8479163
sal + temp	Indian4	(27.75,27.85]	0.7876271	0.7226785	0.8525757
sal + temp	Indian4	(27.85,27.95]	0.8350584	0.7824745	0.8876424
sal + temp	Indian4	(27.95,28.05]	0.9557373	0.9412040	0.9702705
sal + temp	Indian4	(28.05,28.1]	0.9691577	0.9542999	0.9840154
sal + temp	Indian4	(28.1, Inf]	0.9226708	0.9203005	0.9250412
temp + aou	Atlanto-Pacific	(-Inf,26.5]	-0.3279300	-0.3707084	-0.2851516
temp + aou	Atlanto-Pacific	(-Inf,26]	-0.1627802	-0.1898750	-0.1356853
temp + aou	Atlanto-Pacific	(26,26.5]	-0.0554527	-0.1884480	0.0775426
temp + aou	Atlanto-Pacific	(26.5,26.75]	-0.3047939	-0.3059238	-0.3036640
temp + aou	Atlanto-Pacific	(26.75,27]	-0.3790078	-0.3976882	-0.3603274
temp + aou	Atlanto-Pacific	(27,27.25]	-0.3777339	-0.4059161	-0.3495516
temp + aou	Atlanto-Pacific	(27.25,27.5]	-0.4381536	-0.4535422	-0.4227651
temp + aou	Atlanto-Pacific	(27.5,27.75]	-0.5591485	-0.5685878	-0.5497092
temp + aou	Atlanto-Pacific	(27.75,27.85]	-0.6328782	-0.6453036	-0.6204529
temp + aou	Atlanto-Pacific	(27.85,27.95]	-0.7271132	-0.7502865	-0.7039398
temp + aou	Atlanto-Pacific	(27.95,28.05]	-0.7655419	-0.7741937	-0.7568900
temp + aou	Atlanto-Pacific	(28.05,28.1]	-0.7708270	-0.7850887	-0.7565653
temp + aou	Atlanto-Pacific	(28.1, Inf]	0.8196778	0.7928840	0.8464715
temp + aou	Atlanto-Pacific	(28.1,28.15]	-0.6646850	-0.6704702	-0.6588999
temp + aou	Atlanto-Pacific	(28.15,28.2]	-0.5963546	-0.7192552	-0.4734540
temp + aou	Atlanto-Pacific	(28.2, Inf]	0.2550189	0.1865555	0.3234823
temp + aou	Indian1	(-Inf,26]	0.0615123	0.0289721	0.0940525
temp + aou	Indian1	(26,26.5]	-0.3656282	-0.3938799	-0.3373764
temp + aou	Indian1	(26.5,26.75]	0.2024489	-0.1100435	0.5149413
temp + aou	Indian1	(26.75,27]	0.4882853	0.1988274	0.7777433
temp + aou	Indian1	(27,27.25]	0.7563999	0.7426039	0.7701958
temp + aou	Indian1	(27.25,27.5]	0.7627678	0.6951993	0.8303362
temp + aou	Indian1	(27.5,27.75]	0.8273269	0.8169373	0.8377165
temp + aou	Indian1	(27.75,27.85]	0.9570306	0.9489349	0.9651264
temp + aou	Indian1	(27.85,27.95]	0.8879680	0.8332848	0.9426512
temp + aou	Indian1	(27.95,28.05]	0.4341003	0.2297870	0.6384136
temp + aou	Indian1	(28.05,28.1]	-0.1741670	-0.3250723	-0.0232618
temp + aou	Indian1	(28.1, Inf]	0.4906204	0.4882953	0.4929456
temp + aou	Indian2	(-Inf,26]	-0.4252291	-0.4484805	-0.4019777
temp + aou	Indian2	(26,26.5]	0.1657714	-0.0638780	0.3954208
temp + aou	Indian2	(26.5,26.75]	0.1363796	-0.0380719	0.3108311
temp + aou	Indian2	(26.75,27]	0.0604967	-0.5067227	0.6277161
temp + aou	Indian2	(27,27.25]	0.8310294	0.8284943	0.8335645
temp + aou	Indian2	(27.25,27.5]	0.7871465	0.7029451	0.8713479
temp + aou	Indian2	(27.5,27.75]	0.8205450	0.7456646	0.8954254
temp + aou	Indian2	(27.75,27.85]	0.8750292	0.7974199	0.9526385
temp + aou	Indian2	(27.85,27.95]	0.9242389	0.8851199	0.9633580
temp + aou	Indian2	(27.95,28.05]	0.7882152	0.6756358	0.9007945
temp + aou	Indian2	(28.05,28.1]	0.4092724	0.4073363	0.4112085
temp + aou	Indian2	(28.1, Inf]	0.8601707	0.8371261	0.8832153
temp + aou	Indian3	(-Inf,26]	-0.8150550	-0.8376728	-0.7924373
temp + aou	Indian3	(26,26.5]	-0.7132434	-0.7234377	-0.7030491
temp + aou	Indian3	(26.5,26.75]	-0.4546252	-0.5338590	-0.3753915
temp + aou	Indian3	(26.75,27]	0.2308986	0.2177255	0.2440716
temp + aou	Indian3	(27,27.25]	0.7869588	0.7758782	0.7980394
temp + aou	Indian3	(27.25,27.5]	0.8752072	0.8643870	0.8860275
temp + aou	Indian3	(27.5,27.75]	0.9059791	0.8984217	0.9135365
temp + aou	Indian3	(27.75,27.85]	0.9471695	0.9456409	0.9486981
temp + aou	Indian3	(27.85,27.95]	0.8906189	0.8797014	0.9015364
temp + aou	Indian3	(27.95,28.05]	0.7695947	0.7415212	0.7976682
temp + aou	Indian3	(28.05,28.1]	0.4589863	0.4120014	0.5059712
temp + aou	Indian3	(28.1, Inf]	0.7321084	0.6873203	0.7768966
temp + aou	Indian4	(-Inf,26]	-0.7463601	-0.8094778	-0.6832424
temp + aou	Indian4	(26,26.5]	-0.4821753	-0.9150006	-0.0493501
temp + aou	Indian4	(26.5,26.75]	-0.5617116	-0.8347139	-0.2887094
temp + aou	Indian4	(26.75,27]	-0.1095950	-0.2084018	-0.0107882
temp + aou	Indian4	(27,27.25]	0.4403386	0.4205999	0.4600773
temp + aou	Indian4	(27.25,27.5]	0.7834502	0.7368123	0.8300881
temp + aou	Indian4	(27.5,27.75]	0.7702100	0.6661710	0.8742490
temp + aou	Indian4	(27.75,27.85]	0.8011969	0.7367315	0.8656623
temp + aou	Indian4	(27.85,27.95]	0.8702715	0.7943451	0.9461978
temp + aou	Indian4	(27.95,28.05]	0.8997676	0.8530816	0.9464536
temp + aou	Indian4	(28.05,28.1]	0.7895183	0.6951696	0.8838670
temp + aou	Indian4	(28.1, Inf]	0.9149423	0.9074789	0.9224056
temp + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.5932850	-0.6288437	-0.5577263
temp + nitrate	Atlanto-Pacific	(-Inf,26]	-0.4911357	-0.5024108	-0.4798607
temp + nitrate	Atlanto-Pacific	(26,26.5]	-0.3872291	-0.5598805	-0.2145776
temp + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.6380688	-0.6677257	-0.6084120
temp + nitrate	Atlanto-Pacific	(26.75,27]	-0.6896241	-0.7096004	-0.6696478
temp + nitrate	Atlanto-Pacific	(27,27.25]	-0.6736551	-0.6850335	-0.6622767
temp + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.7089859	-0.7188374	-0.6991344
temp + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7508237	-0.7688452	-0.7328023
temp + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7620812	-0.7744184	-0.7497441
temp + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8098703	-0.8316484	-0.7880923
temp + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.8439213	-0.8519811	-0.8358616
temp + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.8470612	-0.8556877	-0.8384348
temp + nitrate	Atlanto-Pacific	(28.1, Inf]	0.6224506	0.5802918	0.6646094
temp + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.7648307	-0.7785044	-0.7511570
temp + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.6487153	-0.7660798	-0.5313508
temp + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.2285122	-0.3187099	-0.1383145
temp + nitrate	Indian1	(-Inf,26]	-0.1776787	-0.2450325	-0.1103249
temp + nitrate	Indian1	(26,26.5]	-0.6311088	-0.7333731	-0.5288445
temp + nitrate	Indian1	(26.5,26.75]	-0.2055168	-0.7487037	0.3376700
temp + nitrate	Indian1	(26.75,27]	-0.2186385	-0.8381369	0.4008598
temp + nitrate	Indian1	(27,27.25]	-0.2571885	-0.6678599	0.1534828
temp + nitrate	Indian1	(27.25,27.5]	-0.0431565	-0.2306694	0.1443565
temp + nitrate	Indian1	(27.5,27.75]	0.1596443	0.1296798	0.1896088
temp + nitrate	Indian1	(27.75,27.85]	0.5497566	0.4618941	0.6376190
temp + nitrate	Indian1	(27.85,27.95]	0.0493092	-0.0294953	0.1281137
temp + nitrate	Indian1	(27.95,28.05]	-0.5064407	-0.5204034	-0.4924779
temp + nitrate	Indian1	(28.05,28.1]	-0.7074199	-0.7629841	-0.6518557
temp + nitrate	Indian1	(28.1, Inf]	-0.6946245	-0.7603259	-0.6289232
temp + nitrate	Indian2	(-Inf,26]	-0.4770387	-0.4961704	-0.4579070
temp + nitrate	Indian2	(26,26.5]	-0.4153640	-0.5461133	-0.2846147
temp + nitrate	Indian2	(26.5,26.75]	-0.4010438	-0.8734887	0.0714011
temp + nitrate	Indian2	(26.75,27]	-0.3332787	-0.9386810	0.2721236
temp + nitrate	Indian2	(27,27.25]	-0.2292590	-0.7458816	0.2873637
temp + nitrate	Indian2	(27.25,27.5]	0.1335768	-0.1026139	0.3697674
temp + nitrate	Indian2	(27.5,27.75]	0.4846089	0.3300984	0.6391194
temp + nitrate	Indian2	(27.75,27.85]	0.5062003	0.1678766	0.8445239
temp + nitrate	Indian2	(27.85,27.95]	0.7230842	0.6749564	0.7712120
temp + nitrate	Indian2	(27.95,28.05]	0.4256772	0.3105283	0.5408261
temp + nitrate	Indian2	(28.05,28.1]	0.2037912	0.1025778	0.3050045
temp + nitrate	Indian2	(28.1, Inf]	0.3662188	0.2638143	0.4686233
temp + nitrate	Indian3	(-Inf,26]	-0.8392680	-0.8640518	-0.8144842
temp + nitrate	Indian3	(26,26.5]	-0.7706807	-0.7782311	-0.7631304
temp + nitrate	Indian3	(26.5,26.75]	-0.5608828	-0.6085667	-0.5131989
temp + nitrate	Indian3	(26.75,27]	0.0078114	-0.0605710	0.0761939
temp + nitrate	Indian3	(27,27.25]	0.5865162	0.5417956	0.6312368
temp + nitrate	Indian3	(27.25,27.5]	0.7217333	0.7115386	0.7319281
temp + nitrate	Indian3	(27.5,27.75]	0.8385862	0.8362134	0.8409590
temp + nitrate	Indian3	(27.75,27.85]	0.8575661	0.8267938	0.8883385
temp + nitrate	Indian3	(27.85,27.95]	0.6705449	0.6390010	0.7020889
temp + nitrate	Indian3	(27.95,28.05]	0.3954333	0.3411074	0.4497592
temp + nitrate	Indian3	(28.05,28.1]	0.2127258	0.2019495	0.2235021
temp + nitrate	Indian3	(28.1, Inf]	0.2883677	0.2085382	0.3681971
temp + nitrate	Indian4	(-Inf,26]	-0.7789320	-0.8339564	-0.7239077
temp + nitrate	Indian4	(26,26.5]	-0.6478075	-0.9336481	-0.3619669
temp + nitrate	Indian4	(26.5,26.75]	-0.8982737	-0.9082835	-0.8882639
temp + nitrate	Indian4	(26.75,27]	-0.7182630	-0.9155414	-0.5209847
temp + nitrate	Indian4	(27,27.25]	-0.2611128	-0.5974734	0.0752478
temp + nitrate	Indian4	(27.25,27.5]	0.2948528	0.0416825	0.5480232
temp + nitrate	Indian4	(27.5,27.75]	0.3627985	0.0423007	0.6832962
temp + nitrate	Indian4	(27.75,27.85]	0.0968552	-0.2824684	0.4761789
temp + nitrate	Indian4	(27.85,27.95]	0.4667837	0.4178380	0.5157294
temp + nitrate	Indian4	(27.95,28.05]	0.3113171	0.2641016	0.3585326
temp + nitrate	Indian4	(28.05,28.1]	0.0329661	-0.0862284	0.1521606
temp + nitrate	Indian4	(28.1, Inf]	0.0805454	-0.0065955	0.1676863
temp + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.1203867	-0.1370335	-0.1037400
temp + oxygen	Atlanto-Pacific	(-Inf,26]	-0.3043762	-0.3585511	-0.2502014
temp + oxygen	Atlanto-Pacific	(26,26.5]	-0.1266573	-0.2198845	-0.0334300
temp + oxygen	Atlanto-Pacific	(26.5,26.75]	0.0548849	0.0234262	0.0863435
temp + oxygen	Atlanto-Pacific	(26.75,27]	0.1106699	0.0939322	0.1274075
temp + oxygen	Atlanto-Pacific	(27,27.25]	0.1895235	0.1639221	0.2151249
temp + oxygen	Atlanto-Pacific	(27.25,27.5]	0.2761374	0.2641751	0.2880997
temp + oxygen	Atlanto-Pacific	(27.5,27.75]	0.4241963	0.4119739	0.4364186
temp + oxygen	Atlanto-Pacific	(27.75,27.85]	0.5375931	0.5203873	0.5547990
temp + oxygen	Atlanto-Pacific	(27.85,27.95]	0.6699847	0.6417411	0.6982284
temp + oxygen	Atlanto-Pacific	(27.95,28.05]	0.7185436	0.7066077	0.7304795
temp + oxygen	Atlanto-Pacific	(28.05,28.1]	0.7282452	0.7087196	0.7477709
temp + oxygen	Atlanto-Pacific	(28.1, Inf]	-0.8710009	-0.9060269	-0.8359748
temp + oxygen	Atlanto-Pacific	(28.1,28.15]	0.5583626	0.5569676	0.5597577
temp + oxygen	Atlanto-Pacific	(28.15,28.2]	0.5132364	0.3732305	0.6532423
temp + oxygen	Atlanto-Pacific	(28.2, Inf]	-0.4396005	-0.5157764	-0.3634247
temp + oxygen	Indian1	(-Inf,26]	-0.2591240	-0.3393859	-0.1788621
temp + oxygen	Indian1	(26,26.5]	0.1357718	0.0766136	0.1949301
temp + oxygen	Indian1	(26.5,26.75]	-0.4056653	-0.5782793	-0.2330513
temp + oxygen	Indian1	(26.75,27]	-0.7122418	-0.8393421	-0.5851414
temp + oxygen	Indian1	(27,27.25]	-0.8558059	-0.8629909	-0.8486210
temp + oxygen	Indian1	(27.25,27.5]	-0.8525239	-0.8936624	-0.8113853
temp + oxygen	Indian1	(27.5,27.75]	-0.8907034	-0.8980990	-0.8833079
temp + oxygen	Indian1	(27.75,27.85]	-0.9753911	-0.9799156	-0.9708667
temp + oxygen	Indian1	(27.85,27.95]	-0.9345196	-0.9688859	-0.9001532
temp + oxygen	Indian1	(27.95,28.05]	-0.6438423	-0.8108806	-0.4768039
temp + oxygen	Indian1	(28.05,28.1]	-0.0961463	-0.3654098	0.1731172
temp + oxygen	Indian1	(28.1, Inf]	-0.7410867	-0.7453793	-0.7367942
temp + oxygen	Indian2	(-Inf,26]	0.2387378	0.1117301	0.3657455
temp + oxygen	Indian2	(26,26.5]	-0.3498148	-0.6791993	-0.0204303
temp + oxygen	Indian2	(26.5,26.75]	-0.4017751	-0.4287294	-0.3748208
temp + oxygen	Indian2	(26.75,27]	-0.3487709	-0.6913626	-0.0061792
temp + oxygen	Indian2	(27,27.25]	-0.8990715	-0.9171731	-0.8809699
temp + oxygen	Indian2	(27.25,27.5]	-0.8615297	-0.9135090	-0.8095504
temp + oxygen	Indian2	(27.5,27.75]	-0.8769115	-0.9327711	-0.8210519
temp + oxygen	Indian2	(27.75,27.85]	-0.9136812	-0.9662412	-0.8611212
temp + oxygen	Indian2	(27.85,27.95]	-0.9467733	-0.9792596	-0.9142869
temp + oxygen	Indian2	(27.95,28.05]	-0.8423257	-0.9438178	-0.7408336
temp + oxygen	Indian2	(28.05,28.1]	-0.4986759	-0.5352002	-0.4621515
temp + oxygen	Indian2	(28.1, Inf]	-0.9150389	-0.9362980	-0.8937798
temp + oxygen	Indian3	(-Inf,26]	0.7768122	0.7508925	0.8027319
temp + oxygen	Indian3	(26,26.5]	0.6666215	0.6544799	0.6787632
temp + oxygen	Indian3	(26.5,26.75]	0.4119360	0.3258373	0.4980347
temp + oxygen	Indian3	(26.75,27]	-0.2980435	-0.2984231	-0.2976639
temp + oxygen	Indian3	(27,27.25]	-0.8286902	-0.8429742	-0.8144061
temp + oxygen	Indian3	(27.25,27.5]	-0.9086007	-0.9179715	-0.8992298
temp + oxygen	Indian3	(27.5,27.75]	-0.9353980	-0.9404444	-0.9303516
temp + oxygen	Indian3	(27.75,27.85]	-0.9633982	-0.9653742	-0.9614221
temp + oxygen	Indian3	(27.85,27.95]	-0.9276333	-0.9352645	-0.9200020
temp + oxygen	Indian3	(27.95,28.05]	-0.8388114	-0.8596895	-0.8179333
temp + oxygen	Indian3	(28.05,28.1]	-0.5371489	-0.5923804	-0.4819173
temp + oxygen	Indian3	(28.1, Inf]	-0.8196957	-0.8536656	-0.7857258
temp + oxygen	Indian4	(-Inf,26]	0.5647015	0.4068134	0.7225896
temp + oxygen	Indian4	(26,26.5]	0.3076965	-0.2667188	0.8821119
temp + oxygen	Indian4	(26.5,26.75]	0.1041286	-0.5856374	0.7938947
temp + oxygen	Indian4	(26.75,27]	-0.2403864	-0.3504856	-0.1302872
temp + oxygen	Indian4	(27,27.25]	-0.5979355	-0.6446780	-0.5511929
temp + oxygen	Indian4	(27.25,27.5]	-0.8546997	-0.8779970	-0.8314023
temp + oxygen	Indian4	(27.5,27.75]	-0.8364524	-0.9097972	-0.7631077
temp + oxygen	Indian4	(27.75,27.85]	-0.8610638	-0.8987924	-0.8233351
temp + oxygen	Indian4	(27.85,27.95]	-0.9160850	-0.9700543	-0.8621157
temp + oxygen	Indian4	(27.95,28.05]	-0.9435609	-0.9728749	-0.9142470
temp + oxygen	Indian4	(28.05,28.1]	-0.8761032	-0.9423336	-0.8098728
temp + oxygen	Indian4	(28.1, Inf]	-0.9558343	-0.9597378	-0.9519308
temp + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.7323346	-0.7484250	-0.7162441
temp + phosphate	Atlanto-Pacific	(-Inf,26]	-0.3579183	-0.3610771	-0.3547596
temp + phosphate	Atlanto-Pacific	(26,26.5]	-0.3203211	-0.4693796	-0.1712626
temp + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.6505685	-0.6824103	-0.6187266
temp + phosphate	Atlanto-Pacific	(26.75,27]	-0.7300890	-0.7539304	-0.7062476
temp + phosphate	Atlanto-Pacific	(27,27.25]	-0.7135486	-0.7244279	-0.7026692
temp + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.7261502	-0.7365229	-0.7157776
temp + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7592376	-0.7747557	-0.7437195
temp + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7725067	-0.7826814	-0.7623319
temp + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8140042	-0.8339501	-0.7940583
temp + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.8431060	-0.8497089	-0.8365031
temp + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.8465644	-0.8543112	-0.8388176
temp + phosphate	Atlanto-Pacific	(28.1, Inf]	0.6100847	0.5553261	0.6648434
temp + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.7806147	-0.7933847	-0.7678446
temp + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.6537195	-0.7691660	-0.5382731
temp + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.2320360	-0.3205755	-0.1434965
temp + phosphate	Indian1	(-Inf,26]	-0.2228514	-0.3259533	-0.1197495
temp + phosphate	Indian1	(26,26.5]	-0.6312294	-0.7498205	-0.5126383
temp + phosphate	Indian1	(26.5,26.75]	-0.1954600	-0.7802105	0.3892906
temp + phosphate	Indian1	(26.75,27]	-0.1908924	-0.8545483	0.4727634
temp + phosphate	Indian1	(27,27.25]	-0.1582372	-0.6518648	0.3353904
temp + phosphate	Indian1	(27.25,27.5]	0.1741369	-0.1159788	0.4642527
temp + phosphate	Indian1	(27.5,27.75]	0.4911691	0.4254111	0.5569271
temp + phosphate	Indian1	(27.75,27.85]	0.7009673	0.6411130	0.7608217
temp + phosphate	Indian1	(27.85,27.95]	0.2181006	0.1977889	0.2384124
temp + phosphate	Indian1	(27.95,28.05]	-0.4420545	-0.5090297	-0.3750793
temp + phosphate	Indian1	(28.05,28.1]	-0.6687786	-0.7768947	-0.5606626
temp + phosphate	Indian1	(28.1, Inf]	-0.6831045	-0.7712120	-0.5949971
temp + phosphate	Indian2	(-Inf,26]	-0.4639069	-0.5161653	-0.4116485
temp + phosphate	Indian2	(26,26.5]	-0.2798166	-0.4838143	-0.0758190
temp + phosphate	Indian2	(26.5,26.75]	-0.2913996	-0.8470347	0.2642356
temp + phosphate	Indian2	(26.75,27]	-0.2188080	-0.9438159	0.5061999
temp + phosphate	Indian2	(27,27.25]	-0.0350384	-0.7203438	0.6502671
temp + phosphate	Indian2	(27.25,27.5]	0.3429165	-0.0435723	0.7294053
temp + phosphate	Indian2	(27.5,27.75]	0.6713350	0.5151106	0.8275594
temp + phosphate	Indian2	(27.75,27.85]	0.7193390	0.5244771	0.9142009
temp + phosphate	Indian2	(27.85,27.95]	0.7721210	0.7285536	0.8156884
temp + phosphate	Indian2	(27.95,28.05]	0.4351374	0.3219147	0.5483601
temp + phosphate	Indian2	(28.05,28.1]	0.1911203	0.0604908	0.3217497
temp + phosphate	Indian2	(28.1, Inf]	0.3764490	0.2485537	0.5043443
temp + phosphate	Indian3	(-Inf,26]	-0.8342260	-0.8581552	-0.8102968
temp + phosphate	Indian3	(26,26.5]	-0.7601639	-0.7711082	-0.7492195
temp + phosphate	Indian3	(26.5,26.75]	-0.5446045	-0.5952157	-0.4939933
temp + phosphate	Indian3	(26.75,27]	0.0361641	-0.0308463	0.1031745
temp + phosphate	Indian3	(27,27.25]	0.6053395	0.5668082	0.6438708
temp + phosphate	Indian3	(27.25,27.5]	0.7493602	0.7411881	0.7575324
temp + phosphate	Indian3	(27.5,27.75]	0.8608370	0.8586931	0.8629810
temp + phosphate	Indian3	(27.75,27.85]	0.8797881	0.8792024	0.8803737
temp + phosphate	Indian3	(27.85,27.95]	0.6769298	0.6617561	0.6921036
temp + phosphate	Indian3	(27.95,28.05]	0.4073175	0.3544433	0.4601918
temp + phosphate	Indian3	(28.05,28.1]	0.2293402	0.2261687	0.2325116
temp + phosphate	Indian3	(28.1, Inf]	0.2884217	0.2114975	0.3653458
temp + phosphate	Indian4	(-Inf,26]	-0.7934000	-0.8453344	-0.7414656
temp + phosphate	Indian4	(26,26.5]	-0.6585147	-0.9379011	-0.3791284
temp + phosphate	Indian4	(26.5,26.75]	-0.8933959	-0.8965786	-0.8902132
temp + phosphate	Indian4	(26.75,27]	-0.6863407	-0.9203570	-0.4523244
temp + phosphate	Indian4	(27,27.25]	-0.2326658	-0.5784796	0.1131480
temp + phosphate	Indian4	(27.25,27.5]	0.3463266	0.1357854	0.5568678
temp + phosphate	Indian4	(27.5,27.75]	0.5429206	0.3322780	0.7535632
temp + phosphate	Indian4	(27.75,27.85]	0.3321410	0.0491368	0.6151451
temp + phosphate	Indian4	(27.85,27.95]	0.3923943	0.3752783	0.4095102
temp + phosphate	Indian4	(27.95,28.05]	0.2560823	0.2452917	0.2668729
temp + phosphate	Indian4	(28.05,28.1]	-0.0209034	-0.0922251	0.0504182
temp + phosphate	Indian4	(28.1, Inf]	-0.0043175	-0.0689808	0.0603458
temp + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.6620648	-0.6783610	-0.6457686
temp + silicate	Atlanto-Pacific	(-Inf,26]	-0.6391398	-0.6547697	-0.6235098
temp + silicate	Atlanto-Pacific	(26,26.5]	-0.6644350	-0.7392123	-0.5896576
temp + silicate	Atlanto-Pacific	(26.5,26.75]	-0.7981832	-0.8096743	-0.7866921
temp + silicate	Atlanto-Pacific	(26.75,27]	-0.7938573	-0.7978964	-0.7898182
temp + silicate	Atlanto-Pacific	(27,27.25]	-0.6086776	-0.6257691	-0.5915861
temp + silicate	Atlanto-Pacific	(27.25,27.5]	-0.5866145	-0.5930114	-0.5802177
temp + silicate	Atlanto-Pacific	(27.5,27.75]	-0.6680139	-0.6737767	-0.6622512
temp + silicate	Atlanto-Pacific	(27.75,27.85]	-0.7200942	-0.7246691	-0.7155193
temp + silicate	Atlanto-Pacific	(27.85,27.95]	-0.7972323	-0.8114900	-0.7829745
temp + silicate	Atlanto-Pacific	(27.95,28.05]	-0.8187215	-0.8244266	-0.8130164
temp + silicate	Atlanto-Pacific	(28.05,28.1]	-0.8021520	-0.8111264	-0.7931777
temp + silicate	Atlanto-Pacific	(28.1, Inf]	0.5597103	0.4556275	0.6637930
temp + silicate	Atlanto-Pacific	(28.1,28.15]	-0.7701550	-0.7828287	-0.7574813
temp + silicate	Atlanto-Pacific	(28.15,28.2]	-0.6054039	-0.7262714	-0.4845364
temp + silicate	Atlanto-Pacific	(28.2, Inf]	-0.1282106	-0.1585542	-0.0978671
temp + silicate	Indian1	(-Inf,26]	-0.0965334	-0.2275157	0.0344488
temp + silicate	Indian1	(26,26.5]	-0.3262146	-0.3560739	-0.2963554
temp + silicate	Indian1	(26.5,26.75]	0.1336736	-0.1925999	0.4599471
temp + silicate	Indian1	(26.75,27]	0.1887231	-0.2450047	0.6224509
temp + silicate	Indian1	(27,27.25]	0.3342411	0.1483684	0.5201138
temp + silicate	Indian1	(27.25,27.5]	0.3612183	0.2877785	0.4346581
temp + silicate	Indian1	(27.5,27.75]	0.2781173	0.2122881	0.3439465
temp + silicate	Indian1	(27.75,27.85]	0.5066231	0.4531941	0.5600522
temp + silicate	Indian1	(27.85,27.95]	0.2374210	0.2064852	0.2683567
temp + silicate	Indian1	(27.95,28.05]	-0.2456017	-0.2883138	-0.2028895
temp + silicate	Indian1	(28.05,28.1]	-0.4985010	-0.5940425	-0.4029594
temp + silicate	Indian1	(28.1, Inf]	-0.8198294	-0.8512402	-0.7884187
temp + silicate	Indian2	(-Inf,26]	-0.4198949	-0.5781326	-0.2616572
temp + silicate	Indian2	(26,26.5]	-0.0742080	-0.2431752	0.0947593
temp + silicate	Indian2	(26.5,26.75]	-0.0753814	-0.3655499	0.2147872
temp + silicate	Indian2	(26.75,27]	-0.1270748	-0.7420374	0.4878879
temp + silicate	Indian2	(27,27.25]	0.1242364	-0.2957950	0.5442677
temp + silicate	Indian2	(27.25,27.5]	0.3277316	0.2054359	0.4500274
temp + silicate	Indian2	(27.5,27.75]	0.3775612	0.3004045	0.4547178
temp + silicate	Indian2	(27.75,27.85]	0.7052600	0.6349668	0.7755533
temp + silicate	Indian2	(27.85,27.95]	0.6660120	0.5783518	0.7536722
temp + silicate	Indian2	(27.95,28.05]	0.4418978	0.4164851	0.4673104
temp + silicate	Indian2	(28.05,28.1]	0.2175647	0.1596207	0.2755086
temp + silicate	Indian2	(28.1, Inf]	0.0050183	-0.0781077	0.0881443
temp + silicate	Indian3	(-Inf,26]	-0.8857350	-0.8996832	-0.8717867
temp + silicate	Indian3	(26,26.5]	-0.8184965	-0.8228456	-0.8141474
temp + silicate	Indian3	(26.5,26.75]	-0.5436796	-0.6411537	-0.4462055
temp + silicate	Indian3	(26.75,27]	0.1866509	0.1683349	0.2049669
temp + silicate	Indian3	(27,27.25]	0.5961097	0.5776325	0.6145870
temp + silicate	Indian3	(27.25,27.5]	0.5952765	0.5668848	0.6236682
temp + silicate	Indian3	(27.5,27.75]	0.6026158	0.5689778	0.6362539
temp + silicate	Indian3	(27.75,27.85]	0.7999148	0.7770815	0.8227481
temp + silicate	Indian3	(27.85,27.95]	0.6244212	0.6067337	0.6421087
temp + silicate	Indian3	(27.95,28.05]	0.4428183	0.3958892	0.4897474
temp + silicate	Indian3	(28.05,28.1]	0.2776381	0.2591479	0.2961283
temp + silicate	Indian3	(28.1, Inf]	0.0470307	-0.0327720	0.1268334
temp + silicate	Indian4	(-Inf,26]	-0.7932777	-0.8833643	-0.7031910
temp + silicate	Indian4	(26,26.5]	-0.4316597	-0.9048538	0.0415345
temp + silicate	Indian4	(26.5,26.75]	-0.5851603	-0.8473992	-0.3229213
temp + silicate	Indian4	(26.75,27]	-0.4139812	-0.7286336	-0.0993287
temp + silicate	Indian4	(27,27.25]	0.0314987	-0.2508691	0.3138665
temp + silicate	Indian4	(27.25,27.5]	0.4362821	0.2568463	0.6157178
temp + silicate	Indian4	(27.5,27.75]	0.5729218	0.3997942	0.7460494
temp + silicate	Indian4	(27.75,27.85]	0.6809760	0.5716402	0.7903119
temp + silicate	Indian4	(27.85,27.95]	0.3637699	0.3014591	0.4260807
temp + silicate	Indian4	(27.95,28.05]	0.3474160	0.3062092	0.3886228
temp + silicate	Indian4	(28.05,28.1]	0.3806134	0.2777091	0.4835178
temp + silicate	Indian4	(28.1, Inf]	0.2045683	0.1779644	0.2311722

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
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	Atlanto-Pacific	(-Inf,26.5]	0.0099381	-0.0708069	0.0906830
aou	Atlanto-Pacific	(-Inf,26]	-0.0897979	-0.1134907	-0.0661051
aou	Atlanto-Pacific	(26,26.5]	-0.6378738	-0.6855806	-0.5901671
aou	Atlanto-Pacific	(26.5,26.75]	-0.6295484	-0.6649129	-0.5941839
aou	Atlanto-Pacific	(26.75,27]	-0.5850819	-0.5854228	-0.5847410
aou	Atlanto-Pacific	(27,27.25]	-0.3225085	-0.3739219	-0.2710951
aou	Atlanto-Pacific	(27.25,27.5]	-0.3109321	-0.3670293	-0.2548348
aou	Atlanto-Pacific	(27.5,27.75]	-0.4591587	-0.4955869	-0.4227305
aou	Atlanto-Pacific	(27.75,27.85]	-0.6378372	-0.6522406	-0.6234338
aou	Atlanto-Pacific	(27.85,27.95]	-0.7544533	-0.7592078	-0.7496988
aou	Atlanto-Pacific	(27.95,28.05]	-0.7927792	-0.7931511	-0.7924072
aou	Atlanto-Pacific	(28.05,28.1]	-0.8332938	-0.8450040	-0.8215837
aou	Atlanto-Pacific	(28.1, Inf]	0.3099729	0.3097650	0.3101808
aou	Atlanto-Pacific	(28.1,28.15]	-0.9062228	-0.9062836	-0.9061620
aou	Atlanto-Pacific	(28.15,28.2]	-0.9312986	-0.9354808	-0.9271165
aou	Atlanto-Pacific	(28.2, Inf]	-0.5780218	-0.7608184	-0.3952252
aou	Indian1	(-Inf,26]	-0.1766709	-0.3578616	0.0045198
aou	Indian1	(26,26.5]	-0.3243089	-0.7547094	0.1060916
aou	Indian1	(26.5,26.75]	-0.3835647	-0.8217741	0.0546446
aou	Indian1	(26.75,27]	0.0891659	-0.0305149	0.2088467
aou	Indian1	(27,27.25]	0.4021884	0.1703892	0.6339877
aou	Indian1	(27.25,27.5]	0.5703126	0.5441368	0.5964884
aou	Indian1	(27.5,27.75]	0.3691398	0.2677933	0.4704864
aou	Indian1	(27.75,27.85]	0.2441678	0.0600866	0.4282491
aou	Indian1	(27.85,27.95]	0.3254965	0.0699822	0.5810107
aou	Indian1	(27.95,28.05]	0.0058600	-0.2523994	0.2641195
aou	Indian1	(28.05,28.1]	-0.4701476	-0.6401869	-0.3001082
aou	Indian1	(28.1, Inf]	0.2229922	0.1536328	0.2923517
aou	Indian2	(-Inf,26]	-0.2248694	-0.6931504	0.2434116
aou	Indian2	(26,26.5]	-0.5817367	-0.9662239	-0.1972495
aou	Indian2	(26.5,26.75]	-0.5266360	-0.9085488	-0.1447232
aou	Indian2	(26.75,27]	-0.5003572	-0.5345797	-0.4661347
aou	Indian2	(27,27.25]	0.3626166	0.0583203	0.6669129
aou	Indian2	(27.25,27.5]	0.4467272	0.4087217	0.4847328
aou	Indian2	(27.5,27.75]	0.2046635	-0.0957726	0.5050996
aou	Indian2	(27.75,27.85]	-0.2091588	-0.4160198	-0.0022977
aou	Indian2	(27.85,27.95]	-0.0896300	-0.2828557	0.1035957
aou	Indian2	(27.95,28.05]	0.2341357	0.0697497	0.3985217
aou	Indian2	(28.05,28.1]	0.2609157	-0.0161055	0.5379370
aou	Indian2	(28.1, Inf]	0.2954018	0.2210023	0.3698013
aou	Indian3	(-Inf,26]	-0.8307157	-0.8812724	-0.7801590
aou	Indian3	(26,26.5]	-0.9615060	-0.9675974	-0.9554147
aou	Indian3	(26.5,26.75]	-0.9517244	-0.9631369	-0.9403120
aou	Indian3	(26.75,27]	-0.6977348	-0.7873096	-0.6081599
aou	Indian3	(27,27.25]	-0.0034349	-0.1832786	0.1764089
aou	Indian3	(27.25,27.5]	0.6828315	0.6368696	0.7287935
aou	Indian3	(27.5,27.75]	0.6036625	0.5018673	0.7054577
aou	Indian3	(27.75,27.85]	0.2782122	0.0252351	0.5311893
aou	Indian3	(27.85,27.95]	0.1552813	-0.0907486	0.4013111
aou	Indian3	(27.95,28.05]	0.0602447	-0.1635767	0.2840661
aou	Indian3	(28.05,28.1]	-0.0111917	-0.3536414	0.3312580
aou	Indian3	(28.1, Inf]	0.3657092	0.1242208	0.6071976
aou	Indian4	(-Inf,26]	-0.6187806	-0.8846470	-0.3529142
aou	Indian4	(26,26.5]	-0.8325853	-0.9525491	-0.7126215
aou	Indian4	(26.5,26.75]	-0.8440062	-0.9620843	-0.7259281
aou	Indian4	(26.75,27]	-0.3377192	-0.4424496	-0.2329887
aou	Indian4	(27,27.25]	0.0969325	0.0249773	0.1688876
aou	Indian4	(27.25,27.5]	0.4562062	0.2723481	0.6400643
aou	Indian4	(27.5,27.75]	0.4786314	0.3363716	0.6208912
aou	Indian4	(27.75,27.85]	0.1797347	0.1206133	0.2388561
aou	Indian4	(27.85,27.95]	0.0008563	-0.0628240	0.0645366
aou	Indian4	(27.95,28.05]	0.2356205	0.1155938	0.3556472
aou	Indian4	(28.05,28.1]	0.1257522	-0.0296900	0.2811944
aou	Indian4	(28.1, Inf]	0.2732492	0.2602591	0.2862394
nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.2150133	-0.3000170	-0.1300096
nitrate	Atlanto-Pacific	(-Inf,26]	-0.1309389	-0.1476760	-0.1142019
nitrate	Atlanto-Pacific	(26,26.5]	-0.7253250	-0.7988943	-0.6517557
nitrate	Atlanto-Pacific	(26.5,26.75]	-0.8179517	-0.8227613	-0.8131422
nitrate	Atlanto-Pacific	(26.75,27]	-0.7994796	-0.8105313	-0.7884279
nitrate	Atlanto-Pacific	(27,27.25]	-0.6386503	-0.6730180	-0.6042826
nitrate	Atlanto-Pacific	(27.25,27.5]	-0.6543551	-0.6968115	-0.6118986
nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7237763	-0.7443956	-0.7031571
nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7965440	-0.8042216	-0.7888663
nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8432079	-0.8463542	-0.8400616
nitrate	Atlanto-Pacific	(27.95,28.05]	-0.8638571	-0.8698528	-0.8578614
nitrate	Atlanto-Pacific	(28.05,28.1]	-0.8922913	-0.9013817	-0.8832009
nitrate	Atlanto-Pacific	(28.1, Inf]	0.2777085	0.2384912	0.3169258
nitrate	Atlanto-Pacific	(28.1,28.15]	-0.9313774	-0.9379612	-0.9247936
nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9635177	-0.9640483	-0.9629872
nitrate	Atlanto-Pacific	(28.2, Inf]	-0.9110916	-0.9567677	-0.8654155
nitrate	Indian1	(-Inf,26]	-0.1282289	-0.3442449	0.0877871
nitrate	Indian1	(26,26.5]	-0.2592676	-0.6967803	0.1782452
nitrate	Indian1	(26.5,26.75]	-0.6454380	-0.8890018	-0.4018742
nitrate	Indian1	(26.75,27]	-0.5683864	-0.7447997	-0.3919732
nitrate	Indian1	(27,27.25]	-0.5128672	-0.6566147	-0.3691196
nitrate	Indian1	(27.25,27.5]	-0.0187297	-0.1335011	0.0960416
nitrate	Indian1	(27.5,27.75]	0.0563064	0.0067826	0.1058301
nitrate	Indian1	(27.75,27.85]	-0.0790801	-0.1632547	0.0050944
nitrate	Indian1	(27.85,27.95]	-0.2192737	-0.2615888	-0.1769585
nitrate	Indian1	(27.95,28.05]	-0.5845227	-0.7152769	-0.4537685
nitrate	Indian1	(28.05,28.1]	-0.6942767	-0.7691468	-0.6194066
nitrate	Indian1	(28.1, Inf]	-0.5527407	-0.6993196	-0.4061619
nitrate	Indian2	(-Inf,26]	-0.2149711	-0.6767652	0.2468230
nitrate	Indian2	(26,26.5]	-0.5331072	-0.9372020	-0.1290123
nitrate	Indian2	(26.5,26.75]	-0.7452241	-0.9116086	-0.5788396
nitrate	Indian2	(26.75,27]	-0.7552353	-0.8445695	-0.6659012
nitrate	Indian2	(27,27.25]	-0.5184620	-0.7875528	-0.2493712
nitrate	Indian2	(27.25,27.5]	0.0444348	-0.1410504	0.2299199
nitrate	Indian2	(27.5,27.75]	0.1083965	-0.1061614	0.3229544
nitrate	Indian2	(27.75,27.85]	-0.2116978	-0.4220393	-0.0013563
nitrate	Indian2	(27.85,27.95]	-0.1442540	-0.2728251	-0.0156830
nitrate	Indian2	(27.95,28.05]	0.0687757	-0.0127879	0.1503392
nitrate	Indian2	(28.05,28.1]	0.1726706	-0.0519749	0.3973160
nitrate	Indian2	(28.1, Inf]	0.0411968	-0.0951714	0.1775651
nitrate	Indian3	(-Inf,26]	-0.8297649	-0.8841699	-0.7753599
nitrate	Indian3	(26,26.5]	-0.9647252	-0.9687263	-0.9607241
nitrate	Indian3	(26.5,26.75]	-0.9723031	-0.9732067	-0.9713996
nitrate	Indian3	(26.75,27]	-0.8263128	-0.8643219	-0.7883038
nitrate	Indian3	(27,27.25]	-0.2317874	-0.3323933	-0.1311816
nitrate	Indian3	(27.25,27.5]	0.5773713	0.5561732	0.5985694
nitrate	Indian3	(27.5,27.75]	0.6002611	0.5146008	0.6859213
nitrate	Indian3	(27.75,27.85]	0.1875662	-0.0306420	0.4057744
nitrate	Indian3	(27.85,27.95]	-0.0219109	-0.2523329	0.2085111
nitrate	Indian3	(27.95,28.05]	-0.2231298	-0.4339484	-0.0123113
nitrate	Indian3	(28.05,28.1]	-0.1662932	-0.4920412	0.1594549
nitrate	Indian3	(28.1, Inf]	0.1398900	-0.0352745	0.3150545
nitrate	Indian4	(-Inf,26]	-0.5880423	-0.8806827	-0.2954019
nitrate	Indian4	(26,26.5]	-0.7423174	-0.9537901	-0.5308447
nitrate	Indian4	(26.5,26.75]	-0.8587051	-0.9735232	-0.7438869
nitrate	Indian4	(26.75,27]	-0.8218747	-0.8716240	-0.7721254
nitrate	Indian4	(27,27.25]	-0.4494921	-0.6382424	-0.2607418
nitrate	Indian4	(27.25,27.5]	0.1195256	-0.1846841	0.4237353
nitrate	Indian4	(27.5,27.75]	0.3370663	0.1278590	0.5462736
nitrate	Indian4	(27.75,27.85]	-0.2313603	-0.4266199	-0.0361006
nitrate	Indian4	(27.85,27.95]	-0.3395093	-0.3507375	-0.3282810
nitrate	Indian4	(27.95,28.05]	-0.2968666	-0.3151920	-0.2785412
nitrate	Indian4	(28.05,28.1]	-0.3558386	-0.3859651	-0.3257120
nitrate	Indian4	(28.1, Inf]	-0.2477430	-0.2958541	-0.1996320
oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.2174228	-0.2516199	-0.1832257
oxygen	Atlanto-Pacific	(-Inf,26]	0.2290029	0.1852296	0.2727762
oxygen	Atlanto-Pacific	(26,26.5]	0.5524292	0.5267150	0.5781433
oxygen	Atlanto-Pacific	(26.5,26.75]	0.4448423	0.3806073	0.5090773
oxygen	Atlanto-Pacific	(26.75,27]	0.3904063	0.3830681	0.3977445
oxygen	Atlanto-Pacific	(27,27.25]	0.1849924	0.1319874	0.2379973
oxygen	Atlanto-Pacific	(27.25,27.5]	0.1970113	0.1449560	0.2490666
oxygen	Atlanto-Pacific	(27.5,27.75]	0.3711432	0.3300305	0.4122558
oxygen	Atlanto-Pacific	(27.75,27.85]	0.5814361	0.5675413	0.5953309
oxygen	Atlanto-Pacific	(27.85,27.95]	0.7290519	0.7237245	0.7343793
oxygen	Atlanto-Pacific	(27.95,28.05]	0.7702009	0.7688294	0.7715723
oxygen	Atlanto-Pacific	(28.05,28.1]	0.8144453	0.7992293	0.8296612
oxygen	Atlanto-Pacific	(28.1, Inf]	-0.3036024	-0.3220436	-0.2851612
oxygen	Atlanto-Pacific	(28.1,28.15]	0.8824655	0.8731709	0.8917601
oxygen	Atlanto-Pacific	(28.15,28.2]	0.9203720	0.9166276	0.9241165
oxygen	Atlanto-Pacific	(28.2, Inf]	0.4435613	0.2234678	0.6636548
oxygen	Indian1	(-Inf,26]	0.2716614	0.1030852	0.4402375
oxygen	Indian1	(26,26.5]	0.3766910	-0.0335962	0.7869781
oxygen	Indian1	(26.5,26.75]	0.2505687	-0.2863908	0.7875281
oxygen	Indian1	(26.75,27]	-0.3009217	-0.5561538	-0.0456896
oxygen	Indian1	(27,27.25]	-0.5056334	-0.7507751	-0.2604917
oxygen	Indian1	(27.25,27.5]	-0.6229381	-0.6596594	-0.5862169
oxygen	Indian1	(27.5,27.75]	-0.3504820	-0.4410090	-0.2599550
oxygen	Indian1	(27.75,27.85]	-0.2527221	-0.4369306	-0.0685137
oxygen	Indian1	(27.85,27.95]	-0.3547436	-0.6187076	-0.0907797
oxygen	Indian1	(27.95,28.05]	-0.1569632	-0.4614104	0.1474841
oxygen	Indian1	(28.05,28.1]	0.3030507	-0.0201843	0.6262857
oxygen	Indian1	(28.1, Inf]	-0.4139701	-0.5239521	-0.3039882
oxygen	Indian2	(-Inf,26]	0.3758490	0.0086563	0.7430418
oxygen	Indian2	(26,26.5]	0.5909989	0.2178406	0.9641573
oxygen	Indian2	(26.5,26.75]	0.3832055	-0.1306287	0.8970396
oxygen	Indian2	(26.75,27]	0.2454303	0.0044917	0.4863689
oxygen	Indian2	(27,27.25]	-0.4444485	-0.7735729	-0.1153240
oxygen	Indian2	(27.25,27.5]	-0.4936879	-0.5719712	-0.4154046
oxygen	Indian2	(27.5,27.75]	-0.1683446	-0.4675219	0.1308328
oxygen	Indian2	(27.75,27.85]	0.2191797	0.0133846	0.4249749
oxygen	Indian2	(27.85,27.95]	0.0881315	-0.1134938	0.2897568
oxygen	Indian2	(27.95,28.05]	-0.2417199	-0.4149524	-0.0684875
oxygen	Indian2	(28.05,28.1]	-0.2794488	-0.5371031	-0.0217945
oxygen	Indian2	(28.1, Inf]	-0.3179456	-0.3789856	-0.2569055
oxygen	Indian3	(-Inf,26]	0.8447796	0.7985722	0.8909871
oxygen	Indian3	(26,26.5]	0.9579152	0.9506999	0.9651305
oxygen	Indian3	(26.5,26.75]	0.9412918	0.9261022	0.9564815
oxygen	Indian3	(26.75,27]	0.6529280	0.5474588	0.7583971
oxygen	Indian3	(27,27.25]	-0.0514633	-0.2409258	0.1379992
oxygen	Indian3	(27.25,27.5]	-0.6963463	-0.7453642	-0.6473285
oxygen	Indian3	(27.5,27.75]	-0.5735156	-0.6826538	-0.4643775
oxygen	Indian3	(27.75,27.85]	-0.2709996	-0.5244456	-0.0175536
oxygen	Indian3	(27.85,27.95]	-0.1687679	-0.4005099	0.0629741
oxygen	Indian3	(27.95,28.05]	-0.0993908	-0.3097578	0.1109762
oxygen	Indian3	(28.05,28.1]	-0.0117324	-0.3435289	0.3200642
oxygen	Indian3	(28.1, Inf]	-0.3818459	-0.6234448	-0.1402471
oxygen	Indian4	(-Inf,26]	0.7712139	0.6299983	0.9124295
oxygen	Indian4	(26,26.5]	0.8801238	0.8057817	0.9544659
oxygen	Indian4	(26.5,26.75]	0.5614693	0.1728707	0.9500679
oxygen	Indian4	(26.75,27]	0.0285090	-0.2754944	0.3325124
oxygen	Indian4	(27,27.25]	-0.2380165	-0.3759079	-0.1001250
oxygen	Indian4	(27.25,27.5]	-0.5047090	-0.6696003	-0.3398178
oxygen	Indian4	(27.5,27.75]	-0.4530841	-0.6072361	-0.2989320
oxygen	Indian4	(27.75,27.85]	-0.1899309	-0.2454638	-0.1343980
oxygen	Indian4	(27.85,27.95]	-0.0295852	-0.0909508	0.0317804
oxygen	Indian4	(27.95,28.05]	-0.2900000	-0.4016496	-0.1783504
oxygen	Indian4	(28.05,28.1]	-0.1976046	-0.3329676	-0.0622416
oxygen	Indian4	(28.1, Inf]	-0.3141925	-0.3265545	-0.3018305
phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.4478992	-0.5538007	-0.3419978
phosphate	Atlanto-Pacific	(-Inf,26]	-0.1396138	-0.1524508	-0.1267769
phosphate	Atlanto-Pacific	(26,26.5]	-0.7767880	-0.8271796	-0.7263963
phosphate	Atlanto-Pacific	(26.5,26.75]	-0.8640508	-0.8663950	-0.8617067
phosphate	Atlanto-Pacific	(26.75,27]	-0.8467133	-0.8561326	-0.8372940
phosphate	Atlanto-Pacific	(27,27.25]	-0.6689135	-0.7023057	-0.6355213
phosphate	Atlanto-Pacific	(27.25,27.5]	-0.6488554	-0.6941984	-0.6035124
phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7148325	-0.7379479	-0.6917171
phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7944337	-0.8055273	-0.7833401
phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8431041	-0.8433633	-0.8428449
phosphate	Atlanto-Pacific	(27.95,28.05]	-0.8656616	-0.8683816	-0.8629415
phosphate	Atlanto-Pacific	(28.05,28.1]	-0.8951430	-0.9017457	-0.8885402
phosphate	Atlanto-Pacific	(28.1, Inf]	0.1280639	0.1211182	0.1350096
phosphate	Atlanto-Pacific	(28.1,28.15]	-0.9411194	-0.9521047	-0.9301341
phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9677474	-0.9693982	-0.9660966
phosphate	Atlanto-Pacific	(28.2, Inf]	-0.9256147	-0.9652101	-0.8860193
phosphate	Indian1	(-Inf,26]	-0.1615790	-0.3176958	-0.0054622
phosphate	Indian1	(26,26.5]	-0.3241332	-0.7021632	0.0538967
phosphate	Indian1	(26.5,26.75]	-0.7126367	-0.8800257	-0.5452478
phosphate	Indian1	(26.75,27]	-0.6089007	-0.8126045	-0.4051968
phosphate	Indian1	(27,27.25]	-0.5274736	-0.7256821	-0.3292651
phosphate	Indian1	(27.25,27.5]	0.0270810	-0.1409002	0.1950623
phosphate	Indian1	(27.5,27.75]	0.0558030	0.0489334	0.0626726
phosphate	Indian1	(27.75,27.85]	-0.0899981	-0.1049977	-0.0749984
phosphate	Indian1	(27.85,27.95]	-0.2451203	-0.2691889	-0.2210517
phosphate	Indian1	(27.95,28.05]	-0.6341549	-0.7323021	-0.5360076
phosphate	Indian1	(28.05,28.1]	-0.7615106	-0.8255308	-0.6974905
phosphate	Indian1	(28.1, Inf]	-0.6845079	-0.7536844	-0.6153314
phosphate	Indian2	(-Inf,26]	-0.2394192	-0.7167378	0.2378993
phosphate	Indian2	(26,26.5]	-0.6108858	-0.9687179	-0.2530537
phosphate	Indian2	(26.5,26.75]	-0.7903541	-0.9363375	-0.6443707
phosphate	Indian2	(26.75,27]	-0.7865698	-0.8779628	-0.6951768
phosphate	Indian2	(27,27.25]	-0.5378219	-0.8145556	-0.2610882
phosphate	Indian2	(27.25,27.5]	0.0162594	-0.1628505	0.1953693
phosphate	Indian2	(27.5,27.75]	0.0265972	-0.2363972	0.2895916
phosphate	Indian2	(27.75,27.85]	-0.3617523	-0.4895168	-0.2339879
phosphate	Indian2	(27.85,27.95]	-0.2210364	-0.3513060	-0.0907667
phosphate	Indian2	(27.95,28.05]	-0.0140271	-0.0786889	0.0506347
phosphate	Indian2	(28.05,28.1]	0.0746988	-0.2285126	0.3779102
phosphate	Indian2	(28.1, Inf]	-0.0807943	-0.2665930	0.1050045
phosphate	Indian3	(-Inf,26]	-0.8355465	-0.8861084	-0.7849846
phosphate	Indian3	(26,26.5]	-0.9666008	-0.9687797	-0.9644218
phosphate	Indian3	(26.5,26.75]	-0.9737335	-0.9761448	-0.9713221
phosphate	Indian3	(26.75,27]	-0.8233340	-0.8630561	-0.7836119
phosphate	Indian3	(27,27.25]	-0.2377883	-0.3458250	-0.1297516
phosphate	Indian3	(27.25,27.5]	0.5681859	0.5537328	0.5826390
phosphate	Indian3	(27.5,27.75]	0.5575710	0.4748374	0.6403045
phosphate	Indian3	(27.75,27.85]	0.1706359	-0.0440554	0.3853271
phosphate	Indian3	(27.85,27.95]	-0.0641265	-0.3146661	0.1864131
phosphate	Indian3	(27.95,28.05]	-0.2480151	-0.4603383	-0.0356918
phosphate	Indian3	(28.05,28.1]	-0.2138538	-0.5278315	0.1001240
phosphate	Indian3	(28.1, Inf]	0.0496797	-0.1055139	0.2048734
phosphate	Indian4	(-Inf,26]	-0.5714761	-0.8798623	-0.2630899
phosphate	Indian4	(26,26.5]	-0.7593567	-0.9569055	-0.5618080
phosphate	Indian4	(26.5,26.75]	-0.8796806	-0.9783552	-0.7810061
phosphate	Indian4	(26.75,27]	-0.8349420	-0.9029927	-0.7668914
phosphate	Indian4	(27,27.25]	-0.5125461	-0.7322189	-0.2928732
phosphate	Indian4	(27.25,27.5]	0.0445536	-0.2844658	0.3735729
phosphate	Indian4	(27.5,27.75]	0.1692255	-0.1159882	0.4544391
phosphate	Indian4	(27.75,27.85]	-0.4185737	-0.7085342	-0.1286131
phosphate	Indian4	(27.85,27.95]	-0.5564797	-0.6207104	-0.4922490
phosphate	Indian4	(27.95,28.05]	-0.4660990	-0.4709678	-0.4612302
phosphate	Indian4	(28.05,28.1]	-0.5895572	-0.5960740	-0.5830404
phosphate	Indian4	(28.1, Inf]	-0.5818670	-0.6218005	-0.5419336
sal	Atlanto-Pacific	(-Inf,26.5]	0.5694576	0.4650319	0.6738832
sal	Atlanto-Pacific	(-Inf,26]	-0.0712650	-0.1062745	-0.0362556
sal	Atlanto-Pacific	(26,26.5]	0.3783666	0.2595012	0.4972320
sal	Atlanto-Pacific	(26.5,26.75]	0.8378316	0.8331964	0.8424668
sal	Atlanto-Pacific	(26.75,27]	0.8619706	0.8507674	0.8731738
sal	Atlanto-Pacific	(27,27.25]	0.8182533	0.8179720	0.8185346
sal	Atlanto-Pacific	(27.25,27.5]	0.7712162	0.7513795	0.7910529
sal	Atlanto-Pacific	(27.5,27.75]	0.7595539	0.7559707	0.7631371
sal	Atlanto-Pacific	(27.75,27.85]	0.7522774	0.7520673	0.7524875
sal	Atlanto-Pacific	(27.85,27.95]	0.7698277	0.7545049	0.7851504
sal	Atlanto-Pacific	(27.95,28.05]	0.8240793	0.8118580	0.8363006
sal	Atlanto-Pacific	(28.05,28.1]	0.8648639	0.8626212	0.8671066
sal	Atlanto-Pacific	(28.1, Inf]	-0.0480393	-0.1237724	0.0276939
sal	Atlanto-Pacific	(28.1,28.15]	0.7820396	0.7492637	0.8148154
sal	Atlanto-Pacific	(28.15,28.2]	0.8915468	0.8858586	0.8972349
sal	Atlanto-Pacific	(28.2, Inf]	0.9036835	0.8745454	0.9328216
sal	Indian1	(-Inf,26]	0.3084706	0.0298751	0.5870660
sal	Indian1	(26,26.5]	0.1086912	-0.1569197	0.3743021
sal	Indian1	(26.5,26.75]	0.2084613	-0.2784554	0.6953779
sal	Indian1	(26.75,27]	0.5767195	0.2619744	0.8914647
sal	Indian1	(27,27.25]	0.6126047	0.3591018	0.8661076
sal	Indian1	(27.25,27.5]	0.6496813	0.5902403	0.7091222
sal	Indian1	(27.5,27.75]	0.4895448	0.3647764	0.6143132
sal	Indian1	(27.75,27.85]	0.3449101	0.1035273	0.5862928
sal	Indian1	(27.85,27.95]	0.5061445	0.2394099	0.7728791
sal	Indian1	(27.95,28.05]	0.6107702	0.3663998	0.8551406
sal	Indian1	(28.05,28.1]	0.5812452	0.3666948	0.7957957
sal	Indian1	(28.1, Inf]	0.6187138	0.4688202	0.7686073
sal	Indian2	(-Inf,26]	0.4105814	0.1538148	0.6673479
sal	Indian2	(26,26.5]	-0.0037266	-0.1060736	0.0986204
sal	Indian2	(26.5,26.75]	0.1762012	-0.1976861	0.5500884
sal	Indian2	(26.75,27]	0.3809672	-0.1271509	0.8890854
sal	Indian2	(27,27.25]	0.5324636	0.1799597	0.8849676
sal	Indian2	(27.25,27.5]	0.4851434	0.3015922	0.6686945
sal	Indian2	(27.5,27.75]	0.1969972	-0.1997296	0.5937240
sal	Indian2	(27.75,27.85]	-0.1359639	-0.4185162	0.1465883
sal	Indian2	(27.85,27.95]	-0.0114299	-0.2638181	0.2409584
sal	Indian2	(27.95,28.05]	0.3022616	0.1348032	0.4697200
sal	Indian2	(28.05,28.1]	0.2618177	0.2290826	0.2945527
sal	Indian2	(28.1, Inf]	0.3227177	0.2742988	0.3711366
sal	Indian3	(-Inf,26]	0.8305835	0.7940468	0.8671201
sal	Indian3	(26,26.5]	0.8686743	0.8624145	0.8749341
sal	Indian3	(26.5,26.75]	0.7561248	0.7172692	0.7949803
sal	Indian3	(26.75,27]	0.2528247	0.1030748	0.4025747
sal	Indian3	(27,27.25]	0.2385532	0.0321111	0.4449954
sal	Indian3	(27.25,27.5]	0.6777997	0.6210990	0.7345005
sal	Indian3	(27.5,27.75]	0.6033737	0.4798930	0.7268543
sal	Indian3	(27.75,27.85]	0.3412839	0.1098166	0.5727511
sal	Indian3	(27.85,27.95]	0.2565666	0.0453349	0.4677983
sal	Indian3	(27.95,28.05]	0.3471429	0.1972201	0.4970656
sal	Indian3	(28.05,28.1]	0.2818430	0.2510004	0.3126856
sal	Indian3	(28.1, Inf]	0.3192149	0.1746998	0.4637299
sal	Indian4	(-Inf,26]	0.8492842	0.7754149	0.9231535
sal	Indian4	(26,26.5]	0.4275486	-0.0842745	0.9393717
sal	Indian4	(26.5,26.75]	0.7423337	0.5478085	0.9368589
sal	Indian4	(26.75,27]	0.8269861	0.7568677	0.8971045
sal	Indian4	(27,27.25]	0.5638248	0.4478090	0.6798406
sal	Indian4	(27.25,27.5]	0.5494641	0.3991897	0.6997384
sal	Indian4	(27.5,27.75]	0.5261312	0.4152486	0.6370139
sal	Indian4	(27.75,27.85]	0.3593535	0.3564992	0.3622077
sal	Indian4	(27.85,27.95]	0.3159984	0.2922931	0.3397037
sal	Indian4	(27.95,28.05]	0.4915105	0.4188405	0.5641806
sal	Indian4	(28.05,28.1]	0.4258418	0.4150401	0.4366435
sal	Indian4	(28.1, Inf]	0.3560639	0.3498484	0.3622793
silicate	Atlanto-Pacific	(-Inf,26.5]	-0.4370289	-0.5399306	-0.3341271
silicate	Atlanto-Pacific	(-Inf,26]	-0.1187683	-0.1327640	-0.1047727
silicate	Atlanto-Pacific	(26,26.5]	-0.6738776	-0.7201201	-0.6276350
silicate	Atlanto-Pacific	(26.5,26.75]	-0.7718866	-0.7721290	-0.7716443
silicate	Atlanto-Pacific	(26.75,27]	-0.6497103	-0.6663304	-0.6330901
silicate	Atlanto-Pacific	(27,27.25]	-0.3108843	-0.3329962	-0.2887725
silicate	Atlanto-Pacific	(27.25,27.5]	-0.2464160	-0.2821266	-0.2107053
silicate	Atlanto-Pacific	(27.5,27.75]	-0.4151281	-0.4344654	-0.3957909
silicate	Atlanto-Pacific	(27.75,27.85]	-0.6378865	-0.6505538	-0.6252192
silicate	Atlanto-Pacific	(27.85,27.95]	-0.7444599	-0.7449550	-0.7439647
silicate	Atlanto-Pacific	(27.95,28.05]	-0.7890465	-0.7907245	-0.7873685
silicate	Atlanto-Pacific	(28.05,28.1]	-0.8279046	-0.8374603	-0.8183489
silicate	Atlanto-Pacific	(28.1, Inf]	0.2365350	0.2064583	0.2666118
silicate	Atlanto-Pacific	(28.1,28.15]	-0.9230707	-0.9335682	-0.9125733
silicate	Atlanto-Pacific	(28.15,28.2]	-0.9578516	-0.9595730	-0.9561303
silicate	Atlanto-Pacific	(28.2, Inf]	-0.8545307	-0.9402347	-0.7688266
silicate	Indian1	(-Inf,26]	-0.1870532	-0.3289600	-0.0451463
silicate	Indian1	(26,26.5]	-0.4612863	-0.7186922	-0.2038804
silicate	Indian1	(26.5,26.75]	-0.4907759	-0.8190793	-0.1624725
silicate	Indian1	(26.75,27]	-0.1876269	-0.2559868	-0.1192669
silicate	Indian1	(27,27.25]	0.0406435	0.0111499	0.0701370
silicate	Indian1	(27.25,27.5]	0.3638208	0.3339133	0.3937284
silicate	Indian1	(27.5,27.75]	0.4914231	0.3648971	0.6179491
silicate	Indian1	(27.75,27.85]	0.1666186	0.0627047	0.2705326
silicate	Indian1	(27.85,27.95]	-0.0172253	-0.0287574	-0.0056933
silicate	Indian1	(27.95,28.05]	-0.4259832	-0.4623507	-0.3896156
silicate	Indian1	(28.05,28.1]	-0.6624141	-0.6910629	-0.6337653
silicate	Indian1	(28.1, Inf]	-0.6460466	-0.7452012	-0.5468920
silicate	Indian2	(-Inf,26]	-0.2935665	-0.6179541	0.0308211
silicate	Indian2	(26,26.5]	-0.6641941	-0.9311151	-0.3972731
silicate	Indian2	(26.5,26.75]	-0.6418966	-0.8970103	-0.3867829
silicate	Indian2	(26.75,27]	-0.6605853	-0.7402636	-0.5809069
silicate	Indian2	(27,27.25]	-0.2473300	-0.3872826	-0.1073773
silicate	Indian2	(27.25,27.5]	0.2843159	0.1394489	0.4291830
silicate	Indian2	(27.5,27.75]	0.5043950	0.3987459	0.6100441
silicate	Indian2	(27.75,27.85]	0.0315810	-0.1576919	0.2208539
silicate	Indian2	(27.85,27.95]	-0.0508444	-0.2499455	0.1482566
silicate	Indian2	(27.95,28.05]	0.1079404	-0.0365555	0.2524363
silicate	Indian2	(28.05,28.1]	0.1134228	-0.1061727	0.3330184
silicate	Indian2	(28.1, Inf]	-0.1493746	-0.3392928	0.0405436
silicate	Indian3	(-Inf,26]	-0.8147051	-0.8782981	-0.7511120
silicate	Indian3	(26,26.5]	-0.9481290	-0.9518126	-0.9444454
silicate	Indian3	(26.5,26.75]	-0.9560351	-0.9690987	-0.9429715
silicate	Indian3	(26.75,27]	-0.7125448	-0.7882612	-0.6368285
silicate	Indian3	(27,27.25]	-0.1678241	-0.3385977	0.0029495
silicate	Indian3	(27.25,27.5]	0.5822198	0.5612634	0.6031763
silicate	Indian3	(27.5,27.75]	0.6823645	0.6492627	0.7154663
silicate	Indian3	(27.75,27.85]	0.2725435	0.0551400	0.4899470
silicate	Indian3	(27.85,27.95]	0.0477510	-0.2467207	0.3422227
silicate	Indian3	(27.95,28.05]	-0.1016046	-0.3523650	0.1491559
silicate	Indian3	(28.05,28.1]	-0.1185362	-0.4642313	0.2271589
silicate	Indian3	(28.1, Inf]	0.0611859	-0.0812898	0.2036617
silicate	Indian4	(-Inf,26]	-0.5778110	-0.8290160	-0.3266060
silicate	Indian4	(26,26.5]	-0.8278389	-0.9571530	-0.6985247
silicate	Indian4	(26.5,26.75]	-0.7309030	-0.9604952	-0.5013108
silicate	Indian4	(26.75,27]	-0.6183074	-0.7324163	-0.5041985
silicate	Indian4	(27,27.25]	-0.2464939	-0.3968470	-0.0961408
silicate	Indian4	(27.25,27.5]	0.2619192	0.0260764	0.4977619
silicate	Indian4	(27.5,27.75]	0.5128315	0.4054857	0.6201773
silicate	Indian4	(27.75,27.85]	0.1793739	0.1140415	0.2447062
silicate	Indian4	(27.85,27.95]	-0.0225351	-0.0654836	0.0204133
silicate	Indian4	(27.95,28.05]	-0.0784020	-0.1788841	0.0220801
silicate	Indian4	(28.05,28.1]	-0.1080567	-0.2705630	0.0544496
silicate	Indian4	(28.1, Inf]	-0.1096415	-0.1104324	-0.1088506
temp	Atlanto-Pacific	(-Inf,26.5]	0.4204021	0.3576955	0.4831087
temp	Atlanto-Pacific	(-Inf,26]	-0.3511821	-0.3885388	-0.3138255
temp	Atlanto-Pacific	(26,26.5]	0.4318452	0.3403978	0.5232926
temp	Atlanto-Pacific	(26.5,26.75]	0.8128486	0.8077857	0.8179116
temp	Atlanto-Pacific	(26.75,27]	0.8209937	0.8026238	0.8393636
temp	Atlanto-Pacific	(27,27.25]	0.7719554	0.7674112	0.7764995
temp	Atlanto-Pacific	(27.25,27.5]	0.7196769	0.6957687	0.7435851
temp	Atlanto-Pacific	(27.5,27.75]	0.6978645	0.6839705	0.7117585
temp	Atlanto-Pacific	(27.75,27.85]	0.7354505	0.7299626	0.7409384
temp	Atlanto-Pacific	(27.85,27.95]	0.7402523	0.7155830	0.7649216
temp	Atlanto-Pacific	(27.95,28.05]	0.7987930	0.7931878	0.8043982
temp	Atlanto-Pacific	(28.05,28.1]	0.8170157	0.8150843	0.8189471
temp	Atlanto-Pacific	(28.1, Inf]	0.2209289	0.1575306	0.2843273
temp	Atlanto-Pacific	(28.1,28.15]	0.6619365	0.6059042	0.7179689
temp	Atlanto-Pacific	(28.15,28.2]	0.5662463	0.4388736	0.6936191
temp	Atlanto-Pacific	(28.2, Inf]	0.3803862	0.2269356	0.5338368
temp	Indian1	(-Inf,26]	-0.5138039	-0.5984183	-0.4291895
temp	Indian1	(26,26.5]	-0.1227223	-0.2351110	-0.0103337
temp	Indian1	(26.5,26.75]	0.3103624	-0.0631081	0.6838329
temp	Indian1	(26.75,27]	0.6633840	0.4199623	0.9068057
temp	Indian1	(27,27.25]	0.7199417	0.5414523	0.8984311
temp	Indian1	(27.25,27.5]	0.6841757	0.6508457	0.7175058
temp	Indian1	(27.5,27.75]	0.2491757	0.2273434	0.2710079
temp	Indian1	(27.75,27.85]	0.2686243	0.0874239	0.4498248
temp	Indian1	(27.85,27.95]	0.4203039	0.1428945	0.6977134
temp	Indian1	(27.95,28.05]	0.5381973	0.2747424	0.8016522
temp	Indian1	(28.05,28.1]	0.4975315	0.2224022	0.7726607
temp	Indian1	(28.1, Inf]	0.6156325	0.4478822	0.7833828
temp	Indian2	(-Inf,26]	-0.5442519	-0.8575755	-0.2309283
temp	Indian2	(26,26.5]	-0.0605315	-0.1649011	0.0438380
temp	Indian2	(26.5,26.75]	0.2025583	-0.1570959	0.5622125
temp	Indian2	(26.75,27]	0.4827301	0.0617792	0.9036810
temp	Indian2	(27,27.25]	0.6353704	0.3566810	0.9140597
temp	Indian2	(27.25,27.5]	0.5646035	0.3785214	0.7506856
temp	Indian2	(27.5,27.75]	-0.0278638	-0.2626372	0.2069095
temp	Indian2	(27.75,27.85]	-0.2597222	-0.4595256	-0.0599189
temp	Indian2	(27.85,27.95]	-0.0953551	-0.3254464	0.1347362
temp	Indian2	(27.95,28.05]	0.2110103	0.0025167	0.4195038
temp	Indian2	(28.05,28.1]	0.1471166	0.1205099	0.1737233
temp	Indian2	(28.1, Inf]	0.2787475	0.2485526	0.3089423
temp	Indian3	(-Inf,26]	0.5128515	0.4068631	0.6188398
temp	Indian3	(26,26.5]	0.6959489	0.6922989	0.6995990
temp	Indian3	(26.5,26.75]	0.6021489	0.5758650	0.6284329
temp	Indian3	(26.75,27]	0.4179999	0.2867466	0.5492533
temp	Indian3	(27,27.25]	0.4676002	0.3015543	0.6336461
temp	Indian3	(27.25,27.5]	0.6935108	0.6288666	0.7581550
temp	Indian3	(27.5,27.75]	0.3918826	0.2544892	0.5292759
temp	Indian3	(27.75,27.85]	0.2198657	-0.0241915	0.4639230
temp	Indian3	(27.85,27.95]	0.1919468	0.0315893	0.3523042
temp	Indian3	(27.95,28.05]	0.2365709	0.1181937	0.3549481
temp	Indian3	(28.05,28.1]	0.1142009	0.0053765	0.2230253
temp	Indian3	(28.1, Inf]	0.2860319	0.0821338	0.4899300
temp	Indian4	(-Inf,26]	0.0673034	-0.4174795	0.5520863
temp	Indian4	(26,26.5]	0.2312536	-0.3793039	0.8418111
temp	Indian4	(26.5,26.75]	0.7037761	0.5296806	0.8778715
temp	Indian4	(26.75,27]	0.8292420	0.7540137	0.9044704
temp	Indian4	(27,27.25]	0.7230468	0.6407938	0.8052998
temp	Indian4	(27.25,27.5]	0.6202666	0.5147030	0.7258302
temp	Indian4	(27.5,27.75]	0.2548021	0.0415563	0.4680480
temp	Indian4	(27.75,27.85]	0.2025340	0.1516063	0.2534617
temp	Indian4	(27.85,27.95]	0.1360812	0.1067145	0.1654478
temp	Indian4	(27.95,28.05]	0.4206003	0.3449607	0.4962400
temp	Indian4	(28.05,28.1]	0.3759780	0.3340709	0.4178851
temp	Indian4	(28.1, Inf]	0.3763518	0.3552226	0.3974811

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