eMLR - assumption testing

workflowr

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Last updated: 2021-11-01

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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html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
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html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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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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html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

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

[[6]]

Past versions of predictor_correlation_per_basin-6.png

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

[[7]]

Past versions of predictor_correlation_per_basin-7.png

Version	Author	Date
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
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
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
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
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
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
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16

[[11]]

Past versions of predictor_correlation_per_basin-11.png

Version	Author	Date
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27

[[12]]

Past versions of predictor_correlation_per_basin-12.png

Version	Author	Date
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27

[[13]]

[[14]]

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.6957618	0.6141284	0.7773953
aou + nitrate	Atlantic	(26.5,26.75]	0.8727058	0.8688800	0.8765316
aou + nitrate	Atlantic	(26.75,27]	0.8507753	0.8116555	0.8898951
aou + nitrate	Atlantic	(27,27.25]	0.8366829	0.7967135	0.8766522
aou + nitrate	Atlantic	(27.25,27.5]	0.7709934	0.7352463	0.8067404
aou + nitrate	Atlantic	(27.5,27.75]	0.8248917	0.8100967	0.8396867
aou + nitrate	Atlantic	(27.75,27.85]	0.8178888	0.8053759	0.8304016
aou + nitrate	Atlantic	(27.85,27.95]	0.8212599	0.8138540	0.8286658
aou + nitrate	Atlantic	(27.95,28.05]	0.8190899	0.7965595	0.8416203
aou + nitrate	Atlantic	(28.05,28.1]	0.8208967	0.8154816	0.8263118
aou + nitrate	Atlantic	(28.1,28.15]	0.8794796	0.8661299	0.8928294
aou + nitrate	Atlantic	(28.15,28.2]	0.9271657	0.9089169	0.9454144
aou + nitrate	Atlantic	(28.2, Inf]	0.7164681	0.6622817	0.7706545
aou + nitrate	Indian1	(-Inf,26]	0.9746895	0.9625192	0.9868598
aou + nitrate	Indian1	(26,26.5]	0.8008920	0.6244398	0.9773441
aou + nitrate	Indian1	(26.5,26.75]	0.7875674	0.5905217	0.9846131
aou + nitrate	Indian1	(26.75,27]	0.7174547	0.4641602	0.9707492
aou + nitrate	Indian1	(27,27.25]	0.6208756	0.3533159	0.8884354
aou + nitrate	Indian1	(27.25,27.5]	0.4034019	0.1807369	0.6260669
aou + nitrate	Indian1	(27.5,27.75]	0.3155272	0.1333864	0.4976679
aou + nitrate	Indian1	(27.75,27.85]	0.6715011	0.5006756	0.8423266
aou + nitrate	Indian1	(27.85,27.95]	0.8017114	0.7134390	0.8899837
aou + nitrate	Indian1	(27.95,28.05]	0.8470193	0.7595547	0.9344839
aou + nitrate	Indian1	(28.05,28.1]	0.8590257	0.8261479	0.8919036
aou + nitrate	Indian1	(28.1, Inf]	0.9696999	0.9535958	0.9858040
aou + nitrate	Indian2	(-Inf,26]	0.9791596	0.9619741	0.9963452
aou + nitrate	Indian2	(26,26.5]	0.9841530	0.9734249	0.9948812
aou + nitrate	Indian2	(26.5,26.75]	0.9658832	0.9357093	0.9960571
aou + nitrate	Indian2	(26.75,27]	0.9596515	0.9483222	0.9709808
aou + nitrate	Indian2	(27,27.25]	0.9202786	0.8701618	0.9703954
aou + nitrate	Indian2	(27.25,27.5]	0.8306894	0.7309437	0.9304352
aou + nitrate	Indian2	(27.5,27.75]	0.6275173	0.3524946	0.9025400
aou + nitrate	Indian2	(27.75,27.85]	0.7174032	0.4933379	0.9414686
aou + nitrate	Indian2	(27.85,27.95]	0.6476854	0.3584009	0.9369700
aou + nitrate	Indian2	(27.95,28.05]	0.5204780	0.0964315	0.9445246
aou + nitrate	Indian2	(28.05,28.1]	0.2530144	0.0872721	0.4187566
aou + nitrate	Indian2	(28.1, Inf]	0.2571488	0.1781950	0.3361027
aou + nitrate	Indian3	(-Inf,26]	0.7572085	0.6228035	0.8916135
aou + nitrate	Indian3	(26,26.5]	0.5493646	0.5459521	0.5527771
aou + nitrate	Indian3	(26.5,26.75]	0.5962013	0.5536716	0.6387310
aou + nitrate	Indian3	(26.75,27]	0.7760208	0.7249063	0.8271354
aou + nitrate	Indian3	(27,27.25]	0.8396851	0.8171902	0.8621801
aou + nitrate	Indian3	(27.25,27.5]	0.7789357	0.6858554	0.8720160
aou + nitrate	Indian3	(27.5,27.75]	0.6827322	0.5249109	0.8405536
aou + nitrate	Indian3	(27.75,27.85]	0.8438572	0.8434391	0.8442753
aou + nitrate	Indian3	(27.85,27.95]	0.9297478	0.9269591	0.9325366
aou + nitrate	Indian3	(27.95,28.05]	0.9793294	0.9789336	0.9797251
aou + nitrate	Indian3	(28.05,28.1]	0.9784847	0.9732775	0.9836920
aou + nitrate	Indian3	(28.1, Inf]	0.8108008	0.7685728	0.8530288
aou + nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + nitrate	Indian4	(26,26.5]	0.8101122	0.7573867	0.8628378
aou + nitrate	Indian4	(26.5,26.75]	0.2907427	0.2348594	0.3466259
aou + nitrate	Indian4	(26.75,27]	0.5068009	0.4894034	0.5241983
aou + nitrate	Indian4	(27,27.25]	0.2611975	0.0428601	0.4795348
aou + nitrate	Indian4	(27.25,27.5]	0.3260006	0.2890729	0.3629283
aou + nitrate	Indian4	(27.5,27.75]	0.3027000	0.2363071	0.3690928
aou + nitrate	Indian4	(27.75,27.85]	0.2141764	0.1686512	0.2597015
aou + nitrate	Indian4	(27.85,27.95]	0.2240745	0.1697713	0.2783777
aou + nitrate	Indian4	(27.95,28.05]	0.6308762	0.5970792	0.6646732
aou + nitrate	Indian4	(28.05,28.1]	0.7207317	0.6645783	0.7768850
aou + nitrate	Indian4	(28.1, Inf]	-0.0847671	-0.1934707	0.0239365
aou + nitrate	Indian5	(27.5,27.75]	0.9681575	0.9469688	0.9893461
aou + nitrate	Indian5	(27.75,27.85]	0.9550125	0.9498898	0.9601352
aou + nitrate	Indian5	(27.85,27.95]	0.7776992	0.6964552	0.8589432
aou + nitrate	Indian5	(27.95,28.05]	0.3148265	0.2172352	0.4124179
aou + nitrate	Indian5	(28.05,28.1]	-0.0159101	-0.0387830	0.0069628
aou + nitrate	Indian5	(28.1, Inf]	0.0751579	0.0405829	0.1097329
aou + nitrate	Pacific	(-Inf,26]	0.7701714	0.7322869	0.8080560
aou + nitrate	Pacific	(26,26.5]	0.8565977	0.8526326	0.8605628
aou + nitrate	Pacific	(26.5,26.75]	0.8441838	0.8383481	0.8500195
aou + nitrate	Pacific	(26.75,27]	0.8726336	0.8691258	0.8761413
aou + nitrate	Pacific	(27,27.25]	0.9290132	0.9206496	0.9373769
aou + nitrate	Pacific	(27.25,27.5]	0.8585010	0.8335686	0.8834334
aou + nitrate	Pacific	(27.5,27.75]	0.7565250	0.7022046	0.8108453
aou + nitrate	Pacific	(27.75,27.85]	0.7432406	0.7113790	0.7751022
aou + nitrate	Pacific	(27.85,27.95]	0.8039556	0.7868841	0.8210270
aou + nitrate	Pacific	(27.95,28.05]	0.8251919	0.7882185	0.8621653
aou + nitrate	Pacific	(28.05,28.1]	0.7084668	0.6699315	0.7470020
aou + nitrate	Pacific	(28.1, Inf]	0.6964424	0.5557906	0.8370942
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8851027	-0.8870635	-0.8831419
aou + oxygen	Atlantic	(26.5,26.75]	-0.9649899	-0.9687057	-0.9612741
aou + oxygen	Atlantic	(26.75,27]	-0.9762584	-0.9817696	-0.9707473
aou + oxygen	Atlantic	(27,27.25]	-0.9653269	-0.9658540	-0.9647998
aou + oxygen	Atlantic	(27.25,27.5]	-0.9418930	-0.9481124	-0.9356736
aou + oxygen	Atlantic	(27.5,27.75]	-0.9336944	-0.9432949	-0.9240939
aou + oxygen	Atlantic	(27.75,27.85]	-0.9443818	-0.9456350	-0.9431287
aou + oxygen	Atlantic	(27.85,27.95]	-0.9726200	-0.9748078	-0.9704321
aou + oxygen	Atlantic	(27.95,28.05]	-0.9811118	-0.9831985	-0.9790251
aou + oxygen	Atlantic	(28.05,28.1]	-0.9873961	-0.9909615	-0.9838306
aou + oxygen	Atlantic	(28.1,28.15]	-0.9920042	-0.9935053	-0.9905032
aou + oxygen	Atlantic	(28.15,28.2]	-0.9936542	-0.9959782	-0.9913302
aou + oxygen	Atlantic	(28.2, Inf]	-0.9789851	-0.9831612	-0.9748091
aou + oxygen	Indian1	(-Inf,26]	-0.9903458	-0.9923333	-0.9883582
aou + oxygen	Indian1	(26,26.5]	-0.9696563	-0.9834764	-0.9558363
aou + oxygen	Indian1	(26.5,26.75]	-0.9762002	-0.9965696	-0.9558308
aou + oxygen	Indian1	(26.75,27]	-0.9711724	-0.9949192	-0.9474257
aou + oxygen	Indian1	(27,27.25]	-0.9047189	-0.9748836	-0.8345542
aou + oxygen	Indian1	(27.25,27.5]	-0.7881757	-0.8830950	-0.6932565
aou + oxygen	Indian1	(27.5,27.75]	-0.9468122	-0.9598485	-0.9337759
aou + oxygen	Indian1	(27.75,27.85]	-0.9830606	-0.9930584	-0.9730628
aou + oxygen	Indian1	(27.85,27.95]	-0.9866719	-0.9945708	-0.9787730
aou + oxygen	Indian1	(27.95,28.05]	-0.9884061	-0.9922264	-0.9845857
aou + oxygen	Indian1	(28.05,28.1]	-0.9951283	-0.9983260	-0.9919307
aou + oxygen	Indian1	(28.1, Inf]	-0.9989499	-0.9992732	-0.9986267
aou + oxygen	Indian2	(-Inf,26]	-0.9896795	-0.9918975	-0.9874615
aou + oxygen	Indian2	(26,26.5]	-0.9949820	-0.9964858	-0.9934783
aou + oxygen	Indian2	(26.5,26.75]	-0.9973381	-0.9986544	-0.9960218
aou + oxygen	Indian2	(26.75,27]	-0.9966483	-0.9970721	-0.9962244
aou + oxygen	Indian2	(27,27.25]	-0.9935533	-0.9969318	-0.9901749
aou + oxygen	Indian2	(27.25,27.5]	-0.9797750	-0.9907362	-0.9688139
aou + oxygen	Indian2	(27.5,27.75]	-0.9754078	-0.9852028	-0.9656128
aou + oxygen	Indian2	(27.75,27.85]	-0.9918489	-0.9970138	-0.9866841
aou + oxygen	Indian2	(27.85,27.95]	-0.9925005	-0.9948060	-0.9901950
aou + oxygen	Indian2	(27.95,28.05]	-0.9899660	-0.9919746	-0.9879574
aou + oxygen	Indian2	(28.05,28.1]	-0.9934778	-0.9961826	-0.9907730
aou + oxygen	Indian2	(28.1, Inf]	-0.9974530	-0.9979689	-0.9969370
aou + oxygen	Indian3	(-Inf,26]	-0.9506929	-0.9533614	-0.9480244
aou + oxygen	Indian3	(26,26.5]	-0.9496897	-0.9507682	-0.9486113
aou + oxygen	Indian3	(26.5,26.75]	-0.9491428	-0.9593518	-0.9389339
aou + oxygen	Indian3	(26.75,27]	-0.9320316	-0.9332429	-0.9308202
aou + oxygen	Indian3	(27,27.25]	-0.9396304	-0.9550260	-0.9242348
aou + oxygen	Indian3	(27.25,27.5]	-0.9825508	-0.9867313	-0.9783702
aou + oxygen	Indian3	(27.5,27.75]	-0.9874320	-0.9908701	-0.9839940
aou + oxygen	Indian3	(27.75,27.85]	-0.9934107	-0.9947493	-0.9920720
aou + oxygen	Indian3	(27.85,27.95]	-0.9945689	-0.9955508	-0.9935871
aou + oxygen	Indian3	(27.95,28.05]	-0.9948407	-0.9952175	-0.9944638
aou + oxygen	Indian3	(28.05,28.1]	-0.9972747	-0.9974593	-0.9970901
aou + oxygen	Indian3	(28.1, Inf]	-0.9695017	-0.9798818	-0.9591216
aou + oxygen	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
aou + oxygen	Indian4	(26,26.5]	-0.9659848	-0.9790139	-0.9529558
aou + oxygen	Indian4	(26.5,26.75]	-0.9389390	-0.9421314	-0.9357465
aou + oxygen	Indian4	(26.75,27]	-0.8473949	-0.8922153	-0.8025746
aou + oxygen	Indian4	(27,27.25]	-0.9718841	-0.9789297	-0.9648386
aou + oxygen	Indian4	(27.25,27.5]	-0.9804317	-0.9818715	-0.9789919
aou + oxygen	Indian4	(27.5,27.75]	-0.9897225	-0.9904342	-0.9890107
aou + oxygen	Indian4	(27.75,27.85]	-0.9956528	-0.9963764	-0.9949291
aou + oxygen	Indian4	(27.85,27.95]	-0.9758881	-0.9781948	-0.9735814
aou + oxygen	Indian4	(27.95,28.05]	-0.9609894	-0.9610796	-0.9608991
aou + oxygen	Indian4	(28.05,28.1]	-0.9724832	-0.9790195	-0.9659469
aou + oxygen	Indian4	(28.1, Inf]	-0.9647212	-0.9708590	-0.9585833
aou + oxygen	Indian5	(27.5,27.75]	-0.9990568	-0.9992018	-0.9989118
aou + oxygen	Indian5	(27.75,27.85]	-0.9990390	-0.9990538	-0.9990241
aou + oxygen	Indian5	(27.85,27.95]	-0.9995856	-0.9997031	-0.9994681
aou + oxygen	Indian5	(27.95,28.05]	-0.9978210	-0.9986404	-0.9970015
aou + oxygen	Indian5	(28.05,28.1]	-0.9938906	-0.9945427	-0.9932385
aou + oxygen	Indian5	(28.1, Inf]	-0.9888773	-0.9909312	-0.9868233
aou + oxygen	Pacific	(-Inf,26]	-0.8792686	-0.8998087	-0.8587285
aou + oxygen	Pacific	(26,26.5]	-0.9832542	-0.9909198	-0.9755885
aou + oxygen	Pacific	(26.5,26.75]	-0.9855484	-0.9916269	-0.9794699
aou + oxygen	Pacific	(26.75,27]	-0.9772260	-0.9784070	-0.9760450
aou + oxygen	Pacific	(27,27.25]	-0.9939709	-0.9946241	-0.9933177
aou + oxygen	Pacific	(27.25,27.5]	-0.9958088	-0.9963861	-0.9952314
aou + oxygen	Pacific	(27.5,27.75]	-0.9959840	-0.9972910	-0.9946769
aou + oxygen	Pacific	(27.75,27.85]	-0.9984941	-0.9990730	-0.9979153
aou + oxygen	Pacific	(27.85,27.95]	-0.9984541	-0.9991683	-0.9977399
aou + oxygen	Pacific	(27.95,28.05]	-0.9972039	-0.9987680	-0.9956399
aou + oxygen	Pacific	(28.05,28.1]	-0.9971891	-0.9991257	-0.9952524
aou + oxygen	Pacific	(28.1, Inf]	-0.9939587	-0.9962994	-0.9916180
aou + phosphate	Atlantic	(-Inf,26.5]	0.4567574	0.3323476	0.5811673
aou + phosphate	Atlantic	(26.5,26.75]	0.6303065	0.5725934	0.6880196
aou + phosphate	Atlantic	(26.75,27]	0.5714589	0.4960748	0.6468430
aou + phosphate	Atlantic	(27,27.25]	0.5987692	0.4675012	0.7300373
aou + phosphate	Atlantic	(27.25,27.5]	0.5828558	0.4923708	0.6733407
aou + phosphate	Atlantic	(27.5,27.75]	0.6333057	0.5684262	0.6981853
aou + phosphate	Atlantic	(27.75,27.85]	0.6067677	0.5895145	0.6240210
aou + phosphate	Atlantic	(27.85,27.95]	0.5238163	0.5122856	0.5353471
aou + phosphate	Atlantic	(27.95,28.05]	0.5362438	0.5016244	0.5708631
aou + phosphate	Atlantic	(28.05,28.1]	0.4987455	0.4419279	0.5555632
aou + phosphate	Atlantic	(28.1,28.15]	0.5752748	0.5201768	0.6303727
aou + phosphate	Atlantic	(28.15,28.2]	0.8243691	0.8025769	0.8461614
aou + phosphate	Atlantic	(28.2, Inf]	0.5806127	0.5672754	0.5939499
aou + phosphate	Indian1	(-Inf,26]	0.9947881	0.9921955	0.9973808
aou + phosphate	Indian1	(26,26.5]	0.9895920	0.9827126	0.9964715
aou + phosphate	Indian1	(26.5,26.75]	0.9880011	0.9798044	0.9961978
aou + phosphate	Indian1	(26.75,27]	0.9754104	0.9687436	0.9820771
aou + phosphate	Indian1	(27,27.25]	0.8775207	0.8514346	0.9036069
aou + phosphate	Indian1	(27.25,27.5]	0.6276999	0.5537328	0.7016671
aou + phosphate	Indian1	(27.5,27.75]	0.6657686	0.6491135	0.6824237
aou + phosphate	Indian1	(27.75,27.85]	0.7708197	0.6551638	0.8864757
aou + phosphate	Indian1	(27.85,27.95]	0.8449595	0.8395524	0.8503666
aou + phosphate	Indian1	(27.95,28.05]	0.8673675	0.8237672	0.9109677
aou + phosphate	Indian1	(28.05,28.1]	0.7839638	0.7376462	0.8302814
aou + phosphate	Indian1	(28.1, Inf]	0.9697496	0.9631991	0.9763001
aou + phosphate	Indian2	(-Inf,26]	0.9913380	0.9875424	0.9951335
aou + phosphate	Indian2	(26,26.5]	0.9870486	0.9795595	0.9945377
aou + phosphate	Indian2	(26.5,26.75]	0.9859830	0.9765711	0.9953950
aou + phosphate	Indian2	(26.75,27]	0.9715566	0.9710399	0.9720733
aou + phosphate	Indian2	(27,27.25]	0.9557450	0.9403192	0.9711708
aou + phosphate	Indian2	(27.25,27.5]	0.8983500	0.8336432	0.9630568
aou + phosphate	Indian2	(27.5,27.75]	0.7514106	0.5462771	0.9565440
aou + phosphate	Indian2	(27.75,27.85]	0.8410914	0.7005511	0.9816317
aou + phosphate	Indian2	(27.85,27.95]	0.7386810	0.5069481	0.9704139
aou + phosphate	Indian2	(27.95,28.05]	0.7418362	0.5165842	0.9670882
aou + phosphate	Indian2	(28.05,28.1]	0.7279947	0.4928423	0.9631472
aou + phosphate	Indian2	(28.1, Inf]	0.5403127	0.5134740	0.5671513
aou + phosphate	Indian3	(-Inf,26]	0.8764259	0.8314653	0.9213865
aou + phosphate	Indian3	(26,26.5]	0.3733383	0.3430881	0.4035884
aou + phosphate	Indian3	(26.5,26.75]	0.3348194	0.2935188	0.3761200
aou + phosphate	Indian3	(26.75,27]	0.7074077	0.6411495	0.7736658
aou + phosphate	Indian3	(27,27.25]	0.8396594	0.8379351	0.8413838
aou + phosphate	Indian3	(27.25,27.5]	0.8210282	0.7299273	0.9121290
aou + phosphate	Indian3	(27.5,27.75]	0.7579493	0.6719975	0.8439011
aou + phosphate	Indian3	(27.75,27.85]	0.8949841	0.8878825	0.9020857
aou + phosphate	Indian3	(27.85,27.95]	0.8859441	0.8229189	0.9489694
aou + phosphate	Indian3	(27.95,28.05]	0.9659362	0.9533405	0.9785319
aou + phosphate	Indian3	(28.05,28.1]	0.9792605	0.9766444	0.9818767
aou + phosphate	Indian3	(28.1, Inf]	0.7088752	0.6670433	0.7507071
aou + phosphate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate	Indian4	(26,26.5]	-0.6231348	-0.6711145	-0.5751551
aou + phosphate	Indian4	(26.5,26.75]	-0.0475355	-0.3453698	0.2502988
aou + phosphate	Indian4	(26.75,27]	0.4885189	0.4564721	0.5205658
aou + phosphate	Indian4	(27,27.25]	0.0580831	-0.0848422	0.2010085
aou + phosphate	Indian4	(27.25,27.5]	0.2330294	0.2123977	0.2536611
aou + phosphate	Indian4	(27.5,27.75]	0.2665466	0.2464267	0.2866666
aou + phosphate	Indian4	(27.75,27.85]	0.2407024	0.1424418	0.3389631
aou + phosphate	Indian4	(27.85,27.95]	0.2019551	0.1832368	0.2206734
aou + phosphate	Indian4	(27.95,28.05]	0.3837001	0.2564197	0.5109804
aou + phosphate	Indian4	(28.05,28.1]	0.5960810	0.5195117	0.6726503
aou + phosphate	Indian4	(28.1, Inf]	-0.0343822	-0.1907915	0.1220270
aou + phosphate	Indian5	(27.5,27.75]	0.7164424	0.6576383	0.7752465
aou + phosphate	Indian5	(27.75,27.85]	0.5341832	0.4186051	0.6497614
aou + phosphate	Indian5	(27.85,27.95]	0.3708971	0.3554101	0.3863842
aou + phosphate	Indian5	(27.95,28.05]	0.0899740	0.0741225	0.1058255
aou + phosphate	Indian5	(28.05,28.1]	-0.0061572	-0.0487074	0.0363930
aou + phosphate	Indian5	(28.1, Inf]	-0.0196354	-0.0801565	0.0408857
aou + phosphate	Pacific	(-Inf,26]	0.7775072	0.7106003	0.8444140
aou + phosphate	Pacific	(26,26.5]	0.8098575	0.6922846	0.9274303
aou + phosphate	Pacific	(26.5,26.75]	0.7422802	0.5846763	0.8998841
aou + phosphate	Pacific	(26.75,27]	0.7470556	0.6190234	0.8750877
aou + phosphate	Pacific	(27,27.25]	0.8879111	0.8498897	0.9259324
aou + phosphate	Pacific	(27.25,27.5]	0.8065796	0.7605155	0.8526437
aou + phosphate	Pacific	(27.5,27.75]	0.6522449	0.5070645	0.7974253
aou + phosphate	Pacific	(27.75,27.85]	0.7089672	0.6397378	0.7781965
aou + phosphate	Pacific	(27.85,27.95]	0.7251377	0.6776417	0.7726336
aou + phosphate	Pacific	(27.95,28.05]	0.7307912	0.6588837	0.8026986
aou + phosphate	Pacific	(28.05,28.1]	0.6567786	0.6202684	0.6932888
aou + phosphate	Pacific	(28.1, Inf]	0.6395156	0.4646890	0.8143423
aou + silicate	Atlantic	(-Inf,26.5]	0.2655324	0.2012450	0.3298197
aou + silicate	Atlantic	(26.5,26.75]	0.5206269	0.4445386	0.5967151
aou + silicate	Atlantic	(26.75,27]	0.5449743	0.4636918	0.6262568
aou + silicate	Atlantic	(27,27.25]	0.6351795	0.4902551	0.7801039
aou + silicate	Atlantic	(27.25,27.5]	0.5627821	0.4723741	0.6531900
aou + silicate	Atlantic	(27.5,27.75]	0.6252356	0.5774874	0.6729837
aou + silicate	Atlantic	(27.75,27.85]	0.7008283	0.6672219	0.7344347
aou + silicate	Atlantic	(27.85,27.95]	0.7769217	0.7595500	0.7942935
aou + silicate	Atlantic	(27.95,28.05]	0.8589087	0.8503808	0.8674365
aou + silicate	Atlantic	(28.05,28.1]	0.8854970	0.8584909	0.9125031
aou + silicate	Atlantic	(28.1,28.15]	0.9302093	0.9282750	0.9321436
aou + silicate	Atlantic	(28.15,28.2]	0.9660263	0.9595140	0.9725385
aou + silicate	Atlantic	(28.2, Inf]	0.7741855	0.7281530	0.8202180
aou + silicate	Indian1	(-Inf,26]	0.9198451	0.8690541	0.9706360
aou + silicate	Indian1	(26,26.5]	0.8762135	0.7817221	0.9707050
aou + silicate	Indian1	(26.5,26.75]	0.8934791	0.8113888	0.9755694
aou + silicate	Indian1	(26.75,27]	0.8689773	0.7978809	0.9400738
aou + silicate	Indian1	(27,27.25]	0.5983266	0.5643091	0.6323441
aou + silicate	Indian1	(27.25,27.5]	0.1276587	0.0536858	0.2016317
aou + silicate	Indian1	(27.5,27.75]	-0.5878874	-0.6850813	-0.4906935
aou + silicate	Indian1	(27.75,27.85]	-0.1596690	-0.2229596	-0.0963783
aou + silicate	Indian1	(27.85,27.95]	0.0187538	-0.1158459	0.1533536
aou + silicate	Indian1	(27.95,28.05]	0.1751376	0.0006837	0.3495916
aou + silicate	Indian1	(28.05,28.1]	0.7169287	0.6600692	0.7737882
aou + silicate	Indian1	(28.1, Inf]	0.8739307	0.8049994	0.9428621
aou + silicate	Indian2	(-Inf,26]	0.8888652	0.8584876	0.9192428
aou + silicate	Indian2	(26,26.5]	0.8396237	0.7667470	0.9125004
aou + silicate	Indian2	(26.5,26.75]	0.8478385	0.7831435	0.9125335
aou + silicate	Indian2	(26.75,27]	0.8836770	0.8191820	0.9481721
aou + silicate	Indian2	(27,27.25]	0.8144444	0.7228019	0.9060869
aou + silicate	Indian2	(27.25,27.5]	0.6240491	0.4790347	0.7690636
aou + silicate	Indian2	(27.5,27.75]	0.2619864	0.1846636	0.3393091
aou + silicate	Indian2	(27.75,27.85]	0.6962500	0.5364535	0.8560465
aou + silicate	Indian2	(27.85,27.95]	0.5803323	0.3702571	0.7904076
aou + silicate	Indian2	(27.95,28.05]	0.3262355	0.2629899	0.3894810
aou + silicate	Indian2	(28.05,28.1]	0.5979866	0.2937875	0.9021857
aou + silicate	Indian2	(28.1, Inf]	0.2154480	0.1738516	0.2570443
aou + silicate	Indian3	(-Inf,26]	0.5847454	0.2837950	0.8856958
aou + silicate	Indian3	(26,26.5]	0.2538882	0.2200150	0.2877614
aou + silicate	Indian3	(26.5,26.75]	0.4101114	0.3926413	0.4275815
aou + silicate	Indian3	(26.75,27]	0.4573649	0.4333663	0.4813634
aou + silicate	Indian3	(27,27.25]	0.7307707	0.6843020	0.7772394
aou + silicate	Indian3	(27.25,27.5]	0.9136267	0.9049017	0.9223517
aou + silicate	Indian3	(27.5,27.75]	0.8913200	0.8822250	0.9004150
aou + silicate	Indian3	(27.75,27.85]	0.8500531	0.8302465	0.8698598
aou + silicate	Indian3	(27.85,27.95]	0.8507337	0.8395028	0.8619645
aou + silicate	Indian3	(27.95,28.05]	0.8658663	0.8250349	0.9066977
aou + silicate	Indian3	(28.05,28.1]	0.9298143	0.9232508	0.9363778
aou + silicate	Indian3	(28.1, Inf]	0.5896045	0.5202454	0.6589637
aou + silicate	Indian4	(26,26.5]	0.0323067	-0.8082875	0.8729009
aou + silicate	Indian4	(26.5,26.75]	0.1914316	0.0537970	0.3290662
aou + silicate	Indian4	(26.75,27]	0.2913852	0.1377485	0.4450218
aou + silicate	Indian4	(27,27.25]	0.4026110	0.1573909	0.6478310
aou + silicate	Indian4	(27.25,27.5]	0.5375261	0.5088085	0.5662438
aou + silicate	Indian4	(27.5,27.75]	0.5151349	0.4867908	0.5434789
aou + silicate	Indian4	(27.75,27.85]	-0.0167675	-0.0192811	-0.0142540
aou + silicate	Indian4	(27.85,27.95]	0.0748396	0.0290990	0.1205803
aou + silicate	Indian4	(27.95,28.05]	0.4874857	0.4764112	0.4985601
aou + silicate	Indian4	(28.05,28.1]	0.7205010	0.7097034	0.7312987
aou + silicate	Indian4	(28.1, Inf]	-0.3074951	-0.4246663	-0.1903238
aou + silicate	Indian5	(27.5,27.75]	0.2668771	-0.2687371	0.8024913
aou + silicate	Indian5	(27.75,27.85]	0.7357102	0.7005311	0.7708894
aou + silicate	Indian5	(27.85,27.95]	0.8146505	0.7554128	0.8738882
aou + silicate	Indian5	(27.95,28.05]	0.4929073	0.4683811	0.5174335
aou + silicate	Indian5	(28.05,28.1]	0.2788222	0.2736291	0.2840152
aou + silicate	Indian5	(28.1, Inf]	0.0520787	-0.0385528	0.1427102
aou + silicate	Pacific	(-Inf,26]	0.1761454	0.1303391	0.2219518
aou + silicate	Pacific	(26,26.5]	0.3723019	0.2439378	0.5006659
aou + silicate	Pacific	(26.5,26.75]	0.3073810	0.1428744	0.4718876
aou + silicate	Pacific	(26.75,27]	0.5369913	0.4010110	0.6729716
aou + silicate	Pacific	(27,27.25]	0.8497703	0.8275097	0.8720308
aou + silicate	Pacific	(27.25,27.5]	0.8492634	0.8364617	0.8620652
aou + silicate	Pacific	(27.5,27.75]	0.8195765	0.7738923	0.8652607
aou + silicate	Pacific	(27.75,27.85]	0.8273847	0.7900756	0.8646939
aou + silicate	Pacific	(27.85,27.95]	0.7879860	0.7156893	0.8602828
aou + silicate	Pacific	(27.95,28.05]	0.7952794	0.7281776	0.8623811
aou + silicate	Pacific	(28.05,28.1]	0.7747639	0.7062004	0.8433274
aou + silicate	Pacific	(28.1, Inf]	0.7074454	0.6472216	0.7676692
nitrate + silicate	Atlantic	(-Inf,26.5]	0.4989038	0.3769374	0.6208702
nitrate + silicate	Atlantic	(26.5,26.75]	0.5835968	0.5741447	0.5930490
nitrate + silicate	Atlantic	(26.75,27]	0.6293600	0.4822622	0.7764578
nitrate + silicate	Atlantic	(27,27.25]	0.7063066	0.5234890	0.8891242
nitrate + silicate	Atlantic	(27.25,27.5]	0.7289881	0.6035572	0.8544191
nitrate + silicate	Atlantic	(27.5,27.75]	0.8007862	0.7280011	0.8735712
nitrate + silicate	Atlantic	(27.75,27.85]	0.8121495	0.7533134	0.8709857
nitrate + silicate	Atlantic	(27.85,27.95]	0.8763292	0.8687696	0.8838888
nitrate + silicate	Atlantic	(27.95,28.05]	0.8797377	0.8751648	0.8843105
nitrate + silicate	Atlantic	(28.05,28.1]	0.8743699	0.8607133	0.8880266
nitrate + silicate	Atlantic	(28.1,28.15]	0.9180960	0.8997279	0.9364640
nitrate + silicate	Atlantic	(28.15,28.2]	0.9515715	0.9431320	0.9600109
nitrate + silicate	Atlantic	(28.2, Inf]	0.8709791	0.8190269	0.9229313
nitrate + silicate	Indian1	(-Inf,26]	0.9488909	0.9242465	0.9735353
nitrate + silicate	Indian1	(26,26.5]	0.9051618	0.8408948	0.9694287
nitrate + silicate	Indian1	(26.5,26.75]	0.8925110	0.8012360	0.9837860
nitrate + silicate	Indian1	(26.75,27]	0.8657806	0.7529581	0.9786030
nitrate + silicate	Indian1	(27,27.25]	0.8020110	0.7613380	0.8426840
nitrate + silicate	Indian1	(27.25,27.5]	0.7869343	0.7284203	0.8454483
nitrate + silicate	Indian1	(27.5,27.75]	0.2409588	-0.1223038	0.6042213
nitrate + silicate	Indian1	(27.75,27.85]	-0.0534144	-0.2400893	0.1332605
nitrate + silicate	Indian1	(27.85,27.95]	0.0098869	-0.2682379	0.2880118
nitrate + silicate	Indian1	(27.95,28.05]	0.1102126	-0.2401514	0.4605766
nitrate + silicate	Indian1	(28.05,28.1]	0.7156753	0.5681008	0.8632498
nitrate + silicate	Indian1	(28.1, Inf]	0.9000130	0.8437967	0.9562294
nitrate + silicate	Indian2	(-Inf,26]	0.9107577	0.8798549	0.9416606
nitrate + silicate	Indian2	(26,26.5]	0.8830161	0.8265634	0.9394689
nitrate + silicate	Indian2	(26.5,26.75]	0.8609999	0.7932932	0.9287066
nitrate + silicate	Indian2	(26.75,27]	0.8920269	0.8416637	0.9423901
nitrate + silicate	Indian2	(27,27.25]	0.8754654	0.8065420	0.9443888
nitrate + silicate	Indian2	(27.25,27.5]	0.8015487	0.6961180	0.9069793
nitrate + silicate	Indian2	(27.5,27.75]	0.4210579	0.3626099	0.4795060
nitrate + silicate	Indian2	(27.75,27.85]	0.7517707	0.6525422	0.8509992
nitrate + silicate	Indian2	(27.85,27.95]	0.6089247	0.4496437	0.7682057
nitrate + silicate	Indian2	(27.95,28.05]	0.2840725	0.1357837	0.4323614
nitrate + silicate	Indian2	(28.05,28.1]	0.2445247	0.0615956	0.4274538
nitrate + silicate	Indian2	(28.1, Inf]	0.3192352	0.2408017	0.3976687
nitrate + silicate	Indian3	(-Inf,26]	0.6804242	0.5282898	0.8325586
nitrate + silicate	Indian3	(26,26.5]	0.7436030	0.7015240	0.7856821
nitrate + silicate	Indian3	(26.5,26.75]	0.6531608	0.6132014	0.6931202
nitrate + silicate	Indian3	(26.75,27]	0.5916144	0.4959216	0.6873072
nitrate + silicate	Indian3	(27,27.25]	0.6886022	0.6458656	0.7313388
nitrate + silicate	Indian3	(27.25,27.5]	0.8046337	0.7277952	0.8814722
nitrate + silicate	Indian3	(27.5,27.75]	0.6232896	0.4797598	0.7668194
nitrate + silicate	Indian3	(27.75,27.85]	0.7045670	0.6533974	0.7557366
nitrate + silicate	Indian3	(27.85,27.95]	0.8006593	0.7616240	0.8396945
nitrate + silicate	Indian3	(27.95,28.05]	0.8733879	0.8269782	0.9197976
nitrate + silicate	Indian3	(28.05,28.1]	0.9400663	0.9324713	0.9476614
nitrate + silicate	Indian3	(28.1, Inf]	0.8664978	0.8537363	0.8792593
nitrate + silicate	Indian4	(26,26.5]	0.0193684	-0.5481375	0.5868743
nitrate + silicate	Indian4	(26.5,26.75]	0.5576463	0.2646369	0.8506557
nitrate + silicate	Indian4	(26.75,27]	0.4008063	0.1109811	0.6906315
nitrate + silicate	Indian4	(27,27.25]	0.6274015	0.4436565	0.8111465
nitrate + silicate	Indian4	(27.25,27.5]	0.6244413	0.5322093	0.7166734
nitrate + silicate	Indian4	(27.5,27.75]	0.4080665	0.3385684	0.4775646
nitrate + silicate	Indian4	(27.75,27.85]	0.6780783	0.6749367	0.6812199
nitrate + silicate	Indian4	(27.85,27.95]	0.6018195	0.5739340	0.6297050
nitrate + silicate	Indian4	(27.95,28.05]	0.6403379	0.6287478	0.6519279
nitrate + silicate	Indian4	(28.05,28.1]	0.8449558	0.8407818	0.8491297
nitrate + silicate	Indian4	(28.1, Inf]	0.4923455	0.3539723	0.6307187
nitrate + silicate	Indian5	(27.5,27.75]	0.1956388	-0.2561124	0.6473899
nitrate + silicate	Indian5	(27.75,27.85]	0.7273247	0.6919542	0.7626953
nitrate + silicate	Indian5	(27.85,27.95]	0.6543085	0.6394507	0.6691663
nitrate + silicate	Indian5	(27.95,28.05]	0.5476272	0.3289607	0.7662937
nitrate + silicate	Indian5	(28.05,28.1]	0.4574926	0.2955178	0.6194673
nitrate + silicate	Indian5	(28.1, Inf]	0.6582300	0.5795910	0.7368691
nitrate + silicate	Pacific	(-Inf,26]	0.3674913	0.3472192	0.3877633
nitrate + silicate	Pacific	(26,26.5]	0.5650757	0.4324008	0.6977505
nitrate + silicate	Pacific	(26.5,26.75]	0.5539709	0.3902510	0.7176907
nitrate + silicate	Pacific	(26.75,27]	0.7167668	0.6221851	0.8113486
nitrate + silicate	Pacific	(27,27.25]	0.8607420	0.8288177	0.8926663
nitrate + silicate	Pacific	(27.25,27.5]	0.7964823	0.7558812	0.8370835
nitrate + silicate	Pacific	(27.5,27.75]	0.7605224	0.6977458	0.8232990
nitrate + silicate	Pacific	(27.75,27.85]	0.7767155	0.7173050	0.8361261
nitrate + silicate	Pacific	(27.85,27.95]	0.7697068	0.6842367	0.8551768
nitrate + silicate	Pacific	(27.95,28.05]	0.7615492	0.6867169	0.8363816
nitrate + silicate	Pacific	(28.05,28.1]	0.6955910	0.5991197	0.7920622
nitrate + silicate	Pacific	(28.1, Inf]	0.6561379	0.5280448	0.7842310
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.4676467	-0.5690534	-0.3662401
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.7710000	-0.7717792	-0.7702208
oxygen + nitrate	Atlantic	(26.75,27]	-0.7602965	-0.7895830	-0.7310100
oxygen + nitrate	Atlantic	(27,27.25]	-0.7011600	-0.7507047	-0.6516152
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5653643	-0.6188768	-0.5118519
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6371716	-0.6651755	-0.6091677
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.6506234	-0.6558433	-0.6454035
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7295740	-0.7429230	-0.7162250
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7572231	-0.7723061	-0.7421401
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7801510	-0.7894295	-0.7708724
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8537875	-0.8624158	-0.8451591
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9132880	-0.9402614	-0.8863147
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6296279	-0.6920504	-0.5672053
oxygen + nitrate	Indian1	(-Inf,26]	-0.9442723	-0.9556067	-0.9329379
oxygen + nitrate	Indian1	(26,26.5]	-0.6656602	-0.9414093	-0.3899112
oxygen + nitrate	Indian1	(26.5,26.75]	-0.6614078	-0.9704603	-0.3523554
oxygen + nitrate	Indian1	(26.75,27]	-0.5668565	-0.9458124	-0.1879006
oxygen + nitrate	Indian1	(27,27.25]	-0.2999467	-0.7752498	0.1753565
oxygen + nitrate	Indian1	(27.25,27.5]	0.1583408	-0.2266271	0.5433087
oxygen + nitrate	Indian1	(27.5,27.75]	-0.0969237	-0.3878172	0.1939698
oxygen + nitrate	Indian1	(27.75,27.85]	-0.6700819	-0.8011388	-0.5390251
oxygen + nitrate	Indian1	(27.85,27.95]	-0.8085012	-0.8734361	-0.7435662
oxygen + nitrate	Indian1	(27.95,28.05]	-0.8613216	-0.9231540	-0.7994893
oxygen + nitrate	Indian1	(28.05,28.1]	-0.8580296	-0.8888782	-0.8271810
oxygen + nitrate	Indian1	(28.1, Inf]	-0.9668210	-0.9831109	-0.9505311
oxygen + nitrate	Indian2	(-Inf,26]	-0.9608128	-0.9826110	-0.9390147
oxygen + nitrate	Indian2	(26,26.5]	-0.9671594	-0.9835921	-0.9507266
oxygen + nitrate	Indian2	(26.5,26.75]	-0.9547307	-0.9910030	-0.9184583
oxygen + nitrate	Indian2	(26.75,27]	-0.9401515	-0.9524847	-0.9278183
oxygen + nitrate	Indian2	(27,27.25]	-0.8844585	-0.9498073	-0.8191097
oxygen + nitrate	Indian2	(27.25,27.5]	-0.7411033	-0.8777396	-0.6044669
oxygen + nitrate	Indian2	(27.5,27.75]	-0.5629667	-0.8546975	-0.2712359
oxygen + nitrate	Indian2	(27.75,27.85]	-0.6979972	-0.9341509	-0.4618435
oxygen + nitrate	Indian2	(27.85,27.95]	-0.6396799	-0.9294617	-0.3498982
oxygen + nitrate	Indian2	(27.95,28.05]	-0.5144107	-0.9274821	-0.1013393
oxygen + nitrate	Indian2	(28.05,28.1]	-0.2555060	-0.4180983	-0.0929136
oxygen + nitrate	Indian2	(28.1, Inf]	-0.2570717	-0.3353946	-0.1787488
oxygen + nitrate	Indian3	(-Inf,26]	-0.6280313	-0.7417894	-0.5142732
oxygen + nitrate	Indian3	(26,26.5]	-0.4407282	-0.4512636	-0.4301928
oxygen + nitrate	Indian3	(26.5,26.75]	-0.4281939	-0.4983354	-0.3580524
oxygen + nitrate	Indian3	(26.75,27]	-0.5503295	-0.5963985	-0.5042605
oxygen + nitrate	Indian3	(27,27.25]	-0.6233946	-0.6906428	-0.5561465
oxygen + nitrate	Indian3	(27.25,27.5]	-0.6842639	-0.7901465	-0.5783814
oxygen + nitrate	Indian3	(27.5,27.75]	-0.6542288	-0.8092712	-0.4991863
oxygen + nitrate	Indian3	(27.75,27.85]	-0.8122167	-0.8133495	-0.8110839
oxygen + nitrate	Indian3	(27.85,27.95]	-0.9129352	-0.9140356	-0.9118347
oxygen + nitrate	Indian3	(27.95,28.05]	-0.9637912	-0.9652406	-0.9623418
oxygen + nitrate	Indian3	(28.05,28.1]	-0.9668796	-0.9721997	-0.9615594
oxygen + nitrate	Indian3	(28.1, Inf]	-0.6601227	-0.7495931	-0.5706524
oxygen + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen + nitrate	Indian4	(26,26.5]	-0.6647186	-0.7437926	-0.5856445
oxygen + nitrate	Indian4	(26.5,26.75]	-0.0760913	-0.1287567	-0.0234259
oxygen + nitrate	Indian4	(26.75,27]	-0.0079841	-0.1006172	0.0846490
oxygen + nitrate	Indian4	(27,27.25]	-0.0881007	-0.2516016	0.0754002
oxygen + nitrate	Indian4	(27.25,27.5]	-0.2251071	-0.2313174	-0.2188967
oxygen + nitrate	Indian4	(27.5,27.75]	-0.2806295	-0.3447413	-0.2165177
oxygen + nitrate	Indian4	(27.75,27.85]	-0.1965725	-0.2401720	-0.1529730
oxygen + nitrate	Indian4	(27.85,27.95]	-0.1413272	-0.1862892	-0.0963651
oxygen + nitrate	Indian4	(27.95,28.05]	-0.5308059	-0.5467365	-0.5148752
oxygen + nitrate	Indian4	(28.05,28.1]	-0.6258353	-0.7171327	-0.5345378
oxygen + nitrate	Indian4	(28.1, Inf]	0.2301803	0.1672828	0.2930779
oxygen + nitrate	Indian5	(27.5,27.75]	-0.9725841	-0.9931623	-0.9520059
oxygen + nitrate	Indian5	(27.75,27.85]	-0.9614534	-0.9648034	-0.9581034
oxygen + nitrate	Indian5	(27.85,27.95]	-0.7753546	-0.8554838	-0.6952255
oxygen + nitrate	Indian5	(27.95,28.05]	-0.2864013	-0.3647191	-0.2080835
oxygen + nitrate	Indian5	(28.05,28.1]	0.0477234	0.0367747	0.0586720
oxygen + nitrate	Indian5	(28.1, Inf]	-0.0410804	-0.0856435	0.0034828
oxygen + nitrate	Pacific	(-Inf,26]	-0.5105021	-0.5410300	-0.4799743
oxygen + nitrate	Pacific	(26,26.5]	-0.7808453	-0.8078446	-0.7538460
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7700498	-0.7903367	-0.7497628
oxygen + nitrate	Pacific	(26.75,27]	-0.7846064	-0.7883774	-0.7808355
oxygen + nitrate	Pacific	(27,27.25]	-0.9095142	-0.9176991	-0.9013293
oxygen + nitrate	Pacific	(27.25,27.5]	-0.8528014	-0.8771860	-0.8284167
oxygen + nitrate	Pacific	(27.5,27.75]	-0.7533922	-0.8096365	-0.6971480
oxygen + nitrate	Pacific	(27.75,27.85]	-0.7430164	-0.7761707	-0.7098621
oxygen + nitrate	Pacific	(27.85,27.95]	-0.8025912	-0.8205523	-0.7846301
oxygen + nitrate	Pacific	(27.95,28.05]	-0.8182861	-0.8588126	-0.7777597
oxygen + nitrate	Pacific	(28.05,28.1]	-0.6987255	-0.7417225	-0.6557285
oxygen + nitrate	Pacific	(28.1, Inf]	-0.6703977	-0.8187184	-0.5220769
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.2504703	-0.3573438	-0.1435967
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.5290471	-0.5765870	-0.4815071
oxygen + phosphate	Atlantic	(26.75,27]	-0.4903934	-0.5473751	-0.4334116
oxygen + phosphate	Atlantic	(27,27.25]	-0.4725373	-0.6004684	-0.3446062
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3889345	-0.4734652	-0.3044038
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4554108	-0.5111109	-0.3997108
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.4595720	-0.4622200	-0.4569241
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.4442379	-0.4585438	-0.4299321
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.4838238	-0.5132125	-0.4544352
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.4663909	-0.5120413	-0.4207404
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.5494956	-0.6024947	-0.4964965
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.8115023	-0.8239261	-0.7990785
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.4946997	-0.5180824	-0.4713169
oxygen + phosphate	Indian1	(-Inf,26]	-0.9858700	-0.9928077	-0.9789322
oxygen + phosphate	Indian1	(26,26.5]	-0.9643523	-0.9717757	-0.9569288
oxygen + phosphate	Indian1	(26.5,26.75]	-0.9583038	-0.9874640	-0.9291435
oxygen + phosphate	Indian1	(26.75,27]	-0.9212929	-0.9594513	-0.8831346
oxygen + phosphate	Indian1	(27,27.25]	-0.6554098	-0.7196492	-0.5911703
oxygen + phosphate	Indian1	(27.25,27.5]	-0.1110394	-0.1329261	-0.0891526
oxygen + phosphate	Indian1	(27.5,27.75]	-0.5074275	-0.5827496	-0.4321053
oxygen + phosphate	Indian1	(27.75,27.85]	-0.7972540	-0.8754116	-0.7190963
oxygen + phosphate	Indian1	(27.85,27.95]	-0.8718600	-0.9056787	-0.8380414
oxygen + phosphate	Indian1	(27.95,28.05]	-0.8900031	-0.9491670	-0.8308393
oxygen + phosphate	Indian1	(28.05,28.1]	-0.8033659	-0.8678661	-0.7388656
oxygen + phosphate	Indian1	(28.1, Inf]	-0.9719828	-0.9769328	-0.9670329
oxygen + phosphate	Indian2	(-Inf,26]	-0.9695473	-0.9804069	-0.9586878
oxygen + phosphate	Indian2	(26,26.5]	-0.9699854	-0.9829149	-0.9570560
oxygen + phosphate	Indian2	(26.5,26.75]	-0.9742165	-0.9898911	-0.9585420
oxygen + phosphate	Indian2	(26.75,27]	-0.9518958	-0.9538648	-0.9499267
oxygen + phosphate	Indian2	(27,27.25]	-0.9205580	-0.9510322	-0.8900838
oxygen + phosphate	Indian2	(27.25,27.5]	-0.8293229	-0.9219972	-0.7366486
oxygen + phosphate	Indian2	(27.5,27.75]	-0.7002455	-0.9138008	-0.4866902
oxygen + phosphate	Indian2	(27.75,27.85]	-0.8339822	-0.9748689	-0.6930955
oxygen + phosphate	Indian2	(27.85,27.95]	-0.7346142	-0.9662694	-0.5029590
oxygen + phosphate	Indian2	(27.95,28.05]	-0.7282106	-0.9575460	-0.4988751
oxygen + phosphate	Indian2	(28.05,28.1]	-0.7164837	-0.9550123	-0.4779552
oxygen + phosphate	Indian2	(28.1, Inf]	-0.5386803	-0.5627177	-0.5146429
oxygen + phosphate	Indian3	(-Inf,26]	-0.7546323	-0.7858152	-0.7234494
oxygen + phosphate	Indian3	(26,26.5]	-0.2603570	-0.2822825	-0.2384315
oxygen + phosphate	Indian3	(26.5,26.75]	-0.2253238	-0.2717790	-0.1788686
oxygen + phosphate	Indian3	(26.75,27]	-0.5102009	-0.5580043	-0.4623974
oxygen + phosphate	Indian3	(27,27.25]	-0.6389492	-0.6803742	-0.5975243
oxygen + phosphate	Indian3	(27.25,27.5]	-0.7379003	-0.8404157	-0.6353848
oxygen + phosphate	Indian3	(27.5,27.75]	-0.7383894	-0.8227184	-0.6540603
oxygen + phosphate	Indian3	(27.75,27.85]	-0.8785646	-0.8875897	-0.8695394
oxygen + phosphate	Indian3	(27.85,27.95]	-0.8776872	-0.9413866	-0.8139879
oxygen + phosphate	Indian3	(27.95,28.05]	-0.9536749	-0.9631233	-0.9442266
oxygen + phosphate	Indian3	(28.05,28.1]	-0.9690949	-0.9704530	-0.9677368
oxygen + phosphate	Indian3	(28.1, Inf]	-0.5716682	-0.5865226	-0.5568138
oxygen + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen + phosphate	Indian4	(26,26.5]	0.6644181	0.5835140	0.7453221
oxygen + phosphate	Indian4	(26.5,26.75]	0.0068069	-0.1550269	0.1686407
oxygen + phosphate	Indian4	(26.75,27]	-0.0761965	-0.2389855	0.0865925
oxygen + phosphate	Indian4	(27,27.25]	0.0476248	-0.1165196	0.2117692
oxygen + phosphate	Indian4	(27.25,27.5]	-0.1836424	-0.1869039	-0.1803809
oxygen + phosphate	Indian4	(27.5,27.75]	-0.2603573	-0.2864625	-0.2342521
oxygen + phosphate	Indian4	(27.75,27.85]	-0.2336657	-0.3333194	-0.1340120
oxygen + phosphate	Indian4	(27.85,27.95]	-0.1481495	-0.1925644	-0.1037345
oxygen + phosphate	Indian4	(27.95,28.05]	-0.3389182	-0.4613796	-0.2164568
oxygen + phosphate	Indian4	(28.05,28.1]	-0.5211496	-0.5534862	-0.4888131
oxygen + phosphate	Indian4	(28.1, Inf]	0.0976662	-0.0799091	0.2752415
oxygen + phosphate	Indian5	(27.5,27.75]	-0.7216796	-0.7848870	-0.6584723
oxygen + phosphate	Indian5	(27.75,27.85]	-0.5254037	-0.6540758	-0.3967315
oxygen + phosphate	Indian5	(27.85,27.95]	-0.3707735	-0.3856848	-0.3558622
oxygen + phosphate	Indian5	(27.95,28.05]	-0.0874974	-0.1067765	-0.0682182
oxygen + phosphate	Indian5	(28.05,28.1]	0.0025228	-0.0312732	0.0363188
oxygen + phosphate	Indian5	(28.1, Inf]	0.0266112	-0.0518605	0.1050829
oxygen + phosphate	Pacific	(-Inf,26]	-0.5654940	-0.5771160	-0.5538719
oxygen + phosphate	Pacific	(26,26.5]	-0.7449436	-0.8441276	-0.6457595
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6724787	-0.8116422	-0.5333151
oxygen + phosphate	Pacific	(26.75,27]	-0.6522414	-0.7961780	-0.5083048
oxygen + phosphate	Pacific	(27,27.25]	-0.8653530	-0.9072865	-0.8234195
oxygen + phosphate	Pacific	(27.25,27.5]	-0.7970755	-0.8479776	-0.7461734
oxygen + phosphate	Pacific	(27.5,27.75]	-0.6421191	-0.7978480	-0.4863903
oxygen + phosphate	Pacific	(27.75,27.85]	-0.7085616	-0.7803193	-0.6368039
oxygen + phosphate	Pacific	(27.85,27.95]	-0.7233929	-0.7723167	-0.6744692
oxygen + phosphate	Pacific	(27.95,28.05]	-0.7243095	-0.8000125	-0.6486065
oxygen + phosphate	Pacific	(28.05,28.1]	-0.6480450	-0.6895646	-0.6065254
oxygen + phosphate	Pacific	(28.1, Inf]	-0.6152050	-0.7964943	-0.4339157
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.1748104	-0.2220741	-0.1275467
oxygen + silicate	Atlantic	(26.5,26.75]	-0.4664385	-0.5518814	-0.3809955
oxygen + silicate	Atlantic	(26.75,27]	-0.4858073	-0.5372575	-0.4343571
oxygen + silicate	Atlantic	(27,27.25]	-0.5412485	-0.6508236	-0.4316735
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3843256	-0.4375221	-0.3311292
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4235520	-0.4532123	-0.3938917
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5302566	-0.5454974	-0.5150159
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6610323	-0.6812541	-0.6408104
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7788567	-0.7851122	-0.7726012
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8394034	-0.8745519	-0.8042549
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8987139	-0.9023227	-0.8951051
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9545042	-0.9682487	-0.9407597
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6901462	-0.7459054	-0.6343870
oxygen + silicate	Indian1	(-Inf,26]	-0.8811717	-0.9425341	-0.8198094
oxygen + silicate	Indian1	(26,26.5]	-0.7764782	-0.9399640	-0.6129924
oxygen + silicate	Indian1	(26.5,26.75]	-0.8049439	-0.9600939	-0.6497938
oxygen + silicate	Indian1	(26.75,27]	-0.7495337	-0.9042056	-0.5948618
oxygen + silicate	Indian1	(27,27.25]	-0.2688221	-0.3687484	-0.1688959
oxygen + silicate	Indian1	(27.25,27.5]	0.4615134	0.4185937	0.5044331
oxygen + silicate	Indian1	(27.5,27.75]	0.8037151	0.7472594	0.8601708
oxygen + silicate	Indian1	(27.75,27.85]	0.3145790	0.3127015	0.3164565
oxygen + silicate	Indian1	(27.85,27.95]	0.1191568	-0.0755265	0.3138401
oxygen + silicate	Indian1	(27.95,28.05]	-0.0413347	-0.2538470	0.1711777
oxygen + silicate	Indian1	(28.05,28.1]	-0.6599874	-0.7556368	-0.5643380
oxygen + silicate	Indian1	(28.1, Inf]	-0.8565091	-0.9305041	-0.7825141
oxygen + silicate	Indian2	(-Inf,26]	-0.8460067	-0.8869135	-0.8050999
oxygen + silicate	Indian2	(26,26.5]	-0.7979300	-0.8860421	-0.7098179
oxygen + silicate	Indian2	(26.5,26.75]	-0.8174736	-0.8977136	-0.7372336
oxygen + silicate	Indian2	(26.75,27]	-0.8607700	-0.9371965	-0.7843435
oxygen + silicate	Indian2	(27,27.25]	-0.7558668	-0.8772868	-0.6344468
oxygen + silicate	Indian2	(27.25,27.5]	-0.4707634	-0.6813519	-0.2601749
oxygen + silicate	Indian2	(27.5,27.75]	-0.0691918	-0.1982807	0.0598972
oxygen + silicate	Indian2	(27.75,27.85]	-0.6284233	-0.8180708	-0.4387759
oxygen + silicate	Indian2	(27.85,27.95]	-0.5157593	-0.7278296	-0.3036891
oxygen + silicate	Indian2	(27.95,28.05]	-0.2564239	-0.3403579	-0.1724899
oxygen + silicate	Indian2	(28.05,28.1]	-0.5564452	-0.8651400	-0.2477503
oxygen + silicate	Indian2	(28.1, Inf]	-0.1988014	-0.2347895	-0.1628133
oxygen + silicate	Indian3	(-Inf,26]	-0.5379261	-0.8128250	-0.2630271
oxygen + silicate	Indian3	(26,26.5]	-0.2435309	-0.2727038	-0.2143580
oxygen + silicate	Indian3	(26.5,26.75]	-0.3833607	-0.3837912	-0.3829301
oxygen + silicate	Indian3	(26.75,27]	-0.4267905	-0.4330269	-0.4205542
oxygen + silicate	Indian3	(27,27.25]	-0.6764465	-0.6816367	-0.6712562
oxygen + silicate	Indian3	(27.25,27.5]	-0.8586916	-0.8776775	-0.8397057
oxygen + silicate	Indian3	(27.5,27.75]	-0.8355661	-0.8538865	-0.8172457
oxygen + silicate	Indian3	(27.75,27.85]	-0.8269710	-0.8482519	-0.8056902
oxygen + silicate	Indian3	(27.85,27.95]	-0.8223534	-0.8358524	-0.8088544
oxygen + silicate	Indian3	(27.95,28.05]	-0.8329456	-0.8767099	-0.7891813
oxygen + silicate	Indian3	(28.05,28.1]	-0.9144341	-0.9238499	-0.9050183
oxygen + silicate	Indian3	(28.1, Inf]	-0.3950628	-0.5194375	-0.2706881
oxygen + silicate	Indian4	(26,26.5]	0.0466381	-0.7677636	0.8610398
oxygen + silicate	Indian4	(26.5,26.75]	-0.1357793	-0.3015400	0.0299814
oxygen + silicate	Indian4	(26.75,27]	-0.0835130	-0.0902191	-0.0768069
oxygen + silicate	Indian4	(27,27.25]	-0.2497447	-0.4783219	-0.0211675
oxygen + silicate	Indian4	(27.25,27.5]	-0.4028631	-0.4251847	-0.3805414
oxygen + silicate	Indian4	(27.5,27.75]	-0.4240478	-0.4584745	-0.3896210
oxygen + silicate	Indian4	(27.75,27.85]	0.0372125	0.0349746	0.0394505
oxygen + silicate	Indian4	(27.85,27.95]	0.0228528	-0.0203466	0.0660522
oxygen + silicate	Indian4	(27.95,28.05]	-0.3314172	-0.3561245	-0.3067099
oxygen + silicate	Indian4	(28.05,28.1]	-0.6119229	-0.6383678	-0.5854780
oxygen + silicate	Indian4	(28.1, Inf]	0.4349529	0.3193037	0.5506020
oxygen + silicate	Indian5	(27.5,27.75]	-0.2456102	-0.7760786	0.2848582
oxygen + silicate	Indian5	(27.75,27.85]	-0.7396437	-0.7725166	-0.7067708
oxygen + silicate	Indian5	(27.85,27.95]	-0.8098667	-0.8672480	-0.7524854
oxygen + silicate	Indian5	(27.95,28.05]	-0.4826232	-0.5055410	-0.4597054
oxygen + silicate	Indian5	(28.05,28.1]	-0.2601356	-0.2643423	-0.2559289
oxygen + silicate	Indian5	(28.1, Inf]	0.0287406	-0.0746700	0.1321513
oxygen + silicate	Pacific	(-Inf,26]	-0.0571512	-0.0797521	-0.0345503
oxygen + silicate	Pacific	(26,26.5]	-0.2886790	-0.3874579	-0.1899001
oxygen + silicate	Pacific	(26.5,26.75]	-0.1934098	-0.3220539	-0.0647657
oxygen + silicate	Pacific	(26.75,27]	-0.3802138	-0.5344090	-0.2260185
oxygen + silicate	Pacific	(27,27.25]	-0.8028487	-0.8337774	-0.7719200
oxygen + silicate	Pacific	(27.25,27.5]	-0.8158556	-0.8366971	-0.7950142
oxygen + silicate	Pacific	(27.5,27.75]	-0.7920495	-0.8473593	-0.7367396
oxygen + silicate	Pacific	(27.75,27.85]	-0.8220405	-0.8608839	-0.7831971
oxygen + silicate	Pacific	(27.85,27.95]	-0.7812824	-0.8542008	-0.7083640
oxygen + silicate	Pacific	(27.95,28.05]	-0.7815294	-0.8508325	-0.7122262
oxygen + silicate	Pacific	(28.05,28.1]	-0.7636092	-0.8347308	-0.6924876
oxygen + silicate	Pacific	(28.1, Inf]	-0.6814295	-0.7308885	-0.6319705
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.5783806	0.4076781	0.7490832
phosphate + nitrate	Atlantic	(26.5,26.75]	0.7030515	0.6123554	0.7937475
phosphate + nitrate	Atlantic	(26.75,27]	0.7110020	0.6480680	0.7739360
phosphate + nitrate	Atlantic	(27,27.25]	0.7760692	0.6818590	0.8702794
phosphate + nitrate	Atlantic	(27.25,27.5]	0.8110509	0.7454879	0.8766139
phosphate + nitrate	Atlantic	(27.5,27.75]	0.7893420	0.7157549	0.8629292
phosphate + nitrate	Atlantic	(27.75,27.85]	0.7209155	0.6808927	0.7609383
phosphate + nitrate	Atlantic	(27.85,27.95]	0.6402564	0.6292695	0.6512432
phosphate + nitrate	Atlantic	(27.95,28.05]	0.6317608	0.6107003	0.6528213
phosphate + nitrate	Atlantic	(28.05,28.1]	0.5872623	0.5437638	0.6307607
phosphate + nitrate	Atlantic	(28.1,28.15]	0.6210340	0.5898978	0.6521703
phosphate + nitrate	Atlantic	(28.15,28.2]	0.8314106	0.7964030	0.8664181
phosphate + nitrate	Atlantic	(28.2, Inf]	0.7514640	0.7505868	0.7523412
phosphate + nitrate	Indian1	(-Inf,26]	0.9657507	0.9413579	0.9901435
phosphate + nitrate	Indian1	(26,26.5]	0.7692287	0.5528366	0.9856207
phosphate + nitrate	Indian1	(26.5,26.75]	0.7787386	0.5681097	0.9893675
phosphate + nitrate	Indian1	(26.75,27]	0.7331931	0.4748528	0.9915333
phosphate + nitrate	Indian1	(27,27.25]	0.7293203	0.4943052	0.9643354
phosphate + nitrate	Indian1	(27.25,27.5]	0.7645483	0.6354818	0.8936147
phosphate + nitrate	Indian1	(27.5,27.75]	0.6191775	0.5962757	0.6420793
phosphate + nitrate	Indian1	(27.75,27.85]	0.7409557	0.6085228	0.8733887
phosphate + nitrate	Indian1	(27.85,27.95]	0.8267710	0.7724493	0.8810927
phosphate + nitrate	Indian1	(27.95,28.05]	0.8732091	0.8593361	0.8870821
phosphate + nitrate	Indian1	(28.05,28.1]	0.8394786	0.8161424	0.8628148
phosphate + nitrate	Indian1	(28.1, Inf]	0.9593795	0.9450994	0.9736596
phosphate + nitrate	Indian2	(-Inf,26]	0.9822491	0.9660703	0.9984279
phosphate + nitrate	Indian2	(26,26.5]	0.9887308	0.9783974	0.9990641
phosphate + nitrate	Indian2	(26.5,26.75]	0.9706546	0.9421140	0.9991952
phosphate + nitrate	Indian2	(26.75,27]	0.9806926	0.9627413	0.9986440
phosphate + nitrate	Indian2	(27,27.25]	0.9602704	0.9281039	0.9924369
phosphate + nitrate	Indian2	(27.25,27.5]	0.8649281	0.7519439	0.9779124
phosphate + nitrate	Indian2	(27.5,27.75]	0.7154672	0.5031184	0.9278160
phosphate + nitrate	Indian2	(27.75,27.85]	0.8544926	0.7590891	0.9498961
phosphate + nitrate	Indian2	(27.85,27.95]	0.7179429	0.5124315	0.9234543
phosphate + nitrate	Indian2	(27.95,28.05]	0.5481272	0.1355229	0.9607316
phosphate + nitrate	Indian2	(28.05,28.1]	0.2421741	0.0239851	0.4603631
phosphate + nitrate	Indian2	(28.1, Inf]	0.3880752	0.1050397	0.6711106
phosphate + nitrate	Indian3	(-Inf,26]	0.8696555	0.7784788	0.9608323
phosphate + nitrate	Indian3	(26,26.5]	0.7352473	0.7313315	0.7391632
phosphate + nitrate	Indian3	(26.5,26.75]	0.5893230	0.5588460	0.6197999
phosphate + nitrate	Indian3	(26.75,27]	0.8932143	0.8681370	0.9182916
phosphate + nitrate	Indian3	(27,27.25]	0.9600958	0.9354715	0.9847202
phosphate + nitrate	Indian3	(27.25,27.5]	0.9392441	0.9116333	0.9668549
phosphate + nitrate	Indian3	(27.5,27.75]	0.8501461	0.7656385	0.9346536
phosphate + nitrate	Indian3	(27.75,27.85]	0.9049652	0.8891256	0.9208048
phosphate + nitrate	Indian3	(27.85,27.95]	0.8923486	0.8350664	0.9496309
phosphate + nitrate	Indian3	(27.95,28.05]	0.9657147	0.9443560	0.9870734
phosphate + nitrate	Indian3	(28.05,28.1]	0.9735446	0.9589215	0.9881677
phosphate + nitrate	Indian3	(28.1, Inf]	0.8388539	0.7313527	0.9463550
phosphate + nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate + nitrate	Indian4	(26,26.5]	-0.3149521	-0.3609852	-0.2689189
phosphate + nitrate	Indian4	(26.5,26.75]	0.2481992	-0.4971037	0.9935021
phosphate + nitrate	Indian4	(26.75,27]	0.8160954	0.6983805	0.9338102
phosphate + nitrate	Indian4	(27,27.25]	0.5331063	0.3527851	0.7134275
phosphate + nitrate	Indian4	(27.25,27.5]	0.4271027	0.1249656	0.7292397
phosphate + nitrate	Indian4	(27.5,27.75]	0.3842751	0.1113094	0.6572409
phosphate + nitrate	Indian4	(27.75,27.85]	0.5305123	0.3142125	0.7468121
phosphate + nitrate	Indian4	(27.85,27.95]	0.6057574	0.3306636	0.8808512
phosphate + nitrate	Indian4	(27.95,28.05]	0.4121282	0.3000092	0.5242473
phosphate + nitrate	Indian4	(28.05,28.1]	0.7309139	0.6302478	0.8315799
phosphate + nitrate	Indian4	(28.1, Inf]	0.3860573	0.1545979	0.6175167
phosphate + nitrate	Indian5	(27.5,27.75]	0.7463327	0.6477240	0.8449413
phosphate + nitrate	Indian5	(27.75,27.85]	0.4829564	0.3395569	0.6263560
phosphate + nitrate	Indian5	(27.85,27.95]	0.3805719	0.2533055	0.5078383
phosphate + nitrate	Indian5	(27.95,28.05]	0.2597354	0.0001203	0.5193506
phosphate + nitrate	Indian5	(28.05,28.1]	0.1684279	-0.0808652	0.4177210
phosphate + nitrate	Indian5	(28.1, Inf]	0.2169134	0.0650702	0.3687565
phosphate + nitrate	Pacific	(-Inf,26]	0.9021299	0.8575616	0.9466982
phosphate + nitrate	Pacific	(26,26.5]	0.8036304	0.6784943	0.9287665
phosphate + nitrate	Pacific	(26.5,26.75]	0.7628761	0.5992427	0.9265095
phosphate + nitrate	Pacific	(26.75,27]	0.8259340	0.7024020	0.9494660
phosphate + nitrate	Pacific	(27,27.25]	0.9217112	0.8642648	0.9791576
phosphate + nitrate	Pacific	(27.25,27.5]	0.8711110	0.7820925	0.9601295
phosphate + nitrate	Pacific	(27.5,27.75]	0.7387285	0.5746185	0.9028385
phosphate + nitrate	Pacific	(27.75,27.85]	0.7889550	0.6975336	0.8803764
phosphate + nitrate	Pacific	(27.85,27.95]	0.7999293	0.7461633	0.8536953
phosphate + nitrate	Pacific	(27.95,28.05]	0.7458367	0.6685805	0.8230929
phosphate + nitrate	Pacific	(28.05,28.1]	0.6352122	0.5609046	0.7095198
phosphate + nitrate	Pacific	(28.1, Inf]	0.6556826	0.4818944	0.8294709
phosphate + silicate	Atlantic	(-Inf,26.5]	0.3668925	0.2165618	0.5172232
phosphate + silicate	Atlantic	(26.5,26.75]	0.4441272	0.3941383	0.4941160
phosphate + silicate	Atlantic	(26.75,27]	0.5055268	0.3728631	0.6381905
phosphate + silicate	Atlantic	(27,27.25]	0.6018262	0.4045586	0.7990938
phosphate + silicate	Atlantic	(27.25,27.5]	0.6506317	0.4978076	0.8034559
phosphate + silicate	Atlantic	(27.5,27.75]	0.7058107	0.5966564	0.8149650
phosphate + silicate	Atlantic	(27.75,27.85]	0.6562648	0.5711599	0.7413697
phosphate + silicate	Atlantic	(27.85,27.95]	0.6085576	0.6038856	0.6132295
phosphate + silicate	Atlantic	(27.95,28.05]	0.6052854	0.5884836	0.6220871
phosphate + silicate	Atlantic	(28.05,28.1]	0.5587130	0.5187580	0.5986681
phosphate + silicate	Atlantic	(28.1,28.15]	0.6130615	0.5796859	0.6464371
phosphate + silicate	Atlantic	(28.15,28.2]	0.8458641	0.8126796	0.8790485
phosphate + silicate	Atlantic	(28.2, Inf]	0.7940028	0.7340812	0.8539244
phosphate + silicate	Indian1	(-Inf,26]	0.9148664	0.8524899	0.9772429
phosphate + silicate	Indian1	(26,26.5]	0.8722018	0.7602906	0.9841130
phosphate + silicate	Indian1	(26.5,26.75]	0.9113083	0.8365507	0.9860658
phosphate + silicate	Indian1	(26.75,27]	0.9218966	0.8621739	0.9816193
phosphate + silicate	Indian1	(27,27.25]	0.8444073	0.8077218	0.8810928
phosphate + silicate	Indian1	(27.25,27.5]	0.7170850	0.6603952	0.7737749
phosphate + silicate	Indian1	(27.5,27.75]	-0.0860429	-0.3034103	0.1313244
phosphate + silicate	Indian1	(27.75,27.85]	-0.2402939	-0.4299559	-0.0506318
phosphate + silicate	Indian1	(27.85,27.95]	-0.0506885	-0.4301869	0.3288099
phosphate + silicate	Indian1	(27.95,28.05]	0.0824431	-0.2665956	0.4314817
phosphate + silicate	Indian1	(28.05,28.1]	0.5991877	0.3366750	0.8617004
phosphate + silicate	Indian1	(28.1, Inf]	0.8323287	0.7480322	0.9166252
phosphate + silicate	Indian2	(-Inf,26]	0.9288092	0.9163351	0.9412833
phosphate + silicate	Indian2	(26,26.5]	0.8890614	0.8390924	0.9390303
phosphate + silicate	Indian2	(26.5,26.75]	0.8917237	0.8484594	0.9349881
phosphate + silicate	Indian2	(26.75,27]	0.9126271	0.8748911	0.9503631
phosphate + silicate	Indian2	(27,27.25]	0.8949947	0.8414738	0.9485156
phosphate + silicate	Indian2	(27.25,27.5]	0.7419359	0.6125765	0.8712953
phosphate + silicate	Indian2	(27.5,27.75]	0.3688887	0.2791329	0.4586445
phosphate + silicate	Indian2	(27.75,27.85]	0.7903744	0.7113670	0.8693819
phosphate + silicate	Indian2	(27.85,27.95]	0.6276533	0.4928498	0.7624568
phosphate + silicate	Indian2	(27.95,28.05]	0.3306549	0.2541954	0.4071145
phosphate + silicate	Indian2	(28.05,28.1]	0.5273604	0.1466837	0.9080372
phosphate + silicate	Indian2	(28.1, Inf]	0.3300168	0.1433818	0.5166518
phosphate + silicate	Indian3	(-Inf,26]	0.5649812	0.2503797	0.8795827
phosphate + silicate	Indian3	(26,26.5]	0.5370473	0.4840853	0.5900093
phosphate + silicate	Indian3	(26.5,26.75]	0.3575659	0.2689067	0.4462250
phosphate + silicate	Indian3	(26.75,27]	0.5201953	0.4074649	0.6329256
phosphate + silicate	Indian3	(27,27.25]	0.6629106	0.5656845	0.7601368
phosphate + silicate	Indian3	(27.25,27.5]	0.8284281	0.7532022	0.9036540
phosphate + silicate	Indian3	(27.5,27.75]	0.6847238	0.5976436	0.7718039
phosphate + silicate	Indian3	(27.75,27.85]	0.7621869	0.7099087	0.8144651
phosphate + silicate	Indian3	(27.85,27.95]	0.7606880	0.6903623	0.8310136
phosphate + silicate	Indian3	(27.95,28.05]	0.8495368	0.8256606	0.8734129
phosphate + silicate	Indian3	(28.05,28.1]	0.9239698	0.9185549	0.9293848
phosphate + silicate	Indian3	(28.1, Inf]	0.7533701	0.6503409	0.8563994
phosphate + silicate	Indian4	(26,26.5]	-0.0636825	-0.6750264	0.5476615
phosphate + silicate	Indian4	(26.5,26.75]	0.3452246	-0.1680161	0.8584653
phosphate + silicate	Indian4	(26.75,27]	0.4191271	0.1934136	0.6448406
phosphate + silicate	Indian4	(27,27.25]	0.4196443	0.4005820	0.4387065
phosphate + silicate	Indian4	(27.25,27.5]	0.3898061	0.2862111	0.4934011
phosphate + silicate	Indian4	(27.5,27.75]	0.3002331	0.1962942	0.4041720
phosphate + silicate	Indian4	(27.75,27.85]	0.3231464	0.1479419	0.4983508
phosphate + silicate	Indian4	(27.85,27.95]	0.4619852	0.2390232	0.6849471
phosphate + silicate	Indian4	(27.95,28.05]	0.3594755	0.2522224	0.4667286
phosphate + silicate	Indian4	(28.05,28.1]	0.7227660	0.6585663	0.7869656
phosphate + silicate	Indian4	(28.1, Inf]	0.3225611	0.0296634	0.6154588
phosphate + silicate	Indian5	(27.5,27.75]	-0.0108984	-0.5450712	0.5232743
phosphate + silicate	Indian5	(27.75,27.85]	0.3527689	0.2185810	0.4869568
phosphate + silicate	Indian5	(27.85,27.95]	0.2142003	0.1640104	0.2643902
phosphate + silicate	Indian5	(27.95,28.05]	0.1977981	0.0069712	0.3886250
phosphate + silicate	Indian5	(28.05,28.1]	0.1076446	-0.0444622	0.2597514
phosphate + silicate	Indian5	(28.1, Inf]	0.0951718	0.0840815	0.1062621
phosphate + silicate	Pacific	(-Inf,26]	0.2789445	0.2696221	0.2882670
phosphate + silicate	Pacific	(26,26.5]	0.5182966	0.4074374	0.6291558
phosphate + silicate	Pacific	(26.5,26.75]	0.5258755	0.3777494	0.6740015
phosphate + silicate	Pacific	(26.75,27]	0.7153740	0.6285490	0.8021990
phosphate + silicate	Pacific	(27,27.25]	0.8543925	0.8121413	0.8966438
phosphate + silicate	Pacific	(27.25,27.5]	0.7839303	0.7174543	0.8504063
phosphate + silicate	Pacific	(27.5,27.75]	0.7037279	0.6069904	0.8004654
phosphate + silicate	Pacific	(27.75,27.85]	0.7358190	0.6356362	0.8360019
phosphate + silicate	Pacific	(27.85,27.95]	0.7250238	0.6240605	0.8259872
phosphate + silicate	Pacific	(27.95,28.05]	0.7218238	0.6332692	0.8103784
phosphate + silicate	Pacific	(28.05,28.1]	0.6516913	0.5657827	0.7376000
phosphate + silicate	Pacific	(28.1, Inf]	0.6904249	0.5323842	0.8484657
sal + aou	Atlantic	(-Inf,26.5]	-0.1955812	-0.3165609	-0.0746014
sal + aou	Atlantic	(26.5,26.75]	-0.3812989	-0.3962901	-0.3663078
sal + aou	Atlantic	(26.75,27]	-0.3460812	-0.3732318	-0.3189305
sal + aou	Atlantic	(27,27.25]	-0.3290656	-0.4535079	-0.2046234
sal + aou	Atlantic	(27.25,27.5]	-0.3256273	-0.4142934	-0.2369613
sal + aou	Atlantic	(27.5,27.75]	-0.3868286	-0.4136351	-0.3600221
sal + aou	Atlantic	(27.75,27.85]	-0.2233339	-0.2588258	-0.1878420
sal + aou	Atlantic	(27.85,27.95]	-0.2089019	-0.2843331	-0.1334707
sal + aou	Atlantic	(27.95,28.05]	-0.4320471	-0.5521047	-0.3119894
sal + aou	Atlantic	(28.05,28.1]	-0.6689167	-0.6703516	-0.6674819
sal + aou	Atlantic	(28.1,28.15]	-0.7459452	-0.7544535	-0.7374369
sal + aou	Atlantic	(28.15,28.2]	-0.8734437	-0.9192791	-0.8276083
sal + aou	Atlantic	(28.2, Inf]	-0.5175480	-0.6279578	-0.4071383
sal + aou	Indian1	(-Inf,26]	-0.6184871	-0.8927601	-0.3442141
sal + aou	Indian1	(26,26.5]	-0.4178617	-0.7655387	-0.0701846
sal + aou	Indian1	(26.5,26.75]	-0.4429402	-0.8225241	-0.0633562
sal + aou	Indian1	(26.75,27]	0.0811535	0.0663442	0.0959629
sal + aou	Indian1	(27,27.25]	-0.0730102	-0.1532077	0.0071874
sal + aou	Indian1	(27.25,27.5]	-0.0757925	-0.0849767	-0.0666082
sal + aou	Indian1	(27.5,27.75]	0.6199684	0.5027483	0.7371885
sal + aou	Indian1	(27.75,27.85]	0.7859325	0.6711218	0.9007432
sal + aou	Indian1	(27.85,27.95]	0.8044120	0.6976316	0.9111925
sal + aou	Indian1	(27.95,28.05]	0.7577314	0.7097659	0.8056970
sal + aou	Indian1	(28.05,28.1]	0.5203029	0.4946769	0.5459290
sal + aou	Indian1	(28.1, Inf]	0.7950288	0.7374486	0.8526090
sal + aou	Indian2	(-Inf,26]	-0.7924219	-0.7932273	-0.7916166
sal + aou	Indian2	(26,26.5]	-0.8295280	-0.9006219	-0.7584342
sal + aou	Indian2	(26.5,26.75]	-0.7342367	-0.8076527	-0.6608208
sal + aou	Indian2	(26.75,27]	0.0410116	-0.0205477	0.1025708
sal + aou	Indian2	(27,27.25]	0.6576001	0.4788858	0.8363144
sal + aou	Indian2	(27.25,27.5]	0.7148893	0.5589789	0.8707997
sal + aou	Indian2	(27.5,27.75]	0.6802849	0.5762510	0.7843188
sal + aou	Indian2	(27.75,27.85]	0.7013067	0.5578984	0.8447150
sal + aou	Indian2	(27.85,27.95]	0.7413709	0.6491080	0.8336337
sal + aou	Indian2	(27.95,28.05]	0.7192736	0.6169064	0.8216408
sal + aou	Indian2	(28.05,28.1]	0.6755057	0.6453182	0.7056933
sal + aou	Indian2	(28.1, Inf]	0.8535197	0.8406639	0.8663756
sal + aou	Indian3	(-Inf,26]	-0.5182411	-0.6300282	-0.4064540
sal + aou	Indian3	(26,26.5]	-0.4998675	-0.5460056	-0.4537295
sal + aou	Indian3	(26.5,26.75]	-0.1801460	-0.2328752	-0.1274167
sal + aou	Indian3	(26.75,27]	-0.4555628	-0.5382156	-0.3729099
sal + aou	Indian3	(27,27.25]	-0.2622898	-0.3039545	-0.2206251
sal + aou	Indian3	(27.25,27.5]	0.8171265	0.7964813	0.8377717
sal + aou	Indian3	(27.5,27.75]	0.8493527	0.8308967	0.8678088
sal + aou	Indian3	(27.75,27.85]	0.5021715	0.3948146	0.6095284
sal + aou	Indian3	(27.85,27.95]	-0.1407159	-0.2316927	-0.0497391
sal + aou	Indian3	(27.95,28.05]	-0.8261930	-0.8299891	-0.8223969
sal + aou	Indian3	(28.05,28.1]	-0.9071838	-0.9250366	-0.8893310
sal + aou	Indian3	(28.1, Inf]	-0.3378109	-0.3870962	-0.2885255
sal + aou	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + aou	Indian4	(26,26.5]	0.0090408	-0.2516708	0.2697524
sal + aou	Indian4	(26.5,26.75]	0.1080385	0.0575810	0.1584960
sal + aou	Indian4	(26.75,27]	-0.0532805	-0.0828466	-0.0237144
sal + aou	Indian4	(27,27.25]	0.8034895	0.7061182	0.9008609
sal + aou	Indian4	(27.25,27.5]	0.9435157	0.9421090	0.9449223
sal + aou	Indian4	(27.5,27.75]	0.9461874	0.9432953	0.9490795
sal + aou	Indian4	(27.75,27.85]	0.7828242	0.7447249	0.8209234
sal + aou	Indian4	(27.85,27.95]	0.3017422	0.2653780	0.3381065
sal + aou	Indian4	(27.95,28.05]	-0.5525164	-0.6533660	-0.4516669
sal + aou	Indian4	(28.05,28.1]	-0.6398605	-0.8149527	-0.4647683
sal + aou	Indian4	(28.1, Inf]	0.6497682	0.5886392	0.7108972
sal + aou	Indian5	(27.5,27.75]	0.9672631	0.9612802	0.9732461
sal + aou	Indian5	(27.75,27.85]	0.9679182	0.9665770	0.9692593
sal + aou	Indian5	(27.85,27.95]	0.9475328	0.9311715	0.9638941
sal + aou	Indian5	(27.95,28.05]	0.9113390	0.8744984	0.9481795
sal + aou	Indian5	(28.05,28.1]	0.8788868	0.8476028	0.9101709
sal + aou	Indian5	(28.1, Inf]	0.8577459	0.8541585	0.8613332
sal + aou	Pacific	(-Inf,26]	-0.0238128	-0.0377781	-0.0098475
sal + aou	Pacific	(26,26.5]	0.1386379	-0.0832880	0.3605639
sal + aou	Pacific	(26.5,26.75]	0.2549353	-0.0011969	0.5110675
sal + aou	Pacific	(26.75,27]	0.0047184	-0.1884626	0.1978993
sal + aou	Pacific	(27,27.25]	-0.1646837	-0.2452871	-0.0840804
sal + aou	Pacific	(27.25,27.5]	0.0935815	-0.0127469	0.1999098
sal + aou	Pacific	(27.5,27.75]	0.0346286	-0.0717384	0.1409957
sal + aou	Pacific	(27.75,27.85]	-0.2477834	-0.4462747	-0.0492921
sal + aou	Pacific	(27.85,27.95]	-0.4704694	-0.6420231	-0.2989158
sal + aou	Pacific	(27.95,28.05]	-0.5757856	-0.7785184	-0.3730529
sal + aou	Pacific	(28.05,28.1]	-0.6581819	-0.8855751	-0.4307887
sal + aou	Pacific	(28.1, Inf]	-0.3316587	-0.7157185	0.0524011
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4177415	-0.4457748	-0.3897081
sal + nitrate	Atlantic	(26.5,26.75]	-0.5805169	-0.5846335	-0.5764004
sal + nitrate	Atlantic	(26.75,27]	-0.5987364	-0.6201788	-0.5772941
sal + nitrate	Atlantic	(27,27.25]	-0.6706340	-0.7343679	-0.6069002
sal + nitrate	Atlantic	(27.25,27.5]	-0.7146833	-0.7562076	-0.6731591
sal + nitrate	Atlantic	(27.5,27.75]	-0.6664151	-0.6983535	-0.6344767
sal + nitrate	Atlantic	(27.75,27.85]	-0.5251466	-0.5367967	-0.5134965
sal + nitrate	Atlantic	(27.85,27.95]	-0.4444938	-0.5043144	-0.3846732
sal + nitrate	Atlantic	(27.95,28.05]	-0.5869648	-0.6814510	-0.4924785
sal + nitrate	Atlantic	(28.05,28.1]	-0.6925106	-0.7207712	-0.6642500
sal + nitrate	Atlantic	(28.1,28.15]	-0.7536201	-0.7756271	-0.7316131
sal + nitrate	Atlantic	(28.15,28.2]	-0.8773006	-0.8878727	-0.8667285
sal + nitrate	Atlantic	(28.2, Inf]	-0.7374316	-0.8211615	-0.6537018
sal + nitrate	Indian1	(-Inf,26]	-0.7071935	-0.8759369	-0.5384502
sal + nitrate	Indian1	(26,26.5]	-0.7642283	-0.7662092	-0.7622474
sal + nitrate	Indian1	(26.5,26.75]	-0.7898011	-0.8238491	-0.7557531
sal + nitrate	Indian1	(26.75,27]	-0.3810236	-0.7632722	0.0012250
sal + nitrate	Indian1	(27,27.25]	-0.5681258	-0.8730546	-0.2631971
sal + nitrate	Indian1	(27.25,27.5]	-0.7941055	-0.9103488	-0.6778623
sal + nitrate	Indian1	(27.5,27.75]	-0.2958330	-0.7438749	0.1522090
sal + nitrate	Indian1	(27.75,27.85]	0.5397572	0.4826972	0.5968171
sal + nitrate	Indian1	(27.85,27.95]	0.6946161	0.6768851	0.7123472
sal + nitrate	Indian1	(27.95,28.05]	0.7234191	0.7064953	0.7403428
sal + nitrate	Indian1	(28.05,28.1]	0.4565060	0.4411158	0.4718963
sal + nitrate	Indian1	(28.1, Inf]	0.7268222	0.6412906	0.8123539
sal + nitrate	Indian2	(-Inf,26]	-0.8170081	-0.8192037	-0.8148126
sal + nitrate	Indian2	(26,26.5]	-0.8820056	-0.9359908	-0.8280203
sal + nitrate	Indian2	(26.5,26.75]	-0.7788581	-0.8458544	-0.7118617
sal + nitrate	Indian2	(26.75,27]	-0.1418549	-0.1891521	-0.0945578
sal + nitrate	Indian2	(27,27.25]	0.4411710	0.1761609	0.7061810
sal + nitrate	Indian2	(27.25,27.5]	0.3735797	0.0664976	0.6806619
sal + nitrate	Indian2	(27.5,27.75]	0.3295426	-0.0034578	0.6625431
sal + nitrate	Indian2	(27.75,27.85]	0.4012879	0.0856513	0.7169244
sal + nitrate	Indian2	(27.85,27.95]	0.4141696	0.1255134	0.7028259
sal + nitrate	Indian2	(27.95,28.05]	0.4343877	0.1252905	0.7434850
sal + nitrate	Indian2	(28.05,28.1]	0.2344085	0.1599104	0.3089065
sal + nitrate	Indian2	(28.1, Inf]	0.2248853	0.1650163	0.2847543
sal + nitrate	Indian3	(-Inf,26]	-0.5365758	-0.5954653	-0.4776862
sal + nitrate	Indian3	(26,26.5]	-0.5135271	-0.5307937	-0.4962605
sal + nitrate	Indian3	(26.5,26.75]	-0.5449903	-0.5576014	-0.5323792
sal + nitrate	Indian3	(26.75,27]	-0.7800709	-0.8563643	-0.7037775
sal + nitrate	Indian3	(27,27.25]	-0.6824006	-0.6857909	-0.6790103
sal + nitrate	Indian3	(27.25,27.5]	0.3997053	0.2957161	0.5036945
sal + nitrate	Indian3	(27.5,27.75]	0.4678499	0.3188822	0.6168176
sal + nitrate	Indian3	(27.75,27.85]	0.0713900	-0.0561907	0.1989708
sal + nitrate	Indian3	(27.85,27.95]	-0.3835883	-0.4848863	-0.2822902
sal + nitrate	Indian3	(27.95,28.05]	-0.8812120	-0.8832616	-0.8791623
sal + nitrate	Indian3	(28.05,28.1]	-0.9453188	-0.9564435	-0.9341942
sal + nitrate	Indian3	(28.1, Inf]	-0.7644633	-0.7872323	-0.7416943
sal + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + nitrate	Indian4	(26,26.5]	-0.3827601	-0.7036073	-0.0619129
sal + nitrate	Indian4	(26.5,26.75]	-0.5297217	-0.8816547	-0.1777887
sal + nitrate	Indian4	(26.75,27]	-0.8249191	-0.8397424	-0.8100957
sal + nitrate	Indian4	(27,27.25]	-0.2045611	-0.2154377	-0.1936844
sal + nitrate	Indian4	(27.25,27.5]	0.1620074	0.1294434	0.1945713
sal + nitrate	Indian4	(27.5,27.75]	0.2553440	0.2222708	0.2884173
sal + nitrate	Indian4	(27.75,27.85]	0.0280193	0.0197428	0.0362958
sal + nitrate	Indian4	(27.85,27.95]	-0.3222627	-0.3296670	-0.3148585
sal + nitrate	Indian4	(27.95,28.05]	-0.6125023	-0.6147644	-0.6102401
sal + nitrate	Indian4	(28.05,28.1]	-0.7285783	-0.7453455	-0.7118110
sal + nitrate	Indian4	(28.1, Inf]	-0.4970172	-0.5299872	-0.4640472
sal + nitrate	Indian5	(27.5,27.75]	0.9179343	0.8639524	0.9719162
sal + nitrate	Indian5	(27.75,27.85]	0.9103245	0.8882997	0.9323493
sal + nitrate	Indian5	(27.85,27.95]	0.6557210	0.6297157	0.6817264
sal + nitrate	Indian5	(27.95,28.05]	0.0908218	0.0242706	0.1573729
sal + nitrate	Indian5	(28.05,28.1]	-0.1819602	-0.2456419	-0.1182784
sal + nitrate	Indian5	(28.1, Inf]	-0.0089712	-0.0704057	0.0524633
sal + nitrate	Pacific	(-Inf,26]	-0.3492224	-0.3904069	-0.3080379
sal + nitrate	Pacific	(26,26.5]	-0.1809387	-0.4396439	0.0777666
sal + nitrate	Pacific	(26.5,26.75]	-0.1132940	-0.3955005	0.1689125
sal + nitrate	Pacific	(26.75,27]	-0.2927998	-0.4341869	-0.1514128
sal + nitrate	Pacific	(27,27.25]	-0.2479060	-0.3272425	-0.1685696
sal + nitrate	Pacific	(27.25,27.5]	0.1043286	0.0107474	0.1979099
sal + nitrate	Pacific	(27.5,27.75]	0.0352157	-0.0223077	0.0927391
sal + nitrate	Pacific	(27.75,27.85]	-0.1660846	-0.3041169	-0.0280523
sal + nitrate	Pacific	(27.85,27.95]	-0.3785143	-0.5040127	-0.2530159
sal + nitrate	Pacific	(27.95,28.05]	-0.5432788	-0.7085111	-0.3780466
sal + nitrate	Pacific	(28.05,28.1]	-0.5612111	-0.7254363	-0.3969860
sal + nitrate	Pacific	(28.1, Inf]	-0.3861656	-0.7190773	-0.0532539
sal + oxygen	Atlantic	(-Inf,26.5]	-0.2498561	-0.3755546	-0.1241576
sal + oxygen	Atlantic	(26.5,26.75]	0.1302050	0.1278272	0.1325828
sal + oxygen	Atlantic	(26.75,27]	0.1407508	0.1360981	0.1454034
sal + oxygen	Atlantic	(27,27.25]	0.0791071	-0.0545600	0.2127741
sal + oxygen	Atlantic	(27.25,27.5]	-0.0010514	-0.1129639	0.1108611
sal + oxygen	Atlantic	(27.5,27.75]	0.0454137	-0.0098135	0.1006409
sal + oxygen	Atlantic	(27.75,27.85]	-0.1011238	-0.1419203	-0.0603274
sal + oxygen	Atlantic	(27.85,27.95]	-0.0122136	-0.0796808	0.0552537
sal + oxygen	Atlantic	(27.95,28.05]	0.2712737	0.1547284	0.3878190
sal + oxygen	Atlantic	(28.05,28.1]	0.5525196	0.5310590	0.5739801
sal + oxygen	Atlantic	(28.1,28.15]	0.6600486	0.6593231	0.6607740
sal + oxygen	Atlantic	(28.15,28.2]	0.8262446	0.7629344	0.8895548
sal + oxygen	Atlantic	(28.2, Inf]	0.3662785	0.2182678	0.5142891
sal + oxygen	Indian1	(-Inf,26]	0.5764333	0.2477035	0.9051631
sal + oxygen	Indian1	(26,26.5]	0.3068140	-0.1957441	0.8093721
sal + oxygen	Indian1	(26.5,26.75]	0.2950871	-0.2228298	0.8130041
sal + oxygen	Indian1	(26.75,27]	-0.2579614	-0.3704451	-0.1454778
sal + oxygen	Indian1	(27,27.25]	-0.2793494	-0.3904094	-0.1682894
sal + oxygen	Indian1	(27.25,27.5]	-0.5019009	-0.6193315	-0.3844703
sal + oxygen	Indian1	(27.5,27.75]	-0.8179256	-0.8949384	-0.7409128
sal + oxygen	Indian1	(27.75,27.85]	-0.8752216	-0.9332091	-0.8172340
sal + oxygen	Indian1	(27.85,27.95]	-0.8808704	-0.9342180	-0.8275227
sal + oxygen	Indian1	(27.95,28.05]	-0.8398331	-0.8582948	-0.8213715
sal + oxygen	Indian1	(28.05,28.1]	-0.5919183	-0.5986234	-0.5852131
sal + oxygen	Indian1	(28.1, Inf]	-0.8188474	-0.8707466	-0.7669482
sal + oxygen	Indian2	(-Inf,26]	0.7846840	0.7725043	0.7968637
sal + oxygen	Indian2	(26,26.5]	0.7831606	0.6991322	0.8671891
sal + oxygen	Indian2	(26.5,26.75]	0.6895892	0.5981283	0.7810502
sal + oxygen	Indian2	(26.75,27]	-0.1170255	-0.1754586	-0.0585924
sal + oxygen	Indian2	(27,27.25]	-0.7251326	-0.8708747	-0.5793905
sal + oxygen	Indian2	(27.25,27.5]	-0.8108064	-0.9143563	-0.7072566
sal + oxygen	Indian2	(27.5,27.75]	-0.7128843	-0.7732563	-0.6525122
sal + oxygen	Indian2	(27.75,27.85]	-0.7411211	-0.8497824	-0.6324598
sal + oxygen	Indian2	(27.85,27.95]	-0.7455912	-0.8174188	-0.6737636
sal + oxygen	Indian2	(27.95,28.05]	-0.7061391	-0.7987085	-0.6135697
sal + oxygen	Indian2	(28.05,28.1]	-0.7178364	-0.7359678	-0.6997049
sal + oxygen	Indian2	(28.1, Inf]	-0.8810444	-0.8948496	-0.8672391
sal + oxygen	Indian3	(-Inf,26]	0.5261708	0.3820754	0.6702662
sal + oxygen	Indian3	(26,26.5]	0.2451026	0.1980513	0.2921538
sal + oxygen	Indian3	(26.5,26.75]	-0.1277408	-0.2098567	-0.0456248
sal + oxygen	Indian3	(26.75,27]	0.1069242	0.0122029	0.2016455
sal + oxygen	Indian3	(27,27.25]	-0.0686858	-0.1579670	0.0205953
sal + oxygen	Indian3	(27.25,27.5]	-0.8912920	-0.8992170	-0.8833671
sal + oxygen	Indian3	(27.5,27.75]	-0.8259613	-0.8461555	-0.8057671
sal + oxygen	Indian3	(27.75,27.85]	-0.5299277	-0.6301476	-0.4297079
sal + oxygen	Indian3	(27.85,27.95]	0.1278070	0.0432601	0.2123538
sal + oxygen	Indian3	(27.95,28.05]	0.8114204	0.8059762	0.8168645
sal + oxygen	Indian3	(28.05,28.1]	0.8824572	0.8634689	0.9014455
sal + oxygen	Indian3	(28.1, Inf]	0.1082446	0.0135032	0.2029859
sal + oxygen	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + oxygen	Indian4	(26,26.5]	-0.2389682	-0.5286379	0.0507015
sal + oxygen	Indian4	(26.5,26.75]	-0.4325245	-0.4830996	-0.3819494
sal + oxygen	Indian4	(26.75,27]	-0.4711839	-0.5711558	-0.3712119
sal + oxygen	Indian4	(27,27.25]	-0.9132775	-0.9646720	-0.8618830
sal + oxygen	Indian4	(27.25,27.5]	-0.9807489	-0.9809045	-0.9805934
sal + oxygen	Indian4	(27.5,27.75]	-0.9314999	-0.9361617	-0.9268382
sal + oxygen	Indian4	(27.75,27.85]	-0.8088538	-0.8398287	-0.7778789
sal + oxygen	Indian4	(27.85,27.95]	-0.4557260	-0.5010901	-0.4103620
sal + oxygen	Indian4	(27.95,28.05]	0.3810472	0.2482933	0.5138011
sal + oxygen	Indian4	(28.05,28.1]	0.4743756	0.2504105	0.6983407
sal + oxygen	Indian4	(28.1, Inf]	-0.8214341	-0.8528188	-0.7900493
sal + oxygen	Indian5	(27.5,27.75]	-0.9631029	-0.9652040	-0.9610017
sal + oxygen	Indian5	(27.75,27.85]	-0.9684133	-0.9684743	-0.9683523
sal + oxygen	Indian5	(27.85,27.95]	-0.9510272	-0.9677609	-0.9342935
sal + oxygen	Indian5	(27.95,28.05]	-0.9302450	-0.9584169	-0.9020731
sal + oxygen	Indian5	(28.05,28.1]	-0.9205987	-0.9440724	-0.8971250
sal + oxygen	Indian5	(28.1, Inf]	-0.8868350	-0.8898538	-0.8838162
sal + oxygen	Pacific	(-Inf,26]	-0.3834858	-0.4145472	-0.3524245
sal + oxygen	Pacific	(26,26.5]	-0.3003450	-0.4755387	-0.1251514
sal + oxygen	Pacific	(26.5,26.75]	-0.4049005	-0.6142858	-0.1955152
sal + oxygen	Pacific	(26.75,27]	-0.2067100	-0.4009118	-0.0125081
sal + oxygen	Pacific	(27,27.25]	0.0615322	-0.0264224	0.1494868
sal + oxygen	Pacific	(27.25,27.5]	-0.1687967	-0.2808750	-0.0567185
sal + oxygen	Pacific	(27.5,27.75]	-0.0890518	-0.2123631	0.0342596
sal + oxygen	Pacific	(27.75,27.85]	0.2106363	-0.0026603	0.4239329
sal + oxygen	Pacific	(27.85,27.95]	0.4452067	0.2550824	0.6353309
sal + oxygen	Pacific	(27.95,28.05]	0.5427540	0.3079763	0.7775317
sal + oxygen	Pacific	(28.05,28.1]	0.6142418	0.3490978	0.8793858
sal + oxygen	Pacific	(28.1, Inf]	0.2739549	-0.1174042	0.6653141
sal + phosphate	Atlantic	(-Inf,26.5]	-0.4606266	-0.5645564	-0.3566968
sal + phosphate	Atlantic	(26.5,26.75]	-0.5163751	-0.5479780	-0.4847723
sal + phosphate	Atlantic	(26.75,27]	-0.4906465	-0.5525450	-0.4287480
sal + phosphate	Atlantic	(27,27.25]	-0.6076735	-0.7096969	-0.5056501
sal + phosphate	Atlantic	(27.25,27.5]	-0.6569695	-0.7583648	-0.5555741
sal + phosphate	Atlantic	(27.5,27.75]	-0.5923630	-0.6845528	-0.5001732
sal + phosphate	Atlantic	(27.75,27.85]	-0.4461921	-0.5132511	-0.3791331
sal + phosphate	Atlantic	(27.85,27.95]	-0.3720559	-0.3721740	-0.3719377
sal + phosphate	Atlantic	(27.95,28.05]	-0.4588396	-0.5120750	-0.4056042
sal + phosphate	Atlantic	(28.05,28.1]	-0.4843664	-0.5231981	-0.4455348
sal + phosphate	Atlantic	(28.1,28.15]	-0.5493593	-0.5826514	-0.5160672
sal + phosphate	Atlantic	(28.15,28.2]	-0.7839098	-0.8145122	-0.7533075
sal + phosphate	Atlantic	(28.2, Inf]	-0.6515110	-0.6870576	-0.6159645
sal + phosphate	Indian1	(-Inf,26]	-0.5780663	-0.8794874	-0.2766453
sal + phosphate	Indian1	(26,26.5]	-0.3878154	-0.7762779	0.0006471
sal + phosphate	Indian1	(26.5,26.75]	-0.4614045	-0.8441423	-0.0786667
sal + phosphate	Indian1	(26.75,27]	-0.0085207	-0.0087562	-0.0082853
sal + phosphate	Indian1	(27,27.25]	-0.3351392	-0.3722569	-0.2980215
sal + phosphate	Indian1	(27.25,27.5]	-0.6290826	-0.6853864	-0.5727787
sal + phosphate	Indian1	(27.5,27.75]	0.1371094	-0.0680034	0.3422222
sal + phosphate	Indian1	(27.75,27.85]	0.7433910	0.6946779	0.7921041
sal + phosphate	Indian1	(27.85,27.95]	0.8139625	0.7782725	0.8496526
sal + phosphate	Indian1	(27.95,28.05]	0.7894565	0.7248426	0.8540703
sal + phosphate	Indian1	(28.05,28.1]	0.5687262	0.4414959	0.6959566
sal + phosphate	Indian1	(28.1, Inf]	0.8023472	0.7582083	0.8464860
sal + phosphate	Indian2	(-Inf,26]	-0.8313201	-0.8433958	-0.8192445
sal + phosphate	Indian2	(26,26.5]	-0.8866591	-0.9355291	-0.8377891
sal + phosphate	Indian2	(26.5,26.75]	-0.8092411	-0.8530362	-0.7654461
sal + phosphate	Indian2	(26.75,27]	-0.1498494	-0.2078017	-0.0918972
sal + phosphate	Indian2	(27,27.25]	0.4877016	0.2497772	0.7256261
sal + phosphate	Indian2	(27.25,27.5]	0.5321279	0.3004007	0.7638551
sal + phosphate	Indian2	(27.5,27.75]	0.4904636	0.2488085	0.7321187
sal + phosphate	Indian2	(27.75,27.85]	0.5922027	0.3929636	0.7914417
sal + phosphate	Indian2	(27.85,27.95]	0.5435984	0.3053844	0.7818124
sal + phosphate	Indian2	(27.95,28.05]	0.5177045	0.2586393	0.7767698
sal + phosphate	Indian2	(28.05,28.1]	0.4531561	0.2660985	0.6402138
sal + phosphate	Indian2	(28.1, Inf]	0.4516448	0.4324006	0.4708890
sal + phosphate	Indian3	(-Inf,26]	-0.5527018	-0.5925187	-0.5128849
sal + phosphate	Indian3	(26,26.5]	-0.4248506	-0.4998935	-0.3498078
sal + phosphate	Indian3	(26.5,26.75]	-0.3461779	-0.4029512	-0.2894046
sal + phosphate	Indian3	(26.75,27]	-0.6850590	-0.8023818	-0.5677362
sal + phosphate	Indian3	(27,27.25]	-0.6259938	-0.6335130	-0.6184746
sal + phosphate	Indian3	(27.25,27.5]	0.4858018	0.3786691	0.5929344
sal + phosphate	Indian3	(27.5,27.75]	0.5665855	0.4521075	0.6810635
sal + phosphate	Indian3	(27.75,27.85]	0.2341068	0.0817466	0.3864669
sal + phosphate	Indian3	(27.85,27.95]	-0.2507408	-0.3050005	-0.1964811
sal + phosphate	Indian3	(27.95,28.05]	-0.8412166	-0.8711061	-0.8113271
sal + phosphate	Indian3	(28.05,28.1]	-0.9299456	-0.9546456	-0.9052456
sal + phosphate	Indian3	(28.1, Inf]	-0.6874891	-0.7869343	-0.5880439
sal + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate	Indian4	(26,26.5]	-0.2702458	-0.2870154	-0.2534762
sal + phosphate	Indian4	(26.5,26.75]	0.1239017	-0.1539263	0.4017296
sal + phosphate	Indian4	(26.75,27]	-0.6638611	-0.7838805	-0.5438416
sal + phosphate	Indian4	(27,27.25]	-0.1966934	-0.3491891	-0.0441976
sal + phosphate	Indian4	(27.25,27.5]	0.1549562	0.1466471	0.1632654
sal + phosphate	Indian4	(27.5,27.75]	0.2717803	0.2544990	0.2890616
sal + phosphate	Indian4	(27.75,27.85]	0.0935964	0.0267752	0.1604177
sal + phosphate	Indian4	(27.85,27.95]	-0.1918967	-0.3422468	-0.0415467
sal + phosphate	Indian4	(27.95,28.05]	-0.3168125	-0.4374255	-0.1961995
sal + phosphate	Indian4	(28.05,28.1]	-0.5587246	-0.6697703	-0.4476790
sal + phosphate	Indian4	(28.1, Inf]	-0.2028270	-0.3995435	-0.0061106
sal + phosphate	Indian5	(27.5,27.75]	0.6682327	0.6243760	0.7120895
sal + phosphate	Indian5	(27.75,27.85]	0.5077242	0.3823811	0.6330674
sal + phosphate	Indian5	(27.85,27.95]	0.3251473	0.3193059	0.3309886
sal + phosphate	Indian5	(27.95,28.05]	0.0654901	0.0281222	0.1028581
sal + phosphate	Indian5	(28.05,28.1]	0.0065903	0.0047517	0.0084289
sal + phosphate	Indian5	(28.1, Inf]	-0.0316293	-0.0989040	0.0356455
sal + phosphate	Pacific	(-Inf,26]	-0.1973629	-0.2070215	-0.1877044
sal + phosphate	Pacific	(26,26.5]	-0.1809256	-0.3328740	-0.0289772
sal + phosphate	Pacific	(26.5,26.75]	-0.1651959	-0.3280276	-0.0023642
sal + phosphate	Pacific	(26.75,27]	-0.3697159	-0.4288447	-0.3105872
sal + phosphate	Pacific	(27,27.25]	-0.2896255	-0.3303344	-0.2489166
sal + phosphate	Pacific	(27.25,27.5]	0.0346949	0.0113184	0.0580713
sal + phosphate	Pacific	(27.5,27.75]	-0.0222796	-0.0402755	-0.0042837
sal + phosphate	Pacific	(27.75,27.85]	-0.1662759	-0.2869828	-0.0455690
sal + phosphate	Pacific	(27.85,27.95]	-0.3626423	-0.4846280	-0.2406565
sal + phosphate	Pacific	(27.95,28.05]	-0.5023353	-0.6686064	-0.3360642
sal + phosphate	Pacific	(28.05,28.1]	-0.5167595	-0.6748646	-0.3586544
sal + phosphate	Pacific	(28.1, Inf]	-0.4069889	-0.7370550	-0.0769228
sal + silicate	Atlantic	(-Inf,26.5]	-0.1785769	-0.1786152	-0.1785386
sal + silicate	Atlantic	(26.5,26.75]	-0.3335968	-0.3403106	-0.3268830
sal + silicate	Atlantic	(26.75,27]	-0.3856088	-0.4994637	-0.2717538
sal + silicate	Atlantic	(27,27.25]	-0.4760582	-0.7019759	-0.2501405
sal + silicate	Atlantic	(27.25,27.5]	-0.5898516	-0.7591445	-0.4205586
sal + silicate	Atlantic	(27.5,27.75]	-0.6334160	-0.7317988	-0.5350332
sal + silicate	Atlantic	(27.75,27.85]	-0.5035576	-0.5724159	-0.4346992
sal + silicate	Atlantic	(27.85,27.95]	-0.5190888	-0.5607056	-0.4774720
sal + silicate	Atlantic	(27.95,28.05]	-0.6621108	-0.7260515	-0.5981702
sal + silicate	Atlantic	(28.05,28.1]	-0.7609064	-0.7842626	-0.7375502
sal + silicate	Atlantic	(28.1,28.15]	-0.8189732	-0.8254589	-0.8124874
sal + silicate	Atlantic	(28.15,28.2]	-0.8868490	-0.9069071	-0.8667909
sal + silicate	Atlantic	(28.2, Inf]	-0.7286459	-0.8143846	-0.6429071
sal + silicate	Indian1	(-Inf,26]	-0.8049717	-0.9133460	-0.6965973
sal + silicate	Indian1	(26,26.5]	-0.6584992	-0.8159872	-0.5010112
sal + silicate	Indian1	(26.5,26.75]	-0.6663339	-0.8798159	-0.4528519
sal + silicate	Indian1	(26.75,27]	-0.2476030	-0.3961177	-0.0990882
sal + silicate	Indian1	(27,27.25]	-0.5909155	-0.5991952	-0.5826358
sal + silicate	Indian1	(27.25,27.5]	-0.8477309	-0.9537097	-0.7417521
sal + silicate	Indian1	(27.5,27.75]	-0.8746852	-0.9908235	-0.7585469
sal + silicate	Indian1	(27.75,27.85]	-0.5990936	-0.7503538	-0.4478334
sal + silicate	Indian1	(27.85,27.95]	-0.4133350	-0.7683918	-0.0582783
sal + silicate	Indian1	(27.95,28.05]	-0.4016402	-0.6856951	-0.1175853
sal + silicate	Indian1	(28.05,28.1]	-0.0600630	-0.2890841	0.1689581
sal + silicate	Indian1	(28.1, Inf]	0.4525311	0.2597082	0.6453539
sal + silicate	Indian2	(-Inf,26]	-0.9217164	-0.9401588	-0.9032740
sal + silicate	Indian2	(26,26.5]	-0.9751164	-0.9815014	-0.9687314
sal + silicate	Indian2	(26.5,26.75]	-0.9368916	-0.9473954	-0.9263877
sal + silicate	Indian2	(26.75,27]	-0.2336062	-0.4361054	-0.0311069
sal + silicate	Indian2	(27,27.25]	0.2101460	-0.1568364	0.5771284
sal + silicate	Indian2	(27.25,27.5]	0.0355089	-0.3329946	0.4040125
sal + silicate	Indian2	(27.5,27.75]	-0.1239187	-0.3770909	0.1292536
sal + silicate	Indian2	(27.75,27.85]	0.3327674	-0.0131260	0.6786608
sal + silicate	Indian2	(27.85,27.95]	0.4716141	0.1894719	0.7537563
sal + silicate	Indian2	(27.95,28.05]	0.2758034	0.1575807	0.3940262
sal + silicate	Indian2	(28.05,28.1]	0.2992826	0.0611139	0.5374514
sal + silicate	Indian2	(28.1, Inf]	0.0776177	0.0490485	0.1061869
sal + silicate	Indian3	(-Inf,26]	-0.3015697	-0.4035886	-0.1995508
sal + silicate	Indian3	(26,26.5]	-0.1448170	-0.1714690	-0.1181650
sal + silicate	Indian3	(26.5,26.75]	-0.0963352	-0.1213736	-0.0712968
sal + silicate	Indian3	(26.75,27]	-0.2023786	-0.2158731	-0.1888840
sal + silicate	Indian3	(27,27.25]	-0.1710455	-0.2227289	-0.1193621
sal + silicate	Indian3	(27.25,27.5]	0.6644252	0.6305985	0.6982520
sal + silicate	Indian3	(27.5,27.75]	0.8185588	0.7845566	0.8525611
sal + silicate	Indian3	(27.75,27.85]	0.5456079	0.4553852	0.6358307
sal + silicate	Indian3	(27.85,27.95]	0.0733825	-0.0250181	0.1717831
sal + silicate	Indian3	(27.95,28.05]	-0.6937285	-0.7175481	-0.6699090
sal + silicate	Indian3	(28.05,28.1]	-0.8827721	-0.9084267	-0.8571175
sal + silicate	Indian3	(28.1, Inf]	-0.8406201	-0.9038232	-0.7774170
sal + silicate	Indian4	(26,26.5]	-0.0619423	-0.1200789	-0.0038057
sal + silicate	Indian4	(26.5,26.75]	-0.0627514	-0.1565879	0.0310851
sal + silicate	Indian4	(26.75,27]	-0.2866476	-0.4441047	-0.1291906
sal + silicate	Indian4	(27,27.25]	0.0026205	-0.0931355	0.0983764
sal + silicate	Indian4	(27.25,27.5]	0.3550618	0.3547098	0.3554138
sal + silicate	Indian4	(27.5,27.75]	0.6121281	0.5830804	0.6411757
sal + silicate	Indian4	(27.75,27.85]	0.0642172	0.0447323	0.0837020
sal + silicate	Indian4	(27.85,27.95]	-0.2142088	-0.2149952	-0.2134224
sal + silicate	Indian4	(27.95,28.05]	-0.3388697	-0.3396555	-0.3380839
sal + silicate	Indian4	(28.05,28.1]	-0.6440099	-0.6493083	-0.6387116
sal + silicate	Indian4	(28.1, Inf]	-0.5702158	-0.6723660	-0.4680656
sal + silicate	Indian5	(27.5,27.75]	0.4205435	-0.0577395	0.8988264
sal + silicate	Indian5	(27.75,27.85]	0.8032551	0.7921710	0.8143391
sal + silicate	Indian5	(27.85,27.95]	0.8140956	0.7577371	0.8704542
sal + silicate	Indian5	(27.95,28.05]	0.4728725	0.4709015	0.4748435
sal + silicate	Indian5	(28.05,28.1]	0.2133856	0.2060726	0.2206986
sal + silicate	Indian5	(28.1, Inf]	-0.0319521	-0.1661058	0.1022016
sal + silicate	Pacific	(-Inf,26]	-0.2600029	-0.2769368	-0.2430691
sal + silicate	Pacific	(26,26.5]	-0.3857047	-0.5008064	-0.2706031
sal + silicate	Pacific	(26.5,26.75]	-0.5639168	-0.6887035	-0.4391301
sal + silicate	Pacific	(26.75,27]	-0.6997276	-0.7163372	-0.6831179
sal + silicate	Pacific	(27,27.25]	-0.5189783	-0.5254705	-0.5124862
sal + silicate	Pacific	(27.25,27.5]	-0.1922366	-0.2119046	-0.1725686
sal + silicate	Pacific	(27.5,27.75]	-0.0683112	-0.0794260	-0.0571963
sal + silicate	Pacific	(27.75,27.85]	-0.1929837	-0.3507794	-0.0351881
sal + silicate	Pacific	(27.85,27.95]	-0.3436760	-0.4970849	-0.1902670
sal + silicate	Pacific	(27.95,28.05]	-0.4588601	-0.6288319	-0.2888882
sal + silicate	Pacific	(28.05,28.1]	-0.5500423	-0.7340083	-0.3660763
sal + silicate	Pacific	(28.1, Inf]	-0.3618209	-0.7479767	0.0243348
sal + temp	Atlantic	(-Inf,26.5]	0.9213704	0.9134214	0.9293193
sal + temp	Atlantic	(26.5,26.75]	0.9880933	0.9873237	0.9888629
sal + temp	Atlantic	(26.75,27]	0.9819011	0.9814519	0.9823504
sal + temp	Atlantic	(27,27.25]	0.9805951	0.9802538	0.9809364
sal + temp	Atlantic	(27.25,27.5]	0.9788983	0.9787568	0.9790398
sal + temp	Atlantic	(27.5,27.75]	0.9695223	0.9688962	0.9701485
sal + temp	Atlantic	(27.75,27.85]	0.9834871	0.9812632	0.9857110
sal + temp	Atlantic	(27.85,27.95]	0.9621197	0.9584387	0.9658007
sal + temp	Atlantic	(27.95,28.05]	0.9171148	0.9029207	0.9313090
sal + temp	Atlantic	(28.05,28.1]	0.9537210	0.9499128	0.9575292
sal + temp	Atlantic	(28.1,28.15]	0.9422516	0.9406041	0.9438992
sal + temp	Atlantic	(28.15,28.2]	0.7624437	0.6975334	0.8273539
sal + temp	Atlantic	(28.2, Inf]	0.4724854	0.2915577	0.6534132
sal + temp	Indian1	(-Inf,26]	0.6132540	0.5613481	0.6651599
sal + temp	Indian1	(26,26.5]	0.4847415	0.0859896	0.8834934
sal + temp	Indian1	(26.5,26.75]	0.5984818	0.2319605	0.9650031
sal + temp	Indian1	(26.75,27]	0.7181442	0.4763469	0.9599415
sal + temp	Indian1	(27,27.25]	0.8371404	0.7217886	0.9524922
sal + temp	Indian1	(27.25,27.5]	0.9372775	0.9270048	0.9475501
sal + temp	Indian1	(27.5,27.75]	0.9591502	0.9233767	0.9949238
sal + temp	Indian1	(27.75,27.85]	0.9524315	0.9278158	0.9770471
sal + temp	Indian1	(27.85,27.95]	0.9347091	0.8772832	0.9921349
sal + temp	Indian1	(27.95,28.05]	0.9370378	0.8772005	0.9968750
sal + temp	Indian1	(28.05,28.1]	0.9396312	0.8962134	0.9830490
sal + temp	Indian1	(28.1, Inf]	0.9532763	0.9376083	0.9689443
sal + temp	Indian2	(-Inf,26]	0.5497538	0.4903798	0.6091277
sal + temp	Indian2	(26,26.5]	0.9009243	0.8622696	0.9395791
sal + temp	Indian2	(26.5,26.75]	0.9256698	0.9204149	0.9309246
sal + temp	Indian2	(26.75,27]	0.9277881	0.8995679	0.9560083
sal + temp	Indian2	(27,27.25]	0.8348511	0.8074671	0.8622350
sal + temp	Indian2	(27.25,27.5]	0.8041863	0.7973897	0.8109829
sal + temp	Indian2	(27.5,27.75]	0.5913535	0.5594058	0.6233011
sal + temp	Indian2	(27.75,27.85]	0.7524014	0.7251328	0.7796700
sal + temp	Indian2	(27.85,27.95]	0.5632521	0.5350510	0.5914531
sal + temp	Indian2	(27.95,28.05]	0.4508650	0.4485445	0.4531855
sal + temp	Indian2	(28.05,28.1]	0.7571066	0.7108569	0.8033564
sal + temp	Indian2	(28.1, Inf]	0.9117831	0.9034593	0.9201070
sal + temp	Indian3	(-Inf,26]	-0.0704512	-0.1301507	-0.0107516
sal + temp	Indian3	(26,26.5]	0.8317236	0.8094964	0.8539507
sal + temp	Indian3	(26.5,26.75]	0.9653936	0.9617137	0.9690736
sal + temp	Indian3	(26.75,27]	0.9893868	0.9841383	0.9946354
sal + temp	Indian3	(27,27.25]	0.8911324	0.8884490	0.8938157
sal + temp	Indian3	(27.25,27.5]	0.5689958	0.5589190	0.5790726
sal + temp	Indian3	(27.5,27.75]	0.3019932	0.1989086	0.4050777
sal + temp	Indian3	(27.75,27.85]	0.4878121	0.4162123	0.5594118
sal + temp	Indian3	(27.85,27.95]	0.0864953	0.0327023	0.1402883
sal + temp	Indian3	(27.95,28.05]	0.4693265	0.4358603	0.5027926
sal + temp	Indian3	(28.05,28.1]	0.8857785	0.8774843	0.8940728
sal + temp	Indian3	(28.1, Inf]	0.7800991	0.7226948	0.8375035
sal + temp	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + temp	Indian4	(26,26.5]	0.8804110	0.8497033	0.9111187
sal + temp	Indian4	(26.5,26.75]	0.9638238	0.9558108	0.9718367
sal + temp	Indian4	(26.75,27]	0.9883946	0.9882149	0.9885743
sal + temp	Indian4	(27,27.25]	0.9351452	0.9179150	0.9523754
sal + temp	Indian4	(27.25,27.5]	0.8479895	0.8234988	0.8724801
sal + temp	Indian4	(27.5,27.75]	0.6514821	0.6046367	0.6983275
sal + temp	Indian4	(27.75,27.85]	0.8442937	0.8271076	0.8614798
sal + temp	Indian4	(27.85,27.95]	0.7670025	0.7357429	0.7982621
sal + temp	Indian4	(27.95,28.05]	0.6323052	0.5462619	0.7183485
sal + temp	Indian4	(28.05,28.1]	0.8997482	0.8851276	0.9143687
sal + temp	Indian4	(28.1, Inf]	0.9786012	0.9766919	0.9805105
sal + temp	Indian5	(27.5,27.75]	0.9120687	0.8703580	0.9537793
sal + temp	Indian5	(27.75,27.85]	0.9587521	0.9553697	0.9621345
sal + temp	Indian5	(27.85,27.95]	0.9561905	0.9399787	0.9724024
sal + temp	Indian5	(27.95,28.05]	0.9608285	0.9492122	0.9724447
sal + temp	Indian5	(28.05,28.1]	0.9783174	0.9720585	0.9845763
sal + temp	Indian5	(28.1, Inf]	0.9100280	0.9063489	0.9137070
sal + temp	Pacific	(-Inf,26]	0.8198165	0.7849528	0.8546802
sal + temp	Pacific	(26,26.5]	0.9321563	0.9264574	0.9378553
sal + temp	Pacific	(26.5,26.75]	0.9779171	0.9767636	0.9790706
sal + temp	Pacific	(26.75,27]	0.9752736	0.9727117	0.9778355
sal + temp	Pacific	(27,27.25]	0.9448468	0.9390869	0.9506067
sal + temp	Pacific	(27.25,27.5]	0.8259609	0.8017726	0.8501493
sal + temp	Pacific	(27.5,27.75]	0.5972410	0.4921091	0.7023728
sal + temp	Pacific	(27.75,27.85]	0.7107972	0.6267822	0.7948122
sal + temp	Pacific	(27.85,27.95]	0.5133157	0.3907964	0.6358350
sal + temp	Pacific	(27.95,28.05]	0.4345855	0.2487648	0.6204063
sal + temp	Pacific	(28.05,28.1]	0.3589355	0.1578027	0.5600684
sal + temp	Pacific	(28.1, Inf]	-0.0050692	-0.2940142	0.2838757
temp + aou	Atlantic	(-Inf,26.5]	-0.2426012	-0.3575340	-0.1276684
temp + aou	Atlantic	(26.5,26.75]	-0.3929175	-0.4131816	-0.3726535
temp + aou	Atlantic	(26.75,27]	-0.3105137	-0.3520757	-0.2689516
temp + aou	Atlantic	(27,27.25]	-0.2645232	-0.3822157	-0.1468308
temp + aou	Atlantic	(27.25,27.5]	-0.2957976	-0.3878069	-0.2037884
temp + aou	Atlantic	(27.5,27.75]	-0.3626413	-0.3969119	-0.3283708
temp + aou	Atlantic	(27.75,27.85]	-0.2006080	-0.2246330	-0.1765830
temp + aou	Atlantic	(27.85,27.95]	-0.1572323	-0.2536352	-0.0608295
temp + aou	Atlantic	(27.95,28.05]	-0.4252187	-0.4895928	-0.3608445
temp + aou	Atlantic	(28.05,28.1]	-0.5478278	-0.5681934	-0.5274623
temp + aou	Atlantic	(28.1,28.15]	-0.5395290	-0.5515954	-0.5274625
temp + aou	Atlantic	(28.15,28.2]	-0.5123194	-0.6511077	-0.3735312
temp + aou	Atlantic	(28.2, Inf]	0.2657667	0.2374884	0.2940450
temp + aou	Indian1	(-Inf,26]	-0.7995295	-0.8524945	-0.7465645
temp + aou	Indian1	(26,26.5]	-0.3085503	-0.4754633	-0.1416372
temp + aou	Indian1	(26.5,26.75]	-0.1386987	-0.1946544	-0.0827430
temp + aou	Indian1	(26.75,27]	-0.0489744	-0.1041611	0.0062124
temp + aou	Indian1	(27,27.25]	-0.1197428	-0.2070889	-0.0323966
temp + aou	Indian1	(27.25,27.5]	0.0298345	-0.0678242	0.1274932
temp + aou	Indian1	(27.5,27.75]	0.6575185	0.5608857	0.7541514
temp + aou	Indian1	(27.75,27.85]	0.7368713	0.6501412	0.8236015
temp + aou	Indian1	(27.85,27.95]	0.7277659	0.6788356	0.7766961
temp + aou	Indian1	(27.95,28.05]	0.6591743	0.6258841	0.6924644
temp + aou	Indian1	(28.05,28.1]	0.4561751	0.4135650	0.4987852
temp + aou	Indian1	(28.1, Inf]	0.8486744	0.7703780	0.9269708
temp + aou	Indian2	(-Inf,26]	-0.7533765	-0.7674307	-0.7393223
temp + aou	Indian2	(26,26.5]	-0.7750100	-0.8222471	-0.7277729
temp + aou	Indian2	(26.5,26.75]	-0.6400813	-0.7102307	-0.5699319
temp + aou	Indian2	(26.75,27]	-0.0352305	-0.0800814	0.0096204
temp + aou	Indian2	(27,27.25]	0.3560051	0.1484961	0.5635140
temp + aou	Indian2	(27.25,27.5]	0.4321361	0.2930085	0.5712638
temp + aou	Indian2	(27.5,27.75]	0.6402429	0.5694583	0.7110275
temp + aou	Indian2	(27.75,27.85]	0.7232026	0.5807025	0.8657027
temp + aou	Indian2	(27.85,27.95]	0.7016401	0.6567910	0.7464892
temp + aou	Indian2	(27.95,28.05]	0.6812688	0.6710813	0.6914563
temp + aou	Indian2	(28.05,28.1]	0.5561269	0.4974141	0.6148397
temp + aou	Indian2	(28.1, Inf]	0.8698861	0.8625128	0.8772595
temp + aou	Indian3	(-Inf,26]	-0.1350111	-0.2092808	-0.0607414
temp + aou	Indian3	(26,26.5]	-0.2622340	-0.2928847	-0.2315833
temp + aou	Indian3	(26.5,26.75]	-0.0834858	-0.0973848	-0.0695868
temp + aou	Indian3	(26.75,27]	-0.5169323	-0.5637523	-0.4701123
temp + aou	Indian3	(27,27.25]	-0.6252000	-0.6552241	-0.5951758
temp + aou	Indian3	(27.25,27.5]	0.1180907	0.0718305	0.1643509
temp + aou	Indian3	(27.5,27.75]	0.4385115	0.3065305	0.5704925
temp + aou	Indian3	(27.75,27.85]	0.5423440	0.4263725	0.6583156
temp + aou	Indian3	(27.85,27.95]	0.1301869	0.0111091	0.2492647
temp + aou	Indian3	(27.95,28.05]	-0.4447032	-0.4826691	-0.4067373
temp + aou	Indian3	(28.05,28.1]	-0.7266104	-0.7611814	-0.6920395
temp + aou	Indian3	(28.1, Inf]	0.2740015	0.2337086	0.3142944
temp + aou	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + aou	Indian4	(26,26.5]	0.0092155	-0.1298734	0.1483045
temp + aou	Indian4	(26.5,26.75]	0.1913647	0.1399574	0.2427720
temp + aou	Indian4	(26.75,27]	-0.1079326	-0.1227099	-0.0931553
temp + aou	Indian4	(27,27.25]	0.5883332	0.4117538	0.7649127
temp + aou	Indian4	(27.25,27.5]	0.6754195	0.6352047	0.7156343
temp + aou	Indian4	(27.5,27.75]	0.7072868	0.6656470	0.7489267
temp + aou	Indian4	(27.75,27.85]	0.8849914	0.8526284	0.9173544
temp + aou	Indian4	(27.85,27.95]	0.5769248	0.5717450	0.5821046
temp + aou	Indian4	(27.95,28.05]	-0.1251876	-0.1714991	-0.0788761
temp + aou	Indian4	(28.05,28.1]	-0.4336509	-0.6286658	-0.2386361
temp + aou	Indian4	(28.1, Inf]	0.7380974	0.6972150	0.7789798
temp + aou	Indian5	(27.5,27.75]	0.9680190	0.9451583	0.9908798
temp + aou	Indian5	(27.75,27.85]	0.9854929	0.9847053	0.9862804
temp + aou	Indian5	(27.85,27.95]	0.9924928	0.9907673	0.9942183
temp + aou	Indian5	(27.95,28.05]	0.9673827	0.9540122	0.9807533
temp + aou	Indian5	(28.05,28.1]	0.9173284	0.8999446	0.9347123
temp + aou	Indian5	(28.1, Inf]	0.8896163	0.8758876	0.9033449
temp + aou	Pacific	(-Inf,26]	-0.1644766	-0.1917608	-0.1371924
temp + aou	Pacific	(26,26.5]	0.0014235	-0.1774762	0.1803233
temp + aou	Pacific	(26.5,26.75]	0.2545771	0.0155958	0.4935583
temp + aou	Pacific	(26.75,27]	0.0010699	-0.1709063	0.1730461
temp + aou	Pacific	(27,27.25]	-0.2109383	-0.2711407	-0.1507360
temp + aou	Pacific	(27.25,27.5]	0.0022289	-0.1149488	0.1194066
temp + aou	Pacific	(27.5,27.75]	0.0466981	-0.0925286	0.1859248
temp + aou	Pacific	(27.75,27.85]	-0.1190353	-0.3331170	0.0950463
temp + aou	Pacific	(27.85,27.95]	-0.1627798	-0.3691498	0.0435902
temp + aou	Pacific	(27.95,28.05]	-0.0314753	-0.2610483	0.1980977
temp + aou	Pacific	(28.05,28.1]	0.1117999	-0.1476744	0.3712741
temp + aou	Pacific	(28.1, Inf]	0.8291530	0.7946641	0.8636418
temp + nitrate	Atlantic	(-Inf,26.5]	-0.4851825	-0.5216130	-0.4487520
temp + nitrate	Atlantic	(26.5,26.75]	-0.5951440	-0.5967964	-0.5934917
temp + nitrate	Atlantic	(26.75,27]	-0.5798252	-0.6063291	-0.5533213
temp + nitrate	Atlantic	(27,27.25]	-0.6215230	-0.6817543	-0.5612918
temp + nitrate	Atlantic	(27.25,27.5]	-0.6863479	-0.7353141	-0.6373817
temp + nitrate	Atlantic	(27.5,27.75]	-0.6430480	-0.6801758	-0.6059201
temp + nitrate	Atlantic	(27.75,27.85]	-0.5213868	-0.5240722	-0.5187013
temp + nitrate	Atlantic	(27.85,27.95]	-0.4180766	-0.4974895	-0.3386638
temp + nitrate	Atlantic	(27.95,28.05]	-0.5667535	-0.6328055	-0.5007015
temp + nitrate	Atlantic	(28.05,28.1]	-0.6095491	-0.6335226	-0.5855755
temp + nitrate	Atlantic	(28.1,28.15]	-0.5961238	-0.6187985	-0.5734491
temp + nitrate	Atlantic	(28.15,28.2]	-0.5266735	-0.6248331	-0.4285138
temp + nitrate	Atlantic	(28.2, Inf]	-0.1152830	-0.1545975	-0.0759685
temp + nitrate	Indian1	(-Inf,26]	-0.8653356	-0.9079775	-0.8226938
temp + nitrate	Indian1	(26,26.5]	-0.6689883	-0.7780456	-0.5599310
temp + nitrate	Indian1	(26.5,26.75]	-0.5413791	-0.7636581	-0.3191000
temp + nitrate	Indian1	(26.75,27]	-0.5403812	-0.7822301	-0.2985324
temp + nitrate	Indian1	(27,27.25]	-0.6710161	-0.9051714	-0.4368607
temp + nitrate	Indian1	(27.25,27.5]	-0.7743902	-0.9381842	-0.6105963
temp + nitrate	Indian1	(27.5,27.75]	-0.2550108	-0.6741358	0.1641143
temp + nitrate	Indian1	(27.75,27.85]	0.5098406	0.4958341	0.5238471
temp + nitrate	Indian1	(27.85,27.95]	0.6332133	0.6196330	0.6467935
temp + nitrate	Indian1	(27.95,28.05]	0.6490474	0.5564436	0.7416512
temp + nitrate	Indian1	(28.05,28.1]	0.4069048	0.3418901	0.4719195
temp + nitrate	Indian1	(28.1, Inf]	0.8006397	0.7057981	0.8954813
temp + nitrate	Indian2	(-Inf,26]	-0.7696907	-0.7771778	-0.7622036
temp + nitrate	Indian2	(26,26.5]	-0.8379443	-0.8702866	-0.8056019
temp + nitrate	Indian2	(26.5,26.75]	-0.7108626	-0.7624635	-0.6592618
temp + nitrate	Indian2	(26.75,27]	-0.2328016	-0.2703318	-0.1952714
temp + nitrate	Indian2	(27,27.25]	0.0958006	-0.1701145	0.3617157
temp + nitrate	Indian2	(27.25,27.5]	0.0408738	-0.1838538	0.2656015
temp + nitrate	Indian2	(27.5,27.75]	0.2419522	-0.0150406	0.4989450
temp + nitrate	Indian2	(27.75,27.85]	0.4749348	0.1636107	0.7862589
temp + nitrate	Indian2	(27.85,27.95]	0.4472688	0.2106285	0.6839090
temp + nitrate	Indian2	(27.95,28.05]	0.3380480	0.0974546	0.5786414
temp + nitrate	Indian2	(28.05,28.1]	0.1635239	0.1003872	0.2266605
temp + nitrate	Indian2	(28.1, Inf]	0.2281732	0.1659212	0.2904252
temp + nitrate	Indian3	(-Inf,26]	-0.3717222	-0.3773147	-0.3661297
temp + nitrate	Indian3	(26,26.5]	-0.3903472	-0.3941539	-0.3865405
temp + nitrate	Indian3	(26.5,26.75]	-0.4832951	-0.5052188	-0.4613714
temp + nitrate	Indian3	(26.75,27]	-0.8098846	-0.8688276	-0.7509417
temp + nitrate	Indian3	(27,27.25]	-0.9041525	-0.9053379	-0.9029671
temp + nitrate	Indian3	(27.25,27.5]	-0.3401589	-0.3969886	-0.2833291
temp + nitrate	Indian3	(27.5,27.75]	0.2025525	0.0660408	0.3390643
temp + nitrate	Indian3	(27.75,27.85]	0.2794178	0.1995930	0.3592426
temp + nitrate	Indian3	(27.85,27.95]	0.0142402	-0.0967183	0.1251986
temp + nitrate	Indian3	(27.95,28.05]	-0.5290014	-0.5667435	-0.4912592
temp + nitrate	Indian3	(28.05,28.1]	-0.7967590	-0.8221607	-0.7713573
temp + nitrate	Indian3	(28.1, Inf]	-0.2627580	-0.3859094	-0.1396067
temp + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + nitrate	Indian4	(26,26.5]	-0.4542993	-0.5473549	-0.3612437
temp + nitrate	Indian4	(26.5,26.75]	-0.5161457	-0.8424809	-0.1898106
temp + nitrate	Indian4	(26.75,27]	-0.8570398	-0.8720186	-0.8420610
temp + nitrate	Indian4	(27,27.25]	-0.4358157	-0.5345413	-0.3370901
temp + nitrate	Indian4	(27.25,27.5]	-0.1330549	-0.2044110	-0.0616987
temp + nitrate	Indian4	(27.5,27.75]	0.1189808	0.0692110	0.1687506
temp + nitrate	Indian4	(27.75,27.85]	0.1048180	0.0631051	0.1465309
temp + nitrate	Indian4	(27.85,27.95]	-0.1502827	-0.1684560	-0.1321093
temp + nitrate	Indian4	(27.95,28.05]	-0.3504075	-0.3825685	-0.3182466
temp + nitrate	Indian4	(28.05,28.1]	-0.6010058	-0.6463186	-0.5556930
temp + nitrate	Indian4	(28.1, Inf]	-0.4426267	-0.4539672	-0.4312861
temp + nitrate	Indian5	(27.5,27.75]	0.9671717	0.9381608	0.9961825
temp + nitrate	Indian5	(27.75,27.85]	0.9698994	0.9687568	0.9710421
temp + nitrate	Indian5	(27.85,27.95]	0.7627229	0.6867125	0.8387332
temp + nitrate	Indian5	(27.95,28.05]	0.1979338	0.1814852	0.2143825
temp + nitrate	Indian5	(28.05,28.1]	-0.1373499	-0.1692764	-0.1054234
temp + nitrate	Indian5	(28.1, Inf]	-0.0417079	-0.0998666	0.0164508
temp + nitrate	Pacific	(-Inf,26]	-0.4519403	-0.5083949	-0.3954858
temp + nitrate	Pacific	(26,26.5]	-0.3275232	-0.5369626	-0.1180837
temp + nitrate	Pacific	(26.5,26.75]	-0.1284766	-0.3955681	0.1386148
temp + nitrate	Pacific	(26.75,27]	-0.3162251	-0.4438911	-0.1885591
temp + nitrate	Pacific	(27,27.25]	-0.3221346	-0.3843945	-0.2598746
temp + nitrate	Pacific	(27.25,27.5]	-0.0192624	-0.1225117	0.0839869
temp + nitrate	Pacific	(27.5,27.75]	0.0279340	-0.0627224	0.1185904
temp + nitrate	Pacific	(27.75,27.85]	-0.0773272	-0.2210988	0.0664444
temp + nitrate	Pacific	(27.85,27.95]	-0.1343242	-0.2967322	0.0280838
temp + nitrate	Pacific	(27.95,28.05]	-0.0811313	-0.2547176	0.0924549
temp + nitrate	Pacific	(28.05,28.1]	-0.0097269	-0.1824021	0.1629484
temp + nitrate	Pacific	(28.1, Inf]	0.4753303	0.3747232	0.5759374
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2317864	-0.3507844	-0.1127884
temp + oxygen	Atlantic	(26.5,26.75]	0.1388591	0.1311345	0.1465836
temp + oxygen	Atlantic	(26.75,27]	0.0993860	0.0811658	0.1176062
temp + oxygen	Atlantic	(27,27.25]	0.0060540	-0.1180693	0.1301774
temp + oxygen	Atlantic	(27.25,27.5]	-0.0397669	-0.1544228	0.0748890
temp + oxygen	Atlantic	(27.5,27.75]	0.0067439	-0.0568086	0.0702963
temp + oxygen	Atlantic	(27.75,27.85]	-0.1320578	-0.1601676	-0.1039481
temp + oxygen	Atlantic	(27.85,27.95]	-0.0748825	-0.1628766	0.0131116
temp + oxygen	Atlantic	(27.95,28.05]	0.2434399	0.1849163	0.3019635
temp + oxygen	Atlantic	(28.05,28.1]	0.4108094	0.3676955	0.4539234
temp + oxygen	Atlantic	(28.1,28.15]	0.4324181	0.4306542	0.4341820
temp + oxygen	Atlantic	(28.15,28.2]	0.4162756	0.2503555	0.5821956
temp + oxygen	Atlantic	(28.2, Inf]	-0.4506746	-0.4586404	-0.4427088
temp + oxygen	Indian1	(-Inf,26]	0.7092514	0.6367338	0.7817689
temp + oxygen	Indian1	(26,26.5]	0.0765026	-0.1553554	0.3083607
temp + oxygen	Indian1	(26.5,26.75]	-0.0503991	-0.2136193	0.1128212
temp + oxygen	Indian1	(26.75,27]	-0.1611256	-0.3257646	0.0035133
temp + oxygen	Indian1	(27,27.25]	-0.2784535	-0.3659019	-0.1910052
temp + oxygen	Indian1	(27.25,27.5]	-0.6247877	-0.6716584	-0.5779170
temp + oxygen	Indian1	(27.5,27.75]	-0.8637394	-0.9080550	-0.8194237
temp + oxygen	Indian1	(27.75,27.85]	-0.8461801	-0.8845774	-0.8077829
temp + oxygen	Indian1	(27.85,27.95]	-0.8264560	-0.8380115	-0.8149004
temp + oxygen	Indian1	(27.95,28.05]	-0.7629476	-0.8079240	-0.7179713
temp + oxygen	Indian1	(28.05,28.1]	-0.5341504	-0.6043878	-0.4639130
temp + oxygen	Indian1	(28.1, Inf]	-0.8699663	-0.9401915	-0.7997412
temp + oxygen	Indian2	(-Inf,26]	0.6527655	0.6483228	0.6572082
temp + oxygen	Indian2	(26,26.5]	0.7084238	0.6450415	0.7718061
temp + oxygen	Indian2	(26.5,26.75]	0.5845897	0.4945231	0.6746564
temp + oxygen	Indian2	(26.75,27]	-0.0463778	-0.0860385	-0.0067171
temp + oxygen	Indian2	(27,27.25]	-0.4558472	-0.6264253	-0.2852691
temp + oxygen	Indian2	(27.25,27.5]	-0.5988658	-0.6770167	-0.5207149
temp + oxygen	Indian2	(27.5,27.75]	-0.7922102	-0.8209083	-0.7635122
temp + oxygen	Indian2	(27.75,27.85]	-0.8022256	-0.8991059	-0.7053452
temp + oxygen	Indian2	(27.85,27.95]	-0.7824783	-0.8093053	-0.7556514
temp + oxygen	Indian2	(27.95,28.05]	-0.7765438	-0.7947958	-0.7582918
temp + oxygen	Indian2	(28.05,28.1]	-0.6416489	-0.7128860	-0.5704117
temp + oxygen	Indian2	(28.1, Inf]	-0.8911014	-0.9001751	-0.8820278
temp + oxygen	Indian3	(-Inf,26]	-0.1773807	-0.2595648	-0.0951966
temp + oxygen	Indian3	(26,26.5]	-0.0528815	-0.0880264	-0.0177367
temp + oxygen	Indian3	(26.5,26.75]	-0.2325686	-0.2778068	-0.1873304
temp + oxygen	Indian3	(26.75,27]	0.1723037	0.1151255	0.2294819
temp + oxygen	Indian3	(27,27.25]	0.3225950	0.2433631	0.4018270
temp + oxygen	Indian3	(27.25,27.5]	-0.2994285	-0.3222940	-0.2765629
temp + oxygen	Indian3	(27.5,27.75]	-0.5705364	-0.6759660	-0.4651069
temp + oxygen	Indian3	(27.75,27.85]	-0.6341330	-0.7317918	-0.5364743
temp + oxygen	Indian3	(27.85,27.95]	-0.2303844	-0.3392878	-0.1214810
temp + oxygen	Indian3	(27.95,28.05]	0.3520249	0.3157195	0.3883304
temp + oxygen	Indian3	(28.05,28.1]	0.6747484	0.6393972	0.7100996
temp + oxygen	Indian3	(28.1, Inf]	-0.4945316	-0.4955952	-0.4934680
temp + oxygen	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
temp + oxygen	Indian4	(26,26.5]	-0.2617398	-0.3467187	-0.1767610
temp + oxygen	Indian4	(26.5,26.75]	-0.5164201	-0.5691849	-0.4636553
temp + oxygen	Indian4	(26.75,27]	-0.4284600	-0.5186062	-0.3383138
temp + oxygen	Indian4	(27,27.25]	-0.7583756	-0.8801575	-0.6365936
temp + oxygen	Indian4	(27.25,27.5]	-0.8070408	-0.8349205	-0.7791611
temp + oxygen	Indian4	(27.5,27.75]	-0.8007610	-0.8330204	-0.7685015
temp + oxygen	Indian4	(27.75,27.85]	-0.9240770	-0.9475853	-0.9005686
temp + oxygen	Indian4	(27.85,27.95]	-0.7400810	-0.7514445	-0.7287174
temp + oxygen	Indian4	(27.95,28.05]	-0.1500755	-0.1965552	-0.1035959
temp + oxygen	Indian4	(28.05,28.1]	0.2265578	-0.0109306	0.4640463
temp + oxygen	Indian4	(28.1, Inf]	-0.8858220	-0.9024687	-0.8691752
temp + oxygen	Indian5	(27.5,27.75]	-0.9774084	-0.9954554	-0.9593614
temp + oxygen	Indian5	(27.75,27.85]	-0.9919565	-0.9924944	-0.9914187
temp + oxygen	Indian5	(27.85,27.95]	-0.9955742	-0.9965102	-0.9946382
temp + oxygen	Indian5	(27.95,28.05]	-0.9819008	-0.9895372	-0.9742645
temp + oxygen	Indian5	(28.05,28.1]	-0.9554879	-0.9666137	-0.9443622
temp + oxygen	Indian5	(28.1, Inf]	-0.9450473	-0.9499333	-0.9401613
temp + oxygen	Pacific	(-Inf,26]	-0.3202887	-0.3869349	-0.2536425
temp + oxygen	Pacific	(26,26.5]	-0.1766858	-0.3107038	-0.0426678
temp + oxygen	Pacific	(26.5,26.75]	-0.4090854	-0.6015727	-0.2165980
temp + oxygen	Pacific	(26.75,27]	-0.2095129	-0.3828790	-0.0361468
temp + oxygen	Pacific	(27,27.25]	0.1029157	0.0357594	0.1700719
temp + oxygen	Pacific	(27.25,27.5]	-0.0927138	-0.2156218	0.0301941
temp + oxygen	Pacific	(27.5,27.75]	-0.1335078	-0.2860967	0.0190811
temp + oxygen	Pacific	(27.75,27.85]	0.0666321	-0.1590091	0.2922734
temp + oxygen	Pacific	(27.85,27.95]	0.1103985	-0.1103371	0.3311341
temp + oxygen	Pacific	(27.95,28.05]	-0.0362028	-0.2872046	0.2147990
temp + oxygen	Pacific	(28.05,28.1]	-0.1670779	-0.4549613	0.1208054
temp + oxygen	Pacific	(28.1, Inf]	-0.8783171	-0.9188803	-0.8377539
temp + phosphate	Atlantic	(-Inf,26.5]	-0.4330286	-0.5112814	-0.3547758
temp + phosphate	Atlantic	(26.5,26.75]	-0.5300472	-0.5673431	-0.4927512
temp + phosphate	Atlantic	(26.75,27]	-0.4744270	-0.5438896	-0.4049645
temp + phosphate	Atlantic	(27,27.25]	-0.5652313	-0.6570149	-0.4734477
temp + phosphate	Atlantic	(27.25,27.5]	-0.6354372	-0.7387433	-0.5321311
temp + phosphate	Atlantic	(27.5,27.75]	-0.5839663	-0.6788932	-0.4890394
temp + phosphate	Atlantic	(27.75,27.85]	-0.4532969	-0.5162962	-0.3902976
temp + phosphate	Atlantic	(27.85,27.95]	-0.3595859	-0.3758983	-0.3432735
temp + phosphate	Atlantic	(27.95,28.05]	-0.4292611	-0.4744134	-0.3841089
temp + phosphate	Atlantic	(28.05,28.1]	-0.4101838	-0.4562227	-0.3641448
temp + phosphate	Atlantic	(28.1,28.15]	-0.4523751	-0.4774506	-0.4272995
temp + phosphate	Atlantic	(28.15,28.2]	-0.4663261	-0.5252508	-0.4074014
temp + phosphate	Atlantic	(28.2, Inf]	-0.1764912	-0.2009111	-0.1520712
temp + phosphate	Indian1	(-Inf,26]	-0.7918696	-0.8097023	-0.7740368
temp + phosphate	Indian1	(26,26.5]	-0.2968378	-0.5133244	-0.0803513
temp + phosphate	Indian1	(26.5,26.75]	-0.1808026	-0.2564380	-0.1051672
temp + phosphate	Indian1	(26.75,27]	-0.1895277	-0.2760331	-0.1030224
temp + phosphate	Indian1	(27,27.25]	-0.5015127	-0.5234300	-0.4795954
temp + phosphate	Indian1	(27.25,27.5]	-0.6423216	-0.6837222	-0.6009210
temp + phosphate	Indian1	(27.5,27.75]	0.1507107	-0.0427245	0.3441459
temp + phosphate	Indian1	(27.75,27.85]	0.6996961	0.6935273	0.7058648
temp + phosphate	Indian1	(27.85,27.95]	0.7544489	0.6694205	0.8394773
temp + phosphate	Indian1	(27.95,28.05]	0.7235253	0.6007805	0.8462701
temp + phosphate	Indian1	(28.05,28.1]	0.5352950	0.3533689	0.7172211
temp + phosphate	Indian1	(28.1, Inf]	0.8608565	0.8027306	0.9189823
temp + phosphate	Indian2	(-Inf,26]	-0.7924123	-0.8184346	-0.7663900
temp + phosphate	Indian2	(26,26.5]	-0.8398561	-0.8722705	-0.8074417
temp + phosphate	Indian2	(26.5,26.75]	-0.7264928	-0.7668180	-0.6861676
temp + phosphate	Indian2	(26.75,27]	-0.2345223	-0.2777312	-0.1913134
temp + phosphate	Indian2	(27,27.25]	0.1072948	-0.1512628	0.3658523
temp + phosphate	Indian2	(27.25,27.5]	0.1632324	-0.0294254	0.3558902
temp + phosphate	Indian2	(27.5,27.75]	0.3721651	0.1829928	0.5613375
temp + phosphate	Indian2	(27.75,27.85]	0.6200697	0.4160808	0.8240586
temp + phosphate	Indian2	(27.85,27.95]	0.5342235	0.3398653	0.7285818
temp + phosphate	Indian2	(27.95,28.05]	0.4686130	0.2999908	0.6372353
temp + phosphate	Indian2	(28.05,28.1]	0.3433701	0.2462497	0.4404906
temp + phosphate	Indian2	(28.1, Inf]	0.4602183	0.4491852	0.4712515
temp + phosphate	Indian3	(-Inf,26]	-0.3559838	-0.3897476	-0.3222200
temp + phosphate	Indian3	(26,26.5]	-0.3883895	-0.4278889	-0.3488901
temp + phosphate	Indian3	(26.5,26.75]	-0.3249015	-0.3494238	-0.3003791
temp + phosphate	Indian3	(26.75,27]	-0.7187377	-0.8127996	-0.6246758
temp + phosphate	Indian3	(27,27.25]	-0.8677977	-0.8707121	-0.8648834
temp + phosphate	Indian3	(27.25,27.5]	-0.2691923	-0.3263616	-0.2120230
temp + phosphate	Indian3	(27.5,27.75]	0.2841971	0.1672208	0.4011735
temp + phosphate	Indian3	(27.75,27.85]	0.4171614	0.3078121	0.5265107
temp + phosphate	Indian3	(27.85,27.95]	0.0921387	-0.0207419	0.2050194
temp + phosphate	Indian3	(27.95,28.05]	-0.4933380	-0.5567972	-0.4298787
temp + phosphate	Indian3	(28.05,28.1]	-0.7815710	-0.8207082	-0.7424338
temp + phosphate	Indian3	(28.1, Inf]	-0.2447849	-0.3829394	-0.1066303
temp + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate	Indian4	(26,26.5]	-0.2859014	-0.5297278	-0.0420751
temp + phosphate	Indian4	(26.5,26.75]	0.1340242	-0.1517041	0.4197525
temp + phosphate	Indian4	(26.75,27]	-0.6835213	-0.7972006	-0.5698419
temp + phosphate	Indian4	(27,27.25]	-0.3338515	-0.4737551	-0.1939478
temp + phosphate	Indian4	(27.25,27.5]	-0.0116124	-0.0980149	0.0747902
temp + phosphate	Indian4	(27.5,27.75]	0.1727977	0.1178306	0.2277648
temp + phosphate	Indian4	(27.75,27.85]	0.1882434	0.0819032	0.2945837
temp + phosphate	Indian4	(27.85,27.95]	-0.0611045	-0.1843608	0.0621518
temp + phosphate	Indian4	(27.95,28.05]	-0.1540780	-0.2002912	-0.1078647
temp + phosphate	Indian4	(28.05,28.1]	-0.4526127	-0.5245805	-0.3806449
temp + phosphate	Indian4	(28.1, Inf]	-0.1795292	-0.3737562	0.0146978
temp + phosphate	Indian5	(27.5,27.75]	0.7302951	0.6552487	0.8053414
temp + phosphate	Indian5	(27.75,27.85]	0.4963060	0.3318587	0.6607533
temp + phosphate	Indian5	(27.85,27.95]	0.3718452	0.3569147	0.3867757
temp + phosphate	Indian5	(27.95,28.05]	0.0798982	0.0506828	0.1091136
temp + phosphate	Indian5	(28.05,28.1]	0.0054997	-0.0021185	0.0131179
temp + phosphate	Indian5	(28.1, Inf]	-0.0453581	-0.1439303	0.0532141
temp + phosphate	Pacific	(-Inf,26]	-0.3488295	-0.3837280	-0.3139309
temp + phosphate	Pacific	(26,26.5]	-0.3000739	-0.4352300	-0.1649179
temp + phosphate	Pacific	(26.5,26.75]	-0.1768555	-0.3285646	-0.0251464
temp + phosphate	Pacific	(26.75,27]	-0.3830020	-0.4336355	-0.3323686
temp + phosphate	Pacific	(27,27.25]	-0.3440179	-0.3791329	-0.3089029
temp + phosphate	Pacific	(27.25,27.5]	-0.0682325	-0.1180366	-0.0184284
temp + phosphate	Pacific	(27.5,27.75]	-0.0601632	-0.0803880	-0.0399385
temp + phosphate	Pacific	(27.75,27.85]	-0.0811498	-0.1987419	0.0364424
temp + phosphate	Pacific	(27.85,27.95]	-0.1328966	-0.2747760	0.0089828
temp + phosphate	Pacific	(27.95,28.05]	-0.0869183	-0.2315062	0.0576697
temp + phosphate	Pacific	(28.05,28.1]	-0.0079155	-0.1428580	0.1270271
temp + phosphate	Pacific	(28.1, Inf]	0.4363962	0.3054559	0.5673366
temp + silicate	Atlantic	(-Inf,26.5]	-0.1783846	-0.1843504	-0.1724188
temp + silicate	Atlantic	(26.5,26.75]	-0.3288423	-0.3363784	-0.3213061
temp + silicate	Atlantic	(26.75,27]	-0.3663870	-0.4978982	-0.2348758
temp + silicate	Atlantic	(27,27.25]	-0.4494407	-0.6684540	-0.2304275
temp + silicate	Atlantic	(27.25,27.5]	-0.5908677	-0.7772448	-0.4044906
temp + silicate	Atlantic	(27.5,27.75]	-0.6406697	-0.7534234	-0.5279160
temp + silicate	Atlantic	(27.75,27.85]	-0.5220400	-0.5945534	-0.4495266
temp + silicate	Atlantic	(27.85,27.95]	-0.5162872	-0.5734344	-0.4591400
temp + silicate	Atlantic	(27.95,28.05]	-0.6676705	-0.7010457	-0.6342953
temp + silicate	Atlantic	(28.05,28.1]	-0.6752712	-0.7052633	-0.6452791
temp + silicate	Atlantic	(28.1,28.15]	-0.6590449	-0.6641488	-0.6539410
temp + silicate	Atlantic	(28.15,28.2]	-0.5225766	-0.6292884	-0.4158649
temp + silicate	Atlantic	(28.2, Inf]	-0.0671929	-0.1148938	-0.0194920
temp + silicate	Indian1	(-Inf,26]	-0.8476450	-0.9015010	-0.7937891
temp + silicate	Indian1	(26,26.5]	-0.5426516	-0.5542072	-0.5310960
temp + silicate	Indian1	(26.5,26.75]	-0.4088098	-0.4857503	-0.3318692
temp + silicate	Indian1	(26.75,27]	-0.4500079	-0.4956633	-0.4043524
temp + silicate	Indian1	(27,27.25]	-0.7980158	-0.8320750	-0.7639567
temp + silicate	Indian1	(27.25,27.5]	-0.9391448	-0.9782868	-0.9000028
temp + silicate	Indian1	(27.5,27.75]	-0.9620848	-0.9909697	-0.9332000
temp + silicate	Indian1	(27.75,27.85]	-0.7091500	-0.7959853	-0.6223146
temp + silicate	Indian1	(27.85,27.95]	-0.5716727	-0.7963263	-0.3470191
temp + silicate	Indian1	(27.95,28.05]	-0.5346224	-0.7072738	-0.3619710
temp + silicate	Indian1	(28.05,28.1]	-0.1185173	-0.2819722	0.0449375
temp + silicate	Indian1	(28.1, Inf]	0.5640862	0.3626889	0.7654834
temp + silicate	Indian2	(-Inf,26]	-0.7970592	-0.8060993	-0.7880190
temp + silicate	Indian2	(26,26.5]	-0.8732321	-0.8972553	-0.8492089
temp + silicate	Indian2	(26.5,26.75]	-0.8313455	-0.8331429	-0.8295480
temp + silicate	Indian2	(26.75,27]	-0.2602696	-0.4230061	-0.0975330
temp + silicate	Indian2	(27,27.25]	-0.1162421	-0.4656198	0.2331356
temp + silicate	Indian2	(27.25,27.5]	-0.3482586	-0.6447123	-0.0518049
temp + silicate	Indian2	(27.5,27.75]	-0.4811066	-0.6450248	-0.3171883
temp + silicate	Indian2	(27.75,27.85]	0.1791431	-0.1414716	0.4997578
temp + silicate	Indian2	(27.85,27.95]	0.0514029	-0.0955956	0.1984015
temp + silicate	Indian2	(27.95,28.05]	-0.1184743	-0.2246232	-0.0123253
temp + silicate	Indian2	(28.05,28.1]	0.0346604	-0.0638247	0.1331454
temp + silicate	Indian2	(28.1, Inf]	0.1025455	0.0982411	0.1068499
temp + silicate	Indian3	(-Inf,26]	-0.1077749	-0.1340088	-0.0815411
temp + silicate	Indian3	(26,26.5]	-0.0568771	-0.0669338	-0.0468205
temp + silicate	Indian3	(26.5,26.75]	-0.0486329	-0.0821532	-0.0151126
temp + silicate	Indian3	(26.75,27]	-0.2351545	-0.2625946	-0.2077143
temp + silicate	Indian3	(27,27.25]	-0.4706807	-0.5397661	-0.4015952
temp + silicate	Indian3	(27.25,27.5]	-0.0998411	-0.1547942	-0.0448879
temp + silicate	Indian3	(27.5,27.75]	0.1352450	-0.0089227	0.2794127
temp + silicate	Indian3	(27.75,27.85]	0.3318241	0.2203353	0.4433130
temp + silicate	Indian3	(27.85,27.95]	-0.1195796	-0.2222613	-0.0168979
temp + silicate	Indian3	(27.95,28.05]	-0.6317799	-0.6579933	-0.6055666
temp + silicate	Indian3	(28.05,28.1]	-0.7870122	-0.8312373	-0.7427871
temp + silicate	Indian3	(28.1, Inf]	-0.5050083	-0.6489963	-0.3610202
temp + silicate	Indian4	(26,26.5]	-0.3889474	-0.4561022	-0.3217927
temp + silicate	Indian4	(26.5,26.75]	-0.0876503	-0.2391380	0.0638375
temp + silicate	Indian4	(26.75,27]	-0.3000516	-0.4806569	-0.1194462
temp + silicate	Indian4	(27,27.25]	-0.2672776	-0.2921969	-0.2423584
temp + silicate	Indian4	(27.25,27.5]	-0.0954634	-0.1159286	-0.0749983
temp + silicate	Indian4	(27.5,27.75]	-0.0504592	-0.0728482	-0.0280702
temp + silicate	Indian4	(27.75,27.85]	-0.1095942	-0.1151491	-0.1040393
temp + silicate	Indian4	(27.85,27.95]	-0.3021239	-0.3435121	-0.2607357
temp + silicate	Indian4	(27.95,28.05]	-0.5090054	-0.5678504	-0.4501604
temp + silicate	Indian4	(28.05,28.1]	-0.5828102	-0.6049499	-0.5606704
temp + silicate	Indian4	(28.1, Inf]	-0.5634164	-0.6640854	-0.4627474
temp + silicate	Indian5	(27.5,27.75]	0.1288142	-0.3209671	0.5785956
temp + silicate	Indian5	(27.75,27.85]	0.7372128	0.7132128	0.7612127
temp + silicate	Indian5	(27.85,27.95]	0.7855642	0.7342369	0.8368914
temp + silicate	Indian5	(27.95,28.05]	0.4365639	0.4271645	0.4459632
temp + silicate	Indian5	(28.05,28.1]	0.1926198	0.1863842	0.1988553
temp + silicate	Indian5	(28.1, Inf]	-0.1702978	-0.2909533	-0.0496423
temp + silicate	Pacific	(-Inf,26]	-0.2186220	-0.2311110	-0.2061330
temp + silicate	Pacific	(26,26.5]	-0.4362660	-0.5373246	-0.3352075
temp + silicate	Pacific	(26.5,26.75]	-0.5649577	-0.6843201	-0.4455952
temp + silicate	Pacific	(26.75,27]	-0.6941304	-0.7047557	-0.6835052
temp + silicate	Pacific	(27,27.25]	-0.5508362	-0.5547310	-0.5469414
temp + silicate	Pacific	(27.25,27.5]	-0.3213905	-0.3600872	-0.2826937
temp + silicate	Pacific	(27.5,27.75]	-0.2334300	-0.2928831	-0.1739769
temp + silicate	Pacific	(27.75,27.85]	-0.1777425	-0.3522377	-0.0032473
temp + silicate	Pacific	(27.85,27.95]	-0.2356977	-0.4285747	-0.0428207
temp + silicate	Pacific	(27.95,28.05]	-0.1800194	-0.3976318	0.0375930
temp + silicate	Pacific	(28.05,28.1]	0.0044725	-0.1829450	0.1918900
temp + silicate	Pacific	(28.1, Inf]	0.4708762	0.4080751	0.5336774

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.0435318	0.0394447	0.0476188
aou	Atlantic	(26.5,26.75]	0.0251033	-0.0150660	0.0652726
aou	Atlantic	(26.75,27]	0.1164107	0.0520805	0.1807409
aou	Atlantic	(27,27.25]	-0.0491218	-0.1926994	0.0944558
aou	Atlantic	(27.25,27.5]	-0.1799411	-0.2576612	-0.1022210
aou	Atlantic	(27.5,27.75]	-0.2959030	-0.3596277	-0.2321784
aou	Atlantic	(27.75,27.85]	-0.2731696	-0.2851713	-0.2611680
aou	Atlantic	(27.85,27.95]	-0.1767324	-0.1973173	-0.1561475
aou	Atlantic	(27.95,28.05]	-0.1790185	-0.1937892	-0.1642478
aou	Atlantic	(28.05,28.1]	-0.1504233	-0.1861415	-0.1147052
aou	Atlantic	(28.1,28.15]	-0.1986437	-0.2461259	-0.1511616
aou	Atlantic	(28.15,28.2]	-0.4352511	-0.5204408	-0.3500614
aou	Atlantic	(28.2, Inf]	-0.2001727	-0.2107740	-0.1895713
aou	Indian1	(-Inf,26]	-0.2140723	-0.7580007	0.3298561
aou	Indian1	(26,26.5]	-0.7292821	-0.7380671	-0.7204972
aou	Indian1	(26.5,26.75]	-0.7978687	-0.9044331	-0.6913043
aou	Indian1	(26.75,27]	-0.6584164	-0.6660952	-0.6507376
aou	Indian1	(27,27.25]	-0.1403882	-0.4691279	0.1883514
aou	Indian1	(27.25,27.5]	0.1014300	-0.2906131	0.4934731
aou	Indian1	(27.5,27.75]	-0.1118341	-0.2551920	0.0315239
aou	Indian1	(27.75,27.85]	0.2073055	-0.0610658	0.4756768
aou	Indian1	(27.85,27.95]	0.1857402	0.0929727	0.2785078
aou	Indian1	(27.95,28.05]	0.2559859	0.2534218	0.2585500
aou	Indian1	(28.05,28.1]	0.4914707	0.4663567	0.5165847
aou	Indian1	(28.1, Inf]	0.6196599	0.4319581	0.8073616
aou	Indian2	(-Inf,26]	-0.3748155	-0.5135838	-0.2360471
aou	Indian2	(26,26.5]	-0.8272135	-0.9383494	-0.7160775
aou	Indian2	(26.5,26.75]	-0.8410356	-0.9527287	-0.7293425
aou	Indian2	(26.75,27]	-0.5429777	-0.5571479	-0.5288075
aou	Indian2	(27,27.25]	-0.2081603	-0.2809332	-0.1353873
aou	Indian2	(27.25,27.5]	0.1452593	-0.0815084	0.3720269
aou	Indian2	(27.5,27.75]	0.1332764	-0.0121908	0.2787436
aou	Indian2	(27.75,27.85]	0.1384040	-0.0985227	0.3753308
aou	Indian2	(27.85,27.95]	0.0093386	-0.0871270	0.1058042
aou	Indian2	(27.95,28.05]	0.0589671	0.0137708	0.1041634
aou	Indian2	(28.05,28.1]	0.0453319	0.0314999	0.0591640
aou	Indian2	(28.1, Inf]	0.1229155	0.0579188	0.1879122
aou	Indian3	(-Inf,26]	-0.0572519	-0.1574965	0.0429927
aou	Indian3	(26,26.5]	0.0165727	-0.0527737	0.0859191
aou	Indian3	(26.5,26.75]	-0.0929511	-0.1369922	-0.0489101
aou	Indian3	(26.75,27]	-0.4009887	-0.4990775	-0.3028998
aou	Indian3	(27,27.25]	-0.4215399	-0.5040145	-0.3390652
aou	Indian3	(27.25,27.5]	0.0585335	-0.0138033	0.1308702
aou	Indian3	(27.5,27.75]	0.1355893	0.1209803	0.1501984
aou	Indian3	(27.75,27.85]	-0.0541223	-0.0861624	-0.0220823
aou	Indian3	(27.85,27.95]	-0.2771516	-0.2871786	-0.2671247
aou	Indian3	(27.95,28.05]	-0.5720719	-0.7061096	-0.4380343
aou	Indian3	(28.05,28.1]	-0.5919529	-0.7074626	-0.4764431
aou	Indian3	(28.1, Inf]	-0.0830003	-0.1415684	-0.0244323
aou	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou	Indian4	(26,26.5]	0.7248600	0.7111299	0.7385902
aou	Indian4	(26.5,26.75]	0.1769461	-0.0420410	0.3959332
aou	Indian4	(26.75,27]	-0.2268556	-0.2298915	-0.2238197
aou	Indian4	(27,27.25]	0.2777153	0.1397945	0.4156361
aou	Indian4	(27.25,27.5]	0.0877845	0.0536527	0.1219164
aou	Indian4	(27.5,27.75]	0.0084423	-0.0657434	0.0826280
aou	Indian4	(27.75,27.85]	-0.0881044	-0.2424134	0.0662046
aou	Indian4	(27.85,27.95]	-0.0335941	-0.1123298	0.0451417
aou	Indian4	(27.95,28.05]	-0.0757972	-0.1691625	0.0175682
aou	Indian4	(28.05,28.1]	-0.0367654	-0.1507815	0.0772506
aou	Indian4	(28.1, Inf]	0.0880845	-0.0581590	0.2343281
aou	Indian5	(27.5,27.75]	-0.2129740	-0.2263926	-0.1995554
aou	Indian5	(27.75,27.85]	-0.0556552	-0.2659353	0.1546250
aou	Indian5	(27.85,27.95]	-0.0238548	-0.0521740	0.0044644
aou	Indian5	(27.95,28.05]	0.1503390	0.1442341	0.1564440
aou	Indian5	(28.05,28.1]	0.1047147	0.0410613	0.1683682
aou	Indian5	(28.1, Inf]	0.0686143	-0.0024526	0.1396811
aou	Pacific	(-Inf,26]	0.0241369	-0.0678461	0.1161200
aou	Pacific	(26,26.5]	-0.0339360	-0.4083129	0.3404410
aou	Pacific	(26.5,26.75]	-0.0103683	-0.3524806	0.3317440
aou	Pacific	(26.75,27]	-0.0060291	-0.2145085	0.2024503
aou	Pacific	(27,27.25]	0.1708356	0.1506034	0.1910679
aou	Pacific	(27.25,27.5]	0.3433999	0.3193828	0.3674170
aou	Pacific	(27.5,27.75]	0.3762338	0.2916243	0.4608433
aou	Pacific	(27.75,27.85]	0.4081510	0.3656971	0.4506050
aou	Pacific	(27.85,27.95]	0.3618764	0.3367904	0.3869625
aou	Pacific	(27.95,28.05]	0.2538906	0.2414562	0.2663251
aou	Pacific	(28.05,28.1]	0.1636868	0.1220127	0.2053609
aou	Pacific	(28.1, Inf]	0.1508647	0.1359217	0.1658078
nitrate	Atlantic	(-Inf,26.5]	-0.1797462	-0.2427854	-0.1167069
nitrate	Atlantic	(26.5,26.75]	-0.1106835	-0.2093767	-0.0119902
nitrate	Atlantic	(26.75,27]	-0.1071412	-0.1437953	-0.0704871
nitrate	Atlantic	(27,27.25]	-0.3183366	-0.4374868	-0.1991865
nitrate	Atlantic	(27.25,27.5]	-0.5116364	-0.5874292	-0.4358436
nitrate	Atlantic	(27.5,27.75]	-0.5201695	-0.6108822	-0.4294568
nitrate	Atlantic	(27.75,27.85]	-0.4386479	-0.4993850	-0.3779108
nitrate	Atlantic	(27.85,27.95]	-0.3436597	-0.3592157	-0.3281037
nitrate	Atlantic	(27.95,28.05]	-0.3286203	-0.3332065	-0.3240341
nitrate	Atlantic	(28.05,28.1]	-0.3071896	-0.3298741	-0.2845052
nitrate	Atlantic	(28.1,28.15]	-0.2969806	-0.3121317	-0.2818294
nitrate	Atlantic	(28.15,28.2]	-0.4970282	-0.6047145	-0.3893418
nitrate	Atlantic	(28.2, Inf]	-0.4952074	-0.5231868	-0.4672279
nitrate	Indian1	(-Inf,26]	-0.1937410	-0.6855486	0.2980666
nitrate	Indian1	(26,26.5]	-0.6255433	-0.7161951	-0.5348915
nitrate	Indian1	(26.5,26.75]	-0.7137972	-0.8880390	-0.5395553
nitrate	Indian1	(26.75,27]	-0.5936471	-0.7650057	-0.4222885
nitrate	Indian1	(27,27.25]	-0.1523203	-0.1893596	-0.1152810
nitrate	Indian1	(27.25,27.5]	0.0829635	-0.1688376	0.3347646
nitrate	Indian1	(27.5,27.75]	-0.0189557	-0.1935443	0.1556329
nitrate	Indian1	(27.75,27.85]	-0.0722572	-0.1336017	-0.0109126
nitrate	Indian1	(27.85,27.95]	-0.0600420	-0.0788147	-0.0412692
nitrate	Indian1	(27.95,28.05]	0.0186153	-0.0936826	0.1309132
nitrate	Indian1	(28.05,28.1]	0.2865617	0.2754174	0.2977061
nitrate	Indian1	(28.1, Inf]	0.5774106	0.3767358	0.7780855
nitrate	Indian2	(-Inf,26]	-0.3926488	-0.5341778	-0.2511199
nitrate	Indian2	(26,26.5]	-0.8446780	-0.9450322	-0.7443238
nitrate	Indian2	(26.5,26.75]	-0.8501537	-0.9629829	-0.7373246
nitrate	Indian2	(26.75,27]	-0.6556792	-0.6873705	-0.6239878
nitrate	Indian2	(27,27.25]	-0.3592710	-0.4486406	-0.2699014
nitrate	Indian2	(27.25,27.5]	0.1240144	-0.0785781	0.3266069
nitrate	Indian2	(27.5,27.75]	0.0173612	-0.2649751	0.2996974
nitrate	Indian2	(27.75,27.85]	-0.0400158	-0.4352935	0.3552619
nitrate	Indian2	(27.85,27.95]	-0.1379299	-0.3922203	0.1163606
nitrate	Indian2	(27.95,28.05]	-0.0091459	-0.0649137	0.0466219
nitrate	Indian2	(28.05,28.1]	0.0442228	0.0302639	0.0581818
nitrate	Indian2	(28.1, Inf]	-0.2281370	-0.5150061	0.0587321
nitrate	Indian3	(-Inf,26]	-0.1242295	-0.2058752	-0.0425837
nitrate	Indian3	(26,26.5]	-0.5086615	-0.5479548	-0.4693682
nitrate	Indian3	(26.5,26.75]	-0.3746324	-0.4081645	-0.3411004
nitrate	Indian3	(26.75,27]	-0.6404751	-0.6512106	-0.6297396
nitrate	Indian3	(27,27.25]	-0.6492961	-0.7997363	-0.4988559
nitrate	Indian3	(27.25,27.5]	-0.3223317	-0.5333305	-0.1113329
nitrate	Indian3	(27.5,27.75]	-0.2679334	-0.6594023	0.1235356
nitrate	Indian3	(27.75,27.85]	-0.2414676	-0.3223097	-0.1606255
nitrate	Indian3	(27.85,27.95]	-0.3173737	-0.3415790	-0.2931683
nitrate	Indian3	(27.95,28.05]	-0.5851561	-0.7371678	-0.4331443
nitrate	Indian3	(28.05,28.1]	-0.5935460	-0.7294812	-0.4576108
nitrate	Indian3	(28.1, Inf]	-0.2870695	-0.4546740	-0.1194650
nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate	Indian4	(26,26.5]	0.4583572	0.4519219	0.4647925
nitrate	Indian4	(26.5,26.75]	-0.1572144	-0.8998934	0.5854646
nitrate	Indian4	(26.75,27]	-0.5499142	-0.7832144	-0.3166141
nitrate	Indian4	(27,27.25]	-0.2482418	-0.5197655	0.0232819
nitrate	Indian4	(27.25,27.5]	-0.2301351	-0.5667167	0.1064466
nitrate	Indian4	(27.5,27.75]	-0.2813826	-0.5633431	0.0005779
nitrate	Indian4	(27.75,27.85]	-0.4642661	-0.6792185	-0.2493137
nitrate	Indian4	(27.85,27.95]	-0.5306070	-0.8175935	-0.2436206
nitrate	Indian4	(27.95,28.05]	-0.1507819	-0.2532085	-0.0483553
nitrate	Indian4	(28.05,28.1]	-0.2730941	-0.4226441	-0.1235440
nitrate	Indian4	(28.1, Inf]	-0.2291818	-0.4506733	-0.0076904
nitrate	Indian5	(27.5,27.75]	-0.3353089	-0.4527068	-0.2179111
nitrate	Indian5	(27.75,27.85]	-0.0041152	-0.2572126	0.2489822
nitrate	Indian5	(27.85,27.95]	-0.1060311	-0.2700988	0.0580365
nitrate	Indian5	(27.95,28.05]	-0.1459527	-0.4476185	0.1557131
nitrate	Indian5	(28.05,28.1]	-0.1465375	-0.4174913	0.1244163
nitrate	Indian5	(28.1, Inf]	-0.1808154	-0.3463557	-0.0152751
nitrate	Pacific	(-Inf,26]	-0.2928277	-0.3083348	-0.2773207
nitrate	Pacific	(26,26.5]	-0.1707699	-0.5544257	0.2128859
nitrate	Pacific	(26.5,26.75]	-0.1771971	-0.5464692	0.1920751
nitrate	Pacific	(26.75,27]	-0.1986436	-0.4720861	0.0747989
nitrate	Pacific	(27,27.25]	-0.0245329	-0.1354641	0.0863983
nitrate	Pacific	(27.25,27.5]	0.0100291	-0.1052217	0.1252800
nitrate	Pacific	(27.5,27.75]	-0.0177415	-0.0604991	0.0250162
nitrate	Pacific	(27.75,27.85]	-0.0346025	-0.0530558	-0.0161492
nitrate	Pacific	(27.85,27.95]	0.0294115	0.0168476	0.0419755
nitrate	Pacific	(27.95,28.05]	0.0409234	0.0342121	0.0476348
nitrate	Pacific	(28.05,28.1]	-0.0938034	-0.1427456	-0.0448612
nitrate	Pacific	(28.1, Inf]	-0.0846122	-0.1129682	-0.0562561
oxygen	Atlantic	(-Inf,26.5]	-0.0913669	-0.0933097	-0.0894241
oxygen	Atlantic	(26.5,26.75]	-0.0646846	-0.0921480	-0.0372212
oxygen	Atlantic	(26.75,27]	-0.1565026	-0.2045606	-0.1084446
oxygen	Atlantic	(27,27.25]	-0.0453603	-0.1678631	0.0771425
oxygen	Atlantic	(27.25,27.5]	0.0219370	-0.0247165	0.0685905
oxygen	Atlantic	(27.5,27.75]	0.1626314	0.1343087	0.1909540
oxygen	Atlantic	(27.75,27.85]	0.1719327	0.1575748	0.1862906
oxygen	Atlantic	(27.85,27.95]	0.1292387	0.1001409	0.1583364
oxygen	Atlantic	(27.95,28.05]	0.1519434	0.1372587	0.1666281
oxygen	Atlantic	(28.05,28.1]	0.1357060	0.1043053	0.1671067
oxygen	Atlantic	(28.1,28.15]	0.1853349	0.1328801	0.2377898
oxygen	Atlantic	(28.15,28.2]	0.4356743	0.3561429	0.5152057
oxygen	Atlantic	(28.2, Inf]	0.1402364	0.1291254	0.1513475
oxygen	Indian1	(-Inf,26]	0.2598929	-0.3007055	0.8204913
oxygen	Indian1	(26,26.5]	0.7486321	0.6873554	0.8099088
oxygen	Indian1	(26.5,26.75]	0.7540765	0.5975800	0.9105731
oxygen	Indian1	(26.75,27]	0.5778860	0.5404946	0.6152773
oxygen	Indian1	(27,27.25]	-0.0143026	-0.3329475	0.3043422
oxygen	Indian1	(27.25,27.5]	-0.1222082	-0.3869865	0.1425701
oxygen	Indian1	(27.5,27.75]	0.2031410	0.1477133	0.2585686
oxygen	Indian1	(27.75,27.85]	-0.1173117	-0.3213944	0.0867710
oxygen	Indian1	(27.85,27.95]	-0.0860431	-0.1077552	-0.0643309
oxygen	Indian1	(27.95,28.05]	-0.1685823	-0.2184692	-0.1186953
oxygen	Indian1	(28.05,28.1]	-0.4480485	-0.4593119	-0.4367852
oxygen	Indian1	(28.1, Inf]	-0.6115668	-0.8011164	-0.4220172
oxygen	Indian2	(-Inf,26]	0.4289741	0.3116698	0.5462784
oxygen	Indian2	(26,26.5]	0.8095563	0.6912072	0.9279054
oxygen	Indian2	(26.5,26.75]	0.8237245	0.7016914	0.9457576
oxygen	Indian2	(26.75,27]	0.5048996	0.4889762	0.5208230
oxygen	Indian2	(27,27.25]	0.1546290	0.0896661	0.2195919
oxygen	Indian2	(27.25,27.5]	-0.1372869	-0.3744338	0.0998599
oxygen	Indian2	(27.5,27.75]	-0.0599519	-0.1784179	0.0585142
oxygen	Indian2	(27.75,27.85]	-0.1094054	-0.3514243	0.1326136
oxygen	Indian2	(27.85,27.95]	0.0243105	-0.0612043	0.1098253
oxygen	Indian2	(27.95,28.05]	-0.0274894	-0.0533000	-0.0016788
oxygen	Indian2	(28.05,28.1]	-0.0349245	-0.0522676	-0.0175814
oxygen	Indian2	(28.1, Inf]	-0.1175733	-0.1797329	-0.0554138
oxygen	Indian3	(-Inf,26]	0.2358325	0.0997319	0.3719330
oxygen	Indian3	(26,26.5]	-0.0261890	-0.0744213	0.0220433
oxygen	Indian3	(26.5,26.75]	0.0564591	0.0190149	0.0939033
oxygen	Indian3	(26.75,27]	0.2771339	0.2038657	0.3504021
oxygen	Indian3	(27,27.25]	0.2389198	0.2176920	0.2601476
oxygen	Indian3	(27.25,27.5]	-0.1242219	-0.2052568	-0.0431869
oxygen	Indian3	(27.5,27.75]	-0.1066601	-0.1237946	-0.0895257
oxygen	Indian3	(27.75,27.85]	0.0616063	0.0232163	0.0999962
oxygen	Indian3	(27.85,27.95]	0.2933803	0.2911181	0.2956424
oxygen	Indian3	(27.95,28.05]	0.5719264	0.4412238	0.7026290
oxygen	Indian3	(28.05,28.1]	0.5822390	0.4704413	0.6940368
oxygen	Indian3	(28.1, Inf]	-0.0136335	-0.0155893	-0.0116776
oxygen	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen	Indian4	(26,26.5]	-0.7308211	-0.7951309	-0.6665113
oxygen	Indian4	(26.5,26.75]	-0.0605571	-0.1964370	0.0753228
oxygen	Indian4	(26.75,27]	-0.0550632	-0.2051592	0.0950327
oxygen	Indian4	(27,27.25]	-0.3094768	-0.4694021	-0.1495514
oxygen	Indian4	(27.25,27.5]	-0.0905860	-0.1379684	-0.0432036
oxygen	Indian4	(27.5,27.75]	0.0090381	-0.0654137	0.0834898
oxygen	Indian4	(27.75,27.85]	0.0897369	-0.0646231	0.2440968
oxygen	Indian4	(27.85,27.95]	0.0277636	-0.0678879	0.1234152
oxygen	Indian4	(27.95,28.05]	0.0994065	0.0106639	0.1881492
oxygen	Indian4	(28.05,28.1]	0.0211075	-0.0594085	0.1016235
oxygen	Indian4	(28.1, Inf]	-0.0854050	-0.2431112	0.0723013
oxygen	Indian5	(27.5,27.75]	0.2302220	0.2283573	0.2320867
oxygen	Indian5	(27.75,27.85]	0.0461766	-0.1788591	0.2712124
oxygen	Indian5	(27.85,27.95]	0.0247260	-0.0034548	0.0529067
oxygen	Indian5	(27.95,28.05]	-0.1496118	-0.1591325	-0.1400911
oxygen	Indian5	(28.05,28.1]	-0.0954779	-0.1500672	-0.0408885
oxygen	Indian5	(28.1, Inf]	-0.0607677	-0.1424262	0.0208908
oxygen	Pacific	(-Inf,26]	0.0278212	-0.0945178	0.1501601
oxygen	Pacific	(26,26.5]	-0.0049043	-0.3618468	0.3520382
oxygen	Pacific	(26.5,26.75]	-0.0441793	-0.3601865	0.2718280
oxygen	Pacific	(26.75,27]	-0.0324009	-0.2524837	0.1876818
oxygen	Pacific	(27,27.25]	-0.1639367	-0.1915327	-0.1363407
oxygen	Pacific	(27.25,27.5]	-0.3267109	-0.3438414	-0.3095804
oxygen	Pacific	(27.5,27.75]	-0.3679616	-0.4420296	-0.2938936
oxygen	Pacific	(27.75,27.85]	-0.4020853	-0.4436320	-0.3605386
oxygen	Pacific	(27.85,27.95]	-0.3584031	-0.3833502	-0.3334560
oxygen	Pacific	(27.95,28.05]	-0.2509898	-0.2625767	-0.2394028
oxygen	Pacific	(28.05,28.1]	-0.1630227	-0.2024762	-0.1235692
oxygen	Pacific	(28.1, Inf]	-0.1478564	-0.1544993	-0.1412136
phosphate	Atlantic	(-Inf,26.5]	-0.7958537	-0.8800706	-0.7116369
phosphate	Atlantic	(26.5,26.75]	-0.7205549	-0.7462296	-0.6948801
phosphate	Atlantic	(26.75,27]	-0.7113927	-0.7412426	-0.6815428
phosphate	Atlantic	(27,27.25]	-0.7974446	-0.8156400	-0.7792491
phosphate	Atlantic	(27.25,27.5]	-0.8767308	-0.8929898	-0.8604718
phosphate	Atlantic	(27.5,27.75]	-0.9002604	-0.9081700	-0.8923508
phosphate	Atlantic	(27.75,27.85]	-0.9022527	-0.9053004	-0.8992050
phosphate	Atlantic	(27.85,27.95]	-0.9005740	-0.9051843	-0.8959637
phosphate	Atlantic	(27.95,28.05]	-0.8937023	-0.9033778	-0.8840267
phosphate	Atlantic	(28.05,28.1]	-0.9060843	-0.9140363	-0.8981323
phosphate	Atlantic	(28.1,28.15]	-0.8890465	-0.9038408	-0.8742521
phosphate	Atlantic	(28.15,28.2]	-0.8414251	-0.8674534	-0.8153969
phosphate	Atlantic	(28.2, Inf]	-0.8682328	-0.8752172	-0.8612484
phosphate	Indian1	(-Inf,26]	-0.2313573	-0.7379337	0.2752191
phosphate	Indian1	(26,26.5]	-0.7433467	-0.7488888	-0.7378046
phosphate	Indian1	(26.5,26.75]	-0.8313735	-0.9105590	-0.7521879
phosphate	Indian1	(26.75,27]	-0.7508931	-0.7613243	-0.7404619
phosphate	Indian1	(27,27.25]	-0.4635220	-0.6589453	-0.2680986
phosphate	Indian1	(27.25,27.5]	-0.2399045	-0.6069292	0.1271201
phosphate	Indian1	(27.5,27.75]	-0.3863578	-0.6102003	-0.1625153
phosphate	Indian1	(27.75,27.85]	-0.2499739	-0.2793305	-0.2206173
phosphate	Indian1	(27.85,27.95]	-0.2114238	-0.2652361	-0.1576114
phosphate	Indian1	(27.95,28.05]	-0.0989120	-0.1199102	-0.0779137
phosphate	Indian1	(28.05,28.1]	0.0460399	0.0167317	0.0753482
phosphate	Indian1	(28.1, Inf]	0.5551355	0.3986194	0.7116517
phosphate	Indian2	(-Inf,26]	-0.4063895	-0.5561745	-0.2566046
phosphate	Indian2	(26,26.5]	-0.8816928	-0.9510430	-0.8123426
phosphate	Indian2	(26.5,26.75]	-0.9013375	-0.9677605	-0.8349144
phosphate	Indian2	(26.75,27]	-0.6940675	-0.6950785	-0.6930565
phosphate	Indian2	(27,27.25]	-0.4068967	-0.4930376	-0.3207559
phosphate	Indian2	(27.25,27.5]	-0.0897696	-0.4360765	0.2565372
phosphate	Indian2	(27.5,27.75]	-0.2279845	-0.6921577	0.2361888
phosphate	Indian2	(27.75,27.85]	-0.1602747	-0.6235958	0.3030465
phosphate	Indian2	(27.85,27.95]	-0.4166589	-0.7740077	-0.0593100
phosphate	Indian2	(27.95,28.05]	-0.3329329	-0.6326237	-0.0332421
phosphate	Indian2	(28.05,28.1]	-0.2004361	-0.4448643	0.0439922
phosphate	Indian2	(28.1, Inf]	-0.5557103	-0.7388806	-0.3725399
phosphate	Indian3	(-Inf,26]	-0.1782243	-0.2540214	-0.1024271
phosphate	Indian3	(26,26.5]	-0.8678116	-0.8870070	-0.8486163
phosphate	Indian3	(26.5,26.75]	-0.9335489	-0.9386360	-0.9284618
phosphate	Indian3	(26.75,27]	-0.8657086	-0.8891605	-0.8422568
phosphate	Indian3	(27,27.25]	-0.7582617	-0.8358482	-0.6806751
phosphate	Indian3	(27.25,27.5]	-0.3935781	-0.6473764	-0.1397798
phosphate	Indian3	(27.5,27.75]	-0.4524026	-0.6125957	-0.2922095
phosphate	Indian3	(27.75,27.85]	-0.3548680	-0.4303704	-0.2793656
phosphate	Indian3	(27.85,27.95]	-0.5498476	-0.7383327	-0.3613624
phosphate	Indian3	(27.95,28.05]	-0.6962509	-0.7893034	-0.6031985
phosphate	Indian3	(28.05,28.1]	-0.6802766	-0.7791691	-0.5813842
phosphate	Indian3	(28.1, Inf]	-0.5806056	-0.5953721	-0.5658392
phosphate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate	Indian4	(26,26.5]	-0.9813909	-0.9896796	-0.9731021
phosphate	Indian4	(26.5,26.75]	-0.9526889	-0.9911726	-0.9142053
phosphate	Indian4	(26.75,27]	-0.8729651	-0.9211450	-0.8247851
phosphate	Indian4	(27,27.25]	-0.8650741	-0.8849072	-0.8452410
phosphate	Indian4	(27.25,27.5]	-0.9002007	-0.9301067	-0.8702947
phosphate	Indian4	(27.5,27.75]	-0.9342056	-0.9513983	-0.9170129
phosphate	Indian4	(27.75,27.85]	-0.9663842	-0.9765400	-0.9562284
phosphate	Indian4	(27.85,27.95]	-0.9338137	-0.9540770	-0.9135503
phosphate	Indian4	(27.95,28.05]	-0.8856539	-0.8888725	-0.8824353
phosphate	Indian4	(28.05,28.1]	-0.6789995	-0.7003815	-0.6576175
phosphate	Indian4	(28.1, Inf]	-0.9115801	-0.9205638	-0.9025964
phosphate	Indian5	(27.5,27.75]	-0.7146943	-0.8807422	-0.5486464
phosphate	Indian5	(27.75,27.85]	-0.8446061	-0.8884791	-0.8007332
phosphate	Indian5	(27.85,27.95]	-0.9251150	-0.9256088	-0.9246212
phosphate	Indian5	(27.95,28.05]	-0.9525752	-0.9630200	-0.9421305
phosphate	Indian5	(28.05,28.1]	-0.9703818	-0.9878884	-0.9528752
phosphate	Indian5	(28.1, Inf]	-0.9555364	-0.9928220	-0.9182507
phosphate	Pacific	(-Inf,26]	-0.3398988	-0.4358330	-0.2439645
phosphate	Pacific	(26,26.5]	-0.5017365	-0.6090807	-0.3943923
phosphate	Pacific	(26.5,26.75]	-0.5828477	-0.6340504	-0.5316450
phosphate	Pacific	(26.75,27]	-0.5711636	-0.5761271	-0.5662000
phosphate	Pacific	(27,27.25]	-0.2401352	-0.3074133	-0.1728571
phosphate	Pacific	(27.25,27.5]	-0.2334930	-0.3305242	-0.1364618
phosphate	Pacific	(27.5,27.75]	-0.3897114	-0.6434397	-0.1359831
phosphate	Pacific	(27.75,27.85]	-0.2969919	-0.4264211	-0.1675627
phosphate	Pacific	(27.85,27.95]	-0.2911477	-0.3657496	-0.2165457
phosphate	Pacific	(27.95,28.05]	-0.3480379	-0.3926082	-0.3034677
phosphate	Pacific	(28.05,28.1]	-0.4765891	-0.5422325	-0.4109457
phosphate	Pacific	(28.1, Inf]	-0.4426291	-0.5634737	-0.3217846
sal	Atlantic	(-Inf,26.5]	0.1450499	0.1193822	0.1707177
sal	Atlantic	(26.5,26.75]	0.1319851	0.0892527	0.1747176
sal	Atlantic	(26.75,27]	0.1489962	0.0864719	0.2115205
sal	Atlantic	(27,27.25]	0.3896972	0.2831558	0.4962387
sal	Atlantic	(27.25,27.5]	0.4965359	0.3677293	0.6253425
sal	Atlantic	(27.5,27.75]	0.4142343	0.2758982	0.5525703
sal	Atlantic	(27.75,27.85]	0.2986572	0.2108519	0.3864624
sal	Atlantic	(27.85,27.95]	0.2085801	0.1648616	0.2522987
sal	Atlantic	(27.95,28.05]	0.2047191	0.1947209	0.2147173
sal	Atlantic	(28.05,28.1]	0.1906605	0.1869059	0.1944151
sal	Atlantic	(28.1,28.15]	0.2216094	0.2158176	0.2274012
sal	Atlantic	(28.15,28.2]	0.4147534	0.3098113	0.5196954
sal	Atlantic	(28.2, Inf]	0.3620009	0.3618083	0.3621934
sal	Indian1	(-Inf,26]	0.3712068	0.0010462	0.7413673
sal	Indian1	(26,26.5]	0.5681374	0.2282176	0.9080571
sal	Indian1	(26.5,26.75]	0.5724859	0.2947235	0.8502484
sal	Indian1	(26.75,27]	0.2357533	0.1419359	0.3295706
sal	Indian1	(27,27.25]	0.2057169	0.1175026	0.2939313
sal	Indian1	(27.25,27.5]	-0.0882484	-0.3003852	0.1238885
sal	Indian1	(27.5,27.75]	-0.2562214	-0.4105880	-0.1018549
sal	Indian1	(27.75,27.85]	-0.1347334	-0.1399698	-0.1294970
sal	Indian1	(27.85,27.95]	-0.1814551	-0.3791733	0.0162631
sal	Indian1	(27.95,28.05]	-0.1326815	-0.3394431	0.0740800
sal	Indian1	(28.05,28.1]	-0.0369573	-0.2459560	0.1720415
sal	Indian1	(28.1, Inf]	0.4494164	0.2591674	0.6396655
sal	Indian2	(-Inf,26]	0.6919031	0.6277583	0.7560479
sal	Indian2	(26,26.5]	0.8613909	0.7984025	0.9243793
sal	Indian2	(26.5,26.75]	0.7980686	0.7301355	0.8660017
sal	Indian2	(26.75,27]	0.4124071	0.4094346	0.4153796
sal	Indian2	(27,27.25]	0.0718036	0.0497385	0.0938687
sal	Indian2	(27.25,27.5]	0.0457804	-0.1292928	0.2208535
sal	Indian2	(27.5,27.75]	0.0322283	-0.0887054	0.1531620
sal	Indian2	(27.75,27.85]	0.0643074	-0.1921534	0.3207683
sal	Indian2	(27.85,27.95]	0.0658588	-0.0518338	0.1835514
sal	Indian2	(27.95,28.05]	0.1321029	0.0660647	0.1981411
sal	Indian2	(28.05,28.1]	-0.0289223	-0.0576947	-0.0001500
sal	Indian2	(28.1, Inf]	0.0939186	0.0526320	0.1352052
sal	Indian3	(-Inf,26]	0.4762515	0.4614158	0.4910873
sal	Indian3	(26,26.5]	0.0514677	-0.0517545	0.1546900
sal	Indian3	(26.5,26.75]	0.1181266	0.0579515	0.1783017
sal	Indian3	(26.75,27]	0.4209275	0.2964141	0.5454409
sal	Indian3	(27,27.25]	0.5147172	0.4148758	0.6145587
sal	Indian3	(27.25,27.5]	0.2516276	0.1562485	0.3470067
sal	Indian3	(27.5,27.75]	0.2434770	0.2413171	0.2456370
sal	Indian3	(27.75,27.85]	0.3065406	0.2621176	0.3509636
sal	Indian3	(27.85,27.95]	0.1928552	0.1657124	0.2199979
sal	Indian3	(27.95,28.05]	0.5392803	0.3642121	0.7143486
sal	Indian3	(28.05,28.1]	0.5842158	0.4305778	0.7378539
sal	Indian3	(28.1, Inf]	0.3899477	0.1948444	0.5850510
sal	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal	Indian4	(26,26.5]	0.1679307	0.1570599	0.1788015
sal	Indian4	(26.5,26.75]	-0.2935011	-0.4650014	-0.1220007
sal	Indian4	(26.75,27]	0.4775840	0.2787265	0.6764414
sal	Indian4	(27,27.25]	0.3238061	0.1265334	0.5210788
sal	Indian4	(27.25,27.5]	0.0911084	0.0403904	0.1418265
sal	Indian4	(27.5,27.75]	-0.0015973	-0.0663835	0.0631889
sal	Indian4	(27.75,27.85]	-0.0208642	-0.1121084	0.0703799
sal	Indian4	(27.85,27.95]	0.0723110	-0.0390914	0.1837135
sal	Indian4	(27.95,28.05]	-0.0026245	-0.0892456	0.0839966
sal	Indian4	(28.05,28.1]	0.0551572	-0.1462089	0.2565233
sal	Indian4	(28.1, Inf]	0.0486842	-0.1120641	0.2094326
sal	Indian5	(27.5,27.75]	-0.0927932	-0.1914366	0.0058501
sal	Indian5	(27.75,27.85]	-0.0419915	-0.2398623	0.1558793
sal	Indian5	(27.85,27.95]	-0.0027242	-0.0184393	0.0129910
sal	Indian5	(27.95,28.05]	0.1278686	0.0839443	0.1717928
sal	Indian5	(28.05,28.1]	0.0505334	0.0379981	0.0630687
sal	Indian5	(28.1, Inf]	0.0481703	-0.0114320	0.1077725
sal	Pacific	(-Inf,26]	0.0560079	0.0316572	0.0803585
sal	Pacific	(26,26.5]	0.2930137	0.2717119	0.3143156
sal	Pacific	(26.5,26.75]	0.3609390	0.3439671	0.3779108
sal	Pacific	(26.75,27]	0.2133318	0.1205275	0.3061362
sal	Pacific	(27,27.25]	-0.1069701	-0.2198348	0.0058945
sal	Pacific	(27.25,27.5]	-0.1549142	-0.2999846	-0.0098438
sal	Pacific	(27.5,27.75]	-0.0792609	-0.2182233	0.0597015
sal	Pacific	(27.75,27.85]	-0.1900972	-0.3094493	-0.0707451
sal	Pacific	(27.85,27.95]	-0.1700157	-0.2598637	-0.0801676
sal	Pacific	(27.95,28.05]	-0.0984795	-0.1310868	-0.0658721
sal	Pacific	(28.05,28.1]	-0.0659004	-0.0787345	-0.0530662
sal	Pacific	(28.1, Inf]	-0.0000839	-0.0034983	0.0033305
silicate	Atlantic	(-Inf,26.5]	-0.2523659	-0.4267230	-0.0780089
silicate	Atlantic	(26.5,26.75]	-0.1204120	-0.2270242	-0.0137998
silicate	Atlantic	(26.75,27]	-0.1391022	-0.2111132	-0.0670913
silicate	Atlantic	(27,27.25]	-0.2741955	-0.4217854	-0.1266056
silicate	Atlantic	(27.25,27.5]	-0.4354810	-0.5713356	-0.2996263
silicate	Atlantic	(27.5,27.75]	-0.4956341	-0.6023996	-0.3888685
silicate	Atlantic	(27.75,27.85]	-0.4029567	-0.4737736	-0.3321399
silicate	Atlantic	(27.85,27.95]	-0.2996038	-0.3139685	-0.2852390
silicate	Atlantic	(27.95,28.05]	-0.2717318	-0.2775490	-0.2659147
silicate	Atlantic	(28.05,28.1]	-0.2466633	-0.2773497	-0.2159769
silicate	Atlantic	(28.1,28.15]	-0.2624091	-0.2826341	-0.2421841
silicate	Atlantic	(28.15,28.2]	-0.4922639	-0.5934722	-0.3910556
silicate	Atlantic	(28.2, Inf]	-0.5145100	-0.6078823	-0.4211377
silicate	Indian1	(-Inf,26]	-0.2762058	-0.6710404	0.1186289
silicate	Indian1	(26,26.5]	-0.7133297	-0.7511010	-0.6755584
silicate	Indian1	(26.5,26.75]	-0.7911827	-0.8953386	-0.6870267
silicate	Indian1	(26.75,27]	-0.7440038	-0.7911751	-0.6968326
silicate	Indian1	(27,27.25]	-0.4418223	-0.4675074	-0.4161372
silicate	Indian1	(27.25,27.5]	0.0035157	-0.1380186	0.1450500
silicate	Indian1	(27.5,27.75]	0.2838599	0.1109434	0.4567765
silicate	Indian1	(27.75,27.85]	0.3129665	0.0757649	0.5501680
silicate	Indian1	(27.85,27.95]	0.3495193	-0.0336625	0.7327012
silicate	Indian1	(27.95,28.05]	0.3980771	0.0869200	0.7092342
silicate	Indian1	(28.05,28.1]	0.4621841	0.2171529	0.7072153
silicate	Indian1	(28.1, Inf]	0.5554072	0.3159225	0.7948918
silicate	Indian2	(-Inf,26]	-0.4658401	-0.6386527	-0.2930276
silicate	Indian2	(26,26.5]	-0.8602494	-0.9323823	-0.7881166
silicate	Indian2	(26.5,26.75]	-0.8374440	-0.9272600	-0.7476279
silicate	Indian2	(26.75,27]	-0.6068337	-0.6220316	-0.5916358
silicate	Indian2	(27,27.25]	-0.3073290	-0.3750828	-0.2395752
silicate	Indian2	(27.25,27.5]	0.2475443	0.1078142	0.3872743
silicate	Indian2	(27.5,27.75]	0.3843333	0.1414626	0.6272041
silicate	Indian2	(27.75,27.85]	0.1205939	-0.2674878	0.5086756
silicate	Indian2	(27.85,27.95]	0.0632959	-0.2417182	0.3683100
silicate	Indian2	(27.95,28.05]	0.0747303	0.0224717	0.1269889
silicate	Indian2	(28.05,28.1]	0.0482848	0.0302828	0.0662868
silicate	Indian2	(28.1, Inf]	-0.1616705	-0.4303427	0.1070018
silicate	Indian3	(-Inf,26]	-0.1029652	-0.1971173	-0.0088131
silicate	Indian3	(26,26.5]	-0.4868134	-0.5253495	-0.4482774
silicate	Indian3	(26.5,26.75]	-0.2747829	-0.3452255	-0.2043402
silicate	Indian3	(26.75,27]	-0.4563178	-0.5645589	-0.3480766
silicate	Indian3	(27,27.25]	-0.3998834	-0.5491489	-0.2506178
silicate	Indian3	(27.25,27.5]	-0.0005998	-0.0872520	0.0860524
silicate	Indian3	(27.5,27.75]	0.1992246	0.1717425	0.2267067
silicate	Indian3	(27.75,27.85]	0.0149690	0.0125901	0.0173478
silicate	Indian3	(27.85,27.95]	-0.1854307	-0.2042331	-0.1666284
silicate	Indian3	(27.95,28.05]	-0.4662136	-0.5395462	-0.3928811
silicate	Indian3	(28.05,28.1]	-0.5658566	-0.6619550	-0.4697581
silicate	Indian3	(28.1, Inf]	-0.3158574	-0.4943434	-0.1373714
silicate	Indian4	(-Inf,26]	NA	NA	NA
silicate	Indian4	(26,26.5]	0.0949667	-0.6117993	0.8017326
silicate	Indian4	(26.5,26.75]	-0.3253682	-0.8129707	0.1622343
silicate	Indian4	(26.75,27]	-0.3475981	-0.5287405	-0.1664557
silicate	Indian4	(27,27.25]	-0.0773285	-0.1355544	-0.0191026
silicate	Indian4	(27.25,27.5]	-0.0865375	-0.1593263	-0.0137486
silicate	Indian4	(27.5,27.75]	-0.0645484	-0.1385993	0.0095025
silicate	Indian4	(27.75,27.85]	-0.2996660	-0.4846875	-0.1146445
silicate	Indian4	(27.85,27.95]	-0.3956669	-0.6148492	-0.1764845
silicate	Indian4	(27.95,28.05]	-0.1247973	-0.2066184	-0.0429763
silicate	Indian4	(28.05,28.1]	-0.2637330	-0.3208358	-0.2066302
silicate	Indian4	(28.1, Inf]	-0.1884923	-0.4400638	0.0630791
silicate	Indian5	(27.5,27.75]	0.4575679	0.3356403	0.5794955
silicate	Indian5	(27.75,27.85]	0.0365945	-0.1389330	0.2121219
silicate	Indian5	(27.85,27.95]	0.0917159	0.0531536	0.1302782
silicate	Indian5	(27.95,28.05]	-0.0693734	-0.2829964	0.1442496
silicate	Indian5	(28.05,28.1]	-0.0775563	-0.2510484	0.0959358
silicate	Indian5	(28.1, Inf]	-0.0297968	-0.0592166	-0.0003770
silicate	Pacific	(-Inf,26]	-0.2517261	-0.2550800	-0.2483722
silicate	Pacific	(26,26.5]	-0.3554362	-0.5466585	-0.1642138
silicate	Pacific	(26.5,26.75]	-0.3606189	-0.5073197	-0.2139181
silicate	Pacific	(26.75,27]	-0.2594602	-0.3273035	-0.1916170
silicate	Pacific	(27,27.25]	0.0713328	0.0502821	0.0923834
silicate	Pacific	(27.25,27.5]	0.2196629	0.2014545	0.2378713
silicate	Pacific	(27.5,27.75]	0.1587091	0.0275308	0.2898873
silicate	Pacific	(27.75,27.85]	0.1579678	0.1410631	0.1748724
silicate	Pacific	(27.85,27.95]	0.1138211	0.1024452	0.1251971
silicate	Pacific	(27.95,28.05]	0.0659533	0.0636076	0.0682989
silicate	Pacific	(28.05,28.1]	-0.0435674	-0.1114942	0.0243594
silicate	Pacific	(28.1, Inf]	-0.1051658	-0.1359038	-0.0744278
temp	Atlantic	(-Inf,26.5]	0.0885646	0.0760748	0.1010543
temp	Atlantic	(26.5,26.75]	0.1357709	0.0908953	0.1806464
temp	Atlantic	(26.75,27]	0.1484694	0.0872226	0.2097162
temp	Atlantic	(27,27.25]	0.3722166	0.2774248	0.4670083
temp	Atlantic	(27.25,27.5]	0.4795689	0.3514619	0.6076760
temp	Atlantic	(27.5,27.75]	0.4067818	0.2672298	0.5463339
temp	Atlantic	(27.75,27.85]	0.3073953	0.2194756	0.3953150
temp	Atlantic	(27.85,27.95]	0.2115347	0.1787948	0.2442747
temp	Atlantic	(27.95,28.05]	0.1878202	0.1850045	0.1906358
temp	Atlantic	(28.05,28.1]	0.1475167	0.1266522	0.1683813
temp	Atlantic	(28.1,28.15]	0.1836216	0.1616637	0.2055795
temp	Atlantic	(28.15,28.2]	0.1675312	0.1636290	0.1714333
temp	Atlantic	(28.2, Inf]	0.2038082	0.1854943	0.2221222
temp	Indian1	(-Inf,26]	-0.0887143	-0.4320165	0.2545879
temp	Indian1	(26,26.5]	0.0162529	-0.0604983	0.0930041
temp	Indian1	(26.5,26.75]	0.1670761	0.0638871	0.2702651
temp	Indian1	(26.75,27]	0.3843710	0.2342540	0.5344880
temp	Indian1	(27,27.25]	0.4632068	0.2605498	0.6658638
temp	Indian1	(27.25,27.5]	0.0345896	-0.0371588	0.1063380
temp	Indian1	(27.5,27.75]	-0.2867274	-0.3916333	-0.1818216
temp	Indian1	(27.75,27.85]	-0.1649767	-0.1749310	-0.1550225
temp	Indian1	(27.85,27.95]	-0.2483410	-0.4001399	-0.0965421
temp	Indian1	(27.95,28.05]	-0.2213252	-0.3653212	-0.0773292
temp	Indian1	(28.05,28.1]	-0.0883453	-0.2627308	0.0860402
temp	Indian1	(28.1, Inf]	0.4598077	0.2291340	0.6904814
temp	Indian2	(-Inf,26]	-0.0445699	-0.2840718	0.1949320
temp	Indian2	(26,26.5]	0.7198295	0.6271025	0.8125565
temp	Indian2	(26.5,26.75]	0.7010888	0.6396779	0.7624997
temp	Indian2	(26.75,27]	0.4654168	0.4367483	0.4940854
temp	Indian2	(27,27.25]	0.3899112	0.3784209	0.4014015
temp	Indian2	(27.25,27.5]	0.0681817	-0.1037278	0.2400912
temp	Indian2	(27.5,27.75]	-0.1739566	-0.1929588	-0.1549544
temp	Indian2	(27.75,27.85]	-0.0410391	-0.2341188	0.1520406
temp	Indian2	(27.85,27.95]	-0.2034911	-0.2207671	-0.1862151
temp	Indian2	(27.95,28.05]	-0.1414789	-0.2384516	-0.0445062
temp	Indian2	(28.05,28.1]	-0.0527545	-0.0555431	-0.0499658
temp	Indian2	(28.1, Inf]	0.0822839	0.0517319	0.1128358
temp	Indian3	(-Inf,26]	-0.6009679	-0.7125268	-0.4894089
temp	Indian3	(26,26.5]	0.0289315	-0.0403632	0.0982263
temp	Indian3	(26.5,26.75]	0.1121257	0.0803321	0.1439193
temp	Indian3	(26.75,27]	0.4377910	0.3289436	0.5466384
temp	Indian3	(27,27.25]	0.6114545	0.4916886	0.7312203
temp	Indian3	(27.25,27.5]	0.3772447	0.2710618	0.4834277
temp	Indian3	(27.5,27.75]	-0.0982602	-0.1276773	-0.0688431
temp	Indian3	(27.75,27.85]	-0.0945378	-0.1609717	-0.0281039
temp	Indian3	(27.85,27.95]	-0.2133481	-0.3279568	-0.0987393
temp	Indian3	(27.95,28.05]	0.2341570	0.1265356	0.3417783
temp	Indian3	(28.05,28.1]	0.5079752	0.3733116	0.6426388
temp	Indian3	(28.1, Inf]	0.3194839	0.1518871	0.4870807
temp	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp	Indian4	(26,26.5]	0.1662425	-0.1279684	0.4604534
temp	Indian4	(26.5,26.75]	-0.2922243	-0.4694670	-0.1149817
temp	Indian4	(26.75,27]	0.4688168	0.2790233	0.6586103
temp	Indian4	(27,27.25]	0.3171474	0.1167309	0.5175638
temp	Indian4	(27.25,27.5]	0.0747275	0.0002504	0.1492046
temp	Indian4	(27.5,27.75]	-0.0839542	-0.1384877	-0.0294208
temp	Indian4	(27.75,27.85]	-0.0965705	-0.2391307	0.0459897
temp	Indian4	(27.85,27.95]	-0.0084572	-0.1271566	0.1102422
temp	Indian4	(27.95,28.05]	-0.0894841	-0.1278372	-0.0511309
temp	Indian4	(28.05,28.1]	0.0288403	-0.1577586	0.2154393
temp	Indian4	(28.1, Inf]	0.0500074	-0.1120189	0.2120336
temp	Indian5	(27.5,27.75]	-0.3252153	-0.4197350	-0.2306956
temp	Indian5	(27.75,27.85]	-0.0211456	-0.2865389	0.2442477
temp	Indian5	(27.85,27.95]	-0.0314287	-0.0606847	-0.0021728
temp	Indian5	(27.95,28.05]	0.1416618	0.1190431	0.1642804
temp	Indian5	(28.05,28.1]	0.0658990	0.0421340	0.0896640
temp	Indian5	(28.1, Inf]	0.0468658	-0.0403322	0.1340638
temp	Pacific	(-Inf,26]	-0.1338788	-0.2025085	-0.0652491
temp	Pacific	(26,26.5]	0.2553729	0.2340168	0.2767291
temp	Pacific	(26.5,26.75]	0.3638564	0.3519662	0.3757466
temp	Pacific	(26.75,27]	0.2157275	0.1388212	0.2926339
temp	Pacific	(27,27.25]	-0.0847589	-0.1616221	-0.0078957
temp	Pacific	(27.25,27.5]	-0.1724646	-0.2991073	-0.0458220
temp	Pacific	(27.5,27.75]	-0.0920557	-0.2784282	0.0943168
temp	Pacific	(27.75,27.85]	-0.1622353	-0.2918264	-0.0326443
temp	Pacific	(27.85,27.95]	-0.1223609	-0.2196728	-0.0250489
temp	Pacific	(27.95,28.05]	-0.0401929	-0.1046538	0.0242681
temp	Pacific	(28.05,28.1]	0.0339588	0.0083294	0.0595882
temp	Pacific	(28.1, Inf]	0.1132529	0.1009668	0.1255390

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