eMLR - assumption testing

workflowr

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• Past versions

Last updated: 2021-10-21

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

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

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
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]	0.9165961	0.9126259	0.9205662
aou + nitrate	Atlantic	(26.5,26.75]	0.9645546	0.9595988	0.9695103
aou + nitrate	Atlantic	(26.75,27]	0.9435023	0.9428750	0.9441297
aou + nitrate	Atlantic	(27,27.25]	0.8764847	0.8461031	0.9068663
aou + nitrate	Atlantic	(27.25,27.5]	0.8178027	0.7813237	0.8542818
aou + nitrate	Atlantic	(27.5,27.75]	0.8812214	0.8660212	0.8964216
aou + nitrate	Atlantic	(27.75,27.85]	0.9140300	0.9118564	0.9162035
aou + nitrate	Atlantic	(27.85,27.95]	0.9353619	0.9319925	0.9387314
aou + nitrate	Atlantic	(27.95,28.05]	0.9266993	0.9160527	0.9373460
aou + nitrate	Atlantic	(28.05,28.1]	0.9590460	0.9546015	0.9634905
aou + nitrate	Atlantic	(28.1,28.15]	0.9801012	0.9793713	0.9808312
aou + nitrate	Atlantic	(28.15,28.2]	0.9835735	0.9808753	0.9862716
aou + nitrate	Atlantic	(28.2, Inf]	0.7948674	0.7171152	0.8726196
aou + nitrate	Indian	(-Inf,26]	0.9910109	0.9881791	0.9938427
aou + nitrate	Indian	(26,26.5]	0.9846855	0.9811064	0.9882647
aou + nitrate	Indian	(26.5,26.75]	0.9742492	0.9719912	0.9765071
aou + nitrate	Indian	(26.75,27]	0.9299803	0.9168832	0.9430774
aou + nitrate	Indian	(27,27.25]	0.8397663	0.8019847	0.8775478
aou + nitrate	Indian	(27.25,27.5]	0.8687735	0.8557024	0.8818446
aou + nitrate	Indian	(27.5,27.75]	0.8913719	0.8840714	0.8986724
aou + nitrate	Indian	(27.75,27.85]	0.8524576	0.8018605	0.9030547
aou + nitrate	Indian	(27.85,27.95]	0.8407371	0.8120636	0.8694105
aou + nitrate	Indian	(27.95,28.05]	0.7849019	0.7017755	0.8680283
aou + nitrate	Indian	(28.05,28.1]	0.8782110	0.8265741	0.9298479
aou + nitrate	Indian	(28.1, Inf]	0.5815262	0.4867817	0.6762706
aou + nitrate	Pacific	(-Inf,26]	0.8819646	0.8633817	0.9005476
aou + nitrate	Pacific	(26,26.5]	0.8991378	0.8827210	0.9155545
aou + nitrate	Pacific	(26.5,26.75]	0.8873211	0.8732126	0.9014296
aou + nitrate	Pacific	(26.75,27]	0.9187734	0.9157903	0.9217565
aou + nitrate	Pacific	(27,27.25]	0.9756831	0.9746709	0.9766953
aou + nitrate	Pacific	(27.25,27.5]	0.9788081	0.9762062	0.9814100
aou + nitrate	Pacific	(27.5,27.75]	0.9787945	0.9745090	0.9830800
aou + nitrate	Pacific	(27.75,27.85]	0.9856390	0.9816781	0.9895999
aou + nitrate	Pacific	(27.85,27.95]	0.9843649	0.9807487	0.9879810
aou + nitrate	Pacific	(27.95,28.05]	0.9714190	0.9683988	0.9744391
aou + nitrate	Pacific	(28.05,28.1]	0.9604834	0.9550766	0.9658901
aou + nitrate	Pacific	(28.1, Inf]	0.9281613	0.8912997	0.9650229
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8970253	-0.9095297	-0.8845209
aou + oxygen	Atlantic	(26.5,26.75]	-0.9687499	-0.9723531	-0.9651466
aou + oxygen	Atlantic	(26.75,27]	-0.9756063	-0.9802826	-0.9709299
aou + oxygen	Atlantic	(27,27.25]	-0.9624012	-0.9627490	-0.9620533
aou + oxygen	Atlantic	(27.25,27.5]	-0.9383539	-0.9450063	-0.9317015
aou + oxygen	Atlantic	(27.5,27.75]	-0.9304223	-0.9424489	-0.9183956
aou + oxygen	Atlantic	(27.75,27.85]	-0.9463859	-0.9499686	-0.9428032
aou + oxygen	Atlantic	(27.85,27.95]	-0.9714300	-0.9720392	-0.9708207
aou + oxygen	Atlantic	(27.95,28.05]	-0.9732108	-0.9742159	-0.9722058
aou + oxygen	Atlantic	(28.05,28.1]	-0.9806231	-0.9826464	-0.9785998
aou + oxygen	Atlantic	(28.1,28.15]	-0.9906077	-0.9914563	-0.9897590
aou + oxygen	Atlantic	(28.15,28.2]	-0.9947010	-0.9957165	-0.9936855
aou + oxygen	Atlantic	(28.2, Inf]	-0.9789933	-0.9821123	-0.9758743
aou + oxygen	Indian	(-Inf,26]	-0.9956694	-0.9964271	-0.9949117
aou + oxygen	Indian	(26,26.5]	-0.9968594	-0.9969481	-0.9967706
aou + oxygen	Indian	(26.5,26.75]	-0.9974277	-0.9975749	-0.9972805
aou + oxygen	Indian	(26.75,27]	-0.9947011	-0.9967520	-0.9926502
aou + oxygen	Indian	(27,27.25]	-0.9941597	-0.9958473	-0.9924722
aou + oxygen	Indian	(27.25,27.5]	-0.9955468	-0.9956817	-0.9954119
aou + oxygen	Indian	(27.5,27.75]	-0.9962535	-0.9965735	-0.9959334
aou + oxygen	Indian	(27.75,27.85]	-0.9972979	-0.9979905	-0.9966054
aou + oxygen	Indian	(27.85,27.95]	-0.9948866	-0.9953719	-0.9944013
aou + oxygen	Indian	(27.95,28.05]	-0.9898546	-0.9912534	-0.9884558
aou + oxygen	Indian	(28.05,28.1]	-0.9899148	-0.9949827	-0.9848468
aou + oxygen	Indian	(28.1, Inf]	-0.9857950	-0.9875652	-0.9840249
aou + oxygen	Pacific	(-Inf,26]	-0.8884103	-0.9021297	-0.8746910
aou + oxygen	Pacific	(26,26.5]	-0.9823627	-0.9895515	-0.9751739
aou + oxygen	Pacific	(26.5,26.75]	-0.9849667	-0.9905508	-0.9793826
aou + oxygen	Pacific	(26.75,27]	-0.9777112	-0.9783993	-0.9770231
aou + oxygen	Pacific	(27,27.25]	-0.9939843	-0.9944773	-0.9934913
aou + oxygen	Pacific	(27.25,27.5]	-0.9958042	-0.9962815	-0.9953270
aou + oxygen	Pacific	(27.5,27.75]	-0.9960608	-0.9971068	-0.9950149
aou + oxygen	Pacific	(27.75,27.85]	-0.9986072	-0.9990603	-0.9981541
aou + oxygen	Pacific	(27.85,27.95]	-0.9986561	-0.9991678	-0.9981444
aou + oxygen	Pacific	(27.95,28.05]	-0.9976028	-0.9987795	-0.9964261
aou + oxygen	Pacific	(28.05,28.1]	-0.9975870	-0.9991305	-0.9960435
aou + oxygen	Pacific	(28.1, Inf]	-0.9938548	-0.9963370	-0.9913727
aou + phosphate	Atlantic	(-Inf,26.5]	0.7912299	0.7884160	0.7940439
aou + phosphate	Atlantic	(26.5,26.75]	0.9113874	0.9025294	0.9202455
aou + phosphate	Atlantic	(26.75,27]	0.8955821	0.8921373	0.8990268
aou + phosphate	Atlantic	(27,27.25]	0.8246635	0.7840050	0.8653220
aou + phosphate	Atlantic	(27.25,27.5]	0.7693660	0.7259733	0.8127587
aou + phosphate	Atlantic	(27.5,27.75]	0.8506743	0.8346241	0.8667246
aou + phosphate	Atlantic	(27.75,27.85]	0.8866206	0.8862927	0.8869486
aou + phosphate	Atlantic	(27.85,27.95]	0.9248651	0.9194816	0.9302485
aou + phosphate	Atlantic	(27.95,28.05]	0.9240471	0.9137154	0.9343789
aou + phosphate	Atlantic	(28.05,28.1]	0.9542042	0.9488996	0.9595088
aou + phosphate	Atlantic	(28.1,28.15]	0.9756352	0.9726004	0.9786699
aou + phosphate	Atlantic	(28.15,28.2]	0.9833127	0.9806960	0.9859295
aou + phosphate	Atlantic	(28.2, Inf]	0.7956855	0.7202430	0.8711279
aou + phosphate	Indian	(-Inf,26]	0.9956150	0.9953032	0.9959269
aou + phosphate	Indian	(26,26.5]	0.9943435	0.9921280	0.9965589
aou + phosphate	Indian	(26.5,26.75]	0.9854769	0.9783828	0.9925711
aou + phosphate	Indian	(26.75,27]	0.9508931	0.9306716	0.9711146
aou + phosphate	Indian	(27,27.25]	0.8912755	0.8286461	0.9539049
aou + phosphate	Indian	(27.25,27.5]	0.9318730	0.9111677	0.9525782
aou + phosphate	Indian	(27.5,27.75]	0.9539876	0.9475214	0.9604539
aou + phosphate	Indian	(27.75,27.85]	0.9213328	0.8951106	0.9475550
aou + phosphate	Indian	(27.85,27.95]	0.8746809	0.8307303	0.9186314
aou + phosphate	Indian	(27.95,28.05]	0.8143731	0.7320366	0.8967096
aou + phosphate	Indian	(28.05,28.1]	0.8923819	0.8368680	0.9478958
aou + phosphate	Indian	(28.1, Inf]	0.5980621	0.4919296	0.7041945
aou + phosphate	Pacific	(-Inf,26]	0.9080249	0.8986778	0.9173719
aou + phosphate	Pacific	(26,26.5]	0.9518314	0.9435045	0.9601583
aou + phosphate	Pacific	(26.5,26.75]	0.9292678	0.9128696	0.9456660
aou + phosphate	Pacific	(26.75,27]	0.9247939	0.9225934	0.9269945
aou + phosphate	Pacific	(27,27.25]	0.9801022	0.9789066	0.9812978
aou + phosphate	Pacific	(27.25,27.5]	0.9830855	0.9815650	0.9846060
aou + phosphate	Pacific	(27.5,27.75]	0.9790878	0.9746642	0.9835114
aou + phosphate	Pacific	(27.75,27.85]	0.9831383	0.9786792	0.9875975
aou + phosphate	Pacific	(27.85,27.95]	0.9829398	0.9793536	0.9865261
aou + phosphate	Pacific	(27.95,28.05]	0.9735306	0.9686655	0.9783956
aou + phosphate	Pacific	(28.05,28.1]	0.9625581	0.9551348	0.9699814
aou + phosphate	Pacific	(28.1, Inf]	0.9151030	0.8727479	0.9574582
aou + silicate	Atlantic	(-Inf,26.5]	0.6945033	0.6570542	0.7319524
aou + silicate	Atlantic	(26.5,26.75]	0.8945669	0.8930571	0.8960766
aou + silicate	Atlantic	(26.75,27]	0.8753642	0.8700053	0.8807231
aou + silicate	Atlantic	(27,27.25]	0.7965169	0.7495307	0.8435032
aou + silicate	Atlantic	(27.25,27.5]	0.6262887	0.5526613	0.6999161
aou + silicate	Atlantic	(27.5,27.75]	0.6763640	0.6493060	0.7034220
aou + silicate	Atlantic	(27.75,27.85]	0.7960717	0.7826145	0.8095288
aou + silicate	Atlantic	(27.85,27.95]	0.8605758	0.8428648	0.8782868
aou + silicate	Atlantic	(27.95,28.05]	0.9086029	0.8946112	0.9225945
aou + silicate	Atlantic	(28.05,28.1]	0.9610838	0.9561810	0.9659865
aou + silicate	Atlantic	(28.1,28.15]	0.9780781	0.9758821	0.9802740
aou + silicate	Atlantic	(28.15,28.2]	0.9855574	0.9852908	0.9858241
aou + silicate	Atlantic	(28.2, Inf]	0.8309264	0.7834879	0.8783649
aou + silicate	Indian	(-Inf,26]	0.9165248	0.8761919	0.9568576
aou + silicate	Indian	(26,26.5]	0.9388192	0.9182665	0.9593720
aou + silicate	Indian	(26.5,26.75]	0.9531502	0.9354997	0.9708007
aou + silicate	Indian	(26.75,27]	0.9693066	0.9609938	0.9776194
aou + silicate	Indian	(27,27.25]	0.9123437	0.9081880	0.9164995
aou + silicate	Indian	(27.25,27.5]	0.8868105	0.8663921	0.9072289
aou + silicate	Indian	(27.5,27.75]	0.8582169	0.8206112	0.8958225
aou + silicate	Indian	(27.75,27.85]	0.8590232	0.8529674	0.8650790
aou + silicate	Indian	(27.85,27.95]	0.8266111	0.7885893	0.8646328
aou + silicate	Indian	(27.95,28.05]	0.8491251	0.8076742	0.8905760
aou + silicate	Indian	(28.05,28.1]	0.9422745	0.9323824	0.9521666
aou + silicate	Indian	(28.1, Inf]	0.4466285	0.3695404	0.5237166
aou + silicate	Pacific	(-Inf,26]	0.5525878	0.5373025	0.5678731
aou + silicate	Pacific	(26,26.5]	0.5807635	0.5767562	0.5847707
aou + silicate	Pacific	(26.5,26.75]	0.4168116	0.3415336	0.4920896
aou + silicate	Pacific	(26.75,27]	0.5993949	0.5049367	0.6938531
aou + silicate	Pacific	(27,27.25]	0.8843204	0.8599006	0.9087402
aou + silicate	Pacific	(27.25,27.5]	0.9063104	0.8832684	0.9293524
aou + silicate	Pacific	(27.5,27.75]	0.9235440	0.9030322	0.9440558
aou + silicate	Pacific	(27.75,27.85]	0.9742459	0.9734942	0.9749976
aou + silicate	Pacific	(27.85,27.95]	0.9671581	0.9671270	0.9671892
aou + silicate	Pacific	(27.95,28.05]	0.9487265	0.9440260	0.9534269
aou + silicate	Pacific	(28.05,28.1]	0.9551380	0.9488201	0.9614558
aou + silicate	Pacific	(28.1, Inf]	0.8648212	0.8631151	0.8665273
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8084815	0.7842137	0.8327493
nitrate + silicate	Atlantic	(26.5,26.75]	0.9507941	0.9394297	0.9621584
nitrate + silicate	Atlantic	(26.75,27]	0.9471592	0.9380200	0.9562984
nitrate + silicate	Atlantic	(27,27.25]	0.9404743	0.9299792	0.9509694
nitrate + silicate	Atlantic	(27.25,27.5]	0.9085936	0.8929338	0.9242534
nitrate + silicate	Atlantic	(27.5,27.75]	0.8980482	0.8938980	0.9021984
nitrate + silicate	Atlantic	(27.75,27.85]	0.9413885	0.9330143	0.9497627
nitrate + silicate	Atlantic	(27.85,27.95]	0.9653501	0.9564204	0.9742797
nitrate + silicate	Atlantic	(27.95,28.05]	0.9809789	0.9774376	0.9845202
nitrate + silicate	Atlantic	(28.05,28.1]	0.9900928	0.9894171	0.9907685
nitrate + silicate	Atlantic	(28.1,28.15]	0.9922543	0.9920190	0.9924896
nitrate + silicate	Atlantic	(28.15,28.2]	0.9917833	0.9915789	0.9919877
nitrate + silicate	Atlantic	(28.2, Inf]	0.9573551	0.9329173	0.9817928
nitrate + silicate	Indian	(-Inf,26]	0.9422885	0.9205705	0.9640064
nitrate + silicate	Indian	(26,26.5]	0.9553246	0.9480282	0.9626210
nitrate + silicate	Indian	(26.5,26.75]	0.9582380	0.9544221	0.9620540
nitrate + silicate	Indian	(26.75,27]	0.9386797	0.9265111	0.9508484
nitrate + silicate	Indian	(27,27.25]	0.9267952	0.9230395	0.9305509
nitrate + silicate	Indian	(27.25,27.5]	0.9299334	0.9245973	0.9352696
nitrate + silicate	Indian	(27.5,27.75]	0.8448776	0.8364034	0.8533519
nitrate + silicate	Indian	(27.75,27.85]	0.7706095	0.7405211	0.8006978
nitrate + silicate	Indian	(27.85,27.95]	0.8327315	0.8244316	0.8410315
nitrate + silicate	Indian	(27.95,28.05]	0.8922463	0.8743679	0.9101247
nitrate + silicate	Indian	(28.05,28.1]	0.9429357	0.9254431	0.9604283
nitrate + silicate	Indian	(28.1, Inf]	0.8119802	0.7860304	0.8379301
nitrate + silicate	Pacific	(-Inf,26]	0.7970926	0.7829187	0.8112665
nitrate + silicate	Pacific	(26,26.5]	0.7737302	0.7422722	0.8051881
nitrate + silicate	Pacific	(26.5,26.75]	0.6707987	0.5821954	0.7594020
nitrate + silicate	Pacific	(26.75,27]	0.7817546	0.7248161	0.8386930
nitrate + silicate	Pacific	(27,27.25]	0.8979096	0.8743131	0.9215061
nitrate + silicate	Pacific	(27.25,27.5]	0.8713159	0.8383913	0.9042406
nitrate + silicate	Pacific	(27.5,27.75]	0.8793252	0.8510152	0.9076351
nitrate + silicate	Pacific	(27.75,27.85]	0.9502399	0.9485201	0.9519597
nitrate + silicate	Pacific	(27.85,27.95]	0.9559678	0.9553140	0.9566216
nitrate + silicate	Pacific	(27.95,28.05]	0.9338524	0.9183518	0.9493531
nitrate + silicate	Pacific	(28.05,28.1]	0.9269334	0.9171079	0.9367589
nitrate + silicate	Pacific	(28.1, Inf]	0.8828519	0.8470616	0.9186423
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6857449	-0.7111738	-0.6603161
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8754264	-0.8933375	-0.8575154
oxygen + nitrate	Atlantic	(26.75,27]	-0.8540000	-0.8650715	-0.8429285
oxygen + nitrate	Atlantic	(27,27.25]	-0.7296398	-0.7755873	-0.6836923
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5917089	-0.6563395	-0.5270784
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6734391	-0.7247764	-0.6221018
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7448225	-0.7560489	-0.7335960
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8335281	-0.8379160	-0.8291402
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8287137	-0.8457375	-0.8116900
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8930426	-0.9047158	-0.8813694
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9491813	-0.9528937	-0.9454689
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9686463	-0.9731330	-0.9641596
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6773058	-0.7901207	-0.5644909
oxygen + nitrate	Indian	(-Inf,26]	-0.9779693	-0.9836076	-0.9723310
oxygen + nitrate	Indian	(26,26.5]	-0.9698089	-0.9755349	-0.9640830
oxygen + nitrate	Indian	(26.5,26.75]	-0.9573597	-0.9604490	-0.9542705
oxygen + nitrate	Indian	(26.75,27]	-0.8887449	-0.9145564	-0.8629333
oxygen + nitrate	Indian	(27,27.25]	-0.7789110	-0.8336728	-0.7241492
oxygen + nitrate	Indian	(27.25,27.5]	-0.8225621	-0.8365989	-0.8085253
oxygen + nitrate	Indian	(27.5,27.75]	-0.8635367	-0.8763310	-0.8507423
oxygen + nitrate	Indian	(27.75,27.85]	-0.8310684	-0.8884210	-0.7737158
oxygen + nitrate	Indian	(27.85,27.95]	-0.7953575	-0.8298131	-0.7609020
oxygen + nitrate	Indian	(27.95,28.05]	-0.7003316	-0.8040854	-0.5965778
oxygen + nitrate	Indian	(28.05,28.1]	-0.8120647	-0.8966029	-0.7275266
oxygen + nitrate	Indian	(28.1, Inf]	-0.4547908	-0.5664447	-0.3431369
oxygen + nitrate	Pacific	(-Inf,26]	-0.6149263	-0.6711450	-0.5587076
oxygen + nitrate	Pacific	(26,26.5]	-0.8183797	-0.8646212	-0.7721382
oxygen + nitrate	Pacific	(26.5,26.75]	-0.8094865	-0.8491756	-0.7697974
oxygen + nitrate	Pacific	(26.75,27]	-0.8263662	-0.8319443	-0.8207882
oxygen + nitrate	Pacific	(27,27.25]	-0.9535142	-0.9551182	-0.9519102
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9698113	-0.9716800	-0.9679425
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9735230	-0.9787137	-0.9683322
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9839895	-0.9898082	-0.9781708
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9829317	-0.9877998	-0.9780636
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9639274	-0.9713319	-0.9565230
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9493113	-0.9601455	-0.9384771
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8914561	-0.9449358	-0.8379765
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.4829596	-0.5055732	-0.4603459
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7852841	-0.8097687	-0.7607996
oxygen + phosphate	Atlantic	(26.75,27]	-0.7821175	-0.7992854	-0.7649496
oxygen + phosphate	Atlantic	(27,27.25]	-0.6545788	-0.7106917	-0.5984659
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5203450	-0.5930903	-0.4475997
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6219513	-0.6743053	-0.5695972
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6998543	-0.7077322	-0.6919764
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8161864	-0.8233118	-0.8090609
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8235029	-0.8403769	-0.8066289
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8849048	-0.8973603	-0.8724493
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9416247	-0.9480147	-0.9352348
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9677787	-0.9722794	-0.9632780
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6771909	-0.7879978	-0.5663841
oxygen + phosphate	Indian	(-Inf,26]	-0.9872759	-0.9875927	-0.9869592
oxygen + phosphate	Indian	(26,26.5]	-0.9852249	-0.9898533	-0.9805966
oxygen + phosphate	Indian	(26.5,26.75]	-0.9735036	-0.9847375	-0.9622697
oxygen + phosphate	Indian	(26.75,27]	-0.9167970	-0.9524406	-0.8811534
oxygen + phosphate	Indian	(27,27.25]	-0.8423044	-0.9283446	-0.7562643
oxygen + phosphate	Indian	(27.25,27.5]	-0.8996871	-0.9272009	-0.8721734
oxygen + phosphate	Indian	(27.5,27.75]	-0.9398110	-0.9458020	-0.9338199
oxygen + phosphate	Indian	(27.75,27.85]	-0.9017137	-0.9326488	-0.8707785
oxygen + phosphate	Indian	(27.85,27.95]	-0.8293251	-0.8821155	-0.7765346
oxygen + phosphate	Indian	(27.95,28.05]	-0.7328519	-0.8365610	-0.6291429
oxygen + phosphate	Indian	(28.05,28.1]	-0.8287581	-0.9177636	-0.7397525
oxygen + phosphate	Indian	(28.1, Inf]	-0.4722263	-0.5978927	-0.3465599
oxygen + phosphate	Pacific	(-Inf,26]	-0.7015881	-0.7416422	-0.6615339
oxygen + phosphate	Pacific	(26,26.5]	-0.8841483	-0.9142574	-0.8540391
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8574832	-0.8964123	-0.8185541
oxygen + phosphate	Pacific	(26.75,27]	-0.8304644	-0.8356264	-0.8253024
oxygen + phosphate	Pacific	(27,27.25]	-0.9576118	-0.9588079	-0.9564158
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9737322	-0.9751124	-0.9723521
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9752321	-0.9803727	-0.9700916
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9828079	-0.9887151	-0.9769008
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9816027	-0.9865539	-0.9766516
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9660984	-0.9751900	-0.9570067
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9520994	-0.9653253	-0.9388735
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8772096	-0.9371208	-0.8172983
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.4143545	-0.4338885	-0.3948205
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7794288	-0.7905449	-0.7683128
oxygen + silicate	Atlantic	(26.75,27]	-0.7701369	-0.7776039	-0.7626699
oxygen + silicate	Atlantic	(27,27.25]	-0.6308062	-0.6916328	-0.5699796
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3559022	-0.4586690	-0.2531354
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4177317	-0.4822593	-0.3532042
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6010625	-0.6089289	-0.5931962
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7321031	-0.7539121	-0.7102941
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7963290	-0.8189217	-0.7737362
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8935120	-0.9059729	-0.8810511
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9458878	-0.9513451	-0.9404306
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9759769	-0.9773140	-0.9746397
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7288651	-0.8015005	-0.6562297
oxygen + silicate	Indian	(-Inf,26]	-0.8910267	-0.9428391	-0.8392143
oxygen + silicate	Indian	(26,26.5]	-0.9211874	-0.9479125	-0.8944623
oxygen + silicate	Indian	(26.5,26.75]	-0.9400627	-0.9627658	-0.9173597
oxygen + silicate	Indian	(26.75,27]	-0.9533853	-0.9611749	-0.9455957
oxygen + silicate	Indian	(27,27.25]	-0.8721447	-0.8851300	-0.8591593
oxygen + silicate	Indian	(27.25,27.5]	-0.8466664	-0.8704426	-0.8228903
oxygen + silicate	Indian	(27.5,27.75]	-0.8205354	-0.8654871	-0.7755836
oxygen + silicate	Indian	(27.75,27.85]	-0.8340344	-0.8428819	-0.8251869
oxygen + silicate	Indian	(27.85,27.95]	-0.7800533	-0.8285781	-0.7315285
oxygen + silicate	Indian	(27.95,28.05]	-0.7796656	-0.8373872	-0.7219441
oxygen + silicate	Indian	(28.05,28.1]	-0.8997810	-0.9297287	-0.8698332
oxygen + silicate	Indian	(28.1, Inf]	-0.3122982	-0.3999731	-0.2246232
oxygen + silicate	Pacific	(-Inf,26]	-0.2225553	-0.2745010	-0.1706097
oxygen + silicate	Pacific	(26,26.5]	-0.4527295	-0.4780465	-0.4274124
oxygen + silicate	Pacific	(26.5,26.75]	-0.2759983	-0.3256511	-0.2263454
oxygen + silicate	Pacific	(26.75,27]	-0.4348405	-0.5444491	-0.3252318
oxygen + silicate	Pacific	(27,27.25]	-0.8356864	-0.8668746	-0.8044982
oxygen + silicate	Pacific	(27.25,27.5]	-0.8704970	-0.9001544	-0.8408396
oxygen + silicate	Pacific	(27.5,27.75]	-0.8933499	-0.9230868	-0.8636129
oxygen + silicate	Pacific	(27.75,27.85]	-0.9676157	-0.9704134	-0.9648180
oxygen + silicate	Pacific	(27.85,27.95]	-0.9591896	-0.9608181	-0.9575610
oxygen + silicate	Pacific	(27.95,28.05]	-0.9328342	-0.9342877	-0.9313807
oxygen + silicate	Pacific	(28.05,28.1]	-0.9418688	-0.9439504	-0.9397873
oxygen + silicate	Pacific	(28.1, Inf]	-0.8294453	-0.8373676	-0.8215230
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9032266	0.8980578	0.9083954
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9812338	0.9798638	0.9826037
phosphate + nitrate	Atlantic	(26.75,27]	0.9876486	0.9868597	0.9884376
phosphate + nitrate	Atlantic	(27,27.25]	0.9905603	0.9893448	0.9917758
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9929986	0.9920678	0.9939293
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9941034	0.9939382	0.9942687
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9932411	0.9921930	0.9942891
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9922236	0.9904631	0.9939842
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9919003	0.9902057	0.9935950
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9925320	0.9915863	0.9934777
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9947790	0.9943111	0.9952469
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9974792	0.9974060	0.9975525
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9913346	0.9868504	0.9958187
phosphate + nitrate	Indian	(-Inf,26]	0.9936354	0.9899157	0.9973551
phosphate + nitrate	Indian	(26,26.5]	0.9903878	0.9836788	0.9970967
phosphate + nitrate	Indian	(26.5,26.75]	0.9910836	0.9849140	0.9972531
phosphate + nitrate	Indian	(26.75,27]	0.9865231	0.9775240	0.9955222
phosphate + nitrate	Indian	(27,27.25]	0.9622858	0.9355208	0.9890508
phosphate + nitrate	Indian	(27.25,27.5]	0.9530967	0.9270080	0.9791854
phosphate + nitrate	Indian	(27.5,27.75]	0.9337910	0.9294014	0.9381806
phosphate + nitrate	Indian	(27.75,27.85]	0.9223393	0.9043835	0.9402951
phosphate + nitrate	Indian	(27.85,27.95]	0.9508371	0.9485733	0.9531009
phosphate + nitrate	Indian	(27.95,28.05]	0.9732542	0.9721381	0.9743703
phosphate + nitrate	Indian	(28.05,28.1]	0.9774432	0.9715982	0.9832883
phosphate + nitrate	Indian	(28.1, Inf]	0.9165570	0.9096196	0.9234944
phosphate + nitrate	Pacific	(-Inf,26]	0.9412990	0.9362827	0.9463153
phosphate + nitrate	Pacific	(26,26.5]	0.9450550	0.9408675	0.9492425
phosphate + nitrate	Pacific	(26.5,26.75]	0.9428467	0.9339858	0.9517076
phosphate + nitrate	Pacific	(26.75,27]	0.9770658	0.9736539	0.9804777
phosphate + nitrate	Pacific	(27,27.25]	0.9890385	0.9876811	0.9903959
phosphate + nitrate	Pacific	(27.25,27.5]	0.9899733	0.9875751	0.9923715
phosphate + nitrate	Pacific	(27.5,27.75]	0.9884694	0.9838423	0.9930966
phosphate + nitrate	Pacific	(27.75,27.85]	0.9864599	0.9815735	0.9913464
phosphate + nitrate	Pacific	(27.85,27.95]	0.9827038	0.9776266	0.9877811
phosphate + nitrate	Pacific	(27.95,28.05]	0.9661906	0.9645184	0.9678627
phosphate + nitrate	Pacific	(28.05,28.1]	0.9489185	0.9441366	0.9537003
phosphate + nitrate	Pacific	(28.1, Inf]	0.9422002	0.9114976	0.9729028
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8958198	0.8667901	0.9248496
phosphate + silicate	Atlantic	(26.5,26.75]	0.9585751	0.9473571	0.9697931
phosphate + silicate	Atlantic	(26.75,27]	0.9539461	0.9471116	0.9607805
phosphate + silicate	Atlantic	(27,27.25]	0.9510725	0.9439499	0.9581951
phosphate + silicate	Atlantic	(27.25,27.5]	0.9290044	0.9181570	0.9398517
phosphate + silicate	Atlantic	(27.5,27.75]	0.9126043	0.9087899	0.9164186
phosphate + silicate	Atlantic	(27.75,27.85]	0.9470399	0.9403692	0.9537107
phosphate + silicate	Atlantic	(27.85,27.95]	0.9685896	0.9611647	0.9760146
phosphate + silicate	Atlantic	(27.95,28.05]	0.9823032	0.9801718	0.9844345
phosphate + silicate	Atlantic	(28.05,28.1]	0.9900075	0.9895583	0.9904567
phosphate + silicate	Atlantic	(28.1,28.15]	0.9925341	0.9924385	0.9926298
phosphate + silicate	Atlantic	(28.15,28.2]	0.9914817	0.9912653	0.9916981
phosphate + silicate	Atlantic	(28.2, Inf]	0.9606620	0.9394327	0.9818913
phosphate + silicate	Indian	(-Inf,26]	0.9272449	0.8908147	0.9636751
phosphate + silicate	Indian	(26,26.5]	0.9478489	0.9305965	0.9651014
phosphate + silicate	Indian	(26.5,26.75]	0.9572857	0.9467633	0.9678082
phosphate + silicate	Indian	(26.75,27]	0.9489651	0.9413207	0.9566096
phosphate + silicate	Indian	(27,27.25]	0.9364194	0.9342467	0.9385921
phosphate + silicate	Indian	(27.25,27.5]	0.9216917	0.9007361	0.9426472
phosphate + silicate	Indian	(27.5,27.75]	0.8574539	0.8140339	0.9008738
phosphate + silicate	Indian	(27.75,27.85]	0.8738718	0.8695120	0.8782317
phosphate + silicate	Indian	(27.85,27.95]	0.9005950	0.8999698	0.9012202
phosphate + silicate	Indian	(27.95,28.05]	0.9187226	0.9029277	0.9345174
phosphate + silicate	Indian	(28.05,28.1]	0.9496200	0.9299665	0.9692734
phosphate + silicate	Indian	(28.1, Inf]	0.8063306	0.7891980	0.8234631
phosphate + silicate	Pacific	(-Inf,26]	0.6444003	0.6223113	0.6664892
phosphate + silicate	Pacific	(26,26.5]	0.7157178	0.7041860	0.7272496
phosphate + silicate	Pacific	(26.5,26.75]	0.6251486	0.5376934	0.7126038
phosphate + silicate	Pacific	(26.75,27]	0.7801674	0.7192505	0.8410844
phosphate + silicate	Pacific	(27,27.25]	0.9069290	0.8852821	0.9285759
phosphate + silicate	Pacific	(27.25,27.5]	0.8828840	0.8538998	0.9118682
phosphate + silicate	Pacific	(27.5,27.75]	0.8792109	0.8498065	0.9086153
phosphate + silicate	Pacific	(27.75,27.85]	0.9501847	0.9460961	0.9542733
phosphate + silicate	Pacific	(27.85,27.95]	0.9594671	0.9570751	0.9618591
phosphate + silicate	Pacific	(27.95,28.05]	0.9477094	0.9475029	0.9479159
phosphate + silicate	Pacific	(28.05,28.1]	0.9423881	0.9420684	0.9427077
phosphate + silicate	Pacific	(28.1, Inf]	0.8677890	0.8231947	0.9123834
sal + aou	Atlantic	(-Inf,26.5]	-0.2885147	-0.3287411	-0.2482882
sal + aou	Atlantic	(26.5,26.75]	-0.4358786	-0.4578312	-0.4139261
sal + aou	Atlantic	(26.75,27]	-0.3976893	-0.4371455	-0.3582331
sal + aou	Atlantic	(27,27.25]	-0.3139308	-0.4534866	-0.1743749
sal + aou	Atlantic	(27.25,27.5]	-0.2889386	-0.3938021	-0.1840751
sal + aou	Atlantic	(27.5,27.75]	-0.3643087	-0.3804585	-0.3481590
sal + aou	Atlantic	(27.75,27.85]	-0.2098554	-0.2479093	-0.1718015
sal + aou	Atlantic	(27.85,27.95]	-0.2380317	-0.3369941	-0.1390692
sal + aou	Atlantic	(27.95,28.05]	-0.4206381	-0.5321092	-0.3091670
sal + aou	Atlantic	(28.05,28.1]	-0.6813261	-0.7059716	-0.6566806
sal + aou	Atlantic	(28.1,28.15]	-0.8022871	-0.8091617	-0.7954126
sal + aou	Atlantic	(28.15,28.2]	-0.8864389	-0.8951018	-0.8777760
sal + aou	Atlantic	(28.2, Inf]	-0.4228886	-0.6286264	-0.2171507
sal + aou	Indian	(-Inf,26]	-0.7145026	-0.8441116	-0.5848936
sal + aou	Indian	(26,26.5]	-0.6418172	-0.8064106	-0.4772237
sal + aou	Indian	(26.5,26.75]	-0.2469136	-0.4353016	-0.0585256
sal + aou	Indian	(26.75,27]	0.4544798	0.3070764	0.6018833
sal + aou	Indian	(27,27.25]	0.8467600	0.8269196	0.8666003
sal + aou	Indian	(27.25,27.5]	0.9145349	0.8607199	0.9683500
sal + aou	Indian	(27.5,27.75]	0.9155886	0.8648273	0.9663499
sal + aou	Indian	(27.75,27.85]	0.9376952	0.9169268	0.9584636
sal + aou	Indian	(27.85,27.95]	0.8899558	0.8870937	0.8928180
sal + aou	Indian	(27.95,28.05]	0.6704251	0.6218504	0.7189998
sal + aou	Indian	(28.05,28.1]	0.1272192	0.0166741	0.2377642
sal + aou	Indian	(28.1, Inf]	0.6184218	0.5892745	0.6475691
sal + aou	Pacific	(-Inf,26]	-0.0186530	-0.0271190	-0.0101870
sal + aou	Pacific	(26,26.5]	0.0734768	-0.0963711	0.2433247
sal + aou	Pacific	(26.5,26.75]	0.2199794	0.0118691	0.4280896
sal + aou	Pacific	(26.75,27]	-0.0381262	-0.1788163	0.1025640
sal + aou	Pacific	(27,27.25]	-0.1881094	-0.2401330	-0.1360857
sal + aou	Pacific	(27.25,27.5]	0.0622870	-0.0091410	0.1337150
sal + aou	Pacific	(27.5,27.75]	0.0160076	-0.0661583	0.0981735
sal + aou	Pacific	(27.75,27.85]	-0.2901069	-0.4534975	-0.1267164
sal + aou	Pacific	(27.85,27.95]	-0.5197990	-0.6440959	-0.3955021
sal + aou	Pacific	(27.95,28.05]	-0.6289007	-0.7832071	-0.4745943
sal + aou	Pacific	(28.05,28.1]	-0.6980006	-0.8864801	-0.5095212
sal + aou	Pacific	(28.1, Inf]	-0.3661647	-0.7301817	-0.0021476
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5071923	-0.5496362	-0.4647483
sal + nitrate	Atlantic	(26.5,26.75]	-0.6315781	-0.6650792	-0.5980770
sal + nitrate	Atlantic	(26.75,27]	-0.6588031	-0.6911710	-0.6264353
sal + nitrate	Atlantic	(27,27.25]	-0.6921401	-0.7472717	-0.6370085
sal + nitrate	Atlantic	(27.25,27.5]	-0.7399598	-0.7736267	-0.7062928
sal + nitrate	Atlantic	(27.5,27.75]	-0.6980872	-0.7127045	-0.6834698
sal + nitrate	Atlantic	(27.75,27.85]	-0.5384581	-0.5765027	-0.5004135
sal + nitrate	Atlantic	(27.85,27.95]	-0.5118712	-0.5900190	-0.4337234
sal + nitrate	Atlantic	(27.95,28.05]	-0.6832941	-0.7500888	-0.6164994
sal + nitrate	Atlantic	(28.05,28.1]	-0.8275514	-0.8349678	-0.8201349
sal + nitrate	Atlantic	(28.1,28.15]	-0.8785108	-0.8791883	-0.8778333
sal + nitrate	Atlantic	(28.15,28.2]	-0.9363734	-0.9364680	-0.9362789
sal + nitrate	Atlantic	(28.2, Inf]	-0.8565399	-0.9140412	-0.7990385
sal + nitrate	Indian	(-Inf,26]	-0.7771162	-0.8753353	-0.6788972
sal + nitrate	Indian	(26,26.5]	-0.7507513	-0.8763693	-0.6251334
sal + nitrate	Indian	(26.5,26.75]	-0.4302516	-0.6080204	-0.2524828
sal + nitrate	Indian	(26.75,27]	0.1175088	-0.0886957	0.3237132
sal + nitrate	Indian	(27,27.25]	0.4503812	0.4074522	0.4933103
sal + nitrate	Indian	(27.25,27.5]	0.6470280	0.5338955	0.7601605
sal + nitrate	Indian	(27.5,27.75]	0.7086969	0.6025972	0.8147966
sal + nitrate	Indian	(27.75,27.85]	0.6759823	0.5569883	0.7949763
sal + nitrate	Indian	(27.85,27.95]	0.5382808	0.4970161	0.5795456
sal + nitrate	Indian	(27.95,28.05]	0.1106685	0.0397260	0.1816111
sal + nitrate	Indian	(28.05,28.1]	-0.3018058	-0.3026240	-0.3009875
sal + nitrate	Indian	(28.1, Inf]	-0.1701455	-0.2295008	-0.1107901
sal + nitrate	Pacific	(-Inf,26]	-0.3497007	-0.3730012	-0.3264001
sal + nitrate	Pacific	(26,26.5]	-0.2462601	-0.4587206	-0.0337996
sal + nitrate	Pacific	(26.5,26.75]	-0.1434741	-0.3968944	0.1099462
sal + nitrate	Pacific	(26.75,27]	-0.3573345	-0.4747989	-0.2398701
sal + nitrate	Pacific	(27,27.25]	-0.3018216	-0.3645870	-0.2390561
sal + nitrate	Pacific	(27.25,27.5]	0.0523478	-0.0342546	0.1389502
sal + nitrate	Pacific	(27.5,27.75]	0.0161876	-0.0644868	0.0968619
sal + nitrate	Pacific	(27.75,27.85]	-0.2902439	-0.4248702	-0.1556176
sal + nitrate	Pacific	(27.85,27.95]	-0.5251371	-0.6312484	-0.4190259
sal + nitrate	Pacific	(27.95,28.05]	-0.6803664	-0.8031612	-0.5575716
sal + nitrate	Pacific	(28.05,28.1]	-0.7686002	-0.9162380	-0.6209624
sal + nitrate	Pacific	(28.1, Inf]	-0.4882374	-0.8250992	-0.1513757
sal + oxygen	Atlantic	(-Inf,26.5]	-0.1310324	-0.1448702	-0.1171946
sal + oxygen	Atlantic	(26.5,26.75]	0.2030895	0.1938149	0.2123641
sal + oxygen	Atlantic	(26.75,27]	0.1933061	0.1714464	0.2151657
sal + oxygen	Atlantic	(27,27.25]	0.0536161	-0.0925527	0.1997850
sal + oxygen	Atlantic	(27.25,27.5]	-0.0487140	-0.1771213	0.0796933
sal + oxygen	Atlantic	(27.5,27.75]	0.0123380	-0.0373006	0.0619766
sal + oxygen	Atlantic	(27.75,27.85]	-0.1088108	-0.1358162	-0.0818054
sal + oxygen	Atlantic	(27.85,27.95]	0.0129226	-0.0851879	0.1110330
sal + oxygen	Atlantic	(27.95,28.05]	0.2212144	0.0989913	0.3434375
sal + oxygen	Atlantic	(28.05,28.1]	0.5314276	0.4940357	0.5688196
sal + oxygen	Atlantic	(28.1,28.15]	0.7157964	0.7030853	0.7285075
sal + oxygen	Atlantic	(28.15,28.2]	0.8449155	0.8343282	0.8555028
sal + oxygen	Atlantic	(28.2, Inf]	0.2629479	0.0165378	0.5093580
sal + oxygen	Indian	(-Inf,26]	0.6815369	0.5339160	0.8291579
sal + oxygen	Indian	(26,26.5]	0.5899350	0.4135786	0.7662915
sal + oxygen	Indian	(26.5,26.75]	0.1817002	-0.0077433	0.3711437
sal + oxygen	Indian	(26.75,27]	-0.5394137	-0.6605566	-0.4182708
sal + oxygen	Indian	(27,27.25]	-0.8935928	-0.9188932	-0.8682924
sal + oxygen	Indian	(27.25,27.5]	-0.9394662	-0.9838598	-0.8950726
sal + oxygen	Indian	(27.5,27.75]	-0.9289985	-0.9658384	-0.8921586
sal + oxygen	Indian	(27.75,27.85]	-0.9442450	-0.9618105	-0.9266794
sal + oxygen	Indian	(27.85,27.95]	-0.9154036	-0.9199814	-0.9108259
sal + oxygen	Indian	(27.95,28.05]	-0.7562085	-0.8061434	-0.7062737
sal + oxygen	Indian	(28.05,28.1]	-0.2534713	-0.3973348	-0.1096077
sal + oxygen	Indian	(28.1, Inf]	-0.7265119	-0.7556598	-0.6973641
sal + oxygen	Pacific	(-Inf,26]	-0.3661847	-0.3814749	-0.3508945
sal + oxygen	Pacific	(26,26.5]	-0.2432324	-0.3730955	-0.1133693
sal + oxygen	Pacific	(26.5,26.75]	-0.3766060	-0.5444570	-0.2087550
sal + oxygen	Pacific	(26.75,27]	-0.1644489	-0.3065029	-0.0223948
sal + oxygen	Pacific	(27,27.25]	0.0853206	0.0277197	0.1429214
sal + oxygen	Pacific	(27.25,27.5]	-0.1380739	-0.2145939	-0.0615539
sal + oxygen	Pacific	(27.5,27.75]	-0.0699699	-0.1658324	0.0258925
sal + oxygen	Pacific	(27.75,27.85]	0.2551007	0.0793384	0.4308630
sal + oxygen	Pacific	(27.85,27.95]	0.4988653	0.3601858	0.6375448
sal + oxygen	Pacific	(27.95,28.05]	0.6021056	0.4218263	0.7823848
sal + oxygen	Pacific	(28.05,28.1]	0.6600485	0.4397600	0.8803370
sal + oxygen	Pacific	(28.1, Inf]	0.3064823	-0.0680826	0.6810471
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7692402	-0.7962273	-0.7422530
sal + phosphate	Atlantic	(26.5,26.75]	-0.7549151	-0.7868234	-0.7230069
sal + phosphate	Atlantic	(26.75,27]	-0.7519170	-0.7844940	-0.7193401
sal + phosphate	Atlantic	(27,27.25]	-0.7681468	-0.8126172	-0.7236763
sal + phosphate	Atlantic	(27.25,27.5]	-0.7965480	-0.8237794	-0.7693167
sal + phosphate	Atlantic	(27.5,27.75]	-0.7449417	-0.7564753	-0.7334081
sal + phosphate	Atlantic	(27.75,27.85]	-0.5902262	-0.6225165	-0.5579358
sal + phosphate	Atlantic	(27.85,27.95]	-0.5412545	-0.6139394	-0.4685695
sal + phosphate	Atlantic	(27.95,28.05]	-0.6906881	-0.7571820	-0.6241942
sal + phosphate	Atlantic	(28.05,28.1]	-0.8382706	-0.8467389	-0.8298023
sal + phosphate	Atlantic	(28.1,28.15]	-0.8896264	-0.8901411	-0.8891117
sal + phosphate	Atlantic	(28.15,28.2]	-0.9383145	-0.9395235	-0.9371054
sal + phosphate	Atlantic	(28.2, Inf]	-0.8592165	-0.9169867	-0.8014464
sal + phosphate	Indian	(-Inf,26]	-0.7304515	-0.8620962	-0.5988068
sal + phosphate	Indian	(26,26.5]	-0.6807237	-0.8613399	-0.5001076
sal + phosphate	Indian	(26.5,26.75]	-0.3546795	-0.5898679	-0.1194912
sal + phosphate	Indian	(26.75,27]	0.2073123	-0.0501007	0.4647254
sal + phosphate	Indian	(27,27.25]	0.5796150	0.4544760	0.7047540
sal + phosphate	Indian	(27.25,27.5]	0.7820326	0.7585975	0.8054678
sal + phosphate	Indian	(27.5,27.75]	0.8389797	0.7914938	0.8864656
sal + phosphate	Indian	(27.75,27.85]	0.8156832	0.7372232	0.8941431
sal + phosphate	Indian	(27.85,27.95]	0.6253506	0.5557666	0.6949347
sal + phosphate	Indian	(27.95,28.05]	0.1708806	0.0880707	0.2536904
sal + phosphate	Indian	(28.05,28.1]	-0.2706550	-0.2874163	-0.2538937
sal + phosphate	Indian	(28.1, Inf]	-0.1546720	-0.2387536	-0.0705905
sal + phosphate	Pacific	(-Inf,26]	-0.1560430	-0.1635961	-0.1484898
sal + phosphate	Pacific	(26,26.5]	-0.1795428	-0.3645030	0.0054174
sal + phosphate	Pacific	(26.5,26.75]	-0.0983627	-0.3445414	0.1478159
sal + phosphate	Pacific	(26.75,27]	-0.3643445	-0.4855872	-0.2431018
sal + phosphate	Pacific	(27,27.25]	-0.3111561	-0.3707481	-0.2515640
sal + phosphate	Pacific	(27.25,27.5]	0.0412339	-0.0400768	0.1225446
sal + phosphate	Pacific	(27.5,27.75]	0.0252107	-0.0566038	0.1070253
sal + phosphate	Pacific	(27.75,27.85]	-0.2653931	-0.4055344	-0.1252519
sal + phosphate	Pacific	(27.85,27.95]	-0.5220242	-0.6312723	-0.4127761
sal + phosphate	Pacific	(27.95,28.05]	-0.6873559	-0.8109243	-0.5637875
sal + phosphate	Pacific	(28.05,28.1]	-0.7686120	-0.9185594	-0.6186646
sal + phosphate	Pacific	(28.1, Inf]	-0.5096311	-0.8253992	-0.1938630
sal + silicate	Atlantic	(-Inf,26.5]	-0.7199342	-0.7417688	-0.6980996
sal + silicate	Atlantic	(26.5,26.75]	-0.7009327	-0.7337688	-0.6680967
sal + silicate	Atlantic	(26.75,27]	-0.6934586	-0.7266055	-0.6603117
sal + silicate	Atlantic	(27,27.25]	-0.7278472	-0.7744704	-0.6812241
sal + silicate	Atlantic	(27.25,27.5]	-0.8023107	-0.8163430	-0.7882785
sal + silicate	Atlantic	(27.5,27.75]	-0.7374325	-0.7464682	-0.7283968
sal + silicate	Atlantic	(27.75,27.85]	-0.5710748	-0.5940686	-0.5480809
sal + silicate	Atlantic	(27.85,27.95]	-0.5904087	-0.6487411	-0.5320764
sal + silicate	Atlantic	(27.95,28.05]	-0.7226391	-0.7806423	-0.6646359
sal + silicate	Atlantic	(28.05,28.1]	-0.8377280	-0.8451494	-0.8303067
sal + silicate	Atlantic	(28.1,28.15]	-0.8842502	-0.8847611	-0.8837394
sal + silicate	Atlantic	(28.15,28.2]	-0.9099039	-0.9117303	-0.9080774
sal + silicate	Atlantic	(28.2, Inf]	-0.7726442	-0.8757242	-0.6695642
sal + silicate	Indian	(-Inf,26]	-0.8810514	-0.9176559	-0.8444469
sal + silicate	Indian	(26,26.5]	-0.7798587	-0.8712799	-0.6884375
sal + silicate	Indian	(26.5,26.75]	-0.3976283	-0.5061957	-0.2890609
sal + silicate	Indian	(26.75,27]	0.3360361	0.2233786	0.4486936
sal + silicate	Indian	(27,27.25]	0.6110636	0.5976935	0.6244336
sal + silicate	Indian	(27.25,27.5]	0.6827823	0.5672480	0.7983166
sal + silicate	Indian	(27.5,27.75]	0.7087890	0.5566372	0.8609408
sal + silicate	Indian	(27.75,27.85]	0.8138289	0.8104589	0.8171990
sal + silicate	Indian	(27.85,27.95]	0.6670526	0.6165375	0.7175676
sal + silicate	Indian	(27.95,28.05]	0.3437508	0.3163678	0.3711338
sal + silicate	Indian	(28.05,28.1]	-0.0817884	-0.1427215	-0.0208552
sal + silicate	Indian	(28.1, Inf]	-0.1672210	-0.1703101	-0.1641320
sal + silicate	Pacific	(-Inf,26]	-0.6471312	-0.6719503	-0.6223120
sal + silicate	Pacific	(26,26.5]	-0.5842980	-0.6990225	-0.4695734
sal + silicate	Pacific	(26.5,26.75]	-0.6746522	-0.7632933	-0.5860111
sal + silicate	Pacific	(26.75,27]	-0.7569603	-0.7685505	-0.7453701
sal + silicate	Pacific	(27,27.25]	-0.5603375	-0.5611281	-0.5595468
sal + silicate	Pacific	(27.25,27.5]	-0.2406390	-0.2509392	-0.2303389
sal + silicate	Pacific	(27.5,27.75]	-0.0940743	-0.1014092	-0.0867395
sal + silicate	Pacific	(27.75,27.85]	-0.2819594	-0.4102414	-0.1536773
sal + silicate	Pacific	(27.85,27.95]	-0.4682379	-0.5673983	-0.3690774
sal + silicate	Pacific	(27.95,28.05]	-0.5816842	-0.6858078	-0.4775607
sal + silicate	Pacific	(28.05,28.1]	-0.6894883	-0.8229188	-0.5560578
sal + silicate	Pacific	(28.1, Inf]	-0.4531885	-0.8490294	-0.0573476
sal + temp	Atlantic	(-Inf,26.5]	0.9123399	0.9086445	0.9160354
sal + temp	Atlantic	(26.5,26.75]	0.9887005	0.9886974	0.9887036
sal + temp	Atlantic	(26.75,27]	0.9812048	0.9795051	0.9829045
sal + temp	Atlantic	(27,27.25]	0.9798509	0.9790464	0.9806554
sal + temp	Atlantic	(27.25,27.5]	0.9779949	0.9773235	0.9786662
sal + temp	Atlantic	(27.5,27.75]	0.9694799	0.9673100	0.9716498
sal + temp	Atlantic	(27.75,27.85]	0.9830901	0.9802433	0.9859370
sal + temp	Atlantic	(27.85,27.95]	0.9639471	0.9579807	0.9699135
sal + temp	Atlantic	(27.95,28.05]	0.9331982	0.9262149	0.9401815
sal + temp	Atlantic	(28.05,28.1]	0.9701500	0.9667060	0.9735940
sal + temp	Atlantic	(28.1,28.15]	0.9673072	0.9613453	0.9732692
sal + temp	Atlantic	(28.15,28.2]	0.8047065	0.6999893	0.9094238
sal + temp	Atlantic	(28.2, Inf]	0.5705410	0.3891297	0.7519522
sal + temp	Indian	(-Inf,26]	0.6308718	0.5906314	0.6711123
sal + temp	Indian	(26,26.5]	0.8726158	0.8525591	0.8926725
sal + temp	Indian	(26.5,26.75]	0.9467184	0.9430690	0.9503679
sal + temp	Indian	(26.75,27]	0.9679569	0.9612703	0.9746434
sal + temp	Indian	(27,27.25]	0.9606215	0.9597622	0.9614809
sal + temp	Indian	(27.25,27.5]	0.9441157	0.9279150	0.9603163
sal + temp	Indian	(27.5,27.75]	0.9041646	0.8712364	0.9370927
sal + temp	Indian	(27.75,27.85]	0.9255278	0.9086819	0.9423738
sal + temp	Indian	(27.85,27.95]	0.9308584	0.9203990	0.9413177
sal + temp	Indian	(27.95,28.05]	0.9459933	0.9322314	0.9597553
sal + temp	Indian	(28.05,28.1]	0.9262338	0.9003799	0.9520877
sal + temp	Indian	(28.1, Inf]	0.9279675	0.9221437	0.9337914
sal + temp	Pacific	(-Inf,26]	0.8000316	0.7653915	0.8346717
sal + temp	Pacific	(26,26.5]	0.9329791	0.9302465	0.9357117
sal + temp	Pacific	(26.5,26.75]	0.9781285	0.9771718	0.9790852
sal + temp	Pacific	(26.75,27]	0.9747489	0.9728888	0.9766089
sal + temp	Pacific	(27,27.25]	0.9434407	0.9388059	0.9480755
sal + temp	Pacific	(27.25,27.5]	0.8229054	0.8048868	0.8409239
sal + temp	Pacific	(27.5,27.75]	0.5948835	0.5119827	0.6777843
sal + temp	Pacific	(27.75,27.85]	0.7032034	0.6343977	0.7720091
sal + temp	Pacific	(27.85,27.95]	0.4902825	0.3889468	0.5916181
sal + temp	Pacific	(27.95,28.05]	0.4050601	0.2428943	0.5672259
sal + temp	Pacific	(28.05,28.1]	0.3374789	0.1573179	0.5176399
sal + temp	Pacific	(28.1, Inf]	-0.0209535	-0.3072363	0.2653293
temp + aou	Atlantic	(-Inf,26.5]	-0.3280450	-0.3709383	-0.2851516
temp + aou	Atlantic	(26.5,26.75]	-0.4407251	-0.4689653	-0.4124849
temp + aou	Atlantic	(26.75,27]	-0.3567150	-0.4107149	-0.3027150
temp + aou	Atlantic	(27,27.25]	-0.2423009	-0.3781709	-0.1064310
temp + aou	Atlantic	(27.25,27.5]	-0.2506008	-0.3604341	-0.1407674
temp + aou	Atlantic	(27.5,27.75]	-0.3305005	-0.3458166	-0.3151845
temp + aou	Atlantic	(27.75,27.85]	-0.1830399	-0.2405492	-0.1255305
temp + aou	Atlantic	(27.85,27.95]	-0.1910716	-0.3129527	-0.0691906
temp + aou	Atlantic	(27.95,28.05]	-0.3968954	-0.4607462	-0.3330446
temp + aou	Atlantic	(28.05,28.1]	-0.5739609	-0.5858347	-0.5620870
temp + aou	Atlantic	(28.1,28.15]	-0.6639571	-0.6689296	-0.6589846
temp + aou	Atlantic	(28.15,28.2]	-0.5979215	-0.7224704	-0.4733726
temp + aou	Atlantic	(28.2, Inf]	0.2541043	0.1841174	0.3240913
temp + aou	Indian	(-Inf,26]	-0.5748816	-0.5993762	-0.5503869
temp + aou	Indian	(26,26.5]	-0.5116162	-0.5816533	-0.4415790
temp + aou	Indian	(26.5,26.75]	-0.1696738	-0.2961093	-0.0432382
temp + aou	Indian	(26.75,27]	0.3432195	0.1660653	0.5203736
temp + aou	Indian	(27,27.25]	0.7503473	0.7332790	0.7674156
temp + aou	Indian	(27.25,27.5]	0.8470334	0.8406297	0.8534371
temp + aou	Indian	(27.5,27.75]	0.8814221	0.8790684	0.8837758
temp + aou	Indian	(27.75,27.85]	0.9284430	0.9090574	0.9478286
temp + aou	Indian	(27.85,27.95]	0.8762611	0.8583649	0.8941574
temp + aou	Indian	(27.95,28.05]	0.7210894	0.6637653	0.7784135
temp + aou	Indian	(28.05,28.1]	0.3770458	0.3118713	0.4422203
temp + aou	Indian	(28.1, Inf]	0.7838635	0.7829064	0.7848206
temp + aou	Pacific	(-Inf,26]	-0.1626914	-0.1898750	-0.1355078
temp + aou	Pacific	(26,26.5]	-0.0553360	-0.1882253	0.0775534
temp + aou	Pacific	(26.5,26.75]	0.2241481	0.0275597	0.4207365
temp + aou	Pacific	(26.75,27]	-0.0366083	-0.1665249	0.0933083
temp + aou	Pacific	(27,27.25]	-0.2311493	-0.2665658	-0.1957329
temp + aou	Pacific	(27.25,27.5]	-0.0327328	-0.1099156	0.0444499
temp + aou	Pacific	(27.5,27.75]	0.0240630	-0.0813603	0.1294864
temp + aou	Pacific	(27.75,27.85]	-0.1579746	-0.3399532	0.0240041
temp + aou	Pacific	(27.85,27.95]	-0.2060136	-0.3691658	-0.0428614
temp + aou	Pacific	(27.95,28.05]	-0.0659511	-0.2582178	0.1263155
temp + aou	Pacific	(28.05,28.1]	0.0862746	-0.1504453	0.3229945
temp + aou	Pacific	(28.1, Inf]	0.8190045	0.7916711	0.8463379
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5934272	-0.6291282	-0.5577263
temp + nitrate	Atlantic	(26.5,26.75]	-0.6391011	-0.6813944	-0.5968078
temp + nitrate	Atlantic	(26.75,27]	-0.6247023	-0.6695025	-0.5799020
temp + nitrate	Atlantic	(27,27.25]	-0.6289026	-0.6806863	-0.5771189
temp + nitrate	Atlantic	(27.25,27.5]	-0.6991895	-0.7391508	-0.6592282
temp + nitrate	Atlantic	(27.5,27.75]	-0.6635016	-0.6835027	-0.6435006
temp + nitrate	Atlantic	(27.75,27.85]	-0.5275951	-0.5819483	-0.4732419
temp + nitrate	Atlantic	(27.85,27.95]	-0.4847977	-0.5820206	-0.3875749
temp + nitrate	Atlantic	(27.95,28.05]	-0.6601711	-0.6963781	-0.6239641
temp + nitrate	Atlantic	(28.05,28.1]	-0.7478017	-0.7494080	-0.7461953
temp + nitrate	Atlantic	(28.1,28.15]	-0.7643611	-0.7768542	-0.7518680
temp + nitrate	Atlantic	(28.15,28.2]	-0.6487938	-0.7672090	-0.5303785
temp + nitrate	Atlantic	(28.2, Inf]	-0.2311678	-0.3218573	-0.1404782
temp + nitrate	Indian	(-Inf,26]	-0.6417877	-0.6565527	-0.6270227
temp + nitrate	Indian	(26,26.5]	-0.6305465	-0.6747229	-0.5863701
temp + nitrate	Indian	(26.5,26.75]	-0.3606481	-0.4827960	-0.2385002
temp + nitrate	Indian	(26.75,27]	-0.0053841	-0.2318380	0.2210697
temp + nitrate	Indian	(27,27.25]	0.2904613	0.1910089	0.3899138
temp + nitrate	Indian	(27.25,27.5]	0.4984910	0.4871112	0.5098708
temp + nitrate	Indian	(27.5,27.75]	0.6508164	0.6160371	0.6855956
temp + nitrate	Indian	(27.75,27.85]	0.6864902	0.5883954	0.7845849
temp + nitrate	Indian	(27.85,27.95]	0.5355354	0.5216724	0.5493984
temp + nitrate	Indian	(27.95,28.05]	0.1970063	0.1409420	0.2530706
temp + nitrate	Indian	(28.05,28.1]	-0.0288232	-0.0796254	0.0219791
temp + nitrate	Indian	(28.1, Inf]	0.0412005	-0.0649404	0.1473414
temp + nitrate	Pacific	(-Inf,26]	-0.4914330	-0.5030054	-0.4798607
temp + nitrate	Pacific	(26,26.5]	-0.3873658	-0.5596908	-0.2150407
temp + nitrate	Pacific	(26.5,26.75]	-0.1530527	-0.3971827	0.0910773
temp + nitrate	Pacific	(26.75,27]	-0.3751481	-0.4873532	-0.2629429
temp + nitrate	Pacific	(27,27.25]	-0.3728994	-0.4206234	-0.3251753
temp + nitrate	Pacific	(27.25,27.5]	-0.0874352	-0.1790611	0.0041907
temp + nitrate	Pacific	(27.5,27.75]	0.0070183	-0.1001550	0.1141917
temp + nitrate	Pacific	(27.75,27.85]	-0.1592210	-0.3134966	-0.0049455
temp + nitrate	Pacific	(27.85,27.95]	-0.2016158	-0.3488523	-0.0543793
temp + nitrate	Pacific	(27.95,28.05]	-0.1194188	-0.2748674	0.0360297
temp + nitrate	Pacific	(28.05,28.1]	0.0017265	-0.1965722	0.2000253
temp + nitrate	Pacific	(28.1, Inf]	0.6224749	0.5808651	0.6640847
temp + oxygen	Atlantic	(-Inf,26.5]	-0.1205086	-0.1370335	-0.1039837
temp + oxygen	Atlantic	(26.5,26.75]	0.2052077	0.1888342	0.2215812
temp + oxygen	Atlantic	(26.75,27]	0.1450601	0.1089099	0.1812102
temp + oxygen	Atlantic	(27,27.25]	-0.0270701	-0.1659467	0.1118065
temp + oxygen	Atlantic	(27.25,27.5]	-0.0961212	-0.2280828	0.0358404
temp + oxygen	Atlantic	(27.5,27.75]	-0.0363043	-0.0853138	0.0127052
temp + oxygen	Atlantic	(27.75,27.85]	-0.1431957	-0.1901008	-0.0962906
temp + oxygen	Atlantic	(27.85,27.95]	-0.0450121	-0.1664941	0.0764699
temp + oxygen	Atlantic	(27.95,28.05]	0.1761393	0.1033760	0.2489026
temp + oxygen	Atlantic	(28.05,28.1]	0.4033720	0.3806526	0.4260914
temp + oxygen	Atlantic	(28.1,28.15]	0.5576399	0.5572840	0.5579958
temp + oxygen	Atlantic	(28.15,28.2]	0.5153540	0.3733974	0.6573107
temp + oxygen	Atlantic	(28.2, Inf]	-0.4390936	-0.5173997	-0.3607875
temp + oxygen	Indian	(-Inf,26]	0.4968566	0.4638807	0.5298324
temp + oxygen	Indian	(26,26.5]	0.4423268	0.3682030	0.5164507
temp + oxygen	Indian	(26.5,26.75]	0.0994184	-0.0263394	0.2251761
temp + oxygen	Indian	(26.75,27]	-0.4357059	-0.5873521	-0.2840598
temp + oxygen	Indian	(27,27.25]	-0.8166267	-0.8223753	-0.8108781
temp + oxygen	Indian	(27.25,27.5]	-0.8931575	-0.8978676	-0.8884474
temp + oxygen	Indian	(27.5,27.75]	-0.9187056	-0.9192408	-0.9181704
temp + oxygen	Indian	(27.75,27.85]	-0.9528763	-0.9658825	-0.9398702
temp + oxygen	Indian	(27.85,27.95]	-0.9197093	-0.9361309	-0.9032878
temp + oxygen	Indian	(27.95,28.05]	-0.8100040	-0.8640068	-0.7560013
temp + oxygen	Indian	(28.05,28.1]	-0.4962078	-0.5891880	-0.4032276
temp + oxygen	Indian	(28.1, Inf]	-0.8720301	-0.8756513	-0.8684089
temp + oxygen	Pacific	(-Inf,26]	-0.3047597	-0.3593180	-0.2502014
temp + oxygen	Pacific	(26,26.5]	-0.1269234	-0.2202224	-0.0336244
temp + oxygen	Pacific	(26.5,26.75]	-0.3848602	-0.5410227	-0.2286976
temp + oxygen	Pacific	(26.75,27]	-0.1718476	-0.3030616	-0.0406336
temp + oxygen	Pacific	(27,27.25]	0.1234374	0.0828739	0.1640008
temp + oxygen	Pacific	(27.25,27.5]	-0.0583710	-0.1406518	0.0239098
temp + oxygen	Pacific	(27.5,27.75]	-0.1111201	-0.2276510	0.0054108
temp + oxygen	Pacific	(27.75,27.85]	0.1071655	-0.0845965	0.2989274
temp + oxygen	Pacific	(27.85,27.95]	0.1566888	-0.0177675	0.3311452
temp + oxygen	Pacific	(27.95,28.05]	0.0020419	-0.2080884	0.2121723
temp + oxygen	Pacific	(28.05,28.1]	-0.1384255	-0.4005269	0.1236759
temp + oxygen	Pacific	(28.1, Inf]	-0.8703978	-0.9058683	-0.8349274
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7324213	-0.7485984	-0.7162441
temp + phosphate	Atlantic	(26.5,26.75]	-0.7552720	-0.7949136	-0.7156305
temp + phosphate	Atlantic	(26.75,27]	-0.7145548	-0.7585006	-0.6706090
temp + phosphate	Atlantic	(27,27.25]	-0.7067842	-0.7490381	-0.6645303
temp + phosphate	Atlantic	(27.25,27.5]	-0.7601868	-0.7927314	-0.7276422
temp + phosphate	Atlantic	(27.5,27.75]	-0.7131382	-0.7301963	-0.6960802
temp + phosphate	Atlantic	(27.75,27.85]	-0.5806518	-0.6287151	-0.5325886
temp + phosphate	Atlantic	(27.85,27.95]	-0.5131238	-0.6049634	-0.4212843
temp + phosphate	Atlantic	(27.95,28.05]	-0.6700352	-0.7052913	-0.6347791
temp + phosphate	Atlantic	(28.05,28.1]	-0.7604375	-0.7605355	-0.7603394
temp + phosphate	Atlantic	(28.1,28.15]	-0.7801329	-0.7920894	-0.7681764
temp + phosphate	Atlantic	(28.15,28.2]	-0.6538627	-0.7701351	-0.5375903
temp + phosphate	Atlantic	(28.2, Inf]	-0.2341891	-0.3234446	-0.1449335
temp + phosphate	Indian	(-Inf,26]	-0.6069380	-0.6465930	-0.5672831
temp + phosphate	Indian	(26,26.5]	-0.5721657	-0.6652500	-0.4790814
temp + phosphate	Indian	(26.5,26.75]	-0.2917938	-0.4639867	-0.1196010
temp + phosphate	Indian	(26.75,27]	0.0764616	-0.1919974	0.3449205
temp + phosphate	Indian	(27,27.25]	0.4153156	0.2431005	0.5875307
temp + phosphate	Indian	(27.25,27.5]	0.6364640	0.5720366	0.7008913
temp + phosphate	Indian	(27.5,27.75]	0.7855472	0.7815616	0.7895329
temp + phosphate	Indian	(27.75,27.85]	0.7720103	0.7078391	0.8361815
temp + phosphate	Indian	(27.85,27.95]	0.5773487	0.5343923	0.6203051
temp + phosphate	Indian	(27.95,28.05]	0.2417252	0.1805711	0.3028792
temp + phosphate	Indian	(28.05,28.1]	0.0027129	-0.0594249	0.0648507
temp + phosphate	Indian	(28.1, Inf]	0.0589847	-0.0691434	0.1871128
temp + phosphate	Pacific	(-Inf,26]	-0.3582441	-0.3617286	-0.3547596
temp + phosphate	Pacific	(26,26.5]	-0.3203371	-0.4691611	-0.1715131
temp + phosphate	Pacific	(26.5,26.75]	-0.1062685	-0.3453912	0.1328541
temp + phosphate	Pacific	(26.75,27]	-0.3810269	-0.4933683	-0.2686855
temp + phosphate	Pacific	(27,27.25]	-0.3752999	-0.4189361	-0.3316638
temp + phosphate	Pacific	(27.25,27.5]	-0.0903556	-0.1763071	-0.0044041
temp + phosphate	Pacific	(27.5,27.75]	0.0233540	-0.0839914	0.1306994
temp + phosphate	Pacific	(27.75,27.85]	-0.1343487	-0.2928611	0.0241636
temp + phosphate	Pacific	(27.85,27.95]	-0.1972074	-0.3418531	-0.0525617
temp + phosphate	Pacific	(27.95,28.05]	-0.1235596	-0.2796020	0.0324829
temp + phosphate	Pacific	(28.05,28.1]	0.0123514	-0.1689609	0.1936637
temp + phosphate	Pacific	(28.1, Inf]	0.6098003	0.5553258	0.6642747
temp + silicate	Atlantic	(-Inf,26.5]	-0.6621227	-0.6784768	-0.6457686
temp + silicate	Atlantic	(26.5,26.75]	-0.7074955	-0.7451931	-0.6697978
temp + silicate	Atlantic	(26.75,27]	-0.6724625	-0.7172508	-0.6276741
temp + silicate	Atlantic	(27,27.25]	-0.6881602	-0.7327546	-0.6435658
temp + silicate	Atlantic	(27.25,27.5]	-0.8093766	-0.8288578	-0.7898954
temp + silicate	Atlantic	(27.5,27.75]	-0.7526901	-0.7704235	-0.7349568
temp + silicate	Atlantic	(27.75,27.85]	-0.5939895	-0.6288959	-0.5590830
temp + silicate	Atlantic	(27.85,27.95]	-0.5890366	-0.6621420	-0.5159313
temp + silicate	Atlantic	(27.95,28.05]	-0.7143913	-0.7409349	-0.6878477
temp + silicate	Atlantic	(28.05,28.1]	-0.7566531	-0.7585826	-0.7547235
temp + silicate	Atlantic	(28.1,28.15]	-0.7703180	-0.7819218	-0.7587142
temp + silicate	Atlantic	(28.15,28.2]	-0.6060110	-0.7278520	-0.4841701
temp + silicate	Atlantic	(28.2, Inf]	-0.1301761	-0.1606166	-0.0997356
temp + silicate	Indian	(-Inf,26]	-0.6938122	-0.7265765	-0.6610478
temp + silicate	Indian	(26,26.5]	-0.6329574	-0.6389196	-0.6269952
temp + silicate	Indian	(26.5,26.75]	-0.3080214	-0.3551261	-0.2609167
temp + silicate	Indian	(26.75,27]	0.2276015	0.0872252	0.3679778
temp + silicate	Indian	(27,27.25]	0.4687933	0.4323190	0.5052676
temp + silicate	Indian	(27.25,27.5]	0.5457689	0.5153394	0.5761983
temp + silicate	Indian	(27.5,27.75]	0.5718375	0.5044953	0.6391798
temp + silicate	Indian	(27.75,27.85]	0.6913196	0.6614427	0.7211965
temp + silicate	Indian	(27.85,27.95]	0.5384929	0.4925413	0.5844445
temp + silicate	Indian	(27.95,28.05]	0.3372814	0.3247130	0.3498498
temp + silicate	Indian	(28.05,28.1]	0.1748240	0.1634949	0.1861530
temp + silicate	Indian	(28.1, Inf]	-0.0471858	-0.1063639	0.0119924
temp + silicate	Pacific	(-Inf,26]	-0.6385138	-0.6535178	-0.6235098
temp + silicate	Pacific	(26,26.5]	-0.6650114	-0.7390864	-0.5909363
temp + silicate	Pacific	(26.5,26.75]	-0.6753875	-0.7572396	-0.5935353
temp + silicate	Pacific	(26.75,27]	-0.7482915	-0.7559910	-0.7405921
temp + silicate	Pacific	(27,27.25]	-0.5885732	-0.5978465	-0.5793000
temp + silicate	Pacific	(27.25,27.5]	-0.3787309	-0.3993618	-0.3581000
temp + silicate	Pacific	(27.5,27.75]	-0.2753002	-0.3178269	-0.2327734
temp + silicate	Pacific	(27.75,27.85]	-0.2479822	-0.4087502	-0.0872142
temp + silicate	Pacific	(27.85,27.95]	-0.3143689	-0.4703597	-0.1583780
temp + silicate	Pacific	(27.95,28.05]	-0.2351196	-0.4337477	-0.0364915
temp + silicate	Pacific	(28.05,28.1]	0.0031291	-0.1962230	0.2024811
temp + silicate	Pacific	(28.1, Inf]	0.5589108	0.4547080	0.6631137

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
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]	0.0096447	-0.0713937	0.0906830
aou	Atlantic	(26.5,26.75]	-0.4738639	-0.4960189	-0.4517090
aou	Atlantic	(26.75,27]	-0.4907481	-0.5193271	-0.4621692
aou	Atlantic	(27,27.25]	-0.4801482	-0.5783447	-0.3819517
aou	Atlantic	(27.25,27.5]	-0.5293700	-0.5751110	-0.4836290
aou	Atlantic	(27.5,27.75]	-0.7510945	-0.7522238	-0.7499653
aou	Atlantic	(27.75,27.85]	-0.8259148	-0.8393121	-0.8125174
aou	Atlantic	(27.85,27.95]	-0.8759724	-0.8954712	-0.8564735
aou	Atlantic	(27.95,28.05]	-0.8539532	-0.8700898	-0.8378166
aou	Atlantic	(28.05,28.1]	-0.8668755	-0.8710936	-0.8626573
aou	Atlantic	(28.1,28.15]	-0.9057979	-0.9059895	-0.9056062
aou	Atlantic	(28.15,28.2]	-0.9325112	-0.9370145	-0.9280079
aou	Atlantic	(28.2, Inf]	-0.5773382	-0.7631408	-0.3915355
aou	Indian	(-Inf,26]	-0.7630757	-0.7839776	-0.7421737
aou	Indian	(26,26.5]	-0.9303210	-0.9454081	-0.9152339
aou	Indian	(26.5,26.75]	-0.8622708	-0.9109112	-0.8136305
aou	Indian	(26.75,27]	-0.5333545	-0.5999804	-0.4667285
aou	Indian	(27,27.25]	0.1219706	-0.0396381	0.2835792
aou	Indian	(27.25,27.5]	0.5516064	0.4997801	0.6034326
aou	Indian	(27.5,27.75]	0.4447357	0.3006961	0.5887753
aou	Indian	(27.75,27.85]	0.1367093	-0.0553717	0.3287902
aou	Indian	(27.85,27.95]	0.0853738	-0.1275257	0.2982732
aou	Indian	(27.95,28.05]	0.0441031	-0.1535825	0.2417887
aou	Indian	(28.05,28.1]	0.0183592	-0.0557324	0.0924508
aou	Indian	(28.1, Inf]	0.3068978	0.2046207	0.4091750
aou	Pacific	(-Inf,26]	-0.0899919	-0.1138787	-0.0661051
aou	Pacific	(26,26.5]	-0.6388762	-0.6853728	-0.5923796
aou	Pacific	(26.5,26.75]	-0.5069721	-0.5401631	-0.4737811
aou	Pacific	(26.75,27]	-0.4896461	-0.5707532	-0.4085389
aou	Pacific	(27,27.25]	0.1452262	0.1142042	0.1762483
aou	Pacific	(27.25,27.5]	0.5893156	0.5372356	0.6413956
aou	Pacific	(27.5,27.75]	0.7273905	0.6822069	0.7725741
aou	Pacific	(27.75,27.85]	0.8143292	0.7928614	0.8357969
aou	Pacific	(27.85,27.95]	0.7641666	0.7319397	0.7963936
aou	Pacific	(27.95,28.05]	0.5391032	0.5147557	0.5634507
aou	Pacific	(28.05,28.1]	0.3253783	0.3021487	0.3486079
aou	Pacific	(28.1, Inf]	0.3033438	0.3024797	0.3042080
nitrate	Atlantic	(-Inf,26.5]	-0.2150657	-0.3001218	-0.1300096
nitrate	Atlantic	(26.5,26.75]	-0.6409851	-0.6425413	-0.6394290
nitrate	Atlantic	(26.75,27]	-0.7178666	-0.7374256	-0.6983076
nitrate	Atlantic	(27,27.25]	-0.8201089	-0.8476574	-0.7925605
nitrate	Atlantic	(27.25,27.5]	-0.9073499	-0.9097076	-0.9049922
nitrate	Atlantic	(27.5,27.75]	-0.9562054	-0.9610550	-0.9513557
nitrate	Atlantic	(27.75,27.85]	-0.9533419	-0.9607068	-0.9459770
nitrate	Atlantic	(27.85,27.95]	-0.9321158	-0.9461218	-0.9181097
nitrate	Atlantic	(27.95,28.05]	-0.9185843	-0.9253076	-0.9118609
nitrate	Atlantic	(28.05,28.1]	-0.9142024	-0.9159575	-0.9124472
nitrate	Atlantic	(28.1,28.15]	-0.9307331	-0.9375810	-0.9238852
nitrate	Atlantic	(28.15,28.2]	-0.9639294	-0.9645984	-0.9632605
nitrate	Atlantic	(28.2, Inf]	-0.9115217	-0.9575547	-0.8654888
nitrate	Indian	(-Inf,26]	-0.7555710	-0.7898544	-0.7212876
nitrate	Indian	(26,26.5]	-0.9314444	-0.9454046	-0.9174842
nitrate	Indian	(26.5,26.75]	-0.9136602	-0.9391362	-0.8881841
nitrate	Indian	(26.75,27]	-0.7440606	-0.7498610	-0.7382602
nitrate	Indian	(27,27.25]	-0.2670578	-0.2683434	-0.2657721
nitrate	Indian	(27.25,27.5]	0.3473373	0.3397236	0.3549510
nitrate	Indian	(27.5,27.75]	0.3878200	0.2787240	0.4969159
nitrate	Indian	(27.75,27.85]	0.0107110	-0.1048135	0.1262356
nitrate	Indian	(27.85,27.95]	-0.1277773	-0.2453864	-0.0101682
nitrate	Indian	(27.95,28.05]	-0.3069789	-0.3642724	-0.2496853
nitrate	Indian	(28.05,28.1]	-0.2281676	-0.2331719	-0.2231634
nitrate	Indian	(28.1, Inf]	-0.1525460	-0.1703482	-0.1347438
nitrate	Pacific	(-Inf,26]	-0.1301256	-0.1460494	-0.1142019
nitrate	Pacific	(26,26.5]	-0.7264825	-0.7985620	-0.6544030
nitrate	Pacific	(26.5,26.75]	-0.6614877	-0.7413232	-0.5816522
nitrate	Pacific	(26.75,27]	-0.6354957	-0.7216689	-0.5493225
nitrate	Pacific	(27,27.25]	0.0933236	0.0673993	0.1192479
nitrate	Pacific	(27.25,27.5]	0.5125014	0.4448013	0.5802016
nitrate	Pacific	(27.5,27.75]	0.6522612	0.5991639	0.7053584
nitrate	Pacific	(27.75,27.85]	0.7669209	0.7451628	0.7886790
nitrate	Pacific	(27.85,27.95]	0.7210041	0.6863525	0.7556558
nitrate	Pacific	(27.95,28.05]	0.4908258	0.4597260	0.5219255
nitrate	Pacific	(28.05,28.1]	0.2844582	0.2725957	0.2963207
nitrate	Pacific	(28.1, Inf]	0.2732983	0.2313927	0.3152039
oxygen	Atlantic	(-Inf,26.5]	-0.2171954	-0.2516199	-0.1827709
oxygen	Atlantic	(26.5,26.75]	0.3039567	0.2426696	0.3652438
oxygen	Atlantic	(26.75,27]	0.3244260	0.2778532	0.3709989
oxygen	Atlantic	(27,27.25]	0.2655364	0.1506935	0.3803793
oxygen	Atlantic	(27.25,27.5]	0.2446969	0.1765391	0.3128548
oxygen	Atlantic	(27.5,27.75]	0.5097158	0.4746021	0.5448295
oxygen	Atlantic	(27.75,27.85]	0.6297522	0.6207985	0.6387058
oxygen	Atlantic	(27.85,27.95]	0.7762961	0.7537734	0.7988189
oxygen	Atlantic	(27.95,28.05]	0.7659150	0.7423084	0.7895217
oxygen	Atlantic	(28.05,28.1]	0.8102853	0.7961805	0.8243900
oxygen	Atlantic	(28.1,28.15]	0.8822997	0.8732571	0.8913424
oxygen	Atlantic	(28.15,28.2]	0.9219809	0.9176927	0.9262691
oxygen	Atlantic	(28.2, Inf]	0.4424827	0.2184556	0.6665098
oxygen	Indian	(-Inf,26]	0.7881427	0.7732148	0.8030706
oxygen	Indian	(26,26.5]	0.9265828	0.9144353	0.9387302
oxygen	Indian	(26.5,26.75]	0.8410131	0.7885123	0.8935140
oxygen	Indian	(26.75,27]	0.4608575	0.3711786	0.5505364
oxygen	Indian	(27,27.25]	-0.1982740	-0.3830369	-0.0135111
oxygen	Indian	(27.25,27.5]	-0.5733828	-0.6364153	-0.5103504
oxygen	Indian	(27.5,27.75]	-0.4185638	-0.5675845	-0.2695432
oxygen	Indian	(27.75,27.85]	-0.1362973	-0.3278821	0.0552875
oxygen	Indian	(27.85,27.95]	-0.1057187	-0.3201089	0.1086714
oxygen	Indian	(27.95,28.05]	-0.1022628	-0.3095721	0.1050465
oxygen	Indian	(28.05,28.1]	-0.0655044	-0.1649917	0.0339828
oxygen	Indian	(28.1, Inf]	-0.3604310	-0.4683094	-0.2525526
oxygen	Pacific	(-Inf,26]	0.2298484	0.1852296	0.2744673
oxygen	Pacific	(26,26.5]	0.5534615	0.5288698	0.5780532
oxygen	Pacific	(26.5,26.75]	0.4060076	0.3998171	0.4121981
oxygen	Pacific	(26.75,27]	0.3930680	0.3144287	0.4717072
oxygen	Pacific	(27,27.25]	-0.1199264	-0.1580686	-0.0817841
oxygen	Pacific	(27.25,27.5]	-0.5439219	-0.6001855	-0.4876583
oxygen	Pacific	(27.5,27.75]	-0.6844140	-0.7390113	-0.6298166
oxygen	Pacific	(27.75,27.85]	-0.7974305	-0.8208391	-0.7740219
oxygen	Pacific	(27.85,27.95]	-0.7514923	-0.7846397	-0.7183450
oxygen	Pacific	(27.95,28.05]	-0.5323103	-0.5561935	-0.5084270
oxygen	Pacific	(28.05,28.1]	-0.3276657	-0.3487132	-0.3066182
oxygen	Pacific	(28.1, Inf]	-0.2963770	-0.3138820	-0.2788719
phosphate	Atlantic	(-Inf,26.5]	-0.4478008	-0.5536039	-0.3419978
phosphate	Atlantic	(26.5,26.75]	-0.7327993	-0.7446859	-0.7209128
phosphate	Atlantic	(26.75,27]	-0.7987746	-0.8119604	-0.7855888
phosphate	Atlantic	(27,27.25]	-0.8750983	-0.8936770	-0.8565197
phosphate	Atlantic	(27.25,27.5]	-0.9377485	-0.9406578	-0.9348391
phosphate	Atlantic	(27.5,27.75]	-0.9719069	-0.9754182	-0.9683956
phosphate	Atlantic	(27.75,27.85]	-0.9707254	-0.9736360	-0.9678147
phosphate	Atlantic	(27.85,27.95]	-0.9483410	-0.9576420	-0.9390400
phosphate	Atlantic	(27.95,28.05]	-0.9344199	-0.9379623	-0.9308775
phosphate	Atlantic	(28.05,28.1]	-0.9273453	-0.9328590	-0.9218316
phosphate	Atlantic	(28.1,28.15]	-0.9404738	-0.9516226	-0.9293250
phosphate	Atlantic	(28.15,28.2]	-0.9680670	-0.9697553	-0.9663787
phosphate	Atlantic	(28.2, Inf]	-0.9255131	-0.9655786	-0.8854475
phosphate	Indian	(-Inf,26]	-0.7683493	-0.8004133	-0.7362853
phosphate	Indian	(26,26.5]	-0.9378410	-0.9532609	-0.9224211
phosphate	Indian	(26.5,26.75]	-0.9146595	-0.9413118	-0.8880072
phosphate	Indian	(26.75,27]	-0.7416391	-0.7493693	-0.7339088
phosphate	Indian	(27,27.25]	-0.2748783	-0.2879410	-0.2618156
phosphate	Indian	(27.25,27.5]	0.3220938	0.3207110	0.3234765
phosphate	Indian	(27.5,27.75]	0.3111732	0.1779768	0.4443696
phosphate	Indian	(27.75,27.85]	-0.0616608	-0.1950450	0.0717234
phosphate	Indian	(27.85,27.95]	-0.1897147	-0.3231785	-0.0562508
phosphate	Indian	(27.95,28.05]	-0.3477796	-0.4167214	-0.2788377
phosphate	Indian	(28.05,28.1]	-0.2792373	-0.3019593	-0.2565152
phosphate	Indian	(28.1, Inf]	-0.2825721	-0.2967476	-0.2683966
phosphate	Pacific	(-Inf,26]	-0.1392730	-0.1517692	-0.1267769
phosphate	Pacific	(26,26.5]	-0.7775082	-0.8269443	-0.7280720
phosphate	Pacific	(26.5,26.75]	-0.7267667	-0.7882352	-0.6652981
phosphate	Pacific	(26.75,27]	-0.6809607	-0.7575182	-0.6044032
phosphate	Pacific	(27,27.25]	0.0759186	0.0525128	0.0993245
phosphate	Pacific	(27.25,27.5]	0.5081495	0.4414567	0.5748423
phosphate	Pacific	(27.5,27.75]	0.6251226	0.5642901	0.6859550
phosphate	Pacific	(27.75,27.85]	0.7260292	0.6937475	0.7583108
phosphate	Pacific	(27.85,27.95]	0.6704211	0.6259889	0.7148534
phosphate	Pacific	(27.95,28.05]	0.3969556	0.3636105	0.4303008
phosphate	Pacific	(28.05,28.1]	0.1446134	0.1300222	0.1592045
phosphate	Pacific	(28.1, Inf]	0.1246918	0.1160080	0.1333755
sal	Atlantic	(-Inf,26.5]	0.5693506	0.4650319	0.6736693
sal	Atlantic	(26.5,26.75]	0.7988982	0.7185644	0.8792320
sal	Atlantic	(26.75,27]	0.8883661	0.8792968	0.8974353
sal	Atlantic	(27,27.25]	0.8957549	0.8918903	0.8996195
sal	Atlantic	(27.25,27.5]	0.8838802	0.8642087	0.9035517
sal	Atlantic	(27.5,27.75]	0.7783516	0.7735267	0.7831765
sal	Atlantic	(27.75,27.85]	0.6284274	0.6079504	0.6489044
sal	Atlantic	(27.85,27.95]	0.4914556	0.4245804	0.5583308
sal	Atlantic	(27.95,28.05]	0.5750179	0.5152971	0.6347387
sal	Atlantic	(28.05,28.1]	0.7175877	0.7050528	0.7301226
sal	Atlantic	(28.1,28.15]	0.7800355	0.7475456	0.8125254
sal	Atlantic	(28.15,28.2]	0.8920591	0.8867841	0.8973342
sal	Atlantic	(28.2, Inf]	0.9045270	0.8753043	0.9337496
sal	Indian	(-Inf,26]	0.6814130	0.6220124	0.7408136
sal	Indian	(26,26.5]	0.6728631	0.5505757	0.7951505
sal	Indian	(26.5,26.75]	0.4582134	0.2599989	0.6564280
sal	Indian	(26.75,27]	0.3027085	0.0226309	0.5827861
sal	Indian	(27,27.25]	0.3907186	0.1338002	0.6476370
sal	Indian	(27.25,27.5]	0.5385544	0.4102533	0.6668556
sal	Indian	(27.5,27.75]	0.4172741	0.1970772	0.6374710
sal	Indian	(27.75,27.85]	0.1823018	-0.0509109	0.4155145
sal	Indian	(27.85,27.95]	0.2340969	0.0011168	0.4670769
sal	Indian	(27.95,28.05]	0.4073698	0.2316166	0.5831229
sal	Indian	(28.05,28.1]	0.4016628	0.3038490	0.4994766
sal	Indian	(28.1, Inf]	0.4413911	0.3590469	0.5237352
sal	Pacific	(-Inf,26]	-0.0722633	-0.1062745	-0.0382522
sal	Pacific	(26,26.5]	0.3775854	0.2585290	0.4966418
sal	Pacific	(26.5,26.75]	0.4026263	0.2580116	0.5472411
sal	Pacific	(26.75,27]	0.3916347	0.3151493	0.4681201
sal	Pacific	(27,27.25]	-0.3761369	-0.4125731	-0.3397008
sal	Pacific	(27.25,27.5]	-0.4960784	-0.5126429	-0.4795138
sal	Pacific	(27.5,27.75]	-0.3218588	-0.3376913	-0.3060263
sal	Pacific	(27.75,27.85]	-0.4532161	-0.5900789	-0.3163532
sal	Pacific	(27.85,27.95]	-0.4501307	-0.5571314	-0.3431300
sal	Pacific	(27.95,28.05]	-0.2266091	-0.3132420	-0.1399761
sal	Pacific	(28.05,28.1]	-0.1253967	-0.1486016	-0.1021919
sal	Pacific	(28.1, Inf]	-0.0470179	-0.1229628	0.0289269
silicate	Atlantic	(-Inf,26.5]	-0.4369400	-0.5397529	-0.3341271
silicate	Atlantic	(26.5,26.75]	-0.6731355	-0.7007006	-0.6455703
silicate	Atlantic	(26.75,27]	-0.7325365	-0.7517517	-0.7133213
silicate	Atlantic	(27,27.25]	-0.8184043	-0.8361535	-0.8006551
silicate	Atlantic	(27.25,27.5]	-0.9010738	-0.9015750	-0.9005726
silicate	Atlantic	(27.5,27.75]	-0.8924967	-0.9001109	-0.8848825
silicate	Atlantic	(27.75,27.85]	-0.8888914	-0.8951455	-0.8826373
silicate	Atlantic	(27.85,27.95]	-0.8777651	-0.9000211	-0.8555091
silicate	Atlantic	(27.95,28.05]	-0.8848002	-0.8925076	-0.8770928
silicate	Atlantic	(28.05,28.1]	-0.8936871	-0.8986111	-0.8887632
silicate	Atlantic	(28.1,28.15]	-0.9224832	-0.9332603	-0.9117062
silicate	Atlantic	(28.15,28.2]	-0.9585419	-0.9604676	-0.9566161
silicate	Atlantic	(28.2, Inf]	-0.8548770	-0.9411136	-0.7686403
silicate	Indian	(-Inf,26]	-0.7407021	-0.7507644	-0.7306399
silicate	Indian	(26,26.5]	-0.9213910	-0.9268222	-0.9159598
silicate	Indian	(26.5,26.75]	-0.8773856	-0.9194894	-0.8352819
silicate	Indian	(26.75,27]	-0.5809242	-0.6388723	-0.5229760
silicate	Indian	(27,27.25]	-0.0887644	-0.1597502	-0.0177785
silicate	Indian	(27.25,27.5]	0.4622481	0.4577470	0.4667491
silicate	Indian	(27.5,27.75]	0.5734157	0.5219644	0.6248670
silicate	Indian	(27.75,27.85]	0.1635622	0.0290502	0.2980741
silicate	Indian	(27.85,27.95]	-0.0229014	-0.1957415	0.1499388
silicate	Indian	(27.95,28.05]	-0.1623053	-0.3150428	-0.0095678
silicate	Indian	(28.05,28.1]	-0.1432995	-0.2257379	-0.0608611
silicate	Indian	(28.1, Inf]	-0.2180437	-0.2350062	-0.2010812
silicate	Pacific	(-Inf,26]	-0.1170947	-0.1294167	-0.1047727
silicate	Pacific	(26,26.5]	-0.6741385	-0.7198672	-0.6284098
silicate	Pacific	(26.5,26.75]	-0.5909076	-0.6689067	-0.5129085
silicate	Pacific	(26.75,27]	-0.4941327	-0.5807228	-0.4075426
silicate	Pacific	(27,27.25]	0.3613683	0.3533235	0.3694130
silicate	Pacific	(27.25,27.5]	0.8005004	0.7810949	0.8199058
silicate	Pacific	(27.5,27.75]	0.8682246	0.8547817	0.8816675
silicate	Pacific	(27.75,27.85]	0.8412202	0.8227497	0.8596906
silicate	Pacific	(27.85,27.95]	0.7590131	0.7269792	0.7910470
silicate	Pacific	(27.95,28.05]	0.5182122	0.5035191	0.5329052
silicate	Pacific	(28.05,28.1]	0.3029428	0.2590422	0.3468435
silicate	Pacific	(28.1, Inf]	0.2326356	0.2038745	0.2613968
temp	Atlantic	(-Inf,26.5]	0.4203230	0.3576955	0.4829505
temp	Atlantic	(26.5,26.75]	0.7680522	0.6768062	0.8592983
temp	Atlantic	(26.75,27]	0.8409034	0.8257110	0.8560959
temp	Atlantic	(27,27.25]	0.8390469	0.8299662	0.8481277
temp	Atlantic	(27.25,27.5]	0.8413274	0.8169154	0.8657395
temp	Atlantic	(27.5,27.75]	0.7308155	0.7168148	0.7448161
temp	Atlantic	(27.75,27.85]	0.6121750	0.5789655	0.6453844
temp	Atlantic	(27.85,27.95]	0.4725460	0.3894703	0.5556217
temp	Atlantic	(27.95,28.05]	0.5930025	0.5634241	0.6225809
temp	Atlantic	(28.05,28.1]	0.6522154	0.6338091	0.6706216
temp	Atlantic	(28.1,28.15]	0.6596994	0.6042549	0.7151439
temp	Atlantic	(28.15,28.2]	0.5659643	0.4380198	0.6939088
temp	Atlantic	(28.2, Inf]	0.3820119	0.2278978	0.5361259
temp	Indian	(-Inf,26]	0.1532515	0.1034034	0.2030996
temp	Indian	(26,26.5]	0.4776445	0.4505762	0.5047129
temp	Indian	(26.5,26.75]	0.3923319	0.2503381	0.5343256
temp	Indian	(26.75,27]	0.4230151	0.1781590	0.6678713
temp	Indian	(27,27.25]	0.5443339	0.3182682	0.7703995
temp	Indian	(27.25,27.5]	0.5963733	0.4833332	0.7094134
temp	Indian	(27.5,27.75]	0.2633052	0.1124907	0.4141196
temp	Indian	(27.75,27.85]	0.1181562	-0.0621564	0.2984689
temp	Indian	(27.85,27.95]	0.1702180	-0.0277969	0.3682329
temp	Indian	(27.95,28.05]	0.3129945	0.1421206	0.4838685
temp	Indian	(28.05,28.1]	0.2738309	0.1248351	0.4228268
temp	Indian	(28.1, Inf]	0.4134246	0.3017225	0.5251267
temp	Pacific	(-Inf,26]	-0.3524897	-0.3911540	-0.3138255
temp	Pacific	(26,26.5]	0.4309951	0.3393346	0.5226556
temp	Pacific	(26.5,26.75]	0.4056334	0.2549809	0.5562860
temp	Pacific	(26.75,27]	0.4321301	0.3587770	0.5054832
temp	Pacific	(27,27.25]	-0.2388929	-0.2856759	-0.1921098
temp	Pacific	(27.25,27.5]	-0.4872751	-0.5133622	-0.4611880
temp	Pacific	(27.5,27.75]	-0.4368804	-0.4721492	-0.4016116
temp	Pacific	(27.75,27.85]	-0.4276267	-0.5884658	-0.2667876
temp	Pacific	(27.85,27.95]	-0.3945434	-0.5503873	-0.2386996
temp	Pacific	(27.95,28.05]	-0.1371565	-0.2920336	0.0177206
temp	Pacific	(28.05,28.1]	0.0200399	-0.0762443	0.1163242
temp	Pacific	(28.1, Inf]	0.2121856	0.1491655	0.2752056

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