eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-09-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
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html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	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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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
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955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
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439ee80	jens-daniel-mueller	2021-06-11
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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
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62bd574	jens-daniel-mueller	2021-05-20
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52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
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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
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
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
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
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
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
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]	0.9092555	0.8929153	0.9255958
aou + nitrate	Atlantic	(26,26.5]	0.9560644	0.9558434	0.9562855
aou + nitrate	Atlantic	(26.5,26.75]	0.9620784	0.9618635	0.9622932
aou + nitrate	Atlantic	(26.75,27]	0.9176154	0.8921449	0.9430860
aou + nitrate	Atlantic	(27,27.25]	0.8482569	0.8003508	0.8961630
aou + nitrate	Atlantic	(27.25,27.5]	0.8132839	0.7734316	0.8531363
aou + nitrate	Atlantic	(27.5,27.75]	0.8640913	0.8488594	0.8793232
aou + nitrate	Atlantic	(27.75,27.85]	0.8983755	0.8955918	0.9011593
aou + nitrate	Atlantic	(27.85,27.95]	0.9007885	0.8989955	0.9025816
aou + nitrate	Atlantic	(27.95,28.05]	0.9111409	0.9030651	0.9192166
aou + nitrate	Atlantic	(28.05,28.1]	0.9489831	0.9452147	0.9527514
aou + nitrate	Atlantic	(28.1,28.15]	0.9733960	0.9674706	0.9793213
aou + nitrate	Atlantic	(28.15,28.2]	0.9857566	0.9837054	0.9878079
aou + nitrate	Atlantic	(28.2, Inf]	0.8433429	0.8104201	0.8762657
aou + nitrate	Indian	(-Inf,26]	0.9923508	0.9904810	0.9942205
aou + nitrate	Indian	(26,26.5]	0.9851769	0.9816189	0.9887350
aou + nitrate	Indian	(26.5,26.75]	0.9576902	0.9437746	0.9716057
aou + nitrate	Indian	(26.75,27]	0.8892816	0.8525244	0.9260389
aou + nitrate	Indian	(27,27.25]	0.8084855	0.7575153	0.8594557
aou + nitrate	Indian	(27.25,27.5]	0.8727016	0.8668933	0.8785100
aou + nitrate	Indian	(27.5,27.75]	0.9064213	0.9041267	0.9087159
aou + nitrate	Indian	(27.75,27.85]	0.8853939	0.8624104	0.9083774
aou + nitrate	Indian	(27.85,27.95]	0.8459384	0.8278598	0.8640170
aou + nitrate	Indian	(27.95,28.05]	0.7813259	0.7028194	0.8598324
aou + nitrate	Indian	(28.05,28.1]	0.8776655	0.8328138	0.9225172
aou + nitrate	Indian	(28.1, Inf]	0.5989744	0.5092333	0.6887155
aou + nitrate	Pacific	(-Inf,26]	0.8793620	0.8438384	0.9148856
aou + nitrate	Pacific	(26,26.5]	0.8622039	0.8513814	0.8730264
aou + nitrate	Pacific	(26.5,26.75]	0.8082268	0.7734908	0.8429627
aou + nitrate	Pacific	(26.75,27]	0.9070885	0.9039935	0.9101834
aou + nitrate	Pacific	(27,27.25]	0.9741994	0.9735670	0.9748319
aou + nitrate	Pacific	(27.25,27.5]	0.9772848	0.9744482	0.9801214
aou + nitrate	Pacific	(27.5,27.75]	0.9781428	0.9737402	0.9825453
aou + nitrate	Pacific	(27.75,27.85]	0.9837306	0.9784056	0.9890556
aou + nitrate	Pacific	(27.85,27.95]	0.9816940	0.9770960	0.9862920
aou + nitrate	Pacific	(27.95,28.05]	0.9684759	0.9647832	0.9721687
aou + nitrate	Pacific	(28.05,28.1]	0.9588491	0.9515579	0.9661403
aou + nitrate	Pacific	(28.1, Inf]	0.9322018	0.8982404	0.9661631
aou + oxygen	Atlantic	(-Inf,26]	-0.9384765	-0.9502621	-0.9266909
aou + oxygen	Atlantic	(26,26.5]	-0.9464226	-0.9505079	-0.9423372
aou + oxygen	Atlantic	(26.5,26.75]	-0.9613509	-0.9678653	-0.9548366
aou + oxygen	Atlantic	(26.75,27]	-0.9515810	-0.9569822	-0.9461798
aou + oxygen	Atlantic	(27,27.25]	-0.9494675	-0.9509240	-0.9480110
aou + oxygen	Atlantic	(27.25,27.5]	-0.9404238	-0.9457078	-0.9351398
aou + oxygen	Atlantic	(27.5,27.75]	-0.9311198	-0.9418838	-0.9203558
aou + oxygen	Atlantic	(27.75,27.85]	-0.9400427	-0.9475553	-0.9325301
aou + oxygen	Atlantic	(27.85,27.95]	-0.9560510	-0.9575377	-0.9545643
aou + oxygen	Atlantic	(27.95,28.05]	-0.9596837	-0.9608519	-0.9585155
aou + oxygen	Atlantic	(28.05,28.1]	-0.9725805	-0.9768765	-0.9682845
aou + oxygen	Atlantic	(28.1,28.15]	-0.9881596	-0.9887493	-0.9875700
aou + oxygen	Atlantic	(28.15,28.2]	-0.9945087	-0.9953573	-0.9936601
aou + oxygen	Atlantic	(28.2, Inf]	-0.9771890	-0.9800166	-0.9743614
aou + oxygen	Indian	(-Inf,26]	-0.9937641	-0.9943644	-0.9931638
aou + oxygen	Indian	(26,26.5]	-0.9969018	-0.9969144	-0.9968892
aou + oxygen	Indian	(26.5,26.75]	-0.9958408	-0.9974542	-0.9942274
aou + oxygen	Indian	(26.75,27]	-0.9914562	-0.9957526	-0.9871597
aou + oxygen	Indian	(27,27.25]	-0.9936596	-0.9954957	-0.9918236
aou + oxygen	Indian	(27.25,27.5]	-0.9957850	-0.9961372	-0.9954329
aou + oxygen	Indian	(27.5,27.75]	-0.9963897	-0.9965537	-0.9962258
aou + oxygen	Indian	(27.75,27.85]	-0.9973592	-0.9979299	-0.9967885
aou + oxygen	Indian	(27.85,27.95]	-0.9956270	-0.9958128	-0.9954412
aou + oxygen	Indian	(27.95,28.05]	-0.9897837	-0.9906941	-0.9888733
aou + oxygen	Indian	(28.05,28.1]	-0.9895483	-0.9941822	-0.9849144
aou + oxygen	Indian	(28.1, Inf]	-0.9847652	-0.9876838	-0.9818466
aou + oxygen	Pacific	(-Inf,26]	-0.8647509	-0.9009296	-0.8285723
aou + oxygen	Pacific	(26,26.5]	-0.9780407	-0.9844974	-0.9715840
aou + oxygen	Pacific	(26.5,26.75]	-0.9789097	-0.9842260	-0.9735933
aou + oxygen	Pacific	(26.75,27]	-0.9760348	-0.9764327	-0.9756368
aou + oxygen	Pacific	(27,27.25]	-0.9937537	-0.9942874	-0.9932201
aou + oxygen	Pacific	(27.25,27.5]	-0.9955087	-0.9959915	-0.9950260
aou + oxygen	Pacific	(27.5,27.75]	-0.9952310	-0.9964033	-0.9940587
aou + oxygen	Pacific	(27.75,27.85]	-0.9975035	-0.9978935	-0.9971136
aou + oxygen	Pacific	(27.85,27.95]	-0.9973918	-0.9983662	-0.9964174
aou + oxygen	Pacific	(27.95,28.05]	-0.9967778	-0.9987345	-0.9948212
aou + oxygen	Pacific	(28.05,28.1]	-0.9968370	-0.9991663	-0.9945077
aou + oxygen	Pacific	(28.1, Inf]	-0.9940908	-0.9965175	-0.9916640
aou + phosphate	Atlantic	(-Inf,26]	0.7382379	0.7261145	0.7503613
aou + phosphate	Atlantic	(26,26.5]	0.8705564	0.8578555	0.8832574
aou + phosphate	Atlantic	(26.5,26.75]	0.9111129	0.9055362	0.9166896
aou + phosphate	Atlantic	(26.75,27]	0.8612239	0.8257197	0.8967281
aou + phosphate	Atlantic	(27,27.25]	0.7878249	0.7272841	0.8483657
aou + phosphate	Atlantic	(27.25,27.5]	0.7620306	0.7162040	0.8078573
aou + phosphate	Atlantic	(27.5,27.75]	0.8308180	0.8165238	0.8451122
aou + phosphate	Atlantic	(27.75,27.85]	0.8708120	0.8698814	0.8717426
aou + phosphate	Atlantic	(27.85,27.95]	0.8898324	0.8871193	0.8925456
aou + phosphate	Atlantic	(27.95,28.05]	0.9081006	0.8997092	0.9164919
aou + phosphate	Atlantic	(28.05,28.1]	0.9447239	0.9387422	0.9507056
aou + phosphate	Atlantic	(28.1,28.15]	0.9690081	0.9659194	0.9720969
aou + phosphate	Atlantic	(28.15,28.2]	0.9855731	0.9835806	0.9875656
aou + phosphate	Atlantic	(28.2, Inf]	0.8444971	0.8134387	0.8755555
aou + phosphate	Indian	(-Inf,26]	0.9940099	0.9922876	0.9957321
aou + phosphate	Indian	(26,26.5]	0.9935480	0.9913441	0.9957519
aou + phosphate	Indian	(26.5,26.75]	0.9674593	0.9480360	0.9868826
aou + phosphate	Indian	(26.75,27]	0.9086479	0.8630870	0.9542087
aou + phosphate	Indian	(27,27.25]	0.8627398	0.7876319	0.9378477
aou + phosphate	Indian	(27.25,27.5]	0.9296807	0.9091123	0.9502491
aou + phosphate	Indian	(27.5,27.75]	0.9547123	0.9467286	0.9626961
aou + phosphate	Indian	(27.75,27.85]	0.9259793	0.9090846	0.9428740
aou + phosphate	Indian	(27.85,27.95]	0.8696325	0.8375706	0.9016945
aou + phosphate	Indian	(27.95,28.05]	0.8086330	0.7308910	0.8863750
aou + phosphate	Indian	(28.05,28.1]	0.8945331	0.8449262	0.9441401
aou + phosphate	Indian	(28.1, Inf]	0.6089465	0.4979446	0.7199484
aou + phosphate	Pacific	(-Inf,26]	0.8585858	0.8224055	0.8947662
aou + phosphate	Pacific	(26,26.5]	0.9062605	0.8968069	0.9157141
aou + phosphate	Pacific	(26.5,26.75]	0.8317366	0.7901277	0.8733455
aou + phosphate	Pacific	(26.75,27]	0.9071923	0.9060438	0.9083408
aou + phosphate	Pacific	(27,27.25]	0.9797241	0.9792355	0.9802127
aou + phosphate	Pacific	(27.25,27.5]	0.9810294	0.9793386	0.9827203
aou + phosphate	Pacific	(27.5,27.75]	0.9782991	0.9746127	0.9819855
aou + phosphate	Pacific	(27.75,27.85]	0.9816095	0.9770259	0.9861930
aou + phosphate	Pacific	(27.85,27.95]	0.9815316	0.9784468	0.9846165
aou + phosphate	Pacific	(27.95,28.05]	0.9718838	0.9659521	0.9778156
aou + phosphate	Pacific	(28.05,28.1]	0.9595021	0.9486068	0.9703973
aou + phosphate	Pacific	(28.1, Inf]	0.9193178	0.8799623	0.9586733
aou + silicate	Atlantic	(-Inf,26]	0.5209260	0.4192511	0.6226009
aou + silicate	Atlantic	(26,26.5]	0.8000769	0.7708556	0.8292982
aou + silicate	Atlantic	(26.5,26.75]	0.8760739	0.8552269	0.8969208
aou + silicate	Atlantic	(26.75,27]	0.8456213	0.8094435	0.8817991
aou + silicate	Atlantic	(27,27.25]	0.7417034	0.6556543	0.8277526
aou + silicate	Atlantic	(27.25,27.5]	0.5881850	0.4942217	0.6821483
aou + silicate	Atlantic	(27.5,27.75]	0.5970361	0.5790319	0.6150403
aou + silicate	Atlantic	(27.75,27.85]	0.7443492	0.7202683	0.7684301
aou + silicate	Atlantic	(27.85,27.95]	0.8028879	0.7850588	0.8207169
aou + silicate	Atlantic	(27.95,28.05]	0.8901859	0.8782897	0.9020822
aou + silicate	Atlantic	(28.05,28.1]	0.9545407	0.9495124	0.9595689
aou + silicate	Atlantic	(28.1,28.15]	0.9728247	0.9697162	0.9759333
aou + silicate	Atlantic	(28.15,28.2]	0.9869802	0.9858588	0.9881017
aou + silicate	Atlantic	(28.2, Inf]	0.8654770	0.8427415	0.8882125
aou + silicate	Indian	(-Inf,26]	0.9320131	0.9147352	0.9492909
aou + silicate	Indian	(26,26.5]	0.9473961	0.9373591	0.9574331
aou + silicate	Indian	(26.5,26.75]	0.9659788	0.9626317	0.9693258
aou + silicate	Indian	(26.75,27]	0.9680349	0.9653739	0.9706959
aou + silicate	Indian	(27,27.25]	0.9059184	0.8834010	0.9284358
aou + silicate	Indian	(27.25,27.5]	0.8751891	0.8674172	0.8829611
aou + silicate	Indian	(27.5,27.75]	0.8213227	0.8096545	0.8329909
aou + silicate	Indian	(27.75,27.85]	0.8135643	0.7742910	0.8528377
aou + silicate	Indian	(27.85,27.95]	0.8197431	0.7887076	0.8507786
aou + silicate	Indian	(27.95,28.05]	0.8521091	0.8164008	0.8878173
aou + silicate	Indian	(28.05,28.1]	0.9427480	0.9331315	0.9523646
aou + silicate	Indian	(28.1, Inf]	0.4635642	0.3604823	0.5666461
aou + silicate	Pacific	(-Inf,26]	0.5856173	0.5484585	0.6227761
aou + silicate	Pacific	(26,26.5]	0.4899532	0.4314289	0.5484774
aou + silicate	Pacific	(26.5,26.75]	0.2806205	0.2260697	0.3351714
aou + silicate	Pacific	(26.75,27]	0.5901775	0.5178698	0.6624851
aou + silicate	Pacific	(27,27.25]	0.8744668	0.8536878	0.8952457
aou + silicate	Pacific	(27.25,27.5]	0.9026346	0.8819339	0.9233353
aou + silicate	Pacific	(27.5,27.75]	0.9163877	0.8942746	0.9385008
aou + silicate	Pacific	(27.75,27.85]	0.9681625	0.9673129	0.9690121
aou + silicate	Pacific	(27.85,27.95]	0.9630746	0.9622531	0.9638961
aou + silicate	Pacific	(27.95,28.05]	0.9474325	0.9429770	0.9518881
aou + silicate	Pacific	(28.05,28.1]	0.9541993	0.9534718	0.9549269
aou + silicate	Pacific	(28.1, Inf]	0.8643738	0.8584496	0.8702981
nitrate + silicate	Atlantic	(-Inf,26]	0.6518959	0.5949388	0.7088531
nitrate + silicate	Atlantic	(26,26.5]	0.8801359	0.8597840	0.9004878
nitrate + silicate	Atlantic	(26.5,26.75]	0.9268797	0.9045000	0.9492594
nitrate + silicate	Atlantic	(26.75,27]	0.9109229	0.8808557	0.9409901
nitrate + silicate	Atlantic	(27,27.25]	0.9115018	0.8897597	0.9332439
nitrate + silicate	Atlantic	(27.25,27.5]	0.8918275	0.8683773	0.9152777
nitrate + silicate	Atlantic	(27.5,27.75]	0.8729713	0.8727129	0.8732297
nitrate + silicate	Atlantic	(27.75,27.85]	0.9284793	0.9156720	0.9412865
nitrate + silicate	Atlantic	(27.85,27.95]	0.9621437	0.9544179	0.9698694
nitrate + silicate	Atlantic	(27.95,28.05]	0.9811605	0.9790660	0.9832549
nitrate + silicate	Atlantic	(28.05,28.1]	0.9894505	0.9889809	0.9899200
nitrate + silicate	Atlantic	(28.1,28.15]	0.9914684	0.9914547	0.9914820
nitrate + silicate	Atlantic	(28.15,28.2]	0.9916675	0.9914746	0.9918604
nitrate + silicate	Atlantic	(28.2, Inf]	0.9684356	0.9570703	0.9798009
nitrate + silicate	Indian	(-Inf,26]	0.9482606	0.9360173	0.9605039
nitrate + silicate	Indian	(26,26.5]	0.9595898	0.9585404	0.9606393
nitrate + silicate	Indian	(26.5,26.75]	0.9523962	0.9415781	0.9632144
nitrate + silicate	Indian	(26.75,27]	0.9229524	0.8995675	0.9463372
nitrate + silicate	Indian	(27,27.25]	0.9202376	0.9122520	0.9282233
nitrate + silicate	Indian	(27.25,27.5]	0.9209774	0.9207353	0.9212196
nitrate + silicate	Indian	(27.5,27.75]	0.7999928	0.7857167	0.8142690
nitrate + silicate	Indian	(27.75,27.85]	0.7492014	0.7056582	0.7927447
nitrate + silicate	Indian	(27.85,27.95]	0.8389441	0.8350466	0.8428416
nitrate + silicate	Indian	(27.95,28.05]	0.8951592	0.8810861	0.9092322
nitrate + silicate	Indian	(28.05,28.1]	0.9406712	0.9267739	0.9545686
nitrate + silicate	Indian	(28.1, Inf]	0.8217820	0.7990197	0.8445444
nitrate + silicate	Pacific	(-Inf,26]	0.8133295	0.7941304	0.8325287
nitrate + silicate	Pacific	(26,26.5]	0.7508754	0.6991443	0.8026066
nitrate + silicate	Pacific	(26.5,26.75]	0.6663204	0.5846774	0.7479634
nitrate + silicate	Pacific	(26.75,27]	0.7861735	0.7397332	0.8326138
nitrate + silicate	Pacific	(27,27.25]	0.8868721	0.8660032	0.9077409
nitrate + silicate	Pacific	(27.25,27.5]	0.8703746	0.8431454	0.8976039
nitrate + silicate	Pacific	(27.5,27.75]	0.8799173	0.8549530	0.9048817
nitrate + silicate	Pacific	(27.75,27.85]	0.9460751	0.9428726	0.9492776
nitrate + silicate	Pacific	(27.85,27.95]	0.9520656	0.9488325	0.9552987
nitrate + silicate	Pacific	(27.95,28.05]	0.9291768	0.9122163	0.9461372
nitrate + silicate	Pacific	(28.05,28.1]	0.9246905	0.9194223	0.9299588
nitrate + silicate	Pacific	(28.1, Inf]	0.8838031	0.8482193	0.9193868
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8496563	-0.8513814	-0.8479312
oxygen + nitrate	Atlantic	(26,26.5]	-0.8350519	-0.8393987	-0.8307051
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8666602	-0.8777384	-0.8555821
oxygen + nitrate	Atlantic	(26.75,27]	-0.7958061	-0.8364551	-0.7551571
oxygen + nitrate	Atlantic	(27,27.25]	-0.6946585	-0.7614041	-0.6279129
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6096058	-0.6814137	-0.5377980
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6482087	-0.6962780	-0.6001393
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7060556	-0.7262539	-0.6858573
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7424097	-0.7427488	-0.7420705
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7703701	-0.7850712	-0.7556690
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8580246	-0.8739458	-0.8421035
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9328406	-0.9434277	-0.9222535
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9728963	-0.9754304	-0.9703622
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7316923	-0.7867078	-0.6766769
oxygen + nitrate	Indian	(-Inf,26]	-0.9816161	-0.9825963	-0.9806359
oxygen + nitrate	Indian	(26,26.5]	-0.9710430	-0.9767152	-0.9653707
oxygen + nitrate	Indian	(26.5,26.75]	-0.9293029	-0.9534952	-0.9051106
oxygen + nitrate	Indian	(26.75,27]	-0.8241108	-0.8888754	-0.7593462
oxygen + nitrate	Indian	(27,27.25]	-0.7403995	-0.8108033	-0.6699956
oxygen + nitrate	Indian	(27.25,27.5]	-0.8294442	-0.8342277	-0.8246607
oxygen + nitrate	Indian	(27.5,27.75]	-0.8855414	-0.8920850	-0.8789978
oxygen + nitrate	Indian	(27.75,27.85]	-0.8708697	-0.8951797	-0.8465596
oxygen + nitrate	Indian	(27.85,27.95]	-0.8060479	-0.8245583	-0.7875376
oxygen + nitrate	Indian	(27.95,28.05]	-0.6954858	-0.7914055	-0.5995662
oxygen + nitrate	Indian	(28.05,28.1]	-0.8103240	-0.8841943	-0.7364536
oxygen + nitrate	Indian	(28.1, Inf]	-0.4695613	-0.5819302	-0.3571924
oxygen + nitrate	Pacific	(-Inf,26]	-0.5943512	-0.7115973	-0.4771050
oxygen + nitrate	Pacific	(26,26.5]	-0.7546178	-0.7915355	-0.7177001
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6864143	-0.7514908	-0.6213378
oxygen + nitrate	Pacific	(26.75,27]	-0.8058490	-0.8102701	-0.8014278
oxygen + nitrate	Pacific	(27,27.25]	-0.9519971	-0.9531772	-0.9508170
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9665685	-0.9695610	-0.9635760
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9697189	-0.9763440	-0.9630937
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9794792	-0.9865852	-0.9723732
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9776016	-0.9836153	-0.9715878
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9585993	-0.9687532	-0.9484453
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9461188	-0.9605008	-0.9317367
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8991118	-0.9475576	-0.8506660
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5961455	-0.6128210	-0.5794700
oxygen + phosphate	Atlantic	(26,26.5]	-0.6868647	-0.7027097	-0.6710198
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7779444	-0.7824873	-0.7734015
oxygen + phosphate	Atlantic	(26.75,27]	-0.7005975	-0.7545222	-0.6466728
oxygen + phosphate	Atlantic	(27,27.25]	-0.5997492	-0.6766940	-0.5228044
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5312437	-0.6073836	-0.4551038
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5934915	-0.6402621	-0.5467210
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6615564	-0.6771727	-0.6459401
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7244465	-0.7257474	-0.7231456
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7646884	-0.7798122	-0.7495647
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8502305	-0.8690567	-0.8314044
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9250977	-0.9322723	-0.9179231
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9719527	-0.9744492	-0.9694561
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7317593	-0.7850066	-0.6785119
oxygen + phosphate	Indian	(-Inf,26]	-0.9867378	-0.9888841	-0.9845916
oxygen + phosphate	Indian	(26,26.5]	-0.9843982	-0.9890606	-0.9797357
oxygen + phosphate	Indian	(26.5,26.75]	-0.9431573	-0.9760698	-0.9102448
oxygen + phosphate	Indian	(26.75,27]	-0.8497769	-0.9265064	-0.7730475
oxygen + phosphate	Indian	(27,27.25]	-0.8058332	-0.9062889	-0.7053775
oxygen + phosphate	Indian	(27.25,27.5]	-0.8978214	-0.9259288	-0.8697140
oxygen + phosphate	Indian	(27.5,27.75]	-0.9404411	-0.9494241	-0.9314581
oxygen + phosphate	Indian	(27.75,27.85]	-0.9070094	-0.9267611	-0.8872578
oxygen + phosphate	Indian	(27.85,27.95]	-0.8268594	-0.8616320	-0.7920868
oxygen + phosphate	Indian	(27.95,28.05]	-0.7254456	-0.8210826	-0.6298086
oxygen + phosphate	Indian	(28.05,28.1]	-0.8297014	-0.9095459	-0.7498569
oxygen + phosphate	Indian	(28.1, Inf]	-0.4798274	-0.6175861	-0.3420688
oxygen + phosphate	Pacific	(-Inf,26]	-0.5985794	-0.7145924	-0.4825663
oxygen + phosphate	Pacific	(26,26.5]	-0.8057895	-0.8365368	-0.7750421
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7090017	-0.7797263	-0.6382772
oxygen + phosphate	Pacific	(26.75,27]	-0.8009861	-0.8013162	-0.8006560
oxygen + phosphate	Pacific	(27,27.25]	-0.9568911	-0.9569396	-0.9568427
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9696273	-0.9719294	-0.9673252
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9706163	-0.9763404	-0.9648923
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9778552	-0.9837570	-0.9719535
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9764631	-0.9816947	-0.9712314
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9611066	-0.9741671	-0.9480460
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9454991	-0.9659453	-0.9250528
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8846486	-0.9397729	-0.8295242
oxygen + silicate	Atlantic	(-Inf,26]	-0.3830527	-0.5052990	-0.2608064
oxygen + silicate	Atlantic	(26,26.5]	-0.6205055	-0.6492458	-0.5917653
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7424116	-0.7521187	-0.7327045
oxygen + silicate	Atlantic	(26.75,27]	-0.6798546	-0.7352577	-0.6244516
oxygen + silicate	Atlantic	(27,27.25]	-0.5478009	-0.6496514	-0.4459505
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3311918	-0.4564080	-0.2059757
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3185185	-0.3672552	-0.2697818
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5143235	-0.5281859	-0.5004610
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6079598	-0.6285925	-0.5873271
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7347696	-0.7551703	-0.7143690
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8654289	-0.8832154	-0.8476424
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9322224	-0.9394336	-0.9250111
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9792194	-0.9808297	-0.9776091
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7668652	-0.8068756	-0.7268549
oxygen + silicate	Indian	(-Inf,26]	-0.9073576	-0.9278255	-0.8868896
oxygen + silicate	Indian	(26,26.5]	-0.9322853	-0.9467499	-0.9178207
oxygen + silicate	Indian	(26.5,26.75]	-0.9527886	-0.9553460	-0.9502312
oxygen + silicate	Indian	(26.75,27]	-0.9417330	-0.9542583	-0.9292076
oxygen + silicate	Indian	(27,27.25]	-0.8617090	-0.8974004	-0.8260176
oxygen + silicate	Indian	(27.25,27.5]	-0.8347672	-0.8425231	-0.8270113
oxygen + silicate	Indian	(27.5,27.75]	-0.7820806	-0.7950717	-0.7690894
oxygen + silicate	Indian	(27.75,27.85]	-0.7852382	-0.8307208	-0.7397557
oxygen + silicate	Indian	(27.85,27.95]	-0.7762940	-0.8116771	-0.7409109
oxygen + silicate	Indian	(27.95,28.05]	-0.7827686	-0.8316031	-0.7339341
oxygen + silicate	Indian	(28.05,28.1]	-0.8993962	-0.9269543	-0.8718381
oxygen + silicate	Indian	(28.1, Inf]	-0.3251291	-0.4479506	-0.2023076
oxygen + silicate	Pacific	(-Inf,26]	-0.2261534	-0.3418625	-0.1104443
oxygen + silicate	Pacific	(26,26.5]	-0.3304771	-0.3692490	-0.2917051
oxygen + silicate	Pacific	(26.5,26.75]	-0.1037183	-0.1343633	-0.0730734
oxygen + silicate	Pacific	(26.75,27]	-0.4184506	-0.5006540	-0.3362473
oxygen + silicate	Pacific	(27,27.25]	-0.8232581	-0.8498280	-0.7966882
oxygen + silicate	Pacific	(27.25,27.5]	-0.8650367	-0.8916399	-0.8384335
oxygen + silicate	Pacific	(27.5,27.75]	-0.8812904	-0.9134037	-0.8491772
oxygen + silicate	Pacific	(27.75,27.85]	-0.9556925	-0.9584187	-0.9529662
oxygen + silicate	Pacific	(27.85,27.95]	-0.9496967	-0.9538976	-0.9454958
oxygen + silicate	Pacific	(27.95,28.05]	-0.9290929	-0.9303527	-0.9278331
oxygen + silicate	Pacific	(28.05,28.1]	-0.9377161	-0.9453049	-0.9301274
oxygen + silicate	Pacific	(28.1, Inf]	-0.8283408	-0.8307552	-0.8259263
phosphate + nitrate	Atlantic	(-Inf,26]	0.8412906	0.8004423	0.8821389
phosphate + nitrate	Atlantic	(26,26.5]	0.9510731	0.9471526	0.9549935
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9806230	0.9786932	0.9825528
phosphate + nitrate	Atlantic	(26.75,27]	0.9831369	0.9809613	0.9853124
phosphate + nitrate	Atlantic	(27,27.25]	0.9858744	0.9847360	0.9870129
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9908152	0.9905065	0.9911238
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9928285	0.9928107	0.9928463
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9928573	0.9914531	0.9942615
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9930168	0.9917358	0.9942978
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9924875	0.9913088	0.9936662
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9929745	0.9921511	0.9937979
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9945363	0.9941954	0.9948772
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970782	0.9969238	0.9972325
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9929163	0.9906376	0.9951951
phosphate + nitrate	Indian	(-Inf,26]	0.9940846	0.9908466	0.9973226
phosphate + nitrate	Indian	(26,26.5]	0.9904416	0.9840529	0.9968302
phosphate + nitrate	Indian	(26.5,26.75]	0.9913284	0.9858904	0.9967664
phosphate + nitrate	Indian	(26.75,27]	0.9860254	0.9769512	0.9950996
phosphate + nitrate	Indian	(27,27.25]	0.9595786	0.9328147	0.9863425
phosphate + nitrate	Indian	(27.25,27.5]	0.9546196	0.9323704	0.9768688
phosphate + nitrate	Indian	(27.5,27.75]	0.9321727	0.9320418	0.9323037
phosphate + nitrate	Indian	(27.75,27.85]	0.9256281	0.9124628	0.9387934
phosphate + nitrate	Indian	(27.85,27.95]	0.9490789	0.9483708	0.9497870
phosphate + nitrate	Indian	(27.95,28.05]	0.9720690	0.9702510	0.9738870
phosphate + nitrate	Indian	(28.05,28.1]	0.9761666	0.9709504	0.9813827
phosphate + nitrate	Indian	(28.1, Inf]	0.9135637	0.9089850	0.9181424
phosphate + nitrate	Pacific	(-Inf,26]	0.9562496	0.9561341	0.9563650
phosphate + nitrate	Pacific	(26,26.5]	0.9435840	0.9361706	0.9509974
phosphate + nitrate	Pacific	(26.5,26.75]	0.9422400	0.9354380	0.9490421
phosphate + nitrate	Pacific	(26.75,27]	0.9745158	0.9713860	0.9776456
phosphate + nitrate	Pacific	(27,27.25]	0.9869612	0.9855782	0.9883442
phosphate + nitrate	Pacific	(27.25,27.5]	0.9891510	0.9867383	0.9915637
phosphate + nitrate	Pacific	(27.5,27.75]	0.9880055	0.9830417	0.9929693
phosphate + nitrate	Pacific	(27.75,27.85]	0.9843854	0.9776619	0.9911088
phosphate + nitrate	Pacific	(27.85,27.95]	0.9801583	0.9726993	0.9876172
phosphate + nitrate	Pacific	(27.95,28.05]	0.9637943	0.9625823	0.9650062
phosphate + nitrate	Pacific	(28.05,28.1]	0.9458792	0.9390192	0.9527392
phosphate + nitrate	Pacific	(28.1, Inf]	0.9381778	0.9058881	0.9704676
phosphate + silicate	Atlantic	(-Inf,26]	0.8021816	0.7661546	0.8382087
phosphate + silicate	Atlantic	(26,26.5]	0.9209470	0.9031369	0.9387570
phosphate + silicate	Atlantic	(26.5,26.75]	0.9432650	0.9242750	0.9622550
phosphate + silicate	Atlantic	(26.75,27]	0.9292481	0.9032250	0.9552712
phosphate + silicate	Atlantic	(27,27.25]	0.9305943	0.9116127	0.9495759
phosphate + silicate	Atlantic	(27.25,27.5]	0.9175569	0.8978743	0.9372396
phosphate + silicate	Atlantic	(27.5,27.75]	0.8931189	0.8918439	0.8943940
phosphate + silicate	Atlantic	(27.75,27.85]	0.9373565	0.9273406	0.9473724
phosphate + silicate	Atlantic	(27.85,27.95]	0.9665382	0.9601777	0.9728987
phosphate + silicate	Atlantic	(27.95,28.05]	0.9826491	0.9813625	0.9839357
phosphate + silicate	Atlantic	(28.05,28.1]	0.9898721	0.9894804	0.9902637
phosphate + silicate	Atlantic	(28.1,28.15]	0.9920200	0.9919120	0.9921280
phosphate + silicate	Atlantic	(28.15,28.2]	0.9917802	0.9914107	0.9921498
phosphate + silicate	Atlantic	(28.2, Inf]	0.9705173	0.9610487	0.9799859
phosphate + silicate	Indian	(-Inf,26]	0.9365018	0.9131345	0.9598691
phosphate + silicate	Indian	(26,26.5]	0.9532479	0.9432422	0.9632536
phosphate + silicate	Indian	(26.5,26.75]	0.9531266	0.9454786	0.9607745
phosphate + silicate	Indian	(26.75,27]	0.9334596	0.9111314	0.9557877
phosphate + silicate	Indian	(27,27.25]	0.9346067	0.9286690	0.9405444
phosphate + silicate	Indian	(27.25,27.5]	0.9202205	0.9053918	0.9350491
phosphate + silicate	Indian	(27.5,27.75]	0.8415696	0.8183822	0.8647570
phosphate + silicate	Indian	(27.75,27.85]	0.8602178	0.8491558	0.8712798
phosphate + silicate	Indian	(27.85,27.95]	0.9034825	0.9018868	0.9050783
phosphate + silicate	Indian	(27.95,28.05]	0.9179346	0.9044645	0.9314047
phosphate + silicate	Indian	(28.05,28.1]	0.9497933	0.9325483	0.9670382
phosphate + silicate	Indian	(28.1, Inf]	0.8124938	0.7960793	0.8289083
phosphate + silicate	Pacific	(-Inf,26]	0.7387445	0.7096629	0.7678262
phosphate + silicate	Pacific	(26,26.5]	0.7090581	0.6646572	0.7534590
phosphate + silicate	Pacific	(26.5,26.75]	0.6317041	0.5519230	0.7114851
phosphate + silicate	Pacific	(26.75,27]	0.7868048	0.7398827	0.8337270
phosphate + silicate	Pacific	(27,27.25]	0.8975371	0.8792490	0.9158252
phosphate + silicate	Pacific	(27.25,27.5]	0.8817364	0.8572900	0.9061828
phosphate + silicate	Pacific	(27.5,27.75]	0.8803475	0.8545516	0.9061434
phosphate + silicate	Pacific	(27.75,27.85]	0.9484833	0.9441894	0.9527771
phosphate + silicate	Pacific	(27.85,27.95]	0.9589281	0.9562968	0.9615594
phosphate + silicate	Pacific	(27.95,28.05]	0.9487771	0.9478573	0.9496968
phosphate + silicate	Pacific	(28.05,28.1]	0.9448272	0.9420433	0.9476111
phosphate + silicate	Pacific	(28.1, Inf]	0.8714711	0.8289506	0.9139917
sal + aou	Atlantic	(-Inf,26]	-0.2356640	-0.3915423	-0.0797856
sal + aou	Atlantic	(26,26.5]	-0.2936117	-0.3795911	-0.2076323
sal + aou	Atlantic	(26.5,26.75]	-0.3992141	-0.5051837	-0.2932445
sal + aou	Atlantic	(26.75,27]	-0.2563939	-0.4173403	-0.0954474
sal + aou	Atlantic	(27,27.25]	-0.1300662	-0.2847196	0.0245873
sal + aou	Atlantic	(27.25,27.5]	-0.1608765	-0.2442438	-0.0775092
sal + aou	Atlantic	(27.5,27.75]	-0.2832112	-0.2986890	-0.2677334
sal + aou	Atlantic	(27.75,27.85]	-0.2152815	-0.2760936	-0.1544695
sal + aou	Atlantic	(27.85,27.95]	-0.2741472	-0.3468048	-0.2014897
sal + aou	Atlantic	(27.95,28.05]	-0.4571233	-0.5173337	-0.3969128
sal + aou	Atlantic	(28.05,28.1]	-0.6836564	-0.7077412	-0.6595717
sal + aou	Atlantic	(28.1,28.15]	-0.7817720	-0.8006312	-0.7629127
sal + aou	Atlantic	(28.15,28.2]	-0.8964413	-0.8977574	-0.8951252
sal + aou	Atlantic	(28.2, Inf]	-0.5241060	-0.6073675	-0.4408446
sal + aou	Indian	(-Inf,26]	-0.6625785	-0.8011864	-0.5239706
sal + aou	Indian	(26,26.5]	-0.6109494	-0.7920541	-0.4298447
sal + aou	Indian	(26.5,26.75]	-0.0988809	-0.2105267	0.0127649
sal + aou	Indian	(26.75,27]	0.4697523	0.3327023	0.6068024
sal + aou	Indian	(27,27.25]	0.8587401	0.8471114	0.8703687
sal + aou	Indian	(27.25,27.5]	0.9216318	0.8745290	0.9687346
sal + aou	Indian	(27.5,27.75]	0.9192579	0.8759910	0.9625249
sal + aou	Indian	(27.75,27.85]	0.9543526	0.9446601	0.9640452
sal + aou	Indian	(27.85,27.95]	0.9184444	0.9120912	0.9247977
sal + aou	Indian	(27.95,28.05]	0.6802921	0.6382661	0.7223180
sal + aou	Indian	(28.05,28.1]	0.1062965	0.0133087	0.1992842
sal + aou	Indian	(28.1, Inf]	0.5709304	0.5596595	0.5822012
sal + aou	Pacific	(-Inf,26]	-0.0505988	-0.0525914	-0.0486061
sal + aou	Pacific	(26,26.5]	0.1585764	-0.0011292	0.3182819
sal + aou	Pacific	(26.5,26.75]	0.3611630	0.2419916	0.4803344
sal + aou	Pacific	(26.75,27]	0.0190493	-0.0848418	0.1229405
sal + aou	Pacific	(27,27.25]	-0.1524722	-0.1956732	-0.1092712
sal + aou	Pacific	(27.25,27.5]	0.1216789	0.0328825	0.2104754
sal + aou	Pacific	(27.5,27.75]	0.1694969	0.0450087	0.2939851
sal + aou	Pacific	(27.75,27.85]	-0.0873178	-0.2093462	0.0347105
sal + aou	Pacific	(27.85,27.95]	-0.2879313	-0.4464212	-0.1294414
sal + aou	Pacific	(27.95,28.05]	-0.4991831	-0.7576328	-0.2407334
sal + aou	Pacific	(28.05,28.1]	-0.6047211	-0.8863984	-0.3230437
sal + aou	Pacific	(28.1, Inf]	-0.3723193	-0.7552586	0.0106199
sal + nitrate	Atlantic	(-Inf,26]	-0.2958717	-0.3672174	-0.2245260
sal + nitrate	Atlantic	(26,26.5]	-0.4732164	-0.5449293	-0.4015035
sal + nitrate	Atlantic	(26.5,26.75]	-0.5980762	-0.6905325	-0.5056199
sal + nitrate	Atlantic	(26.75,27]	-0.5373743	-0.6433513	-0.4313974
sal + nitrate	Atlantic	(27,27.25]	-0.5180561	-0.5717092	-0.4644029
sal + nitrate	Atlantic	(27.25,27.5]	-0.6125160	-0.6167237	-0.6083083
sal + nitrate	Atlantic	(27.5,27.75]	-0.6551480	-0.6920059	-0.6182901
sal + nitrate	Atlantic	(27.75,27.85]	-0.5669547	-0.6210850	-0.5128245
sal + nitrate	Atlantic	(27.85,27.95]	-0.6107259	-0.6597033	-0.5617484
sal + nitrate	Atlantic	(27.95,28.05]	-0.7454768	-0.7735926	-0.7173609
sal + nitrate	Atlantic	(28.05,28.1]	-0.8492766	-0.8561688	-0.8423845
sal + nitrate	Atlantic	(28.1,28.15]	-0.8759904	-0.8830698	-0.8689110
sal + nitrate	Atlantic	(28.15,28.2]	-0.9367696	-0.9399719	-0.9335674
sal + nitrate	Atlantic	(28.2, Inf]	-0.8765969	-0.8978293	-0.8553645
sal + nitrate	Indian	(-Inf,26]	-0.6922989	-0.8158505	-0.5687474
sal + nitrate	Indian	(26,26.5]	-0.7191151	-0.8580034	-0.5802267
sal + nitrate	Indian	(26.5,26.75]	-0.3522026	-0.5013974	-0.2030078
sal + nitrate	Indian	(26.75,27]	0.0404185	-0.2008808	0.2817178
sal + nitrate	Indian	(27,27.25]	0.4234382	0.3511985	0.4956778
sal + nitrate	Indian	(27.25,27.5]	0.6683498	0.5763940	0.7603057
sal + nitrate	Indian	(27.5,27.75]	0.7379971	0.6521265	0.8238678
sal + nitrate	Indian	(27.75,27.85]	0.7569033	0.7008703	0.8129364
sal + nitrate	Indian	(27.85,27.95]	0.6043205	0.5884190	0.6202220
sal + nitrate	Indian	(27.95,28.05]	0.1162254	0.0479908	0.1844601
sal + nitrate	Indian	(28.05,28.1]	-0.3239405	-0.3245038	-0.3233771
sal + nitrate	Indian	(28.1, Inf]	-0.2039124	-0.2812174	-0.1266074
sal + nitrate	Pacific	(-Inf,26]	-0.3591815	-0.4288397	-0.2895232
sal + nitrate	Pacific	(26,26.5]	-0.2502308	-0.4339040	-0.0665576
sal + nitrate	Pacific	(26.5,26.75]	-0.1593737	-0.3472506	0.0285032
sal + nitrate	Pacific	(26.75,27]	-0.3310325	-0.4289674	-0.2330976
sal + nitrate	Pacific	(27,27.25]	-0.2637008	-0.3163414	-0.2110603
sal + nitrate	Pacific	(27.25,27.5]	0.1017155	0.0072876	0.1961434
sal + nitrate	Pacific	(27.5,27.75]	0.1458370	0.0341628	0.2575112
sal + nitrate	Pacific	(27.75,27.85]	-0.1076890	-0.2047715	-0.0106066
sal + nitrate	Pacific	(27.85,27.95]	-0.3118993	-0.4595060	-0.1642926
sal + nitrate	Pacific	(27.95,28.05]	-0.5674596	-0.7848705	-0.3500486
sal + nitrate	Pacific	(28.05,28.1]	-0.6833071	-0.9178826	-0.4487315
sal + nitrate	Pacific	(28.1, Inf]	-0.4839478	-0.8375640	-0.1303316
sal + oxygen	Atlantic	(-Inf,26]	-0.0347761	-0.1740336	0.1044815
sal + oxygen	Atlantic	(26,26.5]	-0.0113294	-0.0941718	0.0715130
sal + oxygen	Atlantic	(26.5,26.75]	0.1481437	0.0553856	0.2409018
sal + oxygen	Atlantic	(26.75,27]	-0.0325914	-0.2137659	0.1485831
sal + oxygen	Atlantic	(27,27.25]	-0.1741301	-0.3228352	-0.0254250
sal + oxygen	Atlantic	(27.25,27.5]	-0.1733055	-0.2715870	-0.0750240
sal + oxygen	Atlantic	(27.5,27.75]	-0.0705446	-0.0834618	-0.0576275
sal + oxygen	Atlantic	(27.75,27.85]	-0.1183777	-0.1579247	-0.0788308
sal + oxygen	Atlantic	(27.85,27.95]	-0.0043142	-0.0753481	0.0667196
sal + oxygen	Atlantic	(27.95,28.05]	0.2060827	0.1366333	0.2755320
sal + oxygen	Atlantic	(28.05,28.1]	0.5015179	0.4567913	0.5462444
sal + oxygen	Atlantic	(28.1,28.15]	0.6798077	0.6550423	0.7045731
sal + oxygen	Atlantic	(28.15,28.2]	0.8574770	0.8573947	0.8575592
sal + oxygen	Atlantic	(28.2, Inf]	0.3612877	0.2479647	0.4746107
sal + oxygen	Indian	(-Inf,26]	0.6570168	0.5047817	0.8092519
sal + oxygen	Indian	(26,26.5]	0.5581630	0.3662002	0.7501258
sal + oxygen	Indian	(26.5,26.75]	0.0133311	-0.0806603	0.1073226
sal + oxygen	Indian	(26.75,27]	-0.5755612	-0.6738474	-0.4772750
sal + oxygen	Indian	(27,27.25]	-0.9049199	-0.9234202	-0.8864197
sal + oxygen	Indian	(27.25,27.5]	-0.9438745	-0.9835840	-0.9041651
sal + oxygen	Indian	(27.5,27.75]	-0.9286292	-0.9601005	-0.8971579
sal + oxygen	Indian	(27.75,27.85]	-0.9582174	-0.9662011	-0.9502338
sal + oxygen	Indian	(27.85,27.95]	-0.9385457	-0.9452562	-0.9318351
sal + oxygen	Indian	(27.95,28.05]	-0.7662661	-0.8079043	-0.7246279
sal + oxygen	Indian	(28.05,28.1]	-0.2371501	-0.3604033	-0.1138969
sal + oxygen	Indian	(28.1, Inf]	-0.6900319	-0.7103328	-0.6697310
sal + oxygen	Pacific	(-Inf,26]	-0.3537869	-0.4138384	-0.2937353
sal + oxygen	Pacific	(26,26.5]	-0.3473778	-0.4714931	-0.2232624
sal + oxygen	Pacific	(26.5,26.75]	-0.5359585	-0.6216420	-0.4502749
sal + oxygen	Pacific	(26.75,27]	-0.2291206	-0.3319270	-0.1263141
sal + oxygen	Pacific	(27,27.25]	0.0474127	-0.0013745	0.0961998
sal + oxygen	Pacific	(27.25,27.5]	-0.1992562	-0.2923092	-0.1062032
sal + oxygen	Pacific	(27.5,27.75]	-0.2330807	-0.3712269	-0.0949345
sal + oxygen	Pacific	(27.75,27.85]	0.0311403	-0.0982703	0.1605509
sal + oxygen	Pacific	(27.85,27.95]	0.2392623	0.0622272	0.4162974
sal + oxygen	Pacific	(27.95,28.05]	0.4569547	0.1604256	0.7534839
sal + oxygen	Pacific	(28.05,28.1]	0.5545829	0.2294280	0.8797378
sal + oxygen	Pacific	(28.1, Inf]	0.3113131	-0.0881026	0.7107289
sal + phosphate	Atlantic	(-Inf,26]	-0.5774734	-0.6598820	-0.4950648
sal + phosphate	Atlantic	(26,26.5]	-0.6839237	-0.7244515	-0.6433958
sal + phosphate	Atlantic	(26.5,26.75]	-0.7232328	-0.7918109	-0.6546547
sal + phosphate	Atlantic	(26.75,27]	-0.6613571	-0.7467069	-0.5760073
sal + phosphate	Atlantic	(27,27.25]	-0.6320531	-0.6777638	-0.5863424
sal + phosphate	Atlantic	(27.25,27.5]	-0.6907016	-0.6969962	-0.6844070
sal + phosphate	Atlantic	(27.5,27.75]	-0.7089896	-0.7396675	-0.6783117
sal + phosphate	Atlantic	(27.75,27.85]	-0.6156910	-0.6622440	-0.5691379
sal + phosphate	Atlantic	(27.85,27.95]	-0.6347550	-0.6820301	-0.5874798
sal + phosphate	Atlantic	(27.95,28.05]	-0.7522106	-0.7809721	-0.7234491
sal + phosphate	Atlantic	(28.05,28.1]	-0.8595811	-0.8662584	-0.8529037
sal + phosphate	Atlantic	(28.1,28.15]	-0.8880113	-0.8952294	-0.8807931
sal + phosphate	Atlantic	(28.15,28.2]	-0.9395434	-0.9439955	-0.9350913
sal + phosphate	Atlantic	(28.2, Inf]	-0.8801625	-0.9018129	-0.8585122
sal + phosphate	Indian	(-Inf,26]	-0.6517267	-0.8085627	-0.4948907
sal + phosphate	Indian	(26,26.5]	-0.6518098	-0.8519470	-0.4516726
sal + phosphate	Indian	(26.5,26.75]	-0.2886088	-0.4948621	-0.0823556
sal + phosphate	Indian	(26.75,27]	0.1140664	-0.1795602	0.4076930
sal + phosphate	Indian	(27,27.25]	0.5478561	0.3980268	0.6976853
sal + phosphate	Indian	(27.25,27.5]	0.7890830	0.7739324	0.8042336
sal + phosphate	Indian	(27.5,27.75]	0.8503190	0.8122905	0.8883475
sal + phosphate	Indian	(27.75,27.85]	0.8490551	0.8015202	0.8965899
sal + phosphate	Indian	(27.85,27.95]	0.6637988	0.6172661	0.7103316
sal + phosphate	Indian	(27.95,28.05]	0.1714086	0.0925070	0.2503102
sal + phosphate	Indian	(28.05,28.1]	-0.2911995	-0.3111979	-0.2712010
sal + phosphate	Indian	(28.1, Inf]	-0.1967068	-0.3157959	-0.0776177
sal + phosphate	Pacific	(-Inf,26]	-0.2875276	-0.3643032	-0.2107519
sal + phosphate	Pacific	(26,26.5]	-0.2060406	-0.3746269	-0.0374544
sal + phosphate	Pacific	(26.5,26.75]	-0.1425699	-0.3285160	0.0433762
sal + phosphate	Pacific	(26.75,27]	-0.3499226	-0.4444730	-0.2553723
sal + phosphate	Pacific	(27,27.25]	-0.2750363	-0.3219512	-0.2281213
sal + phosphate	Pacific	(27.25,27.5]	0.0891476	-0.0021748	0.1804701
sal + phosphate	Pacific	(27.5,27.75]	0.1502270	0.0368581	0.2635958
sal + phosphate	Pacific	(27.75,27.85]	-0.0947414	-0.1974365	0.0079538
sal + phosphate	Pacific	(27.85,27.95]	-0.3215850	-0.4659074	-0.1772625
sal + phosphate	Pacific	(27.95,28.05]	-0.5815109	-0.7915782	-0.3714435
sal + phosphate	Pacific	(28.05,28.1]	-0.7002237	-0.9189303	-0.4815171
sal + phosphate	Pacific	(28.1, Inf]	-0.5152220	-0.8360426	-0.1944013
sal + silicate	Atlantic	(-Inf,26]	-0.5928723	-0.5962717	-0.5894729
sal + silicate	Atlantic	(26,26.5]	-0.6482303	-0.6990898	-0.5973708
sal + silicate	Atlantic	(26.5,26.75]	-0.6791861	-0.7578317	-0.6005404
sal + silicate	Atlantic	(26.75,27]	-0.6224629	-0.7157036	-0.5292222
sal + silicate	Atlantic	(27,27.25]	-0.6180339	-0.6619907	-0.5740771
sal + silicate	Atlantic	(27.25,27.5]	-0.7301651	-0.7385329	-0.7217972
sal + silicate	Atlantic	(27.5,27.75]	-0.7363641	-0.7517739	-0.7209543
sal + silicate	Atlantic	(27.75,27.85]	-0.6225499	-0.6441271	-0.6009728
sal + silicate	Atlantic	(27.85,27.95]	-0.6991923	-0.7244447	-0.6739400
sal + silicate	Atlantic	(27.95,28.05]	-0.7807636	-0.8021617	-0.7593654
sal + silicate	Atlantic	(28.05,28.1]	-0.8511545	-0.8572100	-0.8450990
sal + silicate	Atlantic	(28.1,28.15]	-0.8785915	-0.8856813	-0.8715017
sal + silicate	Atlantic	(28.15,28.2]	-0.9124355	-0.9163842	-0.9084869
sal + silicate	Atlantic	(28.2, Inf]	-0.8110298	-0.8494275	-0.7726320
sal + silicate	Indian	(-Inf,26]	-0.7820682	-0.8516062	-0.7125302
sal + silicate	Indian	(26,26.5]	-0.7323015	-0.8546642	-0.6099389
sal + silicate	Indian	(26.5,26.75]	-0.2155269	-0.2912388	-0.1398151
sal + silicate	Indian	(26.75,27]	0.3283219	0.1791346	0.4775092
sal + silicate	Indian	(27,27.25]	0.6169241	0.5859396	0.6479087
sal + silicate	Indian	(27.25,27.5]	0.6890618	0.6029853	0.7751383
sal + silicate	Indian	(27.5,27.75]	0.7105787	0.5944108	0.8267466
sal + silicate	Indian	(27.75,27.85]	0.7962309	0.7611185	0.8313432
sal + silicate	Indian	(27.85,27.95]	0.6879020	0.6482660	0.7275380
sal + silicate	Indian	(27.95,28.05]	0.3534531	0.3288896	0.3780165
sal + silicate	Indian	(28.05,28.1]	-0.1013113	-0.1502395	-0.0523831
sal + silicate	Indian	(28.1, Inf]	-0.2089078	-0.2717890	-0.1460266
sal + silicate	Pacific	(-Inf,26]	-0.6336639	-0.6890992	-0.5782286
sal + silicate	Pacific	(26,26.5]	-0.6136636	-0.6741548	-0.5531723
sal + silicate	Pacific	(26.5,26.75]	-0.6915890	-0.7376181	-0.6455598
sal + silicate	Pacific	(26.75,27]	-0.7289521	-0.7370041	-0.7209001
sal + silicate	Pacific	(27,27.25]	-0.5447837	-0.5454463	-0.5441211
sal + silicate	Pacific	(27.25,27.5]	-0.1958733	-0.2288808	-0.1628659
sal + silicate	Pacific	(27.5,27.75]	0.0143672	-0.0258303	0.0545648
sal + silicate	Pacific	(27.75,27.85]	-0.1394773	-0.2357762	-0.0431784
sal + silicate	Pacific	(27.85,27.95]	-0.3007827	-0.4260913	-0.1754741
sal + silicate	Pacific	(27.95,28.05]	-0.4807916	-0.6669907	-0.2945926
sal + silicate	Pacific	(28.05,28.1]	-0.6292413	-0.8315227	-0.4269598
sal + silicate	Pacific	(28.1, Inf]	-0.4539909	-0.8490091	-0.0589727
sal + temp	Atlantic	(-Inf,26]	0.7526111	0.7445525	0.7606698
sal + temp	Atlantic	(26,26.5]	0.9612552	0.9559633	0.9665471
sal + temp	Atlantic	(26.5,26.75]	0.9774454	0.9772294	0.9776613
sal + temp	Atlantic	(26.75,27]	0.9709653	0.9673552	0.9745755
sal + temp	Atlantic	(27,27.25]	0.9760829	0.9756910	0.9764748
sal + temp	Atlantic	(27.25,27.5]	0.9748755	0.9731509	0.9766002
sal + temp	Atlantic	(27.5,27.75]	0.9651841	0.9621837	0.9681846
sal + temp	Atlantic	(27.75,27.85]	0.9788052	0.9748950	0.9827153
sal + temp	Atlantic	(27.85,27.95]	0.9611527	0.9604907	0.9618147
sal + temp	Atlantic	(27.95,28.05]	0.9497201	0.9497183	0.9497218
sal + temp	Atlantic	(28.05,28.1]	0.9732607	0.9687630	0.9777584
sal + temp	Atlantic	(28.1,28.15]	0.9641102	0.9552898	0.9729305
sal + temp	Atlantic	(28.15,28.2]	0.7758187	0.6533840	0.8982533
sal + temp	Atlantic	(28.2, Inf]	0.6118796	0.4937581	0.7300010
sal + temp	Indian	(-Inf,26]	0.2118968	0.1212838	0.3025098
sal + temp	Indian	(26,26.5]	0.8702802	0.8556895	0.8848708
sal + temp	Indian	(26.5,26.75]	0.9607065	0.9538856	0.9675273
sal + temp	Indian	(26.75,27]	0.9753082	0.9672720	0.9833445
sal + temp	Indian	(27,27.25]	0.9634154	0.9610462	0.9657847
sal + temp	Indian	(27.25,27.5]	0.9474348	0.9343906	0.9604790
sal + temp	Indian	(27.5,27.75]	0.9049535	0.8745815	0.9353254
sal + temp	Indian	(27.75,27.85]	0.9392605	0.9325282	0.9459928
sal + temp	Indian	(27.85,27.95]	0.9487650	0.9350603	0.9624698
sal + temp	Indian	(27.95,28.05]	0.9513003	0.9408705	0.9617301
sal + temp	Indian	(28.05,28.1]	0.9278135	0.9057330	0.9498941
sal + temp	Indian	(28.1, Inf]	0.9221076	0.9135776	0.9306375
sal + temp	Pacific	(-Inf,26]	0.7349410	0.7237071	0.7461748
sal + temp	Pacific	(26,26.5]	0.9514477	0.9499502	0.9529453
sal + temp	Pacific	(26.5,26.75]	0.9785990	0.9779114	0.9792865
sal + temp	Pacific	(26.75,27]	0.9767214	0.9749230	0.9785198
sal + temp	Pacific	(27,27.25]	0.9416383	0.9359622	0.9473144
sal + temp	Pacific	(27.25,27.5]	0.8292764	0.8092743	0.8492784
sal + temp	Pacific	(27.5,27.75]	0.6734283	0.5748137	0.7720429
sal + temp	Pacific	(27.75,27.85]	0.7885412	0.7464858	0.8305965
sal + temp	Pacific	(27.85,27.95]	0.6573528	0.5622506	0.7524551
sal + temp	Pacific	(27.95,28.05]	0.4837588	0.2724669	0.6950506
sal + temp	Pacific	(28.05,28.1]	0.4041974	0.1715004	0.6368945
sal + temp	Pacific	(28.1, Inf]	-0.0135697	-0.3477401	0.3206006
temp + aou	Atlantic	(-Inf,26]	-0.3138848	-0.4779566	-0.1498131
temp + aou	Atlantic	(26,26.5]	-0.2969960	-0.3682104	-0.2257815
temp + aou	Atlantic	(26.5,26.75]	-0.3622662	-0.4561695	-0.2683629
temp + aou	Atlantic	(26.75,27]	-0.1760023	-0.3418618	-0.0101428
temp + aou	Atlantic	(27,27.25]	-0.0441128	-0.1880833	0.0998577
temp + aou	Atlantic	(27.25,27.5]	-0.0950940	-0.1750912	-0.0150967
temp + aou	Atlantic	(27.5,27.75]	-0.2168146	-0.2410240	-0.1926053
temp + aou	Atlantic	(27.75,27.85]	-0.1778830	-0.2581301	-0.0976359
temp + aou	Atlantic	(27.85,27.95]	-0.2033479	-0.2800108	-0.1266850
temp + aou	Atlantic	(27.95,28.05]	-0.4041408	-0.4303550	-0.3779267
temp + aou	Atlantic	(28.05,28.1]	-0.5683822	-0.5785088	-0.5582556
temp + aou	Atlantic	(28.1,28.15]	-0.6280237	-0.6753220	-0.5807254
temp + aou	Atlantic	(28.15,28.2]	-0.5831638	-0.7113892	-0.4549384
temp + aou	Atlantic	(28.2, Inf]	0.1049508	0.1040716	0.1058301
temp + aou	Indian	(-Inf,26]	-0.3879972	-0.4422932	-0.3337012
temp + aou	Indian	(26,26.5]	-0.4729526	-0.5753707	-0.3705345
temp + aou	Indian	(26.5,26.75]	-0.0550084	-0.1465223	0.0365055
temp + aou	Indian	(26.75,27]	0.3779324	0.2336137	0.5222511
temp + aou	Indian	(27,27.25]	0.7737211	0.7539599	0.7934823
temp + aou	Indian	(27.25,27.5]	0.8637979	0.8547652	0.8728306
temp + aou	Indian	(27.5,27.75]	0.9008932	0.8975192	0.9042673
temp + aou	Indian	(27.75,27.85]	0.9465174	0.9395921	0.9534428
temp + aou	Indian	(27.85,27.95]	0.9099726	0.8899438	0.9300015
temp + aou	Indian	(27.95,28.05]	0.7298844	0.6781034	0.7816654
temp + aou	Indian	(28.05,28.1]	0.3616489	0.3092214	0.4140764
temp + aou	Indian	(28.1, Inf]	0.7613089	0.7549389	0.7676790
temp + aou	Pacific	(-Inf,26]	-0.2186349	-0.2325438	-0.2047259
temp + aou	Pacific	(26,26.5]	0.0893926	-0.0569019	0.2356871
temp + aou	Pacific	(26.5,26.75]	0.3690633	0.2714004	0.4667262
temp + aou	Pacific	(26.75,27]	0.0187965	-0.0781612	0.1157541
temp + aou	Pacific	(27,27.25]	-0.1977266	-0.2253286	-0.1701246
temp + aou	Pacific	(27.25,27.5]	0.0494358	-0.0483849	0.1472565
temp + aou	Pacific	(27.5,27.75]	0.1968253	0.0533246	0.3403259
temp + aou	Pacific	(27.75,27.85]	0.0866386	-0.0176387	0.1909159
temp + aou	Pacific	(27.85,27.95]	0.0408701	-0.1099742	0.1917144
temp + aou	Pacific	(27.95,28.05]	0.0308775	-0.2215815	0.2833366
temp + aou	Pacific	(28.05,28.1]	0.1272852	-0.1609165	0.4154870
temp + aou	Pacific	(28.1, Inf]	0.8122185	0.7927833	0.8316537
temp + nitrate	Atlantic	(-Inf,26]	-0.2937584	-0.3695489	-0.2179679
temp + nitrate	Atlantic	(26,26.5]	-0.4974038	-0.5547844	-0.4400233
temp + nitrate	Atlantic	(26.5,26.75]	-0.5585824	-0.6411202	-0.4760446
temp + nitrate	Atlantic	(26.75,27]	-0.4359070	-0.5572972	-0.3145167
temp + nitrate	Atlantic	(27,27.25]	-0.4143809	-0.4612445	-0.3675173
temp + nitrate	Atlantic	(27.25,27.5]	-0.5366908	-0.5383039	-0.5350777
temp + nitrate	Atlantic	(27.5,27.75]	-0.5992704	-0.6481611	-0.5503798
temp + nitrate	Atlantic	(27.75,27.85]	-0.5524505	-0.6244489	-0.4804522
temp + nitrate	Atlantic	(27.85,27.95]	-0.5752859	-0.6313945	-0.5191772
temp + nitrate	Atlantic	(27.95,28.05]	-0.7065694	-0.7143124	-0.6988264
temp + nitrate	Atlantic	(28.05,28.1]	-0.7681730	-0.7706738	-0.7656721
temp + nitrate	Atlantic	(28.1,28.15]	-0.7531646	-0.7819057	-0.7244235
temp + nitrate	Atlantic	(28.15,28.2]	-0.6189643	-0.7485807	-0.4893479
temp + nitrate	Atlantic	(28.2, Inf]	-0.3057089	-0.3810490	-0.2303687
temp + nitrate	Indian	(-Inf,26]	-0.4182958	-0.4543644	-0.3822273
temp + nitrate	Indian	(26,26.5]	-0.5889895	-0.6599859	-0.5179931
temp + nitrate	Indian	(26.5,26.75]	-0.3132433	-0.4437986	-0.1826879
temp + nitrate	Indian	(26.75,27]	-0.0625156	-0.3009355	0.1759044
temp + nitrate	Indian	(27,27.25]	0.2736163	0.1535716	0.3936610
temp + nitrate	Indian	(27.25,27.5]	0.5361191	0.5321476	0.5400907
temp + nitrate	Indian	(27.5,27.75]	0.7179038	0.6951627	0.7406448
temp + nitrate	Indian	(27.75,27.85]	0.7744112	0.7430541	0.8057683
temp + nitrate	Indian	(27.85,27.95]	0.6040901	0.5924981	0.6156821
temp + nitrate	Indian	(27.95,28.05]	0.1999206	0.1470875	0.2527537
temp + nitrate	Indian	(28.05,28.1]	-0.0493019	-0.0934939	-0.0051098
temp + nitrate	Indian	(28.1, Inf]	0.0288943	-0.0803930	0.1381817
temp + nitrate	Pacific	(-Inf,26]	-0.4802307	-0.5221315	-0.4383299
temp + nitrate	Pacific	(26,26.5]	-0.3389090	-0.5092798	-0.1685383
temp + nitrate	Pacific	(26.5,26.75]	-0.1701246	-0.3420805	0.0018313
temp + nitrate	Pacific	(26.75,27]	-0.3483933	-0.4462227	-0.2505639
temp + nitrate	Pacific	(27,27.25]	-0.3373700	-0.3773941	-0.2973459
temp + nitrate	Pacific	(27.25,27.5]	-0.0193363	-0.1221630	0.0834904
temp + nitrate	Pacific	(27.5,27.75]	0.1561064	0.0212685	0.2909443
temp + nitrate	Pacific	(27.75,27.85]	0.0608467	-0.0233654	0.1450587
temp + nitrate	Pacific	(27.85,27.95]	0.0201375	-0.1246775	0.1649526
temp + nitrate	Pacific	(27.95,28.05]	-0.0350303	-0.2453245	0.1752639
temp + nitrate	Pacific	(28.05,28.1]	0.0406341	-0.2078198	0.2890880
temp + nitrate	Pacific	(28.1, Inf]	0.6280511	0.5848537	0.6712486
temp + oxygen	Atlantic	(-Inf,26]	-0.0251789	-0.1645763	0.1142184
temp + oxygen	Atlantic	(26,26.5]	-0.0235884	-0.0866000	0.0394233
temp + oxygen	Atlantic	(26.5,26.75]	0.0965567	0.0194048	0.1737086
temp + oxygen	Atlantic	(26.75,27]	-0.1278047	-0.3119509	0.0563414
temp + oxygen	Atlantic	(27,27.25]	-0.2676411	-0.4020033	-0.1332788
temp + oxygen	Atlantic	(27.25,27.5]	-0.2468359	-0.3396807	-0.1539910
temp + oxygen	Atlantic	(27.5,27.75]	-0.1522461	-0.1569420	-0.1475501
temp + oxygen	Atlantic	(27.75,27.85]	-0.1660781	-0.2248426	-0.1073137
temp + oxygen	Atlantic	(27.85,27.95]	-0.0911408	-0.1641089	-0.0181727
temp + oxygen	Atlantic	(27.95,28.05]	0.1311745	0.0986505	0.1636985
temp + oxygen	Atlantic	(28.05,28.1]	0.3626462	0.3339053	0.3913871
temp + oxygen	Atlantic	(28.1,28.15]	0.5035377	0.4476448	0.5594305
temp + oxygen	Atlantic	(28.15,28.2]	0.4980797	0.3537782	0.6423813
temp + oxygen	Atlantic	(28.2, Inf]	-0.3082954	-0.3213054	-0.2952853
temp + oxygen	Indian	(-Inf,26]	0.2835726	0.2321433	0.3350019
temp + oxygen	Indian	(26,26.5]	0.4029073	0.2966172	0.5091973
temp + oxygen	Indian	(26.5,26.75]	-0.0338013	-0.1075322	0.0399296
temp + oxygen	Indian	(26.75,27]	-0.4920194	-0.5983362	-0.3857027
temp + oxygen	Indian	(27,27.25]	-0.8393649	-0.8472627	-0.8314671
temp + oxygen	Indian	(27.25,27.5]	-0.9061021	-0.9119849	-0.9002193
temp + oxygen	Indian	(27.5,27.75]	-0.9339874	-0.9361367	-0.9318382
temp + oxygen	Indian	(27.75,27.85]	-0.9671643	-0.9706308	-0.9636979
temp + oxygen	Indian	(27.85,27.95]	-0.9442726	-0.9594789	-0.9290662
temp + oxygen	Indian	(27.95,28.05]	-0.8182434	-0.8652514	-0.7712355
temp + oxygen	Indian	(28.05,28.1]	-0.4856053	-0.5634525	-0.4077582
temp + oxygen	Indian	(28.1, Inf]	-0.8575508	-0.8603031	-0.8547985
temp + oxygen	Pacific	(-Inf,26]	-0.2904015	-0.3723331	-0.2084699
temp + oxygen	Pacific	(26,26.5]	-0.2911507	-0.4019223	-0.1803790
temp + oxygen	Pacific	(26.5,26.75]	-0.5494020	-0.6153388	-0.4834652
temp + oxygen	Pacific	(26.75,27]	-0.2345027	-0.3304670	-0.1385385
temp + oxygen	Pacific	(27,27.25]	0.0873359	0.0545605	0.1201114
temp + oxygen	Pacific	(27.25,27.5]	-0.1430334	-0.2449714	-0.0410955
temp + oxygen	Pacific	(27.5,27.75]	-0.2890906	-0.4405198	-0.1376615
temp + oxygen	Pacific	(27.75,27.85]	-0.1559822	-0.2647866	-0.0471779
temp + oxygen	Pacific	(27.85,27.95]	-0.1103276	-0.2738188	0.0531637
temp + oxygen	Pacific	(27.95,28.05]	-0.1021510	-0.3782935	0.1739915
temp + oxygen	Pacific	(28.05,28.1]	-0.1851517	-0.5045715	0.1342682
temp + oxygen	Pacific	(28.1, Inf]	-0.8641079	-0.8931148	-0.8351009
temp + phosphate	Atlantic	(-Inf,26]	-0.4719358	-0.5357108	-0.4081609
temp + phosphate	Atlantic	(26,26.5]	-0.6743857	-0.6972128	-0.6515586
temp + phosphate	Atlantic	(26.5,26.75]	-0.6802674	-0.7409190	-0.6196158
temp + phosphate	Atlantic	(26.75,27]	-0.5608499	-0.6636219	-0.4580778
temp + phosphate	Atlantic	(27,27.25]	-0.5318337	-0.5733434	-0.4903240
temp + phosphate	Atlantic	(27.25,27.5]	-0.6209173	-0.6217003	-0.6201343
temp + phosphate	Atlantic	(27.5,27.75]	-0.6564765	-0.6992633	-0.6136897
temp + phosphate	Atlantic	(27.75,27.85]	-0.6021369	-0.6660302	-0.5382437
temp + phosphate	Atlantic	(27.85,27.95]	-0.5987564	-0.6531714	-0.5443414
temp + phosphate	Atlantic	(27.95,28.05]	-0.7148157	-0.7223690	-0.7072624
temp + phosphate	Atlantic	(28.05,28.1]	-0.7797946	-0.7826775	-0.7769117
temp + phosphate	Atlantic	(28.1,28.15]	-0.7695417	-0.7981956	-0.7408879
temp + phosphate	Atlantic	(28.15,28.2]	-0.6251374	-0.7531731	-0.4971017
temp + phosphate	Atlantic	(28.2, Inf]	-0.3104174	-0.3845560	-0.2362789
temp + phosphate	Indian	(-Inf,26]	-0.3945332	-0.4101819	-0.3788844
temp + phosphate	Indian	(26,26.5]	-0.5344841	-0.6579337	-0.4110345
temp + phosphate	Indian	(26.5,26.75]	-0.2557307	-0.4350782	-0.0763831
temp + phosphate	Indian	(26.75,27]	0.0040298	-0.2772905	0.2853502
temp + phosphate	Indian	(27,27.25]	0.3920389	0.2056811	0.5783967
temp + phosphate	Indian	(27.25,27.5]	0.6552035	0.5879208	0.7224863
temp + phosphate	Indian	(27.5,27.75]	0.8069510	0.7919688	0.8219333
temp + phosphate	Indian	(27.75,27.85]	0.8041518	0.7729799	0.8353237
temp + phosphate	Indian	(27.85,27.95]	0.6221952	0.6105659	0.6338246
temp + phosphate	Indian	(27.95,28.05]	0.2402296	0.1840548	0.2964044
temp + phosphate	Indian	(28.05,28.1]	-0.0162557	-0.0763229	0.0438115
temp + phosphate	Indian	(28.1, Inf]	0.0391321	-0.1085141	0.1867783
temp + phosphate	Pacific	(-Inf,26]	-0.4223554	-0.4653739	-0.3793369
temp + phosphate	Pacific	(26,26.5]	-0.2944584	-0.4508462	-0.1380705
temp + phosphate	Pacific	(26.5,26.75]	-0.1589586	-0.3299011	0.0119840
temp + phosphate	Pacific	(26.75,27]	-0.3677313	-0.4571667	-0.2782960
temp + phosphate	Pacific	(27,27.25]	-0.3419468	-0.3741575	-0.3097361
temp + phosphate	Pacific	(27.25,27.5]	-0.0251153	-0.1243250	0.0740944
temp + phosphate	Pacific	(27.5,27.75]	0.1645441	0.0284318	0.3006565
temp + phosphate	Pacific	(27.75,27.85]	0.0685219	-0.0215462	0.1585899
temp + phosphate	Pacific	(27.85,27.95]	0.0100197	-0.1273052	0.1473445
temp + phosphate	Pacific	(27.95,28.05]	-0.0476913	-0.2521791	0.1567966
temp + phosphate	Pacific	(28.05,28.1]	0.0347552	-0.1789214	0.2484317
temp + phosphate	Pacific	(28.1, Inf]	0.6142965	0.5586889	0.6699041
temp + silicate	Atlantic	(-Inf,26]	-0.4528459	-0.4765274	-0.4291644
temp + silicate	Atlantic	(26,26.5]	-0.6430978	-0.6756094	-0.6105863
temp + silicate	Atlantic	(26.5,26.75]	-0.6602960	-0.7273255	-0.5932665
temp + silicate	Atlantic	(26.75,27]	-0.5608044	-0.6625989	-0.4590099
temp + silicate	Atlantic	(27,27.25]	-0.5528858	-0.5870500	-0.5187216
temp + silicate	Atlantic	(27.25,27.5]	-0.7116176	-0.7288032	-0.6944320
temp + silicate	Atlantic	(27.5,27.75]	-0.7473274	-0.7742245	-0.7204303
temp + silicate	Atlantic	(27.75,27.85]	-0.6515823	-0.6839684	-0.6191961
temp + silicate	Atlantic	(27.85,27.95]	-0.6924828	-0.7237948	-0.6611708
temp + silicate	Atlantic	(27.95,28.05]	-0.7512736	-0.7535374	-0.7490098
temp + silicate	Atlantic	(28.05,28.1]	-0.7656396	-0.7697769	-0.7615022
temp + silicate	Atlantic	(28.1,28.15]	-0.7542349	-0.7826682	-0.7258016
temp + silicate	Atlantic	(28.15,28.2]	-0.5788239	-0.7089189	-0.4487289
temp + silicate	Atlantic	(28.2, Inf]	-0.2288521	-0.2787427	-0.1789615
temp + silicate	Indian	(-Inf,26]	-0.4973827	-0.5479280	-0.4468374
temp + silicate	Indian	(26,26.5]	-0.5795241	-0.6227610	-0.5362872
temp + silicate	Indian	(26.5,26.75]	-0.1616246	-0.2194547	-0.1037945
temp + silicate	Indian	(26.75,27]	0.2364510	0.0826988	0.3902033
temp + silicate	Indian	(27,27.25]	0.4842673	0.4089407	0.5595939
temp + silicate	Indian	(27.25,27.5]	0.5543131	0.5516287	0.5569976
temp + silicate	Indian	(27.5,27.75]	0.5601862	0.5432121	0.5771602
temp + silicate	Indian	(27.75,27.85]	0.6624551	0.6014087	0.7235015
temp + silicate	Indian	(27.85,27.95]	0.5805280	0.5617281	0.5993278
temp + silicate	Indian	(27.95,28.05]	0.3496782	0.3422481	0.3571083
temp + silicate	Indian	(28.05,28.1]	0.1567341	0.1509044	0.1625638
temp + silicate	Indian	(28.1, Inf]	-0.0669143	-0.1683852	0.0345567
temp + silicate	Pacific	(-Inf,26]	-0.6223407	-0.6569979	-0.5876834
temp + silicate	Pacific	(26,26.5]	-0.6726965	-0.7160732	-0.6293198
temp + silicate	Pacific	(26.5,26.75]	-0.6850733	-0.7216946	-0.6484520
temp + silicate	Pacific	(26.75,27]	-0.7193760	-0.7275835	-0.7111686
temp + silicate	Pacific	(27,27.25]	-0.5747124	-0.5810837	-0.5683411
temp + silicate	Pacific	(27.25,27.5]	-0.3096006	-0.3580992	-0.2611020
temp + silicate	Pacific	(27.5,27.75]	-0.1263376	-0.2089258	-0.0437495
temp + silicate	Pacific	(27.75,27.85]	-0.0544786	-0.1468867	0.0379295
temp + silicate	Pacific	(27.85,27.95]	-0.1033211	-0.2443950	0.0377529
temp + silicate	Pacific	(27.95,28.05]	-0.1439171	-0.3971567	0.1093224
temp + silicate	Pacific	(28.05,28.1]	0.0241216	-0.2078729	0.2561160
temp + silicate	Pacific	(28.1, Inf]	0.5437858	0.4644279	0.6231437

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
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]	0.6017558	0.5641315	0.6393801
aou	Atlantic	(26,26.5]	-0.1222265	-0.1958766	-0.0485764
aou	Atlantic	(26.5,26.75]	-0.4409178	-0.4850585	-0.3967771
aou	Atlantic	(26.75,27]	-0.4171296	-0.5012356	-0.3330235
aou	Atlantic	(27,27.25]	-0.4109330	-0.5312723	-0.2905936
aou	Atlantic	(27.25,27.5]	-0.5173913	-0.5627925	-0.4719900
aou	Atlantic	(27.5,27.75]	-0.7270326	-0.7286897	-0.7253755
aou	Atlantic	(27.75,27.85]	-0.8049949	-0.8215540	-0.7884357
aou	Atlantic	(27.85,27.95]	-0.8379131	-0.8492759	-0.8265503
aou	Atlantic	(27.95,28.05]	-0.8387904	-0.8509360	-0.8266449
aou	Atlantic	(28.05,28.1]	-0.8587605	-0.8598310	-0.8576901
aou	Atlantic	(28.1,28.15]	-0.9013365	-0.9055954	-0.8970775
aou	Atlantic	(28.15,28.2]	-0.9390945	-0.9429752	-0.9352137
aou	Atlantic	(28.2, Inf]	-0.6872956	-0.7698566	-0.6047347
aou	Indian	(-Inf,26]	-0.5864145	-0.6354371	-0.5373919
aou	Indian	(26,26.5]	-0.9184137	-0.9469852	-0.8898422
aou	Indian	(26.5,26.75]	-0.7392439	-0.8442393	-0.6342485
aou	Indian	(26.75,27]	-0.3436168	-0.4272225	-0.2600111
aou	Indian	(27,27.25]	0.2288741	0.0970129	0.3607353
aou	Indian	(27.25,27.5]	0.5530013	0.5153660	0.5906365
aou	Indian	(27.5,27.75]	0.4030002	0.2769263	0.5290740
aou	Indian	(27.75,27.85]	0.0942468	-0.0421463	0.2306400
aou	Indian	(27.85,27.95]	0.1650113	-0.0251262	0.3551488
aou	Indian	(27.95,28.05]	0.0325057	-0.1414413	0.2064526
aou	Indian	(28.05,28.1]	-0.0526369	-0.1368960	0.0316221
aou	Indian	(28.1, Inf]	0.2786422	0.2033438	0.3539406
aou	Pacific	(-Inf,26]	0.0685935	0.0514216	0.0857654
aou	Pacific	(26,26.5]	-0.4429463	-0.4941395	-0.3917531
aou	Pacific	(26.5,26.75]	-0.1424024	-0.1470080	-0.1377967
aou	Pacific	(26.75,27]	-0.3638791	-0.4276712	-0.3000870
aou	Pacific	(27,27.25]	0.1341626	0.0971604	0.1711647
aou	Pacific	(27.25,27.5]	0.5828329	0.5380793	0.6275865
aou	Pacific	(27.5,27.75]	0.7092023	0.6625382	0.7558663
aou	Pacific	(27.75,27.85]	0.7953329	0.7809616	0.8097041
aou	Pacific	(27.85,27.95]	0.7493459	0.7170404	0.7816515
aou	Pacific	(27.95,28.05]	0.5454577	0.5194842	0.5714313
aou	Pacific	(28.05,28.1]	0.3326752	0.3058365	0.3595138
aou	Pacific	(28.1, Inf]	0.3288882	0.3252626	0.3325138
nitrate	Atlantic	(-Inf,26]	0.3854613	0.3795135	0.3914092
nitrate	Atlantic	(26,26.5]	-0.3083685	-0.3711827	-0.2455544
nitrate	Atlantic	(26.5,26.75]	-0.6150321	-0.6545327	-0.5755314
nitrate	Atlantic	(26.75,27]	-0.7017125	-0.7229042	-0.6805208
nitrate	Atlantic	(27,27.25]	-0.8023824	-0.8281793	-0.7765854
nitrate	Atlantic	(27.25,27.5]	-0.9015306	-0.9058812	-0.8971800
nitrate	Atlantic	(27.5,27.75]	-0.9542166	-0.9610084	-0.9474248
nitrate	Atlantic	(27.75,27.85]	-0.9507147	-0.9615494	-0.9398800
nitrate	Atlantic	(27.85,27.95]	-0.9380645	-0.9494543	-0.9266747
nitrate	Atlantic	(27.95,28.05]	-0.9230581	-0.9246160	-0.9215002
nitrate	Atlantic	(28.05,28.1]	-0.9203546	-0.9266549	-0.9140544
nitrate	Atlantic	(28.1,28.15]	-0.9336233	-0.9381029	-0.9291436
nitrate	Atlantic	(28.15,28.2]	-0.9642685	-0.9649578	-0.9635791
nitrate	Atlantic	(28.2, Inf]	-0.9388876	-0.9561664	-0.9216088
nitrate	Indian	(-Inf,26]	-0.5879601	-0.6179241	-0.5579961
nitrate	Indian	(26,26.5]	-0.9233229	-0.9477798	-0.8988660
nitrate	Indian	(26.5,26.75]	-0.8621019	-0.9059953	-0.8182084
nitrate	Indian	(26.75,27]	-0.6723090	-0.6875127	-0.6571054
nitrate	Indian	(27,27.25]	-0.2269567	-0.2529438	-0.2009696
nitrate	Indian	(27.25,27.5]	0.3435366	0.3253524	0.3617208
nitrate	Indian	(27.5,27.75]	0.3539222	0.2582414	0.4496030
nitrate	Indian	(27.75,27.85]	-0.0017091	-0.1009836	0.0975655
nitrate	Indian	(27.85,27.95]	-0.0435369	-0.1679335	0.0808596
nitrate	Indian	(27.95,28.05]	-0.3261826	-0.3655844	-0.2867809
nitrate	Indian	(28.05,28.1]	-0.2931564	-0.3031055	-0.2832074
nitrate	Indian	(28.1, Inf]	-0.1701217	-0.2174760	-0.1227674
nitrate	Pacific	(-Inf,26]	-0.0258165	-0.0338683	-0.0177648
nitrate	Pacific	(26,26.5]	-0.6658502	-0.7377264	-0.5939739
nitrate	Pacific	(26.5,26.75]	-0.5351270	-0.6182397	-0.4520143
nitrate	Pacific	(26.75,27]	-0.5619986	-0.6351850	-0.4888123
nitrate	Pacific	(27,27.25]	0.0835413	0.0439496	0.1231331
nitrate	Pacific	(27.25,27.5]	0.5048882	0.4492850	0.5604915
nitrate	Pacific	(27.5,27.75]	0.6411284	0.5940350	0.6882219
nitrate	Pacific	(27.75,27.85]	0.7518478	0.7362617	0.7674339
nitrate	Pacific	(27.85,27.95]	0.7079816	0.6745688	0.7413944
nitrate	Pacific	(27.95,28.05]	0.4969236	0.4638179	0.5300293
nitrate	Pacific	(28.05,28.1]	0.2966509	0.2804778	0.3128239
nitrate	Pacific	(28.1, Inf]	0.2864862	0.2679917	0.3049808
oxygen	Atlantic	(-Inf,26]	-0.4762460	-0.5222380	-0.4302540
oxygen	Atlantic	(26,26.5]	-0.0614058	-0.1330084	0.0101968
oxygen	Atlantic	(26.5,26.75]	0.2896286	0.2564592	0.3227981
oxygen	Atlantic	(26.75,27]	0.2584785	0.1708614	0.3460955
oxygen	Atlantic	(27,27.25]	0.2152669	0.0782641	0.3522698
oxygen	Atlantic	(27.25,27.5]	0.2689893	0.1937282	0.3442503
oxygen	Atlantic	(27.5,27.75]	0.4779104	0.4488090	0.5070118
oxygen	Atlantic	(27.75,27.85]	0.5871929	0.5844350	0.5899508
oxygen	Atlantic	(27.85,27.95]	0.6799779	0.6698964	0.6900595
oxygen	Atlantic	(27.95,28.05]	0.7079616	0.6865532	0.7293700
oxygen	Atlantic	(28.05,28.1]	0.7743363	0.7561096	0.7925631
oxygen	Atlantic	(28.1,28.15]	0.8673240	0.8652023	0.8694456
oxygen	Atlantic	(28.15,28.2]	0.9328388	0.9313478	0.9343299
oxygen	Atlantic	(28.2, Inf]	0.5543599	0.4454251	0.6632947
oxygen	Indian	(-Inf,26]	0.6503415	0.6089574	0.6917256
oxygen	Indian	(26,26.5]	0.9161771	0.8911274	0.9412267
oxygen	Indian	(26.5,26.75]	0.6913060	0.5648513	0.8177607
oxygen	Indian	(26.75,27]	0.2367921	0.1154440	0.3581403
oxygen	Indian	(27,27.25]	-0.3099575	-0.4600827	-0.1598324
oxygen	Indian	(27.25,27.5]	-0.5737378	-0.6204617	-0.5270140
oxygen	Indian	(27.5,27.75]	-0.3755874	-0.5012353	-0.2499396
oxygen	Indian	(27.75,27.85]	-0.0922430	-0.2217924	0.0373064
oxygen	Indian	(27.85,27.95]	-0.1870245	-0.3737152	-0.0003338
oxygen	Indian	(27.95,28.05]	-0.0947402	-0.2757525	0.0862722
oxygen	Indian	(28.05,28.1]	0.0027508	-0.1061346	0.1116362
oxygen	Indian	(28.1, Inf]	-0.3375191	-0.4242755	-0.2507627
oxygen	Pacific	(-Inf,26]	0.1402152	0.1334082	0.1470222
oxygen	Pacific	(26,26.5]	0.3046723	0.2772871	0.3320574
oxygen	Pacific	(26.5,26.75]	-0.0136663	-0.0394605	0.0121280
oxygen	Pacific	(26.75,27]	0.2479859	0.1851181	0.3108537
oxygen	Pacific	(27,27.25]	-0.1054115	-0.1454511	-0.0653720
oxygen	Pacific	(27.25,27.5]	-0.5391529	-0.5861856	-0.4921202
oxygen	Pacific	(27.5,27.75]	-0.6629628	-0.7187931	-0.6071326
oxygen	Pacific	(27.75,27.85]	-0.7716099	-0.7852388	-0.7579809
oxygen	Pacific	(27.85,27.95]	-0.7315189	-0.7648325	-0.6982054
oxygen	Pacific	(27.95,28.05]	-0.5381286	-0.5643217	-0.5119355
oxygen	Pacific	(28.05,28.1]	-0.3344947	-0.3593426	-0.3096469
oxygen	Pacific	(28.1, Inf]	-0.3257094	-0.3430619	-0.3083570
phosphate	Atlantic	(-Inf,26]	0.2642561	0.2637596	0.2647525
phosphate	Atlantic	(26,26.5]	-0.4813076	-0.5308058	-0.4318095
phosphate	Atlantic	(26.5,26.75]	-0.7026826	-0.7315036	-0.6738617
phosphate	Atlantic	(26.75,27]	-0.7738133	-0.7907274	-0.7568992
phosphate	Atlantic	(27,27.25]	-0.8586261	-0.8738472	-0.8434050
phosphate	Atlantic	(27.25,27.5]	-0.9329214	-0.9385717	-0.9272711
phosphate	Atlantic	(27.5,27.75]	-0.9713428	-0.9755293	-0.9671562
phosphate	Atlantic	(27.75,27.85]	-0.9685233	-0.9737598	-0.9632867
phosphate	Atlantic	(27.85,27.95]	-0.9522216	-0.9589908	-0.9454523
phosphate	Atlantic	(27.95,28.05]	-0.9373048	-0.9384534	-0.9361561
phosphate	Atlantic	(28.05,28.1]	-0.9313014	-0.9410478	-0.9215551
phosphate	Atlantic	(28.1,28.15]	-0.9427615	-0.9520815	-0.9334415
phosphate	Atlantic	(28.15,28.2]	-0.9689752	-0.9708822	-0.9670681
phosphate	Atlantic	(28.2, Inf]	-0.9510455	-0.9650735	-0.9370175
phosphate	Indian	(-Inf,26]	-0.6041394	-0.6274731	-0.5808056
phosphate	Indian	(26,26.5]	-0.9261383	-0.9540640	-0.8982125
phosphate	Indian	(26.5,26.75]	-0.8647493	-0.9071415	-0.8223570
phosphate	Indian	(26.75,27]	-0.6724864	-0.6899723	-0.6550004
phosphate	Indian	(27,27.25]	-0.2282765	-0.2469336	-0.2096195
phosphate	Indian	(27.25,27.5]	0.3299547	0.3171855	0.3427240
phosphate	Indian	(27.5,27.75]	0.2876746	0.1722091	0.4031402
phosphate	Indian	(27.75,27.85]	-0.0687274	-0.1857371	0.0482824
phosphate	Indian	(27.85,27.95]	-0.1205932	-0.2609204	0.0197340
phosphate	Indian	(27.95,28.05]	-0.3752873	-0.4242869	-0.3262878
phosphate	Indian	(28.05,28.1]	-0.3430459	-0.3543134	-0.3317783
phosphate	Indian	(28.1, Inf]	-0.3120208	-0.3520785	-0.2719631
phosphate	Pacific	(-Inf,26]	-0.0862998	-0.0969490	-0.0756506
phosphate	Pacific	(26,26.5]	-0.7216032	-0.7789653	-0.6642411
phosphate	Pacific	(26.5,26.75]	-0.6063324	-0.6819983	-0.5306665
phosphate	Pacific	(26.75,27]	-0.6208746	-0.6848872	-0.5568620
phosphate	Pacific	(27,27.25]	0.0659229	0.0308815	0.1009643
phosphate	Pacific	(27.25,27.5]	0.4988008	0.4427546	0.5548471
phosphate	Pacific	(27.5,27.75]	0.6139389	0.5591380	0.6687397
phosphate	Pacific	(27.75,27.85]	0.7109215	0.6830964	0.7387465
phosphate	Pacific	(27.85,27.95]	0.6588342	0.6152030	0.7024655
phosphate	Pacific	(27.95,28.05]	0.4058585	0.3736778	0.4380392
phosphate	Pacific	(28.05,28.1]	0.1517053	0.1358947	0.1675158
phosphate	Pacific	(28.1, Inf]	0.1304259	0.1136514	0.1472004
sal	Atlantic	(-Inf,26]	-0.0463780	-0.0636228	-0.0291332
sal	Atlantic	(26,26.5]	0.6594896	0.6364028	0.6825763
sal	Atlantic	(26.5,26.75]	0.7543347	0.7254051	0.7832644
sal	Atlantic	(26.75,27]	0.7194588	0.6667580	0.7721597
sal	Atlantic	(27,27.25]	0.7308975	0.7191365	0.7426584
sal	Atlantic	(27.25,27.5]	0.7717165	0.7624523	0.7809807
sal	Atlantic	(27.5,27.75]	0.7485337	0.7277645	0.7693029
sal	Atlantic	(27.75,27.85]	0.6507051	0.6163281	0.6850820
sal	Atlantic	(27.85,27.95]	0.5905644	0.5447553	0.6363734
sal	Atlantic	(27.95,28.05]	0.6515726	0.6344728	0.6686724
sal	Atlantic	(28.05,28.1]	0.7568506	0.7378759	0.7758253
sal	Atlantic	(28.1,28.15]	0.7882265	0.7541040	0.8223491
sal	Atlantic	(28.15,28.2]	0.8877781	0.8806488	0.8949074
sal	Atlantic	(28.2, Inf]	0.9143731	0.9073963	0.9213499
sal	Indian	(-Inf,26]	0.6078475	0.4591042	0.7565909
sal	Indian	(26,26.5]	0.6278250	0.4916147	0.7640352
sal	Indian	(26.5,26.75]	0.5286787	0.3007150	0.7566424
sal	Indian	(26.75,27]	0.4986331	0.2457644	0.7515019
sal	Indian	(27,27.25]	0.4905421	0.2805679	0.7005163
sal	Indian	(27.25,27.5]	0.5571523	0.4580118	0.6562928
sal	Indian	(27.5,27.75]	0.4052808	0.2232039	0.5873576
sal	Indian	(27.75,27.85]	0.1491182	-0.0101667	0.3084031
sal	Indian	(27.85,27.95]	0.2855338	0.0864727	0.4845950
sal	Indian	(27.95,28.05]	0.4046608	0.2512741	0.5580474
sal	Indian	(28.05,28.1]	0.4003384	0.3013990	0.4992778
sal	Indian	(28.1, Inf]	0.4460252	0.3718290	0.5202214
sal	Pacific	(-Inf,26]	-0.0632143	-0.1233926	-0.0030360
sal	Pacific	(26,26.5]	0.5160350	0.4368182	0.5952519
sal	Pacific	(26.5,26.75]	0.6006862	0.5237583	0.6776141
sal	Pacific	(26.75,27]	0.4476036	0.4133411	0.4818660
sal	Pacific	(27,27.25]	-0.3893764	-0.3920228	-0.3867301
sal	Pacific	(27.25,27.5]	-0.4426451	-0.4864284	-0.3988617
sal	Pacific	(27.5,27.75]	-0.2220736	-0.2704243	-0.1737229
sal	Pacific	(27.75,27.85]	-0.3289304	-0.4614428	-0.1964179
sal	Pacific	(27.85,27.95]	-0.3202387	-0.4572930	-0.1831844
sal	Pacific	(27.95,28.05]	-0.1780223	-0.3109442	-0.0451005
sal	Pacific	(28.05,28.1]	-0.1017838	-0.1527696	-0.0507981
sal	Pacific	(28.1, Inf]	-0.0673684	-0.1656600	0.0309233
silicate	Atlantic	(-Inf,26]	0.1479409	0.1397992	0.1560827
silicate	Atlantic	(26,26.5]	-0.4486215	-0.5020523	-0.3951908
silicate	Atlantic	(26.5,26.75]	-0.6207418	-0.6660291	-0.5754545
silicate	Atlantic	(26.75,27]	-0.6392643	-0.6948644	-0.5836642
silicate	Atlantic	(27,27.25]	-0.7727609	-0.7919433	-0.7535786
silicate	Atlantic	(27.25,27.5]	-0.8904436	-0.8953325	-0.8855546
silicate	Atlantic	(27.5,27.75]	-0.8829918	-0.8883489	-0.8776348
silicate	Atlantic	(27.75,27.85]	-0.8800687	-0.8923369	-0.8678006
silicate	Atlantic	(27.85,27.95]	-0.8852614	-0.9010479	-0.8694748
silicate	Atlantic	(27.95,28.05]	-0.8877315	-0.8889523	-0.8865107
silicate	Atlantic	(28.05,28.1]	-0.8983216	-0.9071365	-0.8895067
silicate	Atlantic	(28.1,28.15]	-0.9237389	-0.9326794	-0.9147983
silicate	Atlantic	(28.15,28.2]	-0.9592912	-0.9604466	-0.9581359
silicate	Atlantic	(28.2, Inf]	-0.8987725	-0.9355755	-0.8619695
silicate	Indian	(-Inf,26]	-0.5541377	-0.6049449	-0.5033305
silicate	Indian	(26,26.5]	-0.9086113	-0.9282334	-0.8889893
silicate	Indian	(26.5,26.75]	-0.7640472	-0.8501106	-0.6779839
silicate	Indian	(26.75,27]	-0.4385392	-0.4905082	-0.3865703
silicate	Indian	(27,27.25]	-0.0217475	-0.0645347	0.0210397
silicate	Indian	(27.25,27.5]	0.4638594	0.4534059	0.4743128
silicate	Indian	(27.5,27.75]	0.5556027	0.5013799	0.6098255
silicate	Indian	(27.75,27.85]	0.1475495	0.0249995	0.2700996
silicate	Indian	(27.85,27.95]	0.0307386	-0.1428883	0.2043656
silicate	Indian	(27.95,28.05]	-0.1833466	-0.3057052	-0.0609880
silicate	Indian	(28.05,28.1]	-0.2067401	-0.2909153	-0.1225648
silicate	Indian	(28.1, Inf]	-0.2267544	-0.2747221	-0.1787868
silicate	Pacific	(-Inf,26]	-0.0366658	-0.0614345	-0.0118970
silicate	Pacific	(26,26.5]	-0.6787938	-0.7107831	-0.6468045
silicate	Pacific	(26.5,26.75]	-0.6148021	-0.6570146	-0.5725896
silicate	Pacific	(26.75,27]	-0.4693164	-0.5188346	-0.4197981
silicate	Pacific	(27,27.25]	0.3628933	0.3471204	0.3786663
silicate	Pacific	(27.25,27.5]	0.7915395	0.7707243	0.8123547
silicate	Pacific	(27.5,27.75]	0.8576161	0.8426038	0.8726284
silicate	Pacific	(27.75,27.85]	0.8323529	0.8157252	0.8489806
silicate	Pacific	(27.85,27.95]	0.7498116	0.7172589	0.7823643
silicate	Pacific	(27.95,28.05]	0.5222358	0.5063483	0.5381233
silicate	Pacific	(28.05,28.1]	0.3083059	0.2642214	0.3523904
silicate	Pacific	(28.1, Inf]	0.2568230	0.2360348	0.2776112
temp	Atlantic	(-Inf,26]	-0.4826958	-0.5092866	-0.4561051
temp	Atlantic	(26,26.5]	0.5989516	0.5981140	0.5997892
temp	Atlantic	(26.5,26.75]	0.6681632	0.6432956	0.6930307
temp	Atlantic	(26.75,27]	0.5860201	0.5160605	0.6559797
temp	Atlantic	(27,27.25]	0.6218728	0.6037869	0.6399588
temp	Atlantic	(27.25,27.5]	0.6938991	0.6771186	0.7106796
temp	Atlantic	(27.5,27.75]	0.6849616	0.6499070	0.7200162
temp	Atlantic	(27.75,27.85]	0.6310027	0.5812551	0.6807502
temp	Atlantic	(27.85,27.95]	0.5684654	0.5171249	0.6198060
temp	Atlantic	(27.95,28.05]	0.6485495	0.6466446	0.6504543
temp	Atlantic	(28.05,28.1]	0.6920411	0.6650618	0.7190204
temp	Atlantic	(28.1,28.15]	0.6620420	0.5974379	0.7266461
temp	Atlantic	(28.15,28.2]	0.5238689	0.3767216	0.6710162
temp	Atlantic	(28.2, Inf]	0.4256187	0.3232797	0.5279578
temp	Indian	(-Inf,26]	-0.3561241	-0.3700636	-0.3421846
temp	Indian	(26,26.5]	0.4181737	0.3753974	0.4609501
temp	Indian	(26.5,26.75]	0.4913365	0.2948350	0.6878380
temp	Indian	(26.75,27]	0.5873417	0.3805099	0.7941735
temp	Indian	(27,27.25]	0.6272559	0.4558769	0.7986348
temp	Indian	(27.25,27.5]	0.5997349	0.5140439	0.6854259
temp	Indian	(27.5,27.75]	0.2375617	0.1249382	0.3501852
temp	Indian	(27.75,27.85]	0.0809256	-0.0239199	0.1857711
temp	Indian	(27.85,27.95]	0.2484488	0.0846198	0.4122779
temp	Indian	(27.95,28.05]	0.3175156	0.1735518	0.4614793
temp	Indian	(28.05,28.1]	0.2610763	0.1161871	0.4059655
temp	Indian	(28.1, Inf]	0.4066609	0.3061415	0.5071804
temp	Pacific	(-Inf,26]	-0.5069378	-0.5305350	-0.4833406
temp	Pacific	(26,26.5]	0.5595273	0.4854931	0.6335615
temp	Pacific	(26.5,26.75]	0.6282997	0.5444675	0.7121320
temp	Pacific	(26.75,27]	0.4861670	0.4509234	0.5214105
temp	Pacific	(27,27.25]	-0.2609414	-0.2697659	-0.2521169
temp	Pacific	(27.25,27.5]	-0.4073992	-0.4619388	-0.3528597
temp	Pacific	(27.5,27.75]	-0.2969780	-0.3670091	-0.2269470
temp	Pacific	(27.75,27.85]	-0.2447053	-0.3673792	-0.1220315
temp	Pacific	(27.85,27.95]	-0.2096496	-0.3623877	-0.0569114
temp	Pacific	(27.95,28.05]	-0.0806833	-0.2657643	0.1043976
temp	Pacific	(28.05,28.1]	0.0337714	-0.0909381	0.1584810
temp	Pacific	(28.1, Inf]	0.2453899	0.1905308	0.3002491

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