eMLR - assumption testing

workflowr

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Last updated: 2021-08-18

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	196be51	jens-daniel-mueller	2020-11-30	Build site.
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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
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
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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
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439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
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69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
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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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29edae5	jens-daniel-mueller	2021-04-14
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338dd3c	jens-daniel-mueller	2021-04-09
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03b6009	jens-daniel-mueller	2021-03-23
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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
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158fe26	jens-daniel-mueller	2020-12-15
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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
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
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
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
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
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
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.8788553	0.8704241	0.8872865
aou + nitrate	Atlantic	(26.5,26.75]	0.9447719	0.9346553	0.9548886
aou + nitrate	Atlantic	(26.75,27]	0.9175470	0.9052704	0.9298235
aou + nitrate	Atlantic	(27,27.25]	0.8123352	0.8070034	0.8176669
aou + nitrate	Atlantic	(27.25,27.5]	0.7373331	0.7099650	0.7647013
aou + nitrate	Atlantic	(27.5,27.75]	0.8539196	0.8460151	0.8618241
aou + nitrate	Atlantic	(27.75,27.85]	0.9265074	0.9102534	0.9427614
aou + nitrate	Atlantic	(27.85,27.95]	0.9393365	0.9318912	0.9467819
aou + nitrate	Atlantic	(27.95,28.05]	0.9435146	0.9416733	0.9453559
aou + nitrate	Atlantic	(28.05,28.1]	0.9608410	0.9556976	0.9659843
aou + nitrate	Atlantic	(28.1,28.15]	0.9788054	0.9751101	0.9825007
aou + nitrate	Atlantic	(28.15,28.2]	0.9869437	0.9839992	0.9898882
aou + nitrate	Atlantic	(28.2, Inf]	0.9076439	0.8965461	0.9187418
aou + nitrate	Indian	(-Inf,26.5]	0.9700423	0.9553304	0.9847541
aou + nitrate	Indian	(26.5,26.75]	0.9641796	0.9546385	0.9737207
aou + nitrate	Indian	(26.75,27]	0.9238060	0.9133907	0.9342213
aou + nitrate	Indian	(27,27.25]	0.8320240	0.7848689	0.8791790
aou + nitrate	Indian	(27.25,27.5]	0.8807074	0.8560540	0.9053608
aou + nitrate	Indian	(27.5,27.75]	0.9087917	0.8721412	0.9454422
aou + nitrate	Indian	(27.75,27.85]	0.8581913	0.7912983	0.9250842
aou + nitrate	Indian	(27.85,27.95]	0.8538969	0.8233385	0.8844554
aou + nitrate	Indian	(27.95,28.05]	0.7612086	0.6897021	0.8327152
aou + nitrate	Indian	(28.05,28.1]	0.8681274	0.8155501	0.9207048
aou + nitrate	Indian	(28.1, Inf]	0.5270852	0.5209319	0.5332385
aou + nitrate	Pacific	(-Inf,26.5]	0.8882065	0.8773534	0.8990597
aou + nitrate	Pacific	(26.5,26.75]	0.8732507	0.8513154	0.8951859
aou + nitrate	Pacific	(26.75,27]	0.9234161	0.9114157	0.9354165
aou + nitrate	Pacific	(27,27.25]	0.9723917	0.9715231	0.9732603
aou + nitrate	Pacific	(27.25,27.5]	0.9790350	0.9778092	0.9802608
aou + nitrate	Pacific	(27.5,27.75]	0.9828329	0.9827751	0.9828906
aou + nitrate	Pacific	(27.75,27.85]	0.9902220	0.9902108	0.9902331
aou + nitrate	Pacific	(27.85,27.95]	0.9901798	0.9885020	0.9918576
aou + nitrate	Pacific	(27.95,28.05]	0.9816888	0.9784520	0.9849255
aou + nitrate	Pacific	(28.05,28.1]	0.9840238	0.9799366	0.9881111
aou + nitrate	Pacific	(28.1, Inf]	0.9649131	0.9596451	0.9701810
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8932547	-0.9032417	-0.8832678
aou + oxygen	Atlantic	(26.5,26.75]	-0.9631432	-0.9674098	-0.9588766
aou + oxygen	Atlantic	(26.75,27]	-0.9747468	-0.9766922	-0.9728014
aou + oxygen	Atlantic	(27,27.25]	-0.9640618	-0.9678371	-0.9602865
aou + oxygen	Atlantic	(27.25,27.5]	-0.9404086	-0.9460869	-0.9347304
aou + oxygen	Atlantic	(27.5,27.75]	-0.9199515	-0.9210475	-0.9188555
aou + oxygen	Atlantic	(27.75,27.85]	-0.9490968	-0.9608261	-0.9373675
aou + oxygen	Atlantic	(27.85,27.95]	-0.9714847	-0.9751296	-0.9678397
aou + oxygen	Atlantic	(27.95,28.05]	-0.9734812	-0.9738671	-0.9730953
aou + oxygen	Atlantic	(28.05,28.1]	-0.9820980	-0.9830739	-0.9811221
aou + oxygen	Atlantic	(28.1,28.15]	-0.9903534	-0.9914950	-0.9892118
aou + oxygen	Atlantic	(28.15,28.2]	-0.9950636	-0.9961444	-0.9939827
aou + oxygen	Atlantic	(28.2, Inf]	-0.9822139	-0.9824087	-0.9820192
aou + oxygen	Indian	(-Inf,26.5]	-0.9914678	-0.9927757	-0.9901600
aou + oxygen	Indian	(26.5,26.75]	-0.9979605	-0.9983964	-0.9975246
aou + oxygen	Indian	(26.75,27]	-0.9948439	-0.9971881	-0.9924998
aou + oxygen	Indian	(27,27.25]	-0.9940316	-0.9960507	-0.9920124
aou + oxygen	Indian	(27.25,27.5]	-0.9959735	-0.9968910	-0.9950560
aou + oxygen	Indian	(27.5,27.75]	-0.9969254	-0.9973789	-0.9964719
aou + oxygen	Indian	(27.75,27.85]	-0.9973266	-0.9980869	-0.9965662
aou + oxygen	Indian	(27.85,27.95]	-0.9951535	-0.9954978	-0.9948092
aou + oxygen	Indian	(27.95,28.05]	-0.9898373	-0.9907551	-0.9889195
aou + oxygen	Indian	(28.05,28.1]	-0.9878117	-0.9922610	-0.9833623
aou + oxygen	Indian	(28.1, Inf]	-0.9845264	-0.9852024	-0.9838504
aou + oxygen	Pacific	(-Inf,26.5]	-0.9315600	-0.9373857	-0.9257344
aou + oxygen	Pacific	(26.5,26.75]	-0.9814138	-0.9829399	-0.9798877
aou + oxygen	Pacific	(26.75,27]	-0.9808076	-0.9843148	-0.9773004
aou + oxygen	Pacific	(27,27.25]	-0.9941026	-0.9942234	-0.9939819
aou + oxygen	Pacific	(27.25,27.5]	-0.9961679	-0.9962012	-0.9961345
aou + oxygen	Pacific	(27.5,27.75]	-0.9964670	-0.9970214	-0.9959127
aou + oxygen	Pacific	(27.75,27.85]	-0.9982645	-0.9990353	-0.9974938
aou + oxygen	Pacific	(27.85,27.95]	-0.9985910	-0.9991313	-0.9980507
aou + oxygen	Pacific	(27.95,28.05]	-0.9979582	-0.9987144	-0.9972020
aou + oxygen	Pacific	(28.05,28.1]	-0.9989613	-0.9991367	-0.9987860
aou + oxygen	Pacific	(28.1, Inf]	-0.9958631	-0.9966780	-0.9950483
aou + phosphate	Atlantic	(-Inf,26.5]	0.6848548	0.6667121	0.7029975
aou + phosphate	Atlantic	(26.5,26.75]	0.8653148	0.8423894	0.8882401
aou + phosphate	Atlantic	(26.75,27]	0.8479545	0.8198920	0.8760170
aou + phosphate	Atlantic	(27,27.25]	0.7293557	0.7118758	0.7468357
aou + phosphate	Atlantic	(27.25,27.5]	0.6694012	0.6311252	0.7076772
aou + phosphate	Atlantic	(27.5,27.75]	0.8232590	0.8153172	0.8312008
aou + phosphate	Atlantic	(27.75,27.85]	0.9080641	0.8865241	0.9296041
aou + phosphate	Atlantic	(27.85,27.95]	0.9303119	0.9227149	0.9379088
aou + phosphate	Atlantic	(27.95,28.05]	0.9395639	0.9389672	0.9401606
aou + phosphate	Atlantic	(28.05,28.1]	0.9568614	0.9503381	0.9633847
aou + phosphate	Atlantic	(28.1,28.15]	0.9752035	0.9690421	0.9813648
aou + phosphate	Atlantic	(28.15,28.2]	0.9862488	0.9836605	0.9888372
aou + phosphate	Atlantic	(28.2, Inf]	0.9041653	0.8932225	0.9151082
aou + phosphate	Indian	(-Inf,26.5]	0.9905520	0.9874944	0.9936095
aou + phosphate	Indian	(26.5,26.75]	0.9865382	0.9799741	0.9931022
aou + phosphate	Indian	(26.75,27]	0.9504423	0.9281040	0.9727806
aou + phosphate	Indian	(27,27.25]	0.8813315	0.8232542	0.9394088
aou + phosphate	Indian	(27.25,27.5]	0.9296728	0.9071296	0.9522159
aou + phosphate	Indian	(27.5,27.75]	0.9562857	0.9485494	0.9640220
aou + phosphate	Indian	(27.75,27.85]	0.9231726	0.9001209	0.9462242
aou + phosphate	Indian	(27.85,27.95]	0.8668249	0.8423147	0.8913351
aou + phosphate	Indian	(27.95,28.05]	0.7804816	0.7236463	0.8373169
aou + phosphate	Indian	(28.05,28.1]	0.8751467	0.8271747	0.9231187
aou + phosphate	Indian	(28.1, Inf]	0.5141715	0.5052881	0.5230549
aou + phosphate	Pacific	(-Inf,26.5]	0.9319414	0.9272978	0.9365851
aou + phosphate	Pacific	(26.5,26.75]	0.9195176	0.9060371	0.9329980
aou + phosphate	Pacific	(26.75,27]	0.9355828	0.9198885	0.9512772
aou + phosphate	Pacific	(27,27.25]	0.9808497	0.9795293	0.9821702
aou + phosphate	Pacific	(27.25,27.5]	0.9841055	0.9839287	0.9842824
aou + phosphate	Pacific	(27.5,27.75]	0.9836878	0.9835165	0.9838590
aou + phosphate	Pacific	(27.75,27.85]	0.9884219	0.9880324	0.9888115
aou + phosphate	Pacific	(27.85,27.95]	0.9885560	0.9883011	0.9888109
aou + phosphate	Pacific	(27.95,28.05]	0.9840702	0.9834170	0.9847233
aou + phosphate	Pacific	(28.05,28.1]	0.9812046	0.9772197	0.9851895
aou + phosphate	Pacific	(28.1, Inf]	0.9594205	0.9571300	0.9617111
aou + silicate	Atlantic	(-Inf,26.5]	0.5945233	0.5285734	0.6604731
aou + silicate	Atlantic	(26.5,26.75]	0.8403854	0.8114840	0.8692867
aou + silicate	Atlantic	(26.75,27]	0.8392164	0.8346983	0.8437345
aou + silicate	Atlantic	(27,27.25]	0.7011650	0.6970497	0.7052804
aou + silicate	Atlantic	(27.25,27.5]	0.4478290	0.3907926	0.5048654
aou + silicate	Atlantic	(27.5,27.75]	0.5915494	0.5637894	0.6193095
aou + silicate	Atlantic	(27.75,27.85]	0.8226656	0.8052590	0.8400722
aou + silicate	Atlantic	(27.85,27.95]	0.8691352	0.8648775	0.8733929
aou + silicate	Atlantic	(27.95,28.05]	0.9183982	0.9149153	0.9218812
aou + silicate	Atlantic	(28.05,28.1]	0.9620413	0.9552049	0.9688777
aou + silicate	Atlantic	(28.1,28.15]	0.9763242	0.9715767	0.9810716
aou + silicate	Atlantic	(28.15,28.2]	0.9854372	0.9850532	0.9858212
aou + silicate	Atlantic	(28.2, Inf]	0.9049444	0.9023757	0.9075132
aou + silicate	Indian	(-Inf,26.5]	0.9342387	0.9138687	0.9546087
aou + silicate	Indian	(26.5,26.75]	0.9624990	0.9547094	0.9702886
aou + silicate	Indian	(26.75,27]	0.9735561	0.9726581	0.9744540
aou + silicate	Indian	(27,27.25]	0.9077911	0.9071576	0.9084246
aou + silicate	Indian	(27.25,27.5]	0.8796189	0.8567291	0.9025087
aou + silicate	Indian	(27.5,27.75]	0.8655045	0.8417239	0.8892852
aou + silicate	Indian	(27.75,27.85]	0.8649461	0.8340006	0.8958916
aou + silicate	Indian	(27.85,27.95]	0.8241441	0.7951613	0.8531270
aou + silicate	Indian	(27.95,28.05]	0.8422472	0.8054261	0.8790682
aou + silicate	Indian	(28.05,28.1]	0.9391570	0.9260845	0.9522295
aou + silicate	Indian	(28.1, Inf]	0.3438715	0.2677789	0.4199641
aou + silicate	Pacific	(-Inf,26.5]	0.7039446	0.6889295	0.7189597
aou + silicate	Pacific	(26.5,26.75]	0.4835821	0.4664515	0.5007127
aou + silicate	Pacific	(26.75,27]	0.6792777	0.6644425	0.6941129
aou + silicate	Pacific	(27,27.25]	0.8899229	0.8842157	0.8956301
aou + silicate	Pacific	(27.25,27.5]	0.9221354	0.9202158	0.9240549
aou + silicate	Pacific	(27.5,27.75]	0.9371737	0.9321202	0.9422273
aou + silicate	Pacific	(27.75,27.85]	0.9755001	0.9746469	0.9763532
aou + silicate	Pacific	(27.85,27.95]	0.9693653	0.9668615	0.9718690
aou + silicate	Pacific	(27.95,28.05]	0.9564948	0.9520339	0.9609556
aou + silicate	Pacific	(28.05,28.1]	0.9652814	0.9586772	0.9718857
aou + silicate	Pacific	(28.1, Inf]	0.8539500	0.8349602	0.8729399
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8087613	0.7564812	0.8610413
nitrate + silicate	Atlantic	(26.5,26.75]	0.9266712	0.8947742	0.9585681
nitrate + silicate	Atlantic	(26.75,27]	0.9298613	0.9185621	0.9411606
nitrate + silicate	Atlantic	(27,27.25]	0.9162798	0.9115926	0.9209670
nitrate + silicate	Atlantic	(27.25,27.5]	0.8553321	0.8381536	0.8725106
nitrate + silicate	Atlantic	(27.5,27.75]	0.8684952	0.8587755	0.8782150
nitrate + silicate	Atlantic	(27.75,27.85]	0.9492957	0.9470098	0.9515815
nitrate + silicate	Atlantic	(27.85,27.95]	0.9707940	0.9689515	0.9726365
nitrate + silicate	Atlantic	(27.95,28.05]	0.9823516	0.9816728	0.9830304
nitrate + silicate	Atlantic	(28.05,28.1]	0.9907505	0.9905829	0.9909180
nitrate + silicate	Atlantic	(28.1,28.15]	0.9921114	0.9918891	0.9923337
nitrate + silicate	Atlantic	(28.15,28.2]	0.9929219	0.9927014	0.9931424
nitrate + silicate	Atlantic	(28.2, Inf]	0.9852439	0.9830641	0.9874237
nitrate + silicate	Indian	(-Inf,26.5]	0.9462514	0.9346996	0.9578032
nitrate + silicate	Indian	(26.5,26.75]	0.9544210	0.9462243	0.9626178
nitrate + silicate	Indian	(26.75,27]	0.9349878	0.9239146	0.9460610
nitrate + silicate	Indian	(27,27.25]	0.9190921	0.9088052	0.9293790
nitrate + silicate	Indian	(27.25,27.5]	0.9177711	0.9152131	0.9203291
nitrate + silicate	Indian	(27.5,27.75]	0.8415718	0.8396227	0.8435209
nitrate + silicate	Indian	(27.75,27.85]	0.7862667	0.7276589	0.8448745
nitrate + silicate	Indian	(27.85,27.95]	0.8499315	0.8388666	0.8609965
nitrate + silicate	Indian	(27.95,28.05]	0.8824531	0.8663153	0.8985909
nitrate + silicate	Indian	(28.05,28.1]	0.9372025	0.9212840	0.9531210
nitrate + silicate	Indian	(28.1, Inf]	0.8178043	0.8129190	0.8226896
nitrate + silicate	Pacific	(-Inf,26.5]	0.8484980	0.8359875	0.8610085
nitrate + silicate	Pacific	(26.5,26.75]	0.7268856	0.7089066	0.7448646
nitrate + silicate	Pacific	(26.75,27]	0.8101265	0.7966239	0.8236292
nitrate + silicate	Pacific	(27,27.25]	0.8999067	0.8919468	0.9078666
nitrate + silicate	Pacific	(27.25,27.5]	0.8939495	0.8928690	0.8950301
nitrate + silicate	Pacific	(27.5,27.75]	0.9053553	0.9042344	0.9064762
nitrate + silicate	Pacific	(27.75,27.85]	0.9565340	0.9553112	0.9577569
nitrate + silicate	Pacific	(27.85,27.95]	0.9632466	0.9576242	0.9688690
nitrate + silicate	Pacific	(27.95,28.05]	0.9564600	0.9419498	0.9709703
nitrate + silicate	Pacific	(28.05,28.1]	0.9650213	0.9560554	0.9739872
nitrate + silicate	Pacific	(28.1, Inf]	0.9179461	0.9152649	0.9206273
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6010761	-0.6242327	-0.5779196
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8295886	-0.8580222	-0.8011550
oxygen + nitrate	Atlantic	(26.75,27]	-0.8112675	-0.8353112	-0.7872237
oxygen + nitrate	Atlantic	(27,27.25]	-0.6432081	-0.6433929	-0.6430233
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4882978	-0.5167491	-0.4598466
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6069517	-0.6244640	-0.5894395
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7710033	-0.8208459	-0.7211608
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8389947	-0.8578837	-0.8201057
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8521139	-0.8534602	-0.8507676
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8983336	-0.9090133	-0.8876539
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9457286	-0.9549616	-0.9364956
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9755095	-0.9792695	-0.9717494
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8331690	-0.8460219	-0.8203161
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9392875	-0.9546326	-0.9239424
oxygen + nitrate	Indian	(26.5,26.75]	-0.9483125	-0.9574123	-0.9392127
oxygen + nitrate	Indian	(26.75,27]	-0.8828535	-0.9070091	-0.8586979
oxygen + nitrate	Indian	(27,27.25]	-0.7698673	-0.8358283	-0.7039063
oxygen + nitrate	Indian	(27.25,27.5]	-0.8404717	-0.8722352	-0.8087083
oxygen + nitrate	Indian	(27.5,27.75]	-0.8888377	-0.9294808	-0.8481946
oxygen + nitrate	Indian	(27.75,27.85]	-0.8388993	-0.9124767	-0.7653220
oxygen + nitrate	Indian	(27.85,27.95]	-0.8107750	-0.8453638	-0.7761861
oxygen + nitrate	Indian	(27.95,28.05]	-0.6703476	-0.7552251	-0.5854701
oxygen + nitrate	Indian	(28.05,28.1]	-0.7870251	-0.8681238	-0.7059264
oxygen + nitrate	Indian	(28.1, Inf]	-0.3802535	-0.3861444	-0.3743627
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6855586	-0.7133627	-0.6577546
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7802961	-0.8138893	-0.7467028
oxygen + nitrate	Pacific	(26.75,27]	-0.8430591	-0.8702944	-0.8158238
oxygen + nitrate	Pacific	(27,27.25]	-0.9490621	-0.9502365	-0.9478878
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9689399	-0.9709679	-0.9669120
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9765091	-0.9782177	-0.9748005
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9878244	-0.9902619	-0.9853870
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9881852	-0.9884181	-0.9879523
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9747608	-0.9748232	-0.9746984
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9788788	-0.9825593	-0.9751983
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9418720	-0.9529255	-0.9308186
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.3185705	-0.3617071	-0.2754339
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7034625	-0.7495377	-0.6573872
oxygen + phosphate	Atlantic	(26.75,27]	-0.7133871	-0.7575157	-0.6692584
oxygen + phosphate	Atlantic	(27,27.25]	-0.5344199	-0.5470443	-0.5217956
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3967845	-0.4348470	-0.3587220
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5550175	-0.5709315	-0.5391035
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7385405	-0.7973090	-0.6797721
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8232365	-0.8428675	-0.8036054
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8443561	-0.8444786	-0.8442335
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8909449	-0.9031507	-0.8787392
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9388259	-0.9513018	-0.9263500
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9739819	-0.9771329	-0.9708310
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8287548	-0.8416276	-0.8158820
oxygen + phosphate	Indian	(-Inf,26.5]	-0.9683269	-0.9783801	-0.9582738
oxygen + phosphate	Indian	(26.5,26.75]	-0.9766873	-0.9881324	-0.9652422
oxygen + phosphate	Indian	(26.75,27]	-0.9167489	-0.9559303	-0.8775675
oxygen + phosphate	Indian	(27,27.25]	-0.8289932	-0.9103049	-0.7476814
oxygen + phosphate	Indian	(27.25,27.5]	-0.8990509	-0.9325168	-0.8655849
oxygen + phosphate	Indian	(27.5,27.75]	-0.9450764	-0.9565068	-0.9336459
oxygen + phosphate	Indian	(27.75,27.85]	-0.9042214	-0.9325834	-0.8758594
oxygen + phosphate	Indian	(27.85,27.95]	-0.8201334	-0.8492638	-0.7910030
oxygen + phosphate	Indian	(27.95,28.05]	-0.6906208	-0.7604206	-0.6208210
oxygen + phosphate	Indian	(28.05,28.1]	-0.7970916	-0.8740536	-0.7201297
oxygen + phosphate	Indian	(28.1, Inf]	-0.3686214	-0.3761853	-0.3610575
oxygen + phosphate	Pacific	(-Inf,26.5]	-0.7575538	-0.7759869	-0.7391207
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8343765	-0.8576275	-0.8111256
oxygen + phosphate	Pacific	(26.75,27]	-0.8558409	-0.8886395	-0.8230423
oxygen + phosphate	Pacific	(27,27.25]	-0.9593294	-0.9614537	-0.9572051
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9753821	-0.9755255	-0.9752386
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9794399	-0.9806315	-0.9782482
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9875420	-0.9900811	-0.9850029
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9870760	-0.9884812	-0.9856709
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9774215	-0.9814018	-0.9734413
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9759984	-0.9794322	-0.9725646
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9363045	-0.9433547	-0.9292543
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.2724241	-0.3563166	-0.1885317
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6978594	-0.7196176	-0.6761012
oxygen + silicate	Atlantic	(26.75,27]	-0.7250055	-0.7277728	-0.7222382
oxygen + silicate	Atlantic	(27,27.25]	-0.5172994	-0.5209634	-0.5136354
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1582322	-0.2098658	-0.1065986
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2818348	-0.3214349	-0.2422347
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6379404	-0.6844279	-0.5914529
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7411265	-0.7550366	-0.7272164
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8104617	-0.8170856	-0.8038379
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8985475	-0.9122726	-0.8848224
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9426084	-0.9533531	-0.9318637
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9774839	-0.9776914	-0.9772764
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8338577	-0.8343626	-0.8333528
oxygen + silicate	Indian	(-Inf,26.5]	-0.9072967	-0.9325466	-0.8820467
oxygen + silicate	Indian	(26.5,26.75]	-0.9530529	-0.9623514	-0.9437544
oxygen + silicate	Indian	(26.75,27]	-0.9591871	-0.9612818	-0.9570925
oxygen + silicate	Indian	(27,27.25]	-0.8666005	-0.8767043	-0.8564967
oxygen + silicate	Indian	(27.25,27.5]	-0.8414947	-0.8632478	-0.8197416
oxygen + silicate	Indian	(27.5,27.75]	-0.8332462	-0.8579986	-0.8084937
oxygen + silicate	Indian	(27.75,27.85]	-0.8402413	-0.8756989	-0.8047836
oxygen + silicate	Indian	(27.85,27.95]	-0.7749570	-0.8096848	-0.7402293
oxygen + silicate	Indian	(27.95,28.05]	-0.7697378	-0.8185525	-0.7209231
oxygen + silicate	Indian	(28.05,28.1]	-0.8877333	-0.9180454	-0.8574212
oxygen + silicate	Indian	(28.1, Inf]	-0.1975340	-0.2758341	-0.1192339
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4798981	-0.5212447	-0.4385515
oxygen + silicate	Pacific	(26.5,26.75]	-0.3297202	-0.3587985	-0.3006419
oxygen + silicate	Pacific	(26.75,27]	-0.5403053	-0.5739473	-0.5066634
oxygen + silicate	Pacific	(27,27.25]	-0.8432725	-0.8500437	-0.8365012
oxygen + silicate	Pacific	(27.25,27.5]	-0.8912766	-0.8934936	-0.8890597
oxygen + silicate	Pacific	(27.5,27.75]	-0.9121043	-0.9205315	-0.9036771
oxygen + silicate	Pacific	(27.75,27.85]	-0.9682950	-0.9721434	-0.9644466
oxygen + silicate	Pacific	(27.85,27.95]	-0.9622397	-0.9640378	-0.9604416
oxygen + silicate	Pacific	(27.95,28.05]	-0.9423243	-0.9451584	-0.9394903
oxygen + silicate	Pacific	(28.05,28.1]	-0.9561189	-0.9632880	-0.9489498
oxygen + silicate	Pacific	(28.1, Inf]	-0.8099658	-0.8342655	-0.7856662
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.8996362	0.8808079	0.9184646
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9728584	0.9697132	0.9760037
phosphate + nitrate	Atlantic	(26.75,27]	0.9823861	0.9788369	0.9859352
phosphate + nitrate	Atlantic	(27,27.25]	0.9844093	0.9826623	0.9861563
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9887696	0.9874988	0.9900405
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9930537	0.9920805	0.9940269
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9952967	0.9939069	0.9966865
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9962674	0.9955745	0.9969604
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9960353	0.9951963	0.9968744
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9960171	0.9955750	0.9964591
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9970318	0.9968774	0.9971863
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9984326	0.9983849	0.9984804
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9974521	0.9971738	0.9977303
phosphate + nitrate	Indian	(-Inf,26.5]	0.9757041	0.9537825	0.9976257
phosphate + nitrate	Indian	(26.5,26.75]	0.9760364	0.9547138	0.9973591
phosphate + nitrate	Indian	(26.75,27]	0.9783073	0.9619444	0.9946701
phosphate + nitrate	Indian	(27,27.25]	0.9655606	0.9516245	0.9794967
phosphate + nitrate	Indian	(27.25,27.5]	0.9595118	0.9573827	0.9616410
phosphate + nitrate	Indian	(27.5,27.75]	0.9458874	0.9176980	0.9740768
phosphate + nitrate	Indian	(27.75,27.85]	0.9330106	0.8925174	0.9735039
phosphate + nitrate	Indian	(27.85,27.95]	0.9629822	0.9532773	0.9726871
phosphate + nitrate	Indian	(27.95,28.05]	0.9786560	0.9706780	0.9866340
phosphate + nitrate	Indian	(28.05,28.1]	0.9853244	0.9822825	0.9883662
phosphate + nitrate	Indian	(28.1, Inf]	0.9499887	0.9395033	0.9604742
phosphate + nitrate	Pacific	(-Inf,26.5]	0.9685041	0.9628151	0.9741931
phosphate + nitrate	Pacific	(26.5,26.75]	0.9435051	0.9371474	0.9498628
phosphate + nitrate	Pacific	(26.75,27]	0.9769947	0.9762990	0.9776903
phosphate + nitrate	Pacific	(27,27.25]	0.9876950	0.9869508	0.9884392
phosphate + nitrate	Pacific	(27.25,27.5]	0.9912115	0.9908392	0.9915838
phosphate + nitrate	Pacific	(27.5,27.75]	0.9934270	0.9931712	0.9936829
phosphate + nitrate	Pacific	(27.75,27.85]	0.9934733	0.9927822	0.9941644
phosphate + nitrate	Pacific	(27.85,27.95]	0.9925301	0.9904215	0.9946387
phosphate + nitrate	Pacific	(27.95,28.05]	0.9877601	0.9815635	0.9939567
phosphate + nitrate	Pacific	(28.05,28.1]	0.9851335	0.9798937	0.9903733
phosphate + nitrate	Pacific	(28.1, Inf]	0.9783132	0.9741283	0.9824981
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8788527	0.8390428	0.9186627
phosphate + silicate	Atlantic	(26.5,26.75]	0.9297497	0.9055578	0.9539416
phosphate + silicate	Atlantic	(26.75,27]	0.9332659	0.9272000	0.9393318
phosphate + silicate	Atlantic	(27,27.25]	0.9317733	0.9286535	0.9348930
phosphate + silicate	Atlantic	(27.25,27.5]	0.8898061	0.8768188	0.9027934
phosphate + silicate	Atlantic	(27.5,27.75]	0.8893112	0.8795993	0.8990231
phosphate + silicate	Atlantic	(27.75,27.85]	0.9560646	0.9552745	0.9568547
phosphate + silicate	Atlantic	(27.85,27.95]	0.9751515	0.9736042	0.9766988
phosphate + silicate	Atlantic	(27.95,28.05]	0.9851125	0.9838086	0.9864165
phosphate + silicate	Atlantic	(28.05,28.1]	0.9917597	0.9914846	0.9920348
phosphate + silicate	Atlantic	(28.1,28.15]	0.9932181	0.9928908	0.9935454
phosphate + silicate	Atlantic	(28.15,28.2]	0.9922794	0.9920914	0.9924674
phosphate + silicate	Atlantic	(28.2, Inf]	0.9854010	0.9827642	0.9880377
phosphate + silicate	Indian	(-Inf,26.5]	0.9379151	0.9182821	0.9575481
phosphate + silicate	Indian	(26.5,26.75]	0.9639406	0.9598634	0.9680177
phosphate + silicate	Indian	(26.75,27]	0.9508836	0.9391485	0.9626187
phosphate + silicate	Indian	(27,27.25]	0.9293909	0.9231109	0.9356708
phosphate + silicate	Indian	(27.25,27.5]	0.9112273	0.8792003	0.9432543
phosphate + silicate	Indian	(27.5,27.75]	0.8598808	0.8173760	0.9023857
phosphate + silicate	Indian	(27.75,27.85]	0.8877824	0.8789276	0.8966372
phosphate + silicate	Indian	(27.85,27.95]	0.9108295	0.9092121	0.9124470
phosphate + silicate	Indian	(27.95,28.05]	0.9097009	0.9015711	0.9178308
phosphate + silicate	Indian	(28.05,28.1]	0.9404623	0.9278190	0.9531056
phosphate + silicate	Indian	(28.1, Inf]	0.7976263	0.7909041	0.8043485
phosphate + silicate	Pacific	(-Inf,26.5]	0.8092949	0.8025377	0.8160521
phosphate + silicate	Pacific	(26.5,26.75]	0.6783159	0.6586884	0.6979434
phosphate + silicate	Pacific	(26.75,27]	0.8060701	0.7880786	0.8240615
phosphate + silicate	Pacific	(27,27.25]	0.9059476	0.8961979	0.9156973
phosphate + silicate	Pacific	(27.25,27.5]	0.8984020	0.8929266	0.9038775
phosphate + silicate	Pacific	(27.5,27.75]	0.9025022	0.8975055	0.9074989
phosphate + silicate	Pacific	(27.75,27.85]	0.9573120	0.9571482	0.9574758
phosphate + silicate	Pacific	(27.85,27.95]	0.9674999	0.9638442	0.9711556
phosphate + silicate	Pacific	(27.95,28.05]	0.9643022	0.9574800	0.9711244
phosphate + silicate	Pacific	(28.05,28.1]	0.9627701	0.9529274	0.9726127
phosphate + silicate	Pacific	(28.1, Inf]	0.9103944	0.9026129	0.9181759
sal + aou	Atlantic	(-Inf,26.5]	-0.0856703	-0.0899391	-0.0814015
sal + aou	Atlantic	(26.5,26.75]	-0.2704789	-0.3101885	-0.2307693
sal + aou	Atlantic	(26.75,27]	-0.2073370	-0.2958102	-0.1188637
sal + aou	Atlantic	(27,27.25]	-0.0288211	-0.0834232	0.0257810
sal + aou	Atlantic	(27.25,27.5]	-0.0497710	-0.1235658	0.0240238
sal + aou	Atlantic	(27.5,27.75]	-0.3583763	-0.3691329	-0.3476197
sal + aou	Atlantic	(27.75,27.85]	-0.3858598	-0.4901004	-0.2816193
sal + aou	Atlantic	(27.85,27.95]	-0.4531613	-0.5212021	-0.3851205
sal + aou	Atlantic	(27.95,28.05]	-0.6073783	-0.6538612	-0.5608953
sal + aou	Atlantic	(28.05,28.1]	-0.7423334	-0.7468911	-0.7377756
sal + aou	Atlantic	(28.1,28.15]	-0.8137295	-0.8273154	-0.8001437
sal + aou	Atlantic	(28.15,28.2]	-0.9109388	-0.9185613	-0.9033163
sal + aou	Atlantic	(28.2, Inf]	-0.7139450	-0.7670392	-0.6608509
sal + aou	Indian	(-Inf,26.5]	-0.6339722	-0.7997222	-0.4682223
sal + aou	Indian	(26.5,26.75]	-0.2242537	-0.4406651	-0.0078424
sal + aou	Indian	(26.75,27]	0.4803710	0.3048678	0.6558741
sal + aou	Indian	(27,27.25]	0.8703152	0.8567166	0.8839139
sal + aou	Indian	(27.25,27.5]	0.9479107	0.9308908	0.9649306
sal + aou	Indian	(27.5,27.75]	0.9594638	0.9545320	0.9643956
sal + aou	Indian	(27.75,27.85]	0.9415733	0.9211479	0.9619987
sal + aou	Indian	(27.85,27.95]	0.9091653	0.9024482	0.9158824
sal + aou	Indian	(27.95,28.05]	0.7156800	0.7033410	0.7280190
sal + aou	Indian	(28.05,28.1]	0.3026216	0.2496026	0.3556406
sal + aou	Indian	(28.1, Inf]	0.6791789	0.6309516	0.7274062
sal + aou	Pacific	(-Inf,26.5]	-0.1822511	-0.1972845	-0.1672177
sal + aou	Pacific	(26.5,26.75]	0.0857821	0.0586262	0.1129379
sal + aou	Pacific	(26.75,27]	-0.1123888	-0.1208451	-0.1039325
sal + aou	Pacific	(27,27.25]	-0.2126753	-0.2141221	-0.2112285
sal + aou	Pacific	(27.25,27.5]	0.0053561	-0.0136087	0.0243209
sal + aou	Pacific	(27.5,27.75]	0.0076281	-0.0306983	0.0459545
sal + aou	Pacific	(27.75,27.85]	-0.2283584	-0.4344989	-0.0222180
sal + aou	Pacific	(27.85,27.95]	-0.4581409	-0.6363220	-0.2799599
sal + aou	Pacific	(27.95,28.05]	-0.6577311	-0.7755795	-0.5398827
sal + aou	Pacific	(28.05,28.1]	-0.8853660	-0.8963987	-0.8743332
sal + aou	Pacific	(28.1, Inf]	-0.6579942	-0.7843195	-0.5316689
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4483006	-0.4747548	-0.4218464
sal + nitrate	Atlantic	(26.5,26.75]	-0.5347155	-0.5405496	-0.5288815
sal + nitrate	Atlantic	(26.75,27]	-0.5521057	-0.6011888	-0.5030227
sal + nitrate	Atlantic	(27,27.25]	-0.5627077	-0.5929964	-0.5324189
sal + nitrate	Atlantic	(27.25,27.5]	-0.6596411	-0.6704674	-0.6488147
sal + nitrate	Atlantic	(27.5,27.75]	-0.7329895	-0.7590105	-0.7069685
sal + nitrate	Atlantic	(27.75,27.85]	-0.6611603	-0.7203640	-0.6019566
sal + nitrate	Atlantic	(27.85,27.95]	-0.6883454	-0.7353496	-0.6413412
sal + nitrate	Atlantic	(27.95,28.05]	-0.8030653	-0.8384971	-0.7676336
sal + nitrate	Atlantic	(28.05,28.1]	-0.8727782	-0.8814243	-0.8641321
sal + nitrate	Atlantic	(28.1,28.15]	-0.8932938	-0.8954341	-0.8911535
sal + nitrate	Atlantic	(28.15,28.2]	-0.9468320	-0.9480174	-0.9456466
sal + nitrate	Atlantic	(28.2, Inf]	-0.9300147	-0.9469551	-0.9130743
sal + nitrate	Indian	(-Inf,26.5]	-0.7609549	-0.8617982	-0.6601115
sal + nitrate	Indian	(26.5,26.75]	-0.4415236	-0.6076423	-0.2754049
sal + nitrate	Indian	(26.75,27]	0.1322330	-0.0938704	0.3583364
sal + nitrate	Indian	(27,27.25]	0.4741750	0.3724887	0.5758612
sal + nitrate	Indian	(27.25,27.5]	0.7302737	0.7270410	0.7335064
sal + nitrate	Indian	(27.5,27.75]	0.8343916	0.7912296	0.8775537
sal + nitrate	Indian	(27.75,27.85]	0.6965963	0.5686991	0.8244935
sal + nitrate	Indian	(27.85,27.95]	0.5915496	0.5349057	0.6481935
sal + nitrate	Indian	(27.95,28.05]	0.1229044	0.0370108	0.2087980
sal + nitrate	Indian	(28.05,28.1]	-0.1665486	-0.3211945	-0.0119027
sal + nitrate	Indian	(28.1, Inf]	-0.1729558	-0.2245740	-0.1213376
sal + nitrate	Pacific	(-Inf,26.5]	-0.4825316	-0.4925137	-0.4725496
sal + nitrate	Pacific	(26.5,26.75]	-0.3049725	-0.3701508	-0.2397942
sal + nitrate	Pacific	(26.75,27]	-0.3960638	-0.4373832	-0.3547445
sal + nitrate	Pacific	(27,27.25]	-0.3321453	-0.3348674	-0.3294232
sal + nitrate	Pacific	(27.25,27.5]	-0.0148825	-0.0295941	-0.0001709
sal + nitrate	Pacific	(27.5,27.75]	-0.0091619	-0.0315282	0.0132045
sal + nitrate	Pacific	(27.75,27.85]	-0.2368342	-0.4097181	-0.0639503
sal + nitrate	Pacific	(27.85,27.95]	-0.4743268	-0.6247066	-0.3239470
sal + nitrate	Pacific	(27.95,28.05]	-0.7113502	-0.7983313	-0.6243691
sal + nitrate	Pacific	(28.05,28.1]	-0.9164681	-0.9224729	-0.9104633
sal + nitrate	Pacific	(28.1, Inf]	-0.7766387	-0.8636933	-0.6895841
sal + oxygen	Atlantic	(-Inf,26.5]	-0.3487164	-0.3698931	-0.3275397
sal + oxygen	Atlantic	(26.5,26.75]	0.0061157	-0.0512636	0.0634949
sal + oxygen	Atlantic	(26.75,27]	-0.0096291	-0.1082820	0.0890239
sal + oxygen	Atlantic	(27,27.25]	-0.2305601	-0.2697790	-0.1913412
sal + oxygen	Atlantic	(27.25,27.5]	-0.2831280	-0.3375707	-0.2286854
sal + oxygen	Atlantic	(27.5,27.75]	-0.0221990	-0.0314232	-0.0129747
sal + oxygen	Atlantic	(27.75,27.85]	0.0864870	-0.0624783	0.2354523
sal + oxygen	Atlantic	(27.85,27.95]	0.2406841	0.1511560	0.3302121
sal + oxygen	Atlantic	(27.95,28.05]	0.4239302	0.3736171	0.4742432
sal + oxygen	Atlantic	(28.05,28.1]	0.6086425	0.5990756	0.6182094
sal + oxygen	Atlantic	(28.1,28.15]	0.7279640	0.7058653	0.7500627
sal + oxygen	Atlantic	(28.15,28.2]	0.8767017	0.8699544	0.8834490
sal + oxygen	Atlantic	(28.2, Inf]	0.6012487	0.5454609	0.6570366
sal + oxygen	Indian	(-Inf,26.5]	0.5796222	0.4050896	0.7541547
sal + oxygen	Indian	(26.5,26.75]	0.1676580	-0.0443041	0.3796201
sal + oxygen	Indian	(26.75,27]	-0.5623907	-0.7075315	-0.4172499
sal + oxygen	Indian	(27,27.25]	-0.9146166	-0.9166839	-0.9125493
sal + oxygen	Indian	(27.25,27.5]	-0.9658432	-0.9820945	-0.9495919
sal + oxygen	Indian	(27.5,27.75]	-0.9629745	-0.9639726	-0.9619763
sal + oxygen	Indian	(27.75,27.85]	-0.9476027	-0.9651455	-0.9300600
sal + oxygen	Indian	(27.85,27.95]	-0.9302593	-0.9331344	-0.9273841
sal + oxygen	Indian	(27.95,28.05]	-0.7964640	-0.8123999	-0.7805281
sal + oxygen	Indian	(28.05,28.1]	-0.4386026	-0.4613377	-0.4158674
sal + oxygen	Indian	(28.1, Inf]	-0.7814826	-0.8217055	-0.7412598
sal + oxygen	Pacific	(-Inf,26.5]	-0.1262987	-0.1620904	-0.0905070
sal + oxygen	Pacific	(26.5,26.75]	-0.2698469	-0.2880541	-0.2516397
sal + oxygen	Pacific	(26.75,27]	-0.0765634	-0.0860537	-0.0670732
sal + oxygen	Pacific	(27,27.25]	0.1120489	0.1098267	0.1142711
sal + oxygen	Pacific	(27.25,27.5]	-0.0761071	-0.0947402	-0.0574740
sal + oxygen	Pacific	(27.5,27.75]	-0.0536058	-0.0968744	-0.0103371
sal + oxygen	Pacific	(27.75,27.85]	0.1887507	-0.0337691	0.4112706
sal + oxygen	Pacific	(27.85,27.95]	0.4337173	0.2386002	0.6288344
sal + oxygen	Pacific	(27.95,28.05]	0.6342032	0.4962966	0.7721099
sal + oxygen	Pacific	(28.05,28.1]	0.8743576	0.8580430	0.8906723
sal + oxygen	Pacific	(28.1, Inf]	0.6007673	0.4596530	0.7418815
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7419573	-0.7496889	-0.7342257
sal + phosphate	Atlantic	(26.5,26.75]	-0.7008571	-0.7072916	-0.6944225
sal + phosphate	Atlantic	(26.75,27]	-0.6792238	-0.7055766	-0.6528709
sal + phosphate	Atlantic	(27,27.25]	-0.6766946	-0.6935915	-0.6597977
sal + phosphate	Atlantic	(27.25,27.5]	-0.7361166	-0.7405028	-0.7317304
sal + phosphate	Atlantic	(27.5,27.75]	-0.7770290	-0.7972545	-0.7568036
sal + phosphate	Atlantic	(27.75,27.85]	-0.6978284	-0.7478135	-0.6478434
sal + phosphate	Atlantic	(27.85,27.95]	-0.7113542	-0.7548870	-0.6678214
sal + phosphate	Atlantic	(27.95,28.05]	-0.8133241	-0.8482842	-0.7783639
sal + phosphate	Atlantic	(28.05,28.1]	-0.8849168	-0.8929567	-0.8768769
sal + phosphate	Atlantic	(28.1,28.15]	-0.9055914	-0.9082406	-0.9029423
sal + phosphate	Atlantic	(28.15,28.2]	-0.9514115	-0.9517676	-0.9510553
sal + phosphate	Atlantic	(28.2, Inf]	-0.9344988	-0.9510984	-0.9178992
sal + phosphate	Indian	(-Inf,26.5]	-0.6618579	-0.8496143	-0.4741015
sal + phosphate	Indian	(26.5,26.75]	-0.3162219	-0.5885788	-0.0438649
sal + phosphate	Indian	(26.75,27]	0.2342241	-0.0564549	0.5249031
sal + phosphate	Indian	(27,27.25]	0.5867139	0.4296938	0.7437340
sal + phosphate	Indian	(27.25,27.5]	0.8294192	0.7927069	0.8661314
sal + phosphate	Indian	(27.5,27.75]	0.9089447	0.8852744	0.9326150
sal + phosphate	Indian	(27.75,27.85]	0.8181287	0.7518200	0.8844374
sal + phosphate	Indian	(27.85,27.95]	0.6439522	0.5859459	0.7019584
sal + phosphate	Indian	(27.95,28.05]	0.1631818	0.0849812	0.2413825
sal + phosphate	Indian	(28.05,28.1]	-0.1399871	-0.3026729	0.0226987
sal + phosphate	Indian	(28.1, Inf]	-0.1863550	-0.2360279	-0.1366821
sal + phosphate	Pacific	(-Inf,26.5]	-0.4054556	-0.4059733	-0.4049378
sal + phosphate	Pacific	(26.5,26.75]	-0.2561912	-0.3096484	-0.2027340
sal + phosphate	Pacific	(26.75,27]	-0.3979211	-0.4462599	-0.3495822
sal + phosphate	Pacific	(27,27.25]	-0.3283623	-0.3381990	-0.3185255
sal + phosphate	Pacific	(27.25,27.5]	-0.0115025	-0.0353147	0.0123097
sal + phosphate	Pacific	(27.5,27.75]	0.0096477	-0.0193426	0.0386380
sal + phosphate	Pacific	(27.75,27.85]	-0.2075022	-0.3840894	-0.0309150
sal + phosphate	Pacific	(27.85,27.95]	-0.4654059	-0.6215367	-0.3092751
sal + phosphate	Pacific	(27.95,28.05]	-0.7151165	-0.8064957	-0.6237372
sal + phosphate	Pacific	(28.05,28.1]	-0.9237179	-0.9344012	-0.9130347
sal + phosphate	Pacific	(28.1, Inf]	-0.7790779	-0.8645821	-0.6935737
sal + silicate	Atlantic	(-Inf,26.5]	-0.6681436	-0.6731883	-0.6630988
sal + silicate	Atlantic	(26.5,26.75]	-0.6067545	-0.6302571	-0.5832518
sal + silicate	Atlantic	(26.75,27]	-0.5713233	-0.6301435	-0.5125031
sal + silicate	Atlantic	(27,27.25]	-0.6137163	-0.6455686	-0.5818639
sal + silicate	Atlantic	(27.25,27.5]	-0.7619777	-0.7717908	-0.7521645
sal + silicate	Atlantic	(27.5,27.75]	-0.7748622	-0.7925653	-0.7571591
sal + silicate	Atlantic	(27.75,27.85]	-0.6877696	-0.7551567	-0.6203824
sal + silicate	Atlantic	(27.85,27.95]	-0.7465451	-0.7959542	-0.6971360
sal + silicate	Atlantic	(27.95,28.05]	-0.8366433	-0.8731131	-0.8001735
sal + silicate	Atlantic	(28.05,28.1]	-0.8793603	-0.8900474	-0.8686732
sal + silicate	Atlantic	(28.1,28.15]	-0.8959813	-0.8985983	-0.8933644
sal + silicate	Atlantic	(28.15,28.2]	-0.9278774	-0.9310045	-0.9247502
sal + silicate	Atlantic	(28.2, Inf]	-0.9058364	-0.9396536	-0.8720192
sal + silicate	Indian	(-Inf,26.5]	-0.7869547	-0.8670154	-0.7068941
sal + silicate	Indian	(26.5,26.75]	-0.3554268	-0.5156179	-0.1952358
sal + silicate	Indian	(26.75,27]	0.3810455	0.2144928	0.5475982
sal + silicate	Indian	(27,27.25]	0.6354243	0.6087556	0.6620930
sal + silicate	Indian	(27.25,27.5]	0.7185399	0.6532648	0.7838150
sal + silicate	Indian	(27.5,27.75]	0.7837793	0.7150736	0.8524850
sal + silicate	Indian	(27.75,27.85]	0.8290314	0.8009208	0.8571419
sal + silicate	Indian	(27.85,27.95]	0.6851905	0.6309826	0.7393984
sal + silicate	Indian	(27.95,28.05]	0.3856006	0.3223367	0.4488645
sal + silicate	Indian	(28.05,28.1]	0.0851678	-0.0195581	0.1898937
sal + silicate	Indian	(28.1, Inf]	-0.1751938	-0.2258596	-0.1245280
sal + silicate	Pacific	(-Inf,26.5]	-0.6260408	-0.6452188	-0.6068627
sal + silicate	Pacific	(26.5,26.75]	-0.7071967	-0.7489932	-0.6654003
sal + silicate	Pacific	(26.75,27]	-0.7250941	-0.7550914	-0.6950969
sal + silicate	Pacific	(27,27.25]	-0.5602151	-0.5620552	-0.5583750
sal + silicate	Pacific	(27.25,27.5]	-0.2473164	-0.2635344	-0.2310985
sal + silicate	Pacific	(27.5,27.75]	-0.0403748	-0.0688930	-0.0118566
sal + silicate	Pacific	(27.75,27.85]	-0.2103325	-0.3818194	-0.0388457
sal + silicate	Pacific	(27.85,27.95]	-0.4044436	-0.5573297	-0.2515575
sal + silicate	Pacific	(27.95,28.05]	-0.6222035	-0.6975419	-0.5468650
sal + silicate	Pacific	(28.05,28.1]	-0.8644366	-0.8695043	-0.8593689
sal + silicate	Pacific	(28.1, Inf]	-0.7822755	-0.8810259	-0.6835251
sal + temp	Atlantic	(-Inf,26.5]	0.9379784	0.9318411	0.9441157
sal + temp	Atlantic	(26.5,26.75]	0.9881687	0.9879697	0.9883677
sal + temp	Atlantic	(26.75,27]	0.9803011	0.9800397	0.9805626
sal + temp	Atlantic	(27,27.25]	0.9784700	0.9770476	0.9798923
sal + temp	Atlantic	(27.25,27.5]	0.9762245	0.9746352	0.9778138
sal + temp	Atlantic	(27.5,27.75]	0.9680252	0.9659889	0.9700615
sal + temp	Atlantic	(27.75,27.85]	0.9856573	0.9851002	0.9862145
sal + temp	Atlantic	(27.85,27.95]	0.9652204	0.9612910	0.9691499
sal + temp	Atlantic	(27.95,28.05]	0.9450503	0.9420073	0.9480934
sal + temp	Atlantic	(28.05,28.1]	0.9694568	0.9685729	0.9703408
sal + temp	Atlantic	(28.1,28.15]	0.9665423	0.9576101	0.9754744
sal + temp	Atlantic	(28.15,28.2]	0.7735881	0.6218639	0.9253124
sal + temp	Atlantic	(28.2, Inf]	0.4432881	0.4397031	0.4468731
sal + temp	Indian	(-Inf,26.5]	0.5585016	0.5381740	0.5788292
sal + temp	Indian	(26.5,26.75]	0.9290901	0.9138073	0.9443729
sal + temp	Indian	(26.75,27]	0.9648670	0.9543161	0.9754180
sal + temp	Indian	(27,27.25]	0.9608757	0.9602415	0.9615100
sal + temp	Indian	(27.25,27.5]	0.9448484	0.9250270	0.9646698
sal + temp	Indian	(27.5,27.75]	0.9026273	0.8671877	0.9380669
sal + temp	Indian	(27.75,27.85]	0.9295585	0.9099775	0.9491394
sal + temp	Indian	(27.85,27.95]	0.9398147	0.9331863	0.9464430
sal + temp	Indian	(27.95,28.05]	0.9518725	0.9423559	0.9613891
sal + temp	Indian	(28.05,28.1]	0.9435956	0.9321348	0.9550564
sal + temp	Indian	(28.1, Inf]	0.9440131	0.9309313	0.9570949
sal + temp	Pacific	(-Inf,26.5]	0.7965531	0.7779877	0.8151184
sal + temp	Pacific	(26.5,26.75]	0.9755156	0.9725532	0.9784780
sal + temp	Pacific	(26.75,27]	0.9690511	0.9651156	0.9729867
sal + temp	Pacific	(27,27.25]	0.9342077	0.9311089	0.9373066
sal + temp	Pacific	(27.25,27.5]	0.7930285	0.7858234	0.8002336
sal + temp	Pacific	(27.5,27.75]	0.5319600	0.5120996	0.5518204
sal + temp	Pacific	(27.75,27.85]	0.7037519	0.6280096	0.7794943
sal + temp	Pacific	(27.85,27.95]	0.5078527	0.3840440	0.6316614
sal + temp	Pacific	(27.95,28.05]	0.3776897	0.2588728	0.4965066
sal + temp	Pacific	(28.05,28.1]	0.1141661	0.0412886	0.1870436
sal + temp	Pacific	(28.1, Inf]	-0.2368080	-0.3891024	-0.0845136
temp + aou	Atlantic	(-Inf,26.5]	-0.1666155	-0.1842567	-0.1489743
temp + aou	Atlantic	(26.5,26.75]	-0.2863273	-0.3222262	-0.2504283
temp + aou	Atlantic	(26.75,27]	-0.1829956	-0.2546486	-0.1113426
temp + aou	Atlantic	(27,27.25]	0.0337729	-0.0187001	0.0862458
temp + aou	Atlantic	(27.25,27.5]	-0.0054302	-0.0738246	0.0629641
temp + aou	Atlantic	(27.5,27.75]	-0.2985963	-0.3047182	-0.2924744
temp + aou	Atlantic	(27.75,27.85]	-0.3731187	-0.4677035	-0.2785340
temp + aou	Atlantic	(27.85,27.95]	-0.4084486	-0.4639990	-0.3528981
temp + aou	Atlantic	(27.95,28.05]	-0.5090993	-0.5379556	-0.4802431
temp + aou	Atlantic	(28.05,28.1]	-0.6269761	-0.6309221	-0.6230300
temp + aou	Atlantic	(28.1,28.15]	-0.6776335	-0.6816158	-0.6736512
temp + aou	Atlantic	(28.15,28.2]	-0.6060905	-0.7673931	-0.4447879
temp + aou	Atlantic	(28.2, Inf]	0.0512825	0.0119000	0.0906649
temp + aou	Indian	(-Inf,26.5]	-0.3517876	-0.3937611	-0.3098141
temp + aou	Indian	(26.5,26.75]	-0.1415701	-0.3037643	0.0206241
temp + aou	Indian	(26.75,27]	0.3487499	0.1706252	0.5268745
temp + aou	Indian	(27,27.25]	0.7639981	0.7176176	0.8103787
temp + aou	Indian	(27.25,27.5]	0.8649191	0.8296966	0.9001415
temp + aou	Indian	(27.5,27.75]	0.9020937	0.8802083	0.9239791
temp + aou	Indian	(27.75,27.85]	0.9321034	0.9109444	0.9532625
temp + aou	Indian	(27.85,27.95]	0.9031063	0.9028626	0.9033499
temp + aou	Indian	(27.95,28.05]	0.7732903	0.7563852	0.7901953
temp + aou	Indian	(28.05,28.1]	0.5016593	0.4482238	0.5550948
temp + aou	Indian	(28.1, Inf]	0.7936176	0.7739970	0.8132383
temp + aou	Pacific	(-Inf,26.5]	-0.3789957	-0.3889379	-0.3690535
temp + aou	Pacific	(26.5,26.75]	0.0855327	0.0718387	0.0992268
temp + aou	Pacific	(26.75,27]	-0.1037180	-0.1112578	-0.0961782
temp + aou	Pacific	(27,27.25]	-0.2563597	-0.2714544	-0.2412650
temp + aou	Pacific	(27.25,27.5]	-0.0936769	-0.1123728	-0.0749809
temp + aou	Pacific	(27.5,27.75]	0.0404535	-0.0391478	0.1200548
temp + aou	Pacific	(27.75,27.85]	-0.0868506	-0.3123114	0.1386102
temp + aou	Pacific	(27.85,27.95]	-0.1237800	-0.3355438	0.0879837
temp + aou	Pacific	(27.95,28.05]	-0.0471379	-0.2196820	0.1254061
temp + aou	Pacific	(28.05,28.1]	-0.0172555	-0.2068550	0.1723439
temp + aou	Pacific	(28.1, Inf]	0.8027974	0.7947955	0.8107992
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5493552	-0.5673299	-0.5313804
temp + nitrate	Atlantic	(26.5,26.75]	-0.5561408	-0.5574283	-0.5548533
temp + nitrate	Atlantic	(26.75,27]	-0.5357556	-0.5674749	-0.5040363
temp + nitrate	Atlantic	(27,27.25]	-0.5064227	-0.5313669	-0.4814786
temp + nitrate	Atlantic	(27.25,27.5]	-0.6119324	-0.6145331	-0.6093316
temp + nitrate	Atlantic	(27.5,27.75]	-0.6838126	-0.7056823	-0.6619428
temp + nitrate	Atlantic	(27.75,27.85]	-0.6607820	-0.7088973	-0.6126667
temp + nitrate	Atlantic	(27.85,27.95]	-0.6643878	-0.6988144	-0.6299613
temp + nitrate	Atlantic	(27.95,28.05]	-0.7291732	-0.7512411	-0.7071054
temp + nitrate	Atlantic	(28.05,28.1]	-0.7882976	-0.7971857	-0.7794094
temp + nitrate	Atlantic	(28.1,28.15]	-0.7824063	-0.8009544	-0.7638583
temp + nitrate	Atlantic	(28.15,28.2]	-0.6357364	-0.7959975	-0.4754752
temp + nitrate	Atlantic	(28.2, Inf]	-0.2221319	-0.2444127	-0.1998512
temp + nitrate	Indian	(-Inf,26.5]	-0.5001033	-0.5189764	-0.4812303
temp + nitrate	Indian	(26.5,26.75]	-0.3545406	-0.4837334	-0.2253479
temp + nitrate	Indian	(26.75,27]	-0.0090408	-0.2290902	0.2110087
temp + nitrate	Indian	(27,27.25]	0.3005049	0.1522378	0.4487720
temp + nitrate	Indian	(27.25,27.5]	0.5589703	0.4694760	0.6484645
temp + nitrate	Indian	(27.5,27.75]	0.7272781	0.6500748	0.8044815
temp + nitrate	Indian	(27.75,27.85]	0.7069454	0.5916997	0.8221910
temp + nitrate	Indian	(27.85,27.95]	0.5948410	0.5564864	0.6331956
temp + nitrate	Indian	(27.95,28.05]	0.2169261	0.1432865	0.2905656
temp + nitrate	Indian	(28.05,28.1]	0.0520130	-0.1056029	0.2096288
temp + nitrate	Indian	(28.1, Inf]	-0.0346687	-0.0563490	-0.0129884
temp + nitrate	Pacific	(-Inf,26.5]	-0.6855126	-0.6913030	-0.6797221
temp + nitrate	Pacific	(26.5,26.75]	-0.3216972	-0.3741460	-0.2692484
temp + nitrate	Pacific	(26.75,27]	-0.4145467	-0.4531886	-0.3759049
temp + nitrate	Pacific	(27,27.25]	-0.4070257	-0.4207008	-0.3933506
temp + nitrate	Pacific	(27.25,27.5]	-0.1651838	-0.1747832	-0.1555843
temp + nitrate	Pacific	(27.5,27.75]	0.0059293	-0.0612494	0.0731081
temp + nitrate	Pacific	(27.75,27.85]	-0.0937592	-0.2891694	0.1016511
temp + nitrate	Pacific	(27.85,27.95]	-0.1276895	-0.3125667	0.0571876
temp + nitrate	Pacific	(27.95,28.05]	-0.1043700	-0.2486696	0.0399296
temp + nitrate	Pacific	(28.05,28.1]	-0.0521605	-0.2366147	0.1322937
temp + nitrate	Pacific	(28.1, Inf]	0.6700438	0.6558929	0.6841947
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2926796	-0.3305695	-0.2547896
temp + oxygen	Atlantic	(26.5,26.75]	0.0189751	-0.0345396	0.0724899
temp + oxygen	Atlantic	(26.75,27]	-0.0399062	-0.1214522	0.0416397
temp + oxygen	Atlantic	(27,27.25]	-0.2971367	-0.3337718	-0.2605016
temp + oxygen	Atlantic	(27.25,27.5]	-0.3337957	-0.3825746	-0.2850169
temp + oxygen	Atlantic	(27.5,27.75]	-0.0987862	-0.1023434	-0.0952289
temp + oxygen	Atlantic	(27.75,27.85]	0.0658803	-0.0729486	0.2047092
temp + oxygen	Atlantic	(27.85,27.95]	0.1815439	0.1066042	0.2564837
temp + oxygen	Atlantic	(27.95,28.05]	0.2991260	0.2687789	0.3294730
temp + oxygen	Atlantic	(28.05,28.1]	0.4697397	0.4606665	0.4788129
temp + oxygen	Atlantic	(28.1,28.15]	0.5715678	0.5694229	0.5737126
temp + oxygen	Atlantic	(28.15,28.2]	0.5281249	0.3457514	0.7104983
temp + oxygen	Atlantic	(28.2, Inf]	-0.2318947	-0.2701290	-0.1936605
temp + oxygen	Indian	(-Inf,26.5]	0.2276522	0.1937792	0.2615253
temp + oxygen	Indian	(26.5,26.75]	0.0795696	-0.0771622	0.2363013
temp + oxygen	Indian	(26.75,27]	-0.4393342	-0.5890033	-0.2896652
temp + oxygen	Indian	(27,27.25]	-0.8292757	-0.8589711	-0.7995802
temp + oxygen	Indian	(27.25,27.5]	-0.9061735	-0.9314668	-0.8808801
temp + oxygen	Indian	(27.5,27.75]	-0.9329933	-0.9491512	-0.9168355
temp + oxygen	Indian	(27.75,27.85]	-0.9557209	-0.9698391	-0.9416027
temp + oxygen	Indian	(27.85,27.95]	-0.9405732	-0.9420031	-0.9391432
temp + oxygen	Indian	(27.95,28.05]	-0.8546858	-0.8718985	-0.8374731
temp + oxygen	Indian	(28.05,28.1]	-0.6265879	-0.6520310	-0.6011448
temp + oxygen	Indian	(28.1, Inf]	-0.8820275	-0.8949627	-0.8690923
temp + oxygen	Pacific	(-Inf,26.5]	0.0189950	-0.0076414	0.0456314
temp + oxygen	Pacific	(26.5,26.75]	-0.2747517	-0.2803221	-0.2691813
temp + oxygen	Pacific	(26.75,27]	-0.0911297	-0.1015260	-0.0807333
temp + oxygen	Pacific	(27,27.25]	0.1501097	0.1357735	0.1644459
temp + oxygen	Pacific	(27.25,27.5]	0.0062980	-0.0128606	0.0254567
temp + oxygen	Pacific	(27.5,27.75]	-0.1235447	-0.2091051	-0.0379844
temp + oxygen	Pacific	(27.75,27.85]	0.0310714	-0.2082066	0.2703493
temp + oxygen	Pacific	(27.85,27.95]	0.0732834	-0.1496297	0.2961964
temp + oxygen	Pacific	(27.95,28.05]	-0.0128168	-0.1974310	0.1717974
temp + oxygen	Pacific	(28.05,28.1]	-0.0141050	-0.2086452	0.1804353
temp + oxygen	Pacific	(28.1, Inf]	-0.8465541	-0.8578441	-0.8352641
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7488477	-0.7496179	-0.7480776
temp + phosphate	Atlantic	(26.5,26.75]	-0.7113749	-0.7234104	-0.6993394
temp + phosphate	Atlantic	(26.75,27]	-0.6570265	-0.6682677	-0.6457854
temp + phosphate	Atlantic	(27,27.25]	-0.6192334	-0.6321562	-0.6063105
temp + phosphate	Atlantic	(27.25,27.5]	-0.6936115	-0.6965413	-0.6906817
temp + phosphate	Atlantic	(27.5,27.75]	-0.7326618	-0.7498579	-0.7154658
temp + phosphate	Atlantic	(27.75,27.85]	-0.6981658	-0.7375391	-0.6587925
temp + phosphate	Atlantic	(27.85,27.95]	-0.6878645	-0.7201872	-0.6555419
temp + phosphate	Atlantic	(27.95,28.05]	-0.7422404	-0.7637949	-0.7206860
temp + phosphate	Atlantic	(28.05,28.1]	-0.8016139	-0.8098349	-0.7933930
temp + phosphate	Atlantic	(28.1,28.15]	-0.7992186	-0.8185562	-0.7798810
temp + phosphate	Atlantic	(28.15,28.2]	-0.6428695	-0.8039281	-0.4818108
temp + phosphate	Atlantic	(28.2, Inf]	-0.2279536	-0.2496053	-0.2063018
temp + phosphate	Indian	(-Inf,26.5]	-0.4439205	-0.5148117	-0.3730293
temp + phosphate	Indian	(26.5,26.75]	-0.2518159	-0.4644237	-0.0392081
temp + phosphate	Indian	(26.75,27]	0.0824099	-0.1913966	0.3562163
temp + phosphate	Indian	(27,27.25]	0.4072212	0.2126188	0.6018236
temp + phosphate	Indian	(27.25,27.5]	0.6601515	0.5473620	0.7729411
temp + phosphate	Indian	(27.5,27.75]	0.8207626	0.7731150	0.8684101
temp + phosphate	Indian	(27.75,27.85]	0.7810420	0.7164873	0.8455967
temp + phosphate	Indian	(27.85,27.95]	0.6002542	0.5648157	0.6356926
temp + phosphate	Indian	(27.95,28.05]	0.2432975	0.1826672	0.3039277
temp + phosphate	Indian	(28.05,28.1]	0.0783392	-0.0815347	0.2382131
temp + phosphate	Indian	(28.1, Inf]	-0.0449922	-0.0598819	-0.0301026
temp + phosphate	Pacific	(-Inf,26.5]	-0.6224664	-0.6226401	-0.6222928
temp + phosphate	Pacific	(26.5,26.75]	-0.2712535	-0.3144802	-0.2280269
temp + phosphate	Pacific	(26.75,27]	-0.4092390	-0.4571338	-0.3613442
temp + phosphate	Pacific	(27,27.25]	-0.3930226	-0.3979114	-0.3881337
temp + phosphate	Pacific	(27.25,27.5]	-0.1495995	-0.1719853	-0.1272138
temp + phosphate	Pacific	(27.5,27.75]	0.0310246	-0.0424588	0.1045080
temp + phosphate	Pacific	(27.75,27.85]	-0.0665256	-0.2620820	0.1290309
temp + phosphate	Pacific	(27.85,27.95]	-0.1158402	-0.3044739	0.0727935
temp + phosphate	Pacific	(27.95,28.05]	-0.0994099	-0.2434591	0.0446394
temp + phosphate	Pacific	(28.05,28.1]	-0.0385591	-0.2181340	0.1410157
temp + phosphate	Pacific	(28.1, Inf]	0.6701412	0.6631771	0.6771052
temp + silicate	Atlantic	(-Inf,26.5]	-0.6553794	-0.6644196	-0.6463391
temp + silicate	Atlantic	(26.5,26.75]	-0.6304623	-0.6552317	-0.6056929
temp + silicate	Atlantic	(26.75,27]	-0.5649173	-0.6085650	-0.5212696
temp + silicate	Atlantic	(27,27.25]	-0.5810739	-0.6075464	-0.5546015
temp + silicate	Atlantic	(27.25,27.5]	-0.7784106	-0.7851582	-0.7716630
temp + silicate	Atlantic	(27.5,27.75]	-0.7981878	-0.8218243	-0.7745514
temp + silicate	Atlantic	(27.75,27.85]	-0.7164965	-0.7738534	-0.6591396
temp + silicate	Atlantic	(27.85,27.95]	-0.7492481	-0.7892365	-0.7092597
temp + silicate	Atlantic	(27.95,28.05]	-0.7830816	-0.8100593	-0.7561039
temp + silicate	Atlantic	(28.05,28.1]	-0.7945335	-0.8075898	-0.7814772
temp + silicate	Atlantic	(28.1,28.15]	-0.7853004	-0.8041523	-0.7664485
temp + silicate	Atlantic	(28.15,28.2]	-0.6040641	-0.7733831	-0.4347452
temp + silicate	Atlantic	(28.2, Inf]	-0.1910334	-0.2323565	-0.1497103
temp + silicate	Indian	(-Inf,26.5]	-0.4583853	-0.4671271	-0.4496435
temp + silicate	Indian	(26.5,26.75]	-0.2546396	-0.3673006	-0.1419787
temp + silicate	Indian	(26.75,27]	0.2485560	0.0855393	0.4115727
temp + silicate	Indian	(27,27.25]	0.4776613	0.4118175	0.5435051
temp + silicate	Indian	(27.25,27.5]	0.5641459	0.5517285	0.5765634
temp + silicate	Indian	(27.5,27.75]	0.6192594	0.6117014	0.6268174
temp + silicate	Indian	(27.75,27.85]	0.7055195	0.6410967	0.7699423
temp + silicate	Indian	(27.85,27.95]	0.5585199	0.5137714	0.6032685
temp + silicate	Indian	(27.95,28.05]	0.3819098	0.3363769	0.4274426
temp + silicate	Indian	(28.05,28.1]	0.2792491	0.1791335	0.3793646
temp + silicate	Indian	(28.1, Inf]	-0.1240473	-0.1768629	-0.0712317
temp + silicate	Pacific	(-Inf,26.5]	-0.6836293	-0.7145929	-0.6526656
temp + silicate	Pacific	(26.5,26.75]	-0.7084922	-0.7453750	-0.6716095
temp + silicate	Pacific	(26.75,27]	-0.7123101	-0.7430876	-0.6815325
temp + silicate	Pacific	(27,27.25]	-0.5957928	-0.6114540	-0.5801317
temp + silicate	Pacific	(27.25,27.5]	-0.3974706	-0.4127539	-0.3821874
temp + silicate	Pacific	(27.5,27.75]	-0.2229577	-0.2837438	-0.1621717
temp + silicate	Pacific	(27.75,27.85]	-0.1719137	-0.3733411	0.0295137
temp + silicate	Pacific	(27.85,27.95]	-0.2161395	-0.4380601	0.0057811
temp + silicate	Pacific	(27.95,28.05]	-0.2044051	-0.3926439	-0.0161663
temp + silicate	Pacific	(28.05,28.1]	-0.0734045	-0.2691132	0.1223042
temp + silicate	Pacific	(28.1, Inf]	0.4706677	0.4659826	0.4753527

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.0796737	-0.0030494	0.1623969
aou	Atlantic	(26.5,26.75]	-0.3999392	-0.4114850	-0.3883935
aou	Atlantic	(26.75,27]	-0.3406661	-0.4481562	-0.2331760
aou	Atlantic	(27,27.25]	-0.2502167	-0.3304445	-0.1699889
aou	Atlantic	(27.25,27.5]	-0.3864095	-0.4725238	-0.3002953
aou	Atlantic	(27.5,27.75]	-0.7540189	-0.7592108	-0.7488270
aou	Atlantic	(27.75,27.85]	-0.8835515	-0.9161192	-0.8509837
aou	Atlantic	(27.85,27.95]	-0.9061215	-0.9142865	-0.8979566
aou	Atlantic	(27.95,28.05]	-0.8792534	-0.8900387	-0.8684680
aou	Atlantic	(28.05,28.1]	-0.8667010	-0.8808921	-0.8525100
aou	Atlantic	(28.1,28.15]	-0.9096898	-0.9260805	-0.8932990
aou	Atlantic	(28.15,28.2]	-0.9342629	-0.9362801	-0.9322456
aou	Atlantic	(28.2, Inf]	-0.8218843	-0.8361281	-0.8076405
aou	Indian	(-Inf,26.5]	-0.8342952	-0.9150277	-0.7535628
aou	Indian	(26.5,26.75]	-0.8711096	-0.9231875	-0.8190318
aou	Indian	(26.75,27]	-0.5823231	-0.6941285	-0.4705176
aou	Indian	(27,27.25]	0.0428320	-0.1466407	0.2323048
aou	Indian	(27.25,27.5]	0.4904608	0.4739811	0.5069406
aou	Indian	(27.5,27.75]	0.4532478	0.3767886	0.5297070
aou	Indian	(27.75,27.85]	0.2215316	0.1304025	0.3126608
aou	Indian	(27.85,27.95]	0.2071294	0.1890457	0.2252132
aou	Indian	(27.95,28.05]	0.1780841	0.1431832	0.2129849
aou	Indian	(28.05,28.1]	0.0686527	-0.0260653	0.1633708
aou	Indian	(28.1, Inf]	0.4278412	0.3944619	0.4612206
aou	Pacific	(-Inf,26.5]	-0.5250563	-0.5860916	-0.4640209
aou	Pacific	(26.5,26.75]	-0.5994945	-0.6829574	-0.5160316
aou	Pacific	(26.75,27]	-0.6125010	-0.6625152	-0.5624869
aou	Pacific	(27,27.25]	0.0538733	0.0362119	0.0715348
aou	Pacific	(27.25,27.5]	0.5920385	0.5878094	0.5962676
aou	Pacific	(27.5,27.75]	0.7505727	0.7456282	0.7555171
aou	Pacific	(27.75,27.85]	0.8318791	0.8229638	0.8407945
aou	Pacific	(27.85,27.95]	0.7982864	0.7961420	0.8004309
aou	Pacific	(27.95,28.05]	0.5914305	0.5779361	0.6049250
aou	Pacific	(28.05,28.1]	0.3411660	0.3346708	0.3476613
aou	Pacific	(28.1, Inf]	0.3865405	0.3232550	0.4498259
nitrate	Atlantic	(-Inf,26.5]	-0.2516673	-0.3416941	-0.1616406
nitrate	Atlantic	(26.5,26.75]	-0.6241840	-0.6442885	-0.6040794
nitrate	Atlantic	(26.75,27]	-0.6480077	-0.7042009	-0.5918146
nitrate	Atlantic	(27,27.25]	-0.7359516	-0.7837740	-0.6881292
nitrate	Atlantic	(27.25,27.5]	-0.8857616	-0.9110582	-0.8604651
nitrate	Atlantic	(27.5,27.75]	-0.9663821	-0.9676904	-0.9650739
nitrate	Atlantic	(27.75,27.85]	-0.9674623	-0.9690998	-0.9658249
nitrate	Atlantic	(27.85,27.95]	-0.9521429	-0.9536574	-0.9506284
nitrate	Atlantic	(27.95,28.05]	-0.9257574	-0.9326723	-0.9188424
nitrate	Atlantic	(28.05,28.1]	-0.9114271	-0.9176178	-0.9052363
nitrate	Atlantic	(28.1,28.15]	-0.9301376	-0.9395426	-0.9207325
nitrate	Atlantic	(28.15,28.2]	-0.9594433	-0.9657941	-0.9530925
nitrate	Atlantic	(28.2, Inf]	-0.9682028	-0.9683425	-0.9680631
nitrate	Indian	(-Inf,26.5]	-0.7764295	-0.8485603	-0.7042987
nitrate	Indian	(26.5,26.75]	-0.8966223	-0.9022206	-0.8910241
nitrate	Indian	(26.75,27]	-0.7642318	-0.7864533	-0.7420103
nitrate	Indian	(27,27.25]	-0.3445625	-0.3799951	-0.3091299
nitrate	Indian	(27.25,27.5]	0.3139537	0.2236725	0.4042350
nitrate	Indian	(27.5,27.75]	0.3991219	0.3461470	0.4520967
nitrate	Indian	(27.75,27.85]	0.0719166	-0.0226549	0.1664882
nitrate	Indian	(27.85,27.95]	-0.0369658	-0.0482081	-0.0257236
nitrate	Indian	(27.95,28.05]	-0.2630140	-0.3567769	-0.1692511
nitrate	Indian	(28.05,28.1]	-0.1977085	-0.3695388	-0.0258783
nitrate	Indian	(28.1, Inf]	-0.1870777	-0.2081598	-0.1659956
nitrate	Pacific	(-Inf,26.5]	-0.5197324	-0.5797559	-0.4597089
nitrate	Pacific	(26.5,26.75]	-0.7627843	-0.7983374	-0.7272312
nitrate	Pacific	(26.75,27]	-0.7254559	-0.7409195	-0.7099923
nitrate	Pacific	(27,27.25]	0.0145951	-0.0083203	0.0375104
nitrate	Pacific	(27.25,27.5]	0.5211267	0.5196333	0.5226201
nitrate	Pacific	(27.5,27.75]	0.6875009	0.6854761	0.6895257
nitrate	Pacific	(27.75,27.85]	0.7926809	0.7899941	0.7953677
nitrate	Pacific	(27.85,27.95]	0.7599893	0.7565350	0.7634436
nitrate	Pacific	(27.95,28.05]	0.5426230	0.5314124	0.5538336
nitrate	Pacific	(28.05,28.1]	0.3026437	0.2904204	0.3148670
nitrate	Pacific	(28.1, Inf]	0.3277535	0.2564699	0.3990371
oxygen	Atlantic	(-Inf,26.5]	-0.3225615	-0.3770440	-0.2680791
oxygen	Atlantic	(26.5,26.75]	0.1952751	0.1494458	0.2411043
oxygen	Atlantic	(26.75,27]	0.1515733	0.0240028	0.2791437
oxygen	Atlantic	(27,27.25]	0.0188836	-0.0560323	0.0937996
oxygen	Atlantic	(27.25,27.5]	0.0905233	0.0034366	0.1776099
oxygen	Atlantic	(27.5,27.75]	0.4788296	0.4650690	0.4925902
oxygen	Atlantic	(27.75,27.85]	0.7177752	0.6415755	0.7939749
oxygen	Atlantic	(27.85,27.95]	0.8135759	0.7911299	0.8360219
oxygen	Atlantic	(27.95,28.05]	0.8022928	0.7914821	0.8131034
oxygen	Atlantic	(28.05,28.1]	0.8188449	0.7991160	0.8385738
oxygen	Atlantic	(28.1,28.15]	0.8908121	0.8670360	0.9145882
oxygen	Atlantic	(28.15,28.2]	0.9336647	0.9295721	0.9377573
oxygen	Atlantic	(28.2, Inf]	0.7379601	0.7198000	0.7561203
oxygen	Indian	(-Inf,26.5]	0.8714125	0.8071099	0.9357150
oxygen	Indian	(26.5,26.75]	0.8557749	0.7958506	0.9156992
oxygen	Indian	(26.75,27]	0.5162937	0.3768776	0.6557098
oxygen	Indian	(27,27.25]	-0.1209530	-0.3337391	0.0918331
oxygen	Indian	(27.25,27.5]	-0.5084993	-0.5455098	-0.4714888
oxygen	Indian	(27.5,27.75]	-0.4264479	-0.5080323	-0.3448635
oxygen	Indian	(27.75,27.85]	-0.2176805	-0.3127686	-0.1225925
oxygen	Indian	(27.85,27.95]	-0.2269274	-0.2406283	-0.2132265
oxygen	Indian	(27.95,28.05]	-0.2483724	-0.2771796	-0.2195653
oxygen	Indian	(28.05,28.1]	-0.1303646	-0.2006415	-0.0600878
oxygen	Indian	(28.1, Inf]	-0.4954798	-0.5258329	-0.4651267
oxygen	Pacific	(-Inf,26.5]	0.5293745	0.4684494	0.5902997
oxygen	Pacific	(26.5,26.75]	0.4889889	0.3897087	0.5882691
oxygen	Pacific	(26.75,27]	0.5406986	0.4676311	0.6137661
oxygen	Pacific	(27,27.25]	-0.0234067	-0.0391715	-0.0076420
oxygen	Pacific	(27.25,27.5]	-0.5497433	-0.5571099	-0.5423768
oxygen	Pacific	(27.5,27.75]	-0.7127435	-0.7189049	-0.7065820
oxygen	Pacific	(27.75,27.85]	-0.8124184	-0.8244901	-0.8003467
oxygen	Pacific	(27.85,27.95]	-0.7836292	-0.7870193	-0.7802391
oxygen	Pacific	(27.95,28.05]	-0.5826949	-0.5953268	-0.5700631
oxygen	Pacific	(28.05,28.1]	-0.3453050	-0.3516550	-0.3389551
oxygen	Pacific	(28.1, Inf]	-0.3963579	-0.4579446	-0.3347713
phosphate	Atlantic	(-Inf,26.5]	-0.4995778	-0.5917309	-0.4074248
phosphate	Atlantic	(26.5,26.75]	-0.7397287	-0.7663558	-0.7131017
phosphate	Atlantic	(26.75,27]	-0.7567564	-0.7911774	-0.7223355
phosphate	Atlantic	(27,27.25]	-0.8240246	-0.8552512	-0.7927980
phosphate	Atlantic	(27.25,27.5]	-0.9295292	-0.9449196	-0.9141387
phosphate	Atlantic	(27.5,27.75]	-0.9791834	-0.9800549	-0.9783118
phosphate	Atlantic	(27.75,27.85]	-0.9753797	-0.9759662	-0.9747932
phosphate	Atlantic	(27.85,27.95]	-0.9561157	-0.9591391	-0.9530922
phosphate	Atlantic	(27.95,28.05]	-0.9300376	-0.9375567	-0.9225185
phosphate	Atlantic	(28.05,28.1]	-0.9130374	-0.9190528	-0.9070219
phosphate	Atlantic	(28.1,28.15]	-0.9303446	-0.9379854	-0.9227038
phosphate	Atlantic	(28.15,28.2]	-0.9602785	-0.9664680	-0.9540890
phosphate	Atlantic	(28.2, Inf]	-0.9732898	-0.9740309	-0.9725488
phosphate	Indian	(-Inf,26.5]	-0.8062321	-0.9045083	-0.7079560
phosphate	Indian	(26.5,26.75]	-0.9188992	-0.9484253	-0.8893730
phosphate	Indian	(26.75,27]	-0.7772204	-0.8174875	-0.7369532
phosphate	Indian	(27,27.25]	-0.3653191	-0.4271799	-0.3034583
phosphate	Indian	(27.25,27.5]	0.2670457	0.2161735	0.3179180
phosphate	Indian	(27.5,27.75]	0.3287200	0.2564903	0.4009498
phosphate	Indian	(27.75,27.85]	0.0445532	-0.0298136	0.1189200
phosphate	Indian	(27.85,27.95]	-0.0798954	-0.0870786	-0.0727122
phosphate	Indian	(27.95,28.05]	-0.2926299	-0.3883006	-0.1969592
phosphate	Indian	(28.05,28.1]	-0.2483471	-0.4150723	-0.0816219
phosphate	Indian	(28.1, Inf]	-0.2821576	-0.2889128	-0.2754024
phosphate	Pacific	(-Inf,26.5]	-0.5555658	-0.6088478	-0.5022838
phosphate	Pacific	(26.5,26.75]	-0.8117006	-0.8469181	-0.7764832
phosphate	Pacific	(26.75,27]	-0.7584854	-0.7706592	-0.7463117
phosphate	Pacific	(27,27.25]	-0.0081426	-0.0346481	0.0183630
phosphate	Pacific	(27.25,27.5]	0.5113302	0.5039141	0.5187463
phosphate	Pacific	(27.5,27.75]	0.6649423	0.6580269	0.6718576
phosphate	Pacific	(27.75,27.85]	0.7636804	0.7579941	0.7693668
phosphate	Pacific	(27.85,27.95]	0.7287569	0.7268638	0.7306500
phosphate	Pacific	(27.95,28.05]	0.5024381	0.4950697	0.5098064
phosphate	Pacific	(28.05,28.1]	0.2226095	0.1959535	0.2492654
phosphate	Pacific	(28.1, Inf]	0.2302225	0.1435901	0.3168550
sal	Atlantic	(-Inf,26.5]	0.6414799	0.5324642	0.7504956
sal	Atlantic	(26.5,26.75]	0.8061555	0.7555572	0.8567539
sal	Atlantic	(26.75,27]	0.8962999	0.8756159	0.9169838
sal	Atlantic	(27,27.25]	0.8896423	0.8757574	0.9035272
sal	Atlantic	(27.25,27.5]	0.8583239	0.8329499	0.8836979
sal	Atlantic	(27.5,27.75]	0.7988561	0.7764871	0.8212252
sal	Atlantic	(27.75,27.85]	0.6965465	0.6671871	0.7259060
sal	Atlantic	(27.85,27.95]	0.6351136	0.6083628	0.6618643
sal	Atlantic	(27.95,28.05]	0.6774589	0.6458343	0.7090835
sal	Atlantic	(28.05,28.1]	0.7368745	0.7302327	0.7435163
sal	Atlantic	(28.1,28.15]	0.7706118	0.7687668	0.7724568
sal	Atlantic	(28.15,28.2]	0.8812964	0.8579061	0.9046868
sal	Atlantic	(28.2, Inf]	0.9388926	0.9338951	0.9438901
sal	Indian	(-Inf,26.5]	0.5550876	0.4509195	0.6592558
sal	Indian	(26.5,26.75]	0.3772209	0.0999624	0.6544795
sal	Indian	(26.75,27]	0.1936442	-0.1699780	0.5572665
sal	Indian	(27,27.25]	0.2999280	-0.0073898	0.6072458
sal	Indian	(27.25,27.5]	0.4452308	0.3079076	0.5825540
sal	Indian	(27.5,27.75]	0.4071147	0.2369356	0.5772938
sal	Indian	(27.75,27.85]	0.2724796	0.1618569	0.3831024
sal	Indian	(27.85,27.95]	0.3506624	0.3251147	0.3762101
sal	Indian	(27.95,28.05]	0.5525763	0.5392248	0.5659278
sal	Indian	(28.05,28.1]	0.4282862	0.3410202	0.5155523
sal	Indian	(28.1, Inf]	0.5580407	0.5320784	0.5840030
sal	Pacific	(-Inf,26.5]	0.2121465	0.1870898	0.2372032
sal	Pacific	(26.5,26.75]	0.4430284	0.3659779	0.5200790
sal	Pacific	(26.75,27]	0.3254093	0.2450567	0.4057620
sal	Pacific	(27,27.25]	-0.4106930	-0.4406898	-0.3806963
sal	Pacific	(27.25,27.5]	-0.5229085	-0.5690518	-0.4767652
sal	Pacific	(27.5,27.75]	-0.2885486	-0.3557812	-0.2213160
sal	Pacific	(27.75,27.85]	-0.4248342	-0.6018888	-0.2477795
sal	Pacific	(27.85,27.95]	-0.4442646	-0.5784708	-0.3100584
sal	Pacific	(27.95,28.05]	-0.3002382	-0.3717728	-0.2287036
sal	Pacific	(28.05,28.1]	-0.1979185	-0.2198978	-0.1759391
sal	Pacific	(28.1, Inf]	-0.1608825	-0.1791581	-0.1426069
silicate	Atlantic	(-Inf,26.5]	-0.4720271	-0.5796205	-0.3644337
silicate	Atlantic	(26.5,26.75]	-0.6521397	-0.6893455	-0.6149338
silicate	Atlantic	(26.75,27]	-0.6622534	-0.7161900	-0.6083168
silicate	Atlantic	(27,27.25]	-0.7539522	-0.7846119	-0.7232924
silicate	Atlantic	(27.25,27.5]	-0.8789891	-0.8943541	-0.8636241
silicate	Atlantic	(27.5,27.75]	-0.8663959	-0.8778864	-0.8549055
silicate	Atlantic	(27.75,27.85]	-0.8940007	-0.8956625	-0.8923388
silicate	Atlantic	(27.85,27.95]	-0.8941792	-0.9020570	-0.8863014
silicate	Atlantic	(27.95,28.05]	-0.8842854	-0.8974384	-0.8711325
silicate	Atlantic	(28.05,28.1]	-0.8813662	-0.8920486	-0.8706839
silicate	Atlantic	(28.1,28.15]	-0.9146887	-0.9257221	-0.9036553
silicate	Atlantic	(28.15,28.2]	-0.9531415	-0.9615996	-0.9446833
silicate	Atlantic	(28.2, Inf]	-0.9523973	-0.9548254	-0.9499692
silicate	Indian	(-Inf,26.5]	-0.7986092	-0.8543931	-0.7428253
silicate	Indian	(26.5,26.75]	-0.8838995	-0.9278071	-0.8399920
silicate	Indian	(26.75,27]	-0.6271342	-0.7231774	-0.5310911
silicate	Indian	(27,27.25]	-0.1764248	-0.2910296	-0.0618199
silicate	Indian	(27.25,27.5]	0.4322519	0.3458945	0.5186093
silicate	Indian	(27.5,27.75]	0.6013110	0.5868430	0.6157789
silicate	Indian	(27.75,27.85]	0.2711580	0.2679668	0.2743492
silicate	Indian	(27.85,27.95]	0.1264803	0.1097143	0.1432464
silicate	Indian	(27.95,28.05]	-0.0395786	-0.1369660	0.0578089
silicate	Indian	(28.05,28.1]	-0.0548270	-0.1892869	0.0796330
silicate	Indian	(28.1, Inf]	-0.2609659	-0.2705438	-0.2513880
silicate	Pacific	(-Inf,26.5]	-0.5047564	-0.5484730	-0.4610398
silicate	Pacific	(26.5,26.75]	-0.6255379	-0.6584520	-0.5926238
silicate	Pacific	(26.75,27]	-0.5031668	-0.5478643	-0.4584693
silicate	Pacific	(27,27.25]	0.3072065	0.3042460	0.3101669
silicate	Pacific	(27.25,27.5]	0.7943206	0.7886222	0.8000190
silicate	Pacific	(27.5,27.75]	0.8775512	0.8722040	0.8828984
silicate	Pacific	(27.75,27.85]	0.8640373	0.8622632	0.8658113
silicate	Pacific	(27.85,27.95]	0.7916547	0.7899648	0.7933446
silicate	Pacific	(27.95,28.05]	0.5703296	0.5552215	0.5854377
silicate	Pacific	(28.05,28.1]	0.3108169	0.3078563	0.3137775
silicate	Pacific	(28.1, Inf]	0.2597064	0.2308717	0.2885411
temp	Atlantic	(-Inf,26.5]	0.5335525	0.4588695	0.6082355
temp	Atlantic	(26.5,26.75]	0.7911905	0.7269973	0.8553836
temp	Atlantic	(26.75,27]	0.8683587	0.8330666	0.9036509
temp	Atlantic	(27,27.25]	0.8436432	0.8198307	0.8674557
temp	Atlantic	(27.25,27.5]	0.8133307	0.7785510	0.8481103
temp	Atlantic	(27.5,27.75]	0.7427198	0.7243186	0.7611209
temp	Atlantic	(27.75,27.85]	0.6854345	0.6667131	0.7041560
temp	Atlantic	(27.85,27.95]	0.6216720	0.6020373	0.6413067
temp	Atlantic	(27.95,28.05]	0.6416091	0.6267877	0.6564306
temp	Atlantic	(28.05,28.1]	0.6629351	0.6559480	0.6699222
temp	Atlantic	(28.1,28.15]	0.6403549	0.6144376	0.6662722
temp	Atlantic	(28.15,28.2]	0.5010503	0.3544349	0.6476658
temp	Atlantic	(28.2, Inf]	0.2663164	0.2550931	0.2775397
temp	Indian	(-Inf,26.5]	-0.0347399	-0.1235593	0.0540795
temp	Indian	(26.5,26.75]	0.3083885	0.0847717	0.5320053
temp	Indian	(26.75,27]	0.3392590	0.0382437	0.6402742
temp	Indian	(27,27.25]	0.4763473	0.2177354	0.7349592
temp	Indian	(27.25,27.5]	0.5261124	0.3990428	0.6531820
temp	Indian	(27.5,27.75]	0.2676380	0.1794041	0.3558719
temp	Indian	(27.75,27.85]	0.1853762	0.0885084	0.2822441
temp	Indian	(27.85,27.95]	0.2768802	0.2720631	0.2816972
temp	Indian	(27.95,28.05]	0.4568285	0.4333249	0.4803321
temp	Indian	(28.05,28.1]	0.3783639	0.3490710	0.4076569
temp	Indian	(28.1, Inf]	0.5753502	0.5441742	0.6065262
temp	Pacific	(-Inf,26.5]	0.0439085	0.0194279	0.0683891
temp	Pacific	(26.5,26.75]	0.4574407	0.3808769	0.5340045
temp	Pacific	(26.75,27]	0.3651708	0.2855194	0.4448223
temp	Pacific	(27,27.25]	-0.2694967	-0.2929162	-0.2460771
temp	Pacific	(27.25,27.5]	-0.5047617	-0.5533440	-0.4561794
temp	Pacific	(27.5,27.75]	-0.3913364	-0.4729887	-0.3096841
temp	Pacific	(27.75,27.85]	-0.3865008	-0.5956707	-0.1773309
temp	Pacific	(27.85,27.95]	-0.3674332	-0.5634063	-0.1714602
temp	Pacific	(27.95,28.05]	-0.1912118	-0.3305698	-0.0518537
temp	Pacific	(28.05,28.1]	-0.0828900	-0.1425461	-0.0232340
temp	Pacific	(28.1, Inf]	0.3485067	0.2980729	0.3989406

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_0.7.5      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_3.3.3   
[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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_1.5            
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1