eMLR - assumption testing

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Last updated: 2021-08-10

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
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html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
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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
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
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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
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83a13de	jens-daniel-mueller	2021-03-20
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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
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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
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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
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
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
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
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
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
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]	0.8831855	0.8780890	0.8882820
aou + nitrate	Atlantic	(26.5,26.75]	0.9451577	0.9347587	0.9555567
aou + nitrate	Atlantic	(26.75,27]	0.9183383	0.9055028	0.9311737
aou + nitrate	Atlantic	(27,27.25]	0.8124305	0.8059809	0.8188801
aou + nitrate	Atlantic	(27.25,27.5]	0.7378312	0.7078657	0.7677967
aou + nitrate	Atlantic	(27.5,27.75]	0.8545081	0.8456371	0.8633792
aou + nitrate	Atlantic	(27.75,27.85]	0.9269561	0.9114020	0.9425101
aou + nitrate	Atlantic	(27.85,27.95]	0.9395421	0.9322714	0.9468127
aou + nitrate	Atlantic	(27.95,28.05]	0.9432748	0.9402558	0.9462938
aou + nitrate	Atlantic	(28.05,28.1]	0.9595943	0.9560935	0.9630951
aou + nitrate	Atlantic	(28.1,28.15]	0.9781490	0.9740630	0.9822349
aou + nitrate	Atlantic	(28.15,28.2]	0.9868159	0.9840799	0.9895519
aou + nitrate	Atlantic	(28.2, Inf]	0.9068652	0.8961607	0.9175697
aou + nitrate	Indian	(-Inf,26.5]	0.9696900	0.9546124	0.9847675
aou + nitrate	Indian	(26.5,26.75]	0.9640216	0.9546385	0.9734048
aou + nitrate	Indian	(26.75,27]	0.9241094	0.9131126	0.9351062
aou + nitrate	Indian	(27,27.25]	0.8319281	0.7845117	0.8793444
aou + nitrate	Indian	(27.25,27.5]	0.8791771	0.8534387	0.9049156
aou + nitrate	Indian	(27.5,27.75]	0.9093276	0.8730293	0.9456258
aou + nitrate	Indian	(27.75,27.85]	0.8588716	0.7921035	0.9256397
aou + nitrate	Indian	(27.85,27.95]	0.8532329	0.8221537	0.8843121
aou + nitrate	Indian	(27.95,28.05]	0.7596731	0.6878556	0.8314906
aou + nitrate	Indian	(28.05,28.1]	0.8675429	0.8138378	0.9212480
aou + nitrate	Indian	(28.1,28.2]	0.8371106	0.8012961	0.8729251
aou + nitrate	Indian	(28.2,28.3]	0.4237513	0.4029854	0.4445172
aou + nitrate	Indian	(28.3, Inf]	0.6186317	0.6046074	0.6326561
aou + nitrate	Pacific	(-Inf,26.5]	0.8895280	0.8781344	0.9009216
aou + nitrate	Pacific	(26.5,26.75]	0.8725933	0.8512789	0.8939077
aou + nitrate	Pacific	(26.75,27]	0.9237727	0.9121264	0.9354191
aou + nitrate	Pacific	(27,27.25]	0.9726065	0.9718524	0.9733605
aou + nitrate	Pacific	(27.25,27.5]	0.9786867	0.9769095	0.9804638
aou + nitrate	Pacific	(27.5,27.75]	0.9827017	0.9825742	0.9828292
aou + nitrate	Pacific	(27.75,27.85]	0.9901983	0.9901622	0.9902343
aou + nitrate	Pacific	(27.85,27.95]	0.9901124	0.9884255	0.9917992
aou + nitrate	Pacific	(27.95,28.05]	0.9815123	0.9782911	0.9847335
aou + nitrate	Pacific	(28.05,28.1]	0.9841022	0.9800918	0.9881125
aou + nitrate	Pacific	(28.1,28.2]	0.9815526	0.9809782	0.9821270
aou + nitrate	Pacific	(28.2,28.3]	0.0224162	0.0144309	0.0304016
aou + nitrate	Pacific	(28.3, Inf]	0.6615596	0.6361891	0.6869302
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8936492	-0.9016561	-0.8856424
aou + oxygen	Atlantic	(26.5,26.75]	-0.9632125	-0.9675797	-0.9588452
aou + oxygen	Atlantic	(26.75,27]	-0.9750519	-0.9772047	-0.9728991
aou + oxygen	Atlantic	(27,27.25]	-0.9641011	-0.9677063	-0.9604959
aou + oxygen	Atlantic	(27.25,27.5]	-0.9410376	-0.9462342	-0.9358410
aou + oxygen	Atlantic	(27.5,27.75]	-0.9197293	-0.9217675	-0.9176912
aou + oxygen	Atlantic	(27.75,27.85]	-0.9483178	-0.9591839	-0.9374517
aou + oxygen	Atlantic	(27.85,27.95]	-0.9712829	-0.9749733	-0.9675924
aou + oxygen	Atlantic	(27.95,28.05]	-0.9730547	-0.9732602	-0.9728493
aou + oxygen	Atlantic	(28.05,28.1]	-0.9818833	-0.9824307	-0.9813359
aou + oxygen	Atlantic	(28.1,28.15]	-0.9902728	-0.9914953	-0.9890502
aou + oxygen	Atlantic	(28.15,28.2]	-0.9950019	-0.9960127	-0.9939912
aou + oxygen	Atlantic	(28.2, Inf]	-0.9821900	-0.9825544	-0.9818255
aou + oxygen	Indian	(-Inf,26.5]	-0.9914210	-0.9926933	-0.9901486
aou + oxygen	Indian	(26.5,26.75]	-0.9979431	-0.9983964	-0.9974898
aou + oxygen	Indian	(26.75,27]	-0.9948703	-0.9972480	-0.9924926
aou + oxygen	Indian	(27,27.25]	-0.9940670	-0.9960607	-0.9920734
aou + oxygen	Indian	(27.25,27.5]	-0.9959279	-0.9968429	-0.9950130
aou + oxygen	Indian	(27.5,27.75]	-0.9969279	-0.9973728	-0.9964831
aou + oxygen	Indian	(27.75,27.85]	-0.9973386	-0.9980990	-0.9965783
aou + oxygen	Indian	(27.85,27.95]	-0.9951345	-0.9954935	-0.9947755
aou + oxygen	Indian	(27.95,28.05]	-0.9897528	-0.9907027	-0.9888029
aou + oxygen	Indian	(28.05,28.1]	-0.9878985	-0.9923176	-0.9834795
aou + oxygen	Indian	(28.1,28.2]	-0.9846801	-0.9871383	-0.9822219
aou + oxygen	Indian	(28.2,28.3]	-0.9873937	-0.9877894	-0.9869981
aou + oxygen	Indian	(28.3, Inf]	-0.9972049	-0.9986555	-0.9957543
aou + oxygen	Pacific	(-Inf,26.5]	-0.9324539	-0.9394117	-0.9254960
aou + oxygen	Pacific	(26.5,26.75]	-0.9812191	-0.9824364	-0.9800019
aou + oxygen	Pacific	(26.75,27]	-0.9808732	-0.9842511	-0.9774953
aou + oxygen	Pacific	(27,27.25]	-0.9941090	-0.9942325	-0.9939855
aou + oxygen	Pacific	(27.25,27.5]	-0.9961870	-0.9962256	-0.9961484
aou + oxygen	Pacific	(27.5,27.75]	-0.9964527	-0.9970156	-0.9958898
aou + oxygen	Pacific	(27.75,27.85]	-0.9982670	-0.9990342	-0.9974997
aou + oxygen	Pacific	(27.85,27.95]	-0.9985892	-0.9991198	-0.9980585
aou + oxygen	Pacific	(27.95,28.05]	-0.9979725	-0.9987127	-0.9972323
aou + oxygen	Pacific	(28.05,28.1]	-0.9989672	-0.9991396	-0.9987949
aou + oxygen	Pacific	(28.1,28.2]	-0.9982112	-0.9986539	-0.9977686
aou + oxygen	Pacific	(28.2,28.3]	-0.9619296	-0.9708132	-0.9530460
aou + oxygen	Pacific	(28.3, Inf]	-0.9989304	-0.9989938	-0.9988670
aou + silicate	Atlantic	(-Inf,26.5]	0.6025803	0.5469650	0.6581955
aou + silicate	Atlantic	(26.5,26.75]	0.8412941	0.8137567	0.8688316
aou + silicate	Atlantic	(26.75,27]	0.8395247	0.8357338	0.8433156
aou + silicate	Atlantic	(27,27.25]	0.7006240	0.6935903	0.7076578
aou + silicate	Atlantic	(27.25,27.5]	0.4466767	0.3854644	0.5078891
aou + silicate	Atlantic	(27.5,27.75]	0.5917178	0.5607935	0.6226421
aou + silicate	Atlantic	(27.75,27.85]	0.8227913	0.8057711	0.8398114
aou + silicate	Atlantic	(27.85,27.95]	0.8687452	0.8646969	0.8727935
aou + silicate	Atlantic	(27.95,28.05]	0.9169158	0.9157130	0.9181187
aou + silicate	Atlantic	(28.05,28.1]	0.9607505	0.9554502	0.9660509
aou + silicate	Atlantic	(28.1,28.15]	0.9758525	0.9710646	0.9806403
aou + silicate	Atlantic	(28.15,28.2]	0.9854070	0.9851201	0.9856940
aou + silicate	Atlantic	(28.2, Inf]	0.9064142	0.9040147	0.9088138
aou + silicate	Indian	(-Inf,26.5]	0.9350093	0.9150005	0.9550180
aou + silicate	Indian	(26.5,26.75]	0.9624931	0.9547094	0.9702767
aou + silicate	Indian	(26.75,27]	0.9737285	0.9727807	0.9746762
aou + silicate	Indian	(27,27.25]	0.9074194	0.9064855	0.9083534
aou + silicate	Indian	(27.25,27.5]	0.8800546	0.8577319	0.9023773
aou + silicate	Indian	(27.5,27.75]	0.8650888	0.8424946	0.8876830
aou + silicate	Indian	(27.75,27.85]	0.8654609	0.8344458	0.8964761
aou + silicate	Indian	(27.85,27.95]	0.8225055	0.7916097	0.8534013
aou + silicate	Indian	(27.95,28.05]	0.8397815	0.8026158	0.8769472
aou + silicate	Indian	(28.05,28.1]	0.9396776	0.9264898	0.9528655
aou + silicate	Indian	(28.1,28.2]	0.8068870	0.7977346	0.8160395
aou + silicate	Indian	(28.2,28.3]	0.4411082	0.3180363	0.5641800
aou + silicate	Indian	(28.3, Inf]	0.6359702	0.5329660	0.7389744
aou + silicate	Pacific	(-Inf,26.5]	0.7061976	0.6916377	0.7207576
aou + silicate	Pacific	(26.5,26.75]	0.4798182	0.4645507	0.4950857
aou + silicate	Pacific	(26.75,27]	0.6795247	0.6654286	0.6936209
aou + silicate	Pacific	(27,27.25]	0.8895626	0.8837562	0.8953691
aou + silicate	Pacific	(27.25,27.5]	0.9223802	0.9204181	0.9243423
aou + silicate	Pacific	(27.5,27.75]	0.9374626	0.9324226	0.9425026
aou + silicate	Pacific	(27.75,27.85]	0.9753495	0.9748206	0.9758783
aou + silicate	Pacific	(27.85,27.95]	0.9691964	0.9665273	0.9718656
aou + silicate	Pacific	(27.95,28.05]	0.9566160	0.9515872	0.9616447
aou + silicate	Pacific	(28.05,28.1]	0.9655329	0.9590950	0.9719709
aou + silicate	Pacific	(28.1,28.2]	0.9383998	0.9288451	0.9479545
aou + silicate	Pacific	(28.2,28.3]	-0.0056843	-0.2168403	0.2054716
aou + silicate	Pacific	(28.3, Inf]	0.8595159	0.7769045	0.9421273
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8129552	0.7657270	0.8601835
nitrate + silicate	Atlantic	(26.5,26.75]	0.9273484	0.8964827	0.9582141
nitrate + silicate	Atlantic	(26.75,27]	0.9294197	0.9176675	0.9411720
nitrate + silicate	Atlantic	(27,27.25]	0.9165112	0.9127032	0.9203193
nitrate + silicate	Atlantic	(27.25,27.5]	0.8542736	0.8361749	0.8723723
nitrate + silicate	Atlantic	(27.5,27.75]	0.8684313	0.8588621	0.8780005
nitrate + silicate	Atlantic	(27.75,27.85]	0.9490609	0.9468941	0.9512276
nitrate + silicate	Atlantic	(27.85,27.95]	0.9703846	0.9685812	0.9721880
nitrate + silicate	Atlantic	(27.95,28.05]	0.9825772	0.9815829	0.9835715
nitrate + silicate	Atlantic	(28.05,28.1]	0.9907312	0.9905161	0.9909463
nitrate + silicate	Atlantic	(28.1,28.15]	0.9921577	0.9916614	0.9926540
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930507	0.9925336	0.9935678
nitrate + silicate	Atlantic	(28.2, Inf]	0.9841360	0.9823281	0.9859439
nitrate + silicate	Indian	(-Inf,26.5]	0.9463700	0.9347305	0.9580095
nitrate + silicate	Indian	(26.5,26.75]	0.9543306	0.9462243	0.9624369
nitrate + silicate	Indian	(26.75,27]	0.9353857	0.9233409	0.9474304
nitrate + silicate	Indian	(27,27.25]	0.9191161	0.9091801	0.9290521
nitrate + silicate	Indian	(27.25,27.5]	0.9178207	0.9138596	0.9217819
nitrate + silicate	Indian	(27.5,27.75]	0.8407123	0.8373289	0.8440956
nitrate + silicate	Indian	(27.75,27.85]	0.7872045	0.7286006	0.8458083
nitrate + silicate	Indian	(27.85,27.95]	0.8484794	0.8359850	0.8609737
nitrate + silicate	Indian	(27.95,28.05]	0.8836784	0.8671044	0.9002524
nitrate + silicate	Indian	(28.05,28.1]	0.9373298	0.9211044	0.9535551
nitrate + silicate	Indian	(28.1,28.2]	0.8706222	0.8624358	0.8788087
nitrate + silicate	Indian	(28.2,28.3]	0.4289941	0.3624181	0.4955700
nitrate + silicate	Indian	(28.3, Inf]	0.6694841	0.6580051	0.6809631
nitrate + silicate	Pacific	(-Inf,26.5]	0.8505433	0.8386184	0.8624682
nitrate + silicate	Pacific	(26.5,26.75]	0.7257566	0.7083370	0.7431761
nitrate + silicate	Pacific	(26.75,27]	0.8108091	0.7976116	0.8240065
nitrate + silicate	Pacific	(27,27.25]	0.8997630	0.8917788	0.9077472
nitrate + silicate	Pacific	(27.25,27.5]	0.8939043	0.8920557	0.8957529
nitrate + silicate	Pacific	(27.5,27.75]	0.9055896	0.9044667	0.9067125
nitrate + silicate	Pacific	(27.75,27.85]	0.9560854	0.9543836	0.9577872
nitrate + silicate	Pacific	(27.85,27.95]	0.9628768	0.9570765	0.9686771
nitrate + silicate	Pacific	(27.95,28.05]	0.9563698	0.9410254	0.9717143
nitrate + silicate	Pacific	(28.05,28.1]	0.9647816	0.9556525	0.9739107
nitrate + silicate	Pacific	(28.1,28.2]	0.9567868	0.9561890	0.9573845
nitrate + silicate	Pacific	(28.2,28.3]	0.4766258	0.3380800	0.6151717
nitrate + silicate	Pacific	(28.3, Inf]	0.7882855	0.7079616	0.8686094
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6077621	-0.6220641	-0.5934601
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8302642	-0.8592284	-0.8013000
oxygen + nitrate	Atlantic	(26.75,27]	-0.8132107	-0.8386197	-0.7878017
oxygen + nitrate	Atlantic	(27,27.25]	-0.6432479	-0.6452414	-0.6412545
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4905211	-0.5234919	-0.4575503
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6072128	-0.6276694	-0.5867562
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7700847	-0.8169318	-0.7232376
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8388621	-0.8574571	-0.8202670
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8504697	-0.8552988	-0.8456407
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8957278	-0.9025932	-0.8888624
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9444932	-0.9544174	-0.9345690
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9750140	-0.9782537	-0.9717744
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8324713	-0.8444810	-0.8204617
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9388668	-0.9546292	-0.9231044
oxygen + nitrate	Indian	(26.5,26.75]	-0.9480175	-0.9568224	-0.9392127
oxygen + nitrate	Indian	(26.75,27]	-0.8833806	-0.9084074	-0.8583538
oxygen + nitrate	Indian	(27,27.25]	-0.7699693	-0.8360835	-0.7038551
oxygen + nitrate	Indian	(27.25,27.5]	-0.8385420	-0.8713916	-0.8056924
oxygen + nitrate	Indian	(27.5,27.75]	-0.8896361	-0.9297071	-0.8495651
oxygen + nitrate	Indian	(27.75,27.85]	-0.8397578	-0.9131413	-0.7663743
oxygen + nitrate	Indian	(27.85,27.95]	-0.8099963	-0.8451726	-0.7748201
oxygen + nitrate	Indian	(27.95,28.05]	-0.6681014	-0.7534123	-0.5827905
oxygen + nitrate	Indian	(28.05,28.1]	-0.7867645	-0.8691034	-0.7044256
oxygen + nitrate	Indian	(28.1,28.2]	-0.7415819	-0.7916859	-0.6914779
oxygen + nitrate	Indian	(28.2,28.3]	-0.3065636	-0.3357005	-0.2774267
oxygen + nitrate	Indian	(28.3, Inf]	-0.5852412	-0.6180303	-0.5524521
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6896200	-0.7204424	-0.6587977
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7788831	-0.8105739	-0.7471923
oxygen + nitrate	Pacific	(26.75,27]	-0.8436714	-0.8699975	-0.8173453
oxygen + nitrate	Pacific	(27,27.25]	-0.9493942	-0.9504101	-0.9483784
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9685803	-0.9711536	-0.9660069
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9762545	-0.9780948	-0.9744142
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9878157	-0.9902640	-0.9853674
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9881152	-0.9883161	-0.9879142
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9746666	-0.9747234	-0.9746099
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9790261	-0.9825905	-0.9754617
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9726659	-0.9742312	-0.9711006
oxygen + nitrate	Pacific	(28.2,28.3]	0.1202587	0.1177930	0.1227243
oxygen + nitrate	Pacific	(28.3, Inf]	-0.6561385	-0.6897437	-0.6225333
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.2806761	-0.3487312	-0.2126211
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6987599	-0.7188791	-0.6786406
oxygen + silicate	Atlantic	(26.75,27]	-0.7264264	-0.7309182	-0.7219345
oxygen + silicate	Atlantic	(27,27.25]	-0.5167387	-0.5169697	-0.5165077
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1587068	-0.2158446	-0.1015690
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2816885	-0.3271392	-0.2362377
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6365091	-0.6806396	-0.5923785
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7402479	-0.7539034	-0.7265925
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8070960	-0.8087556	-0.8054364
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8957746	-0.9058601	-0.8856891
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9415009	-0.9523702	-0.9306316
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9771504	-0.9774814	-0.9768194
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8366850	-0.8369571	-0.8364129
oxygen + silicate	Indian	(-Inf,26.5]	-0.9083754	-0.9331133	-0.8836375
oxygen + silicate	Indian	(26.5,26.75]	-0.9529841	-0.9622137	-0.9437544
oxygen + silicate	Indian	(26.75,27]	-0.9594560	-0.9614158	-0.9574963
oxygen + silicate	Indian	(27,27.25]	-0.8662628	-0.8767176	-0.8558079
oxygen + silicate	Indian	(27.25,27.5]	-0.8416609	-0.8628477	-0.8204740
oxygen + silicate	Indian	(27.5,27.75]	-0.8326978	-0.8561357	-0.8092600
oxygen + silicate	Indian	(27.75,27.85]	-0.8408185	-0.8763927	-0.8052444
oxygen + silicate	Indian	(27.85,27.95]	-0.7730053	-0.8100054	-0.7360053
oxygen + silicate	Indian	(27.95,28.05]	-0.7661656	-0.8154815	-0.7168496
oxygen + silicate	Indian	(28.05,28.1]	-0.8884284	-0.9190154	-0.8578413
oxygen + silicate	Indian	(28.1,28.2]	-0.7235613	-0.7293025	-0.7178201
oxygen + silicate	Indian	(28.2,28.3]	-0.3728324	-0.4947196	-0.2509453
oxygen + silicate	Indian	(28.3, Inf]	-0.5929107	-0.7143386	-0.4714828
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4838363	-0.5264274	-0.4412451
oxygen + silicate	Pacific	(26.5,26.75]	-0.3246746	-0.3502157	-0.2991334
oxygen + silicate	Pacific	(26.75,27]	-0.5407008	-0.5729729	-0.5084288
oxygen + silicate	Pacific	(27,27.25]	-0.8428133	-0.8497257	-0.8359009
oxygen + silicate	Pacific	(27.25,27.5]	-0.8916869	-0.8939574	-0.8894164
oxygen + silicate	Pacific	(27.5,27.75]	-0.9124083	-0.9208195	-0.9039971
oxygen + silicate	Pacific	(27.75,27.85]	-0.9681360	-0.9715785	-0.9646936
oxygen + silicate	Pacific	(27.85,27.95]	-0.9620161	-0.9640218	-0.9600104
oxygen + silicate	Pacific	(27.95,28.05]	-0.9425097	-0.9460559	-0.9389636
oxygen + silicate	Pacific	(28.05,28.1]	-0.9564175	-0.9634364	-0.9493986
oxygen + silicate	Pacific	(28.1,28.2]	-0.9192339	-0.9325079	-0.9059598
oxygen + silicate	Pacific	(28.2,28.3]	0.2240338	-0.0169542	0.4650217
oxygen + silicate	Pacific	(28.3, Inf]	-0.8531596	-0.9365902	-0.7697291
sal + aou	Atlantic	(-Inf,26.5]	-0.0936606	-0.0968929	-0.0904283
sal + aou	Atlantic	(26.5,26.75]	-0.2726297	-0.3134593	-0.2318001
sal + aou	Atlantic	(26.75,27]	-0.2073393	-0.2969610	-0.1177176
sal + aou	Atlantic	(27,27.25]	-0.0304428	-0.0865374	0.0256518
sal + aou	Atlantic	(27.25,27.5]	-0.0495308	-0.1274769	0.0284154
sal + aou	Atlantic	(27.5,27.75]	-0.3582884	-0.3662801	-0.3502966
sal + aou	Atlantic	(27.75,27.85]	-0.3824346	-0.4845779	-0.2802913
sal + aou	Atlantic	(27.85,27.95]	-0.4467454	-0.5173398	-0.3761509
sal + aou	Atlantic	(27.95,28.05]	-0.6001578	-0.6530176	-0.5472980
sal + aou	Atlantic	(28.05,28.1]	-0.7344830	-0.7369606	-0.7320054
sal + aou	Atlantic	(28.1,28.15]	-0.8078732	-0.8197202	-0.7960263
sal + aou	Atlantic	(28.15,28.2]	-0.9086565	-0.9175245	-0.8997886
sal + aou	Atlantic	(28.2, Inf]	-0.7074303	-0.7626217	-0.6522389
sal + aou	Indian	(-Inf,26.5]	-0.6356380	-0.7998228	-0.4714532
sal + aou	Indian	(26.5,26.75]	-0.2264609	-0.4450795	-0.0078424
sal + aou	Indian	(26.75,27]	0.4872835	0.3093366	0.6652305
sal + aou	Indian	(27,27.25]	0.8708155	0.8579972	0.8836339
sal + aou	Indian	(27.25,27.5]	0.9477387	0.9309325	0.9645450
sal + aou	Indian	(27.5,27.75]	0.9592275	0.9539992	0.9644558
sal + aou	Indian	(27.75,27.85]	0.9418835	0.9216152	0.9621518
sal + aou	Indian	(27.85,27.95]	0.9089846	0.9021239	0.9158452
sal + aou	Indian	(27.95,28.05]	0.7180928	0.7076371	0.7285485
sal + aou	Indian	(28.05,28.1]	0.3056888	0.2549340	0.3564436
sal + aou	Indian	(28.1,28.2]	0.2616385	0.2089564	0.3143205
sal + aou	Indian	(28.2,28.3]	0.7981126	0.7784631	0.8177622
sal + aou	Indian	(28.3, Inf]	0.8569095	0.8081836	0.9056354
sal + aou	Pacific	(-Inf,26.5]	-0.1836295	-0.1998371	-0.1674219
sal + aou	Pacific	(26.5,26.75]	0.0879720	0.0633643	0.1125798
sal + aou	Pacific	(26.75,27]	-0.1134100	-0.1218979	-0.1049220
sal + aou	Pacific	(27,27.25]	-0.2112850	-0.2120309	-0.2105392
sal + aou	Pacific	(27.25,27.5]	0.0056255	-0.0059983	0.0172493
sal + aou	Pacific	(27.5,27.75]	0.0129020	-0.0173591	0.0431632
sal + aou	Pacific	(27.75,27.85]	-0.2315075	-0.4339754	-0.0290395
sal + aou	Pacific	(27.85,27.95]	-0.4537259	-0.6318874	-0.2755644
sal + aou	Pacific	(27.95,28.05]	-0.6590806	-0.7745109	-0.5436503
sal + aou	Pacific	(28.05,28.1]	-0.8852072	-0.8967014	-0.8737130
sal + aou	Pacific	(28.1,28.2]	-0.8515277	-0.8973987	-0.8056567
sal + aou	Pacific	(28.2,28.3]	0.8474106	0.8272983	0.8675228
sal + aou	Pacific	(28.3, Inf]	0.8010406	0.6658987	0.9361826
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4510691	-0.4744092	-0.4277289
sal + nitrate	Atlantic	(26.5,26.75]	-0.5361085	-0.5429454	-0.5292717
sal + nitrate	Atlantic	(26.75,27]	-0.5505428	-0.5995001	-0.5015855
sal + nitrate	Atlantic	(27,27.25]	-0.5644301	-0.5943482	-0.5345121
sal + nitrate	Atlantic	(27.25,27.5]	-0.6592057	-0.6705897	-0.6478217
sal + nitrate	Atlantic	(27.5,27.75]	-0.7326395	-0.7573395	-0.7079395
sal + nitrate	Atlantic	(27.75,27.85]	-0.6582932	-0.7169145	-0.5996719
sal + nitrate	Atlantic	(27.85,27.95]	-0.6827082	-0.7326313	-0.6327850
sal + nitrate	Atlantic	(27.95,28.05]	-0.7992240	-0.8362784	-0.7621695
sal + nitrate	Atlantic	(28.05,28.1]	-0.8697941	-0.8801295	-0.8594587
sal + nitrate	Atlantic	(28.1,28.15]	-0.8904569	-0.8940786	-0.8868352
sal + nitrate	Atlantic	(28.15,28.2]	-0.9458512	-0.9458821	-0.9458203
sal + nitrate	Atlantic	(28.2, Inf]	-0.9265424	-0.9441028	-0.9089821
sal + nitrate	Indian	(-Inf,26.5]	-0.7625174	-0.8617273	-0.6633076
sal + nitrate	Indian	(26.5,26.75]	-0.4441634	-0.6129219	-0.2754049
sal + nitrate	Indian	(26.75,27]	0.1414454	-0.0893655	0.3722563
sal + nitrate	Indian	(27,27.25]	0.4750983	0.3745344	0.5756623
sal + nitrate	Indian	(27.25,27.5]	0.7283820	0.7236102	0.7331537
sal + nitrate	Indian	(27.5,27.75]	0.8350891	0.7927494	0.8774288
sal + nitrate	Indian	(27.75,27.85]	0.6987200	0.5715140	0.8259259
sal + nitrate	Indian	(27.85,27.95]	0.5907555	0.5335048	0.6480061
sal + nitrate	Indian	(27.95,28.05]	0.1240293	0.0356729	0.2123856
sal + nitrate	Indian	(28.05,28.1]	-0.1639877	-0.3188004	-0.0091751
sal + nitrate	Indian	(28.1,28.2]	-0.2058481	-0.3115174	-0.1001788
sal + nitrate	Indian	(28.2,28.3]	-0.0018968	-0.0040832	0.0002896
sal + nitrate	Indian	(28.3, Inf]	0.5010345	0.4966044	0.5054646
sal + nitrate	Pacific	(-Inf,26.5]	-0.4814922	-0.4899598	-0.4730246
sal + nitrate	Pacific	(26.5,26.75]	-0.3044405	-0.3648577	-0.2440233
sal + nitrate	Pacific	(26.75,27]	-0.3968374	-0.4370353	-0.3566395
sal + nitrate	Pacific	(27,27.25]	-0.3302398	-0.3309025	-0.3295771
sal + nitrate	Pacific	(27.25,27.5]	-0.0158793	-0.0236129	-0.0081457
sal + nitrate	Pacific	(27.5,27.75]	-0.0042262	-0.0177547	0.0093022
sal + nitrate	Pacific	(27.75,27.85]	-0.2397402	-0.4085415	-0.0709389
sal + nitrate	Pacific	(27.85,27.95]	-0.4701181	-0.6209350	-0.3193011
sal + nitrate	Pacific	(27.95,28.05]	-0.7128130	-0.7974777	-0.6281482
sal + nitrate	Pacific	(28.05,28.1]	-0.9164593	-0.9232356	-0.9096831
sal + nitrate	Pacific	(28.1,28.2]	-0.8962843	-0.9276009	-0.8649676
sal + nitrate	Pacific	(28.2,28.3]	0.0262892	-0.0072401	0.0598184
sal + nitrate	Pacific	(28.3, Inf]	0.4814364	0.4070654	0.5558075
sal + oxygen	Atlantic	(-Inf,26.5]	-0.3408546	-0.3512718	-0.3304374
sal + oxygen	Atlantic	(26.5,26.75]	0.0086474	-0.0502942	0.0675889
sal + oxygen	Atlantic	(26.75,27]	-0.0082176	-0.1089890	0.0925538
sal + oxygen	Atlantic	(27,27.25]	-0.2288779	-0.2701939	-0.1875619
sal + oxygen	Atlantic	(27.25,27.5]	-0.2814675	-0.3411641	-0.2217708
sal + oxygen	Atlantic	(27.5,27.75]	-0.0228570	-0.0265738	-0.0191403
sal + oxygen	Atlantic	(27.75,27.85]	0.0798780	-0.0637932	0.2235491
sal + oxygen	Atlantic	(27.85,27.95]	0.2327844	0.1403993	0.3251695
sal + oxygen	Atlantic	(27.95,28.05]	0.4139053	0.3539616	0.4738489
sal + oxygen	Atlantic	(28.05,28.1]	0.5983491	0.5977833	0.5989148
sal + oxygen	Atlantic	(28.1,28.15]	0.7207211	0.7002680	0.7411743
sal + oxygen	Atlantic	(28.15,28.2]	0.8736463	0.8658717	0.8814209
sal + oxygen	Atlantic	(28.2, Inf]	0.5941620	0.5371489	0.6511751
sal + oxygen	Indian	(-Inf,26.5]	0.5817769	0.4094384	0.7541153
sal + oxygen	Indian	(26.5,26.75]	0.1697298	-0.0443041	0.3837638
sal + oxygen	Indian	(26.75,27]	-0.5686639	-0.7157058	-0.4216219
sal + oxygen	Indian	(27,27.25]	-0.9148772	-0.9163984	-0.9133560
sal + oxygen	Indian	(27.25,27.5]	-0.9657754	-0.9818154	-0.9497354
sal + oxygen	Indian	(27.5,27.75]	-0.9627840	-0.9640520	-0.9615160
sal + oxygen	Indian	(27.75,27.85]	-0.9478104	-0.9652963	-0.9303246
sal + oxygen	Indian	(27.85,27.95]	-0.9299875	-0.9331480	-0.9268269
sal + oxygen	Indian	(27.95,28.05]	-0.7990008	-0.8132581	-0.7847436
sal + oxygen	Indian	(28.05,28.1]	-0.4410423	-0.4617364	-0.4203483
sal + oxygen	Indian	(28.1,28.2]	-0.4019904	-0.4373127	-0.3666680
sal + oxygen	Indian	(28.2,28.3]	-0.8563255	-0.8676331	-0.8450178
sal + oxygen	Indian	(28.3, Inf]	-0.8564511	-0.9032761	-0.8096261
sal + oxygen	Pacific	(-Inf,26.5]	-0.1222421	-0.1614136	-0.0830707
sal + oxygen	Pacific	(26.5,26.75]	-0.2729238	-0.2901961	-0.2556515
sal + oxygen	Pacific	(26.75,27]	-0.0752091	-0.0840760	-0.0663423
sal + oxygen	Pacific	(27,27.25]	0.1107415	0.1107227	0.1107604
sal + oxygen	Pacific	(27.25,27.5]	-0.0765020	-0.0879692	-0.0650349
sal + oxygen	Pacific	(27.5,27.75]	-0.0595051	-0.0946440	-0.0243662
sal + oxygen	Pacific	(27.75,27.85]	0.1919019	-0.0268991	0.4107030
sal + oxygen	Pacific	(27.85,27.95]	0.4291903	0.2344498	0.6239309
sal + oxygen	Pacific	(27.95,28.05]	0.6355333	0.5000189	0.7710477
sal + oxygen	Pacific	(28.05,28.1]	0.8741346	0.8573718	0.8908975
sal + oxygen	Pacific	(28.1,28.2]	0.8258250	0.7719893	0.8796607
sal + oxygen	Pacific	(28.2,28.3]	-0.8433402	-0.8588002	-0.8278802
sal + oxygen	Pacific	(28.3, Inf]	-0.7940946	-0.9285597	-0.6596296
sal + silicate	Atlantic	(-Inf,26.5]	-0.6699415	-0.6757891	-0.6640939
sal + silicate	Atlantic	(26.5,26.75]	-0.6093483	-0.6337123	-0.5849843
sal + silicate	Atlantic	(26.75,27]	-0.5699991	-0.6280585	-0.5119397
sal + silicate	Atlantic	(27,27.25]	-0.6152031	-0.6457292	-0.5846770
sal + silicate	Atlantic	(27.25,27.5]	-0.7614386	-0.7717533	-0.7511239
sal + silicate	Atlantic	(27.5,27.75]	-0.7745815	-0.7939281	-0.7552349
sal + silicate	Atlantic	(27.75,27.85]	-0.6850400	-0.7499720	-0.6201080
sal + silicate	Atlantic	(27.85,27.95]	-0.7414926	-0.7933418	-0.6896433
sal + silicate	Atlantic	(27.95,28.05]	-0.8340332	-0.8712105	-0.7968559
sal + silicate	Atlantic	(28.05,28.1]	-0.8765685	-0.8891656	-0.8639714
sal + silicate	Atlantic	(28.1,28.15]	-0.8932393	-0.8967430	-0.8897355
sal + silicate	Atlantic	(28.15,28.2]	-0.9268876	-0.9301804	-0.9235948
sal + silicate	Atlantic	(28.2, Inf]	-0.8974571	-0.9317695	-0.8631447
sal + silicate	Indian	(-Inf,26.5]	-0.7874086	-0.8669373	-0.7078800
sal + silicate	Indian	(26.5,26.75]	-0.3578283	-0.5204208	-0.1952358
sal + silicate	Indian	(26.75,27]	0.3880440	0.2202353	0.5558527
sal + silicate	Indian	(27,27.25]	0.6355643	0.6090973	0.6620313
sal + silicate	Indian	(27.25,27.5]	0.7188358	0.6543545	0.7833170
sal + silicate	Indian	(27.5,27.75]	0.7829184	0.7145659	0.8512709
sal + silicate	Indian	(27.75,27.85]	0.8301080	0.8025985	0.8576175
sal + silicate	Indian	(27.85,27.95]	0.6846120	0.6295105	0.7397134
sal + silicate	Indian	(27.95,28.05]	0.3822987	0.3178591	0.4467382
sal + silicate	Indian	(28.05,28.1]	0.0874654	-0.0166666	0.1915973
sal + silicate	Indian	(28.1,28.2]	0.0231192	-0.0147805	0.0610190
sal + silicate	Indian	(28.2,28.3]	0.4506933	0.4275285	0.4738581
sal + silicate	Indian	(28.3, Inf]	0.6249981	0.5709998	0.6789963
sal + silicate	Pacific	(-Inf,26.5]	-0.6267283	-0.6466364	-0.6068203
sal + silicate	Pacific	(26.5,26.75]	-0.7094330	-0.7480097	-0.6708563
sal + silicate	Pacific	(26.75,27]	-0.7252168	-0.7550446	-0.6953890
sal + silicate	Pacific	(27,27.25]	-0.5592239	-0.5617655	-0.5566823
sal + silicate	Pacific	(27.25,27.5]	-0.2484332	-0.2579631	-0.2389033
sal + silicate	Pacific	(27.5,27.75]	-0.0385552	-0.0610953	-0.0160150
sal + silicate	Pacific	(27.75,27.85]	-0.2139800	-0.3823131	-0.0456468
sal + silicate	Pacific	(27.85,27.95]	-0.3997126	-0.5530941	-0.2463311
sal + silicate	Pacific	(27.95,28.05]	-0.6254914	-0.6972371	-0.5537456
sal + silicate	Pacific	(28.05,28.1]	-0.8651482	-0.8694249	-0.8608715
sal + silicate	Pacific	(28.1,28.2]	-0.9010764	-0.9326730	-0.8694798
sal + silicate	Pacific	(28.2,28.3]	0.0760399	-0.1671419	0.3192217
sal + silicate	Pacific	(28.3, Inf]	0.6413493	0.6290141	0.6536845
sal + temp	Atlantic	(-Inf,26.5]	0.9380995	0.9321878	0.9440113
sal + temp	Atlantic	(26.5,26.75]	0.9881489	0.9879191	0.9883787
sal + temp	Atlantic	(26.75,27]	0.9802488	0.9799223	0.9805752
sal + temp	Atlantic	(27,27.25]	0.9785302	0.9771129	0.9799474
sal + temp	Atlantic	(27.25,27.5]	0.9758975	0.9742953	0.9774997
sal + temp	Atlantic	(27.5,27.75]	0.9681724	0.9664152	0.9699295
sal + temp	Atlantic	(27.75,27.85]	0.9859742	0.9854447	0.9865037
sal + temp	Atlantic	(27.85,27.95]	0.9656968	0.9616655	0.9697281
sal + temp	Atlantic	(27.95,28.05]	0.9455341	0.9441654	0.9469029
sal + temp	Atlantic	(28.05,28.1]	0.9694957	0.9688927	0.9700987
sal + temp	Atlantic	(28.1,28.15]	0.9664166	0.9576250	0.9752083
sal + temp	Atlantic	(28.15,28.2]	0.7719680	0.6176564	0.9262795
sal + temp	Atlantic	(28.2, Inf]	0.4534875	0.4497952	0.4571798
sal + temp	Indian	(-Inf,26.5]	0.5572406	0.5418376	0.5726435
sal + temp	Indian	(26.5,26.75]	0.9292542	0.9138073	0.9447010
sal + temp	Indian	(26.75,27]	0.9650713	0.9542617	0.9758809
sal + temp	Indian	(27,27.25]	0.9608427	0.9600224	0.9616630
sal + temp	Indian	(27.25,27.5]	0.9439114	0.9239452	0.9638776
sal + temp	Indian	(27.5,27.75]	0.9025287	0.8674534	0.9376041
sal + temp	Indian	(27.75,27.85]	0.9293808	0.9093214	0.9494402
sal + temp	Indian	(27.85,27.95]	0.9389651	0.9332756	0.9446545
sal + temp	Indian	(27.95,28.05]	0.9528883	0.9440946	0.9616820
sal + temp	Indian	(28.05,28.1]	0.9442283	0.9327054	0.9557512
sal + temp	Indian	(28.1,28.2]	0.8743865	0.8620035	0.8867695
sal + temp	Indian	(28.2,28.3]	0.9147877	0.9124348	0.9171406
sal + temp	Indian	(28.3, Inf]	0.8603416	0.8162049	0.9044783
sal + temp	Pacific	(-Inf,26.5]	0.7947541	0.7781664	0.8113419
sal + temp	Pacific	(26.5,26.75]	0.9754596	0.9726039	0.9783152
sal + temp	Pacific	(26.75,27]	0.9687824	0.9648059	0.9727589
sal + temp	Pacific	(27,27.25]	0.9337188	0.9302678	0.9371699
sal + temp	Pacific	(27.25,27.5]	0.7970345	0.7912991	0.8027698
sal + temp	Pacific	(27.5,27.75]	0.5385014	0.5205521	0.5564506
sal + temp	Pacific	(27.75,27.85]	0.7032295	0.6272554	0.7792037
sal + temp	Pacific	(27.85,27.95]	0.5112154	0.3901227	0.6323081
sal + temp	Pacific	(27.95,28.05]	0.3765231	0.2557865	0.4972598
sal + temp	Pacific	(28.05,28.1]	0.1141136	0.0406364	0.1875908
sal + temp	Pacific	(28.1,28.2]	-0.5954729	-0.6766276	-0.5143182
sal + temp	Pacific	(28.2,28.3]	0.6746124	0.6497610	0.6994638
sal + temp	Pacific	(28.3, Inf]	0.7591403	0.6296074	0.8886732
temp + aou	Atlantic	(-Inf,26.5]	-0.1735004	-0.1815891	-0.1654117
temp + aou	Atlantic	(26.5,26.75]	-0.2887180	-0.3259343	-0.2515017
temp + aou	Atlantic	(26.75,27]	-0.1827171	-0.2542565	-0.1111777
temp + aou	Atlantic	(27,27.25]	0.0332994	-0.0224363	0.0890350
temp + aou	Atlantic	(27.25,27.5]	-0.0035956	-0.0763654	0.0691742
temp + aou	Atlantic	(27.5,27.75]	-0.3000639	-0.3016957	-0.2984320
temp + aou	Atlantic	(27.75,27.85]	-0.3691123	-0.4592816	-0.2789430
temp + aou	Atlantic	(27.85,27.95]	-0.4021427	-0.4603600	-0.3439254
temp + aou	Atlantic	(27.95,28.05]	-0.5022364	-0.5316752	-0.4727976
temp + aou	Atlantic	(28.05,28.1]	-0.6184962	-0.6208364	-0.6161560
temp + aou	Atlantic	(28.1,28.15]	-0.6709841	-0.6765552	-0.6654131
temp + aou	Atlantic	(28.15,28.2]	-0.6002008	-0.7657986	-0.4346031
temp + aou	Atlantic	(28.2, Inf]	0.0443503	0.0164344	0.0722663
temp + aou	Indian	(-Inf,26.5]	-0.3630991	-0.3980942	-0.3281040
temp + aou	Indian	(26.5,26.75]	-0.1454132	-0.3114505	0.0206241
temp + aou	Indian	(26.75,27]	0.3554696	0.1748729	0.5360663
temp + aou	Indian	(27,27.25]	0.7647578	0.7185975	0.8109181
temp + aou	Indian	(27.25,27.5]	0.8630836	0.8280925	0.8980746
temp + aou	Indian	(27.5,27.75]	0.9018326	0.8802295	0.9234357
temp + aou	Indian	(27.75,27.85]	0.9322248	0.9109220	0.9535276
temp + aou	Indian	(27.85,27.95]	0.9027783	0.9026011	0.9029555
temp + aou	Indian	(27.95,28.05]	0.7736428	0.7582283	0.7890573
temp + aou	Indian	(28.05,28.1]	0.5025110	0.4506199	0.5544022
temp + aou	Indian	(28.1,28.2]	0.5284719	0.4836929	0.5732509
temp + aou	Indian	(28.2,28.3]	0.7106806	0.6910587	0.7303025
temp + aou	Indian	(28.3, Inf]	0.9381063	0.9111932	0.9650195
temp + aou	Pacific	(-Inf,26.5]	-0.3810391	-0.3893758	-0.3727025
temp + aou	Pacific	(26.5,26.75]	0.0895535	0.0767751	0.1023319
temp + aou	Pacific	(26.75,27]	-0.1041300	-0.1128372	-0.0954227
temp + aou	Pacific	(27,27.25]	-0.2555995	-0.2732497	-0.2379494
temp + aou	Pacific	(27.25,27.5]	-0.0895425	-0.1057917	-0.0732932
temp + aou	Pacific	(27.5,27.75]	0.0374766	-0.0381344	0.1130877
temp + aou	Pacific	(27.75,27.85]	-0.0872919	-0.3083476	0.1337639
temp + aou	Pacific	(27.85,27.95]	-0.1253234	-0.3316661	0.0810194
temp + aou	Pacific	(27.95,28.05]	-0.0468864	-0.2198252	0.1260524
temp + aou	Pacific	(28.05,28.1]	-0.0161289	-0.2068705	0.1746127
temp + aou	Pacific	(28.1,28.2]	0.8169678	0.8147413	0.8191942
temp + aou	Pacific	(28.2,28.3]	0.6285381	0.5808663	0.6762099
temp + aou	Pacific	(28.3, Inf]	0.9542748	0.9408350	0.9677147
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5507056	-0.5661262	-0.5352850
temp + nitrate	Atlantic	(26.5,26.75]	-0.5577104	-0.5579761	-0.5574448
temp + nitrate	Atlantic	(26.75,27]	-0.5338367	-0.5641751	-0.5034982
temp + nitrate	Atlantic	(27,27.25]	-0.5072327	-0.5337406	-0.4807248
temp + nitrate	Atlantic	(27.25,27.5]	-0.6099225	-0.6128988	-0.6069461
temp + nitrate	Atlantic	(27.5,27.75]	-0.6846290	-0.7035302	-0.6657278
temp + nitrate	Atlantic	(27.75,27.85]	-0.6572739	-0.7033845	-0.6111633
temp + nitrate	Atlantic	(27.85,27.95]	-0.6588621	-0.6962730	-0.6214512
temp + nitrate	Atlantic	(27.95,28.05]	-0.7256515	-0.7448080	-0.7064950
temp + nitrate	Atlantic	(28.05,28.1]	-0.7847612	-0.7942324	-0.7752900
temp + nitrate	Atlantic	(28.1,28.15]	-0.7787159	-0.7989887	-0.7584432
temp + nitrate	Atlantic	(28.15,28.2]	-0.6318451	-0.7970382	-0.4666520
temp + nitrate	Atlantic	(28.2, Inf]	-0.2292937	-0.2412213	-0.2173661
temp + nitrate	Indian	(-Inf,26.5]	-0.5095795	-0.5229444	-0.4962147
temp + nitrate	Indian	(26.5,26.75]	-0.3589628	-0.4925778	-0.2253479
temp + nitrate	Indian	(26.75,27]	-0.0006045	-0.2253549	0.2241458
temp + nitrate	Indian	(27,27.25]	0.3015868	0.1532491	0.4499244
temp + nitrate	Indian	(27.25,27.5]	0.5538683	0.4639108	0.6438258
temp + nitrate	Indian	(27.5,27.75]	0.7288147	0.6533937	0.8042358
temp + nitrate	Indian	(27.75,27.85]	0.7085415	0.5935613	0.8235218
temp + nitrate	Indian	(27.85,27.95]	0.5935648	0.5546703	0.6324594
temp + nitrate	Indian	(27.95,28.05]	0.2148527	0.1390879	0.2906175
temp + nitrate	Indian	(28.05,28.1]	0.0527203	-0.1052469	0.2106875
temp + nitrate	Indian	(28.1,28.2]	0.0814639	-0.0217681	0.1846960
temp + nitrate	Indian	(28.2,28.3]	-0.1589534	-0.2154044	-0.1025024
temp + nitrate	Indian	(28.3, Inf]	0.5402109	0.4599241	0.6204976
temp + nitrate	Pacific	(-Inf,26.5]	-0.6843035	-0.6919206	-0.6766864
temp + nitrate	Pacific	(26.5,26.75]	-0.3194070	-0.3688130	-0.2700010
temp + nitrate	Pacific	(26.75,27]	-0.4144933	-0.4530452	-0.3759413
temp + nitrate	Pacific	(27,27.25]	-0.4054451	-0.4210714	-0.3898188
temp + nitrate	Pacific	(27.25,27.5]	-0.1616458	-0.1690317	-0.1542599
temp + nitrate	Pacific	(27.5,27.75]	0.0017757	-0.0609468	0.0644981
temp + nitrate	Pacific	(27.75,27.85]	-0.0938478	-0.2841054	0.0964098
temp + nitrate	Pacific	(27.85,27.95]	-0.1294260	-0.3092141	0.0503622
temp + nitrate	Pacific	(27.95,28.05]	-0.1029845	-0.2471775	0.0412085
temp + nitrate	Pacific	(28.05,28.1]	-0.0502564	-0.2348277	0.1343150
temp + nitrate	Pacific	(28.1,28.2]	0.7687232	0.7573578	0.7800887
temp + nitrate	Pacific	(28.2,28.3]	-0.3491670	-0.3672322	-0.3311018
temp + nitrate	Pacific	(28.3, Inf]	0.7304896	0.6988574	0.7621218
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2854502	-0.3099852	-0.2609152
temp + oxygen	Atlantic	(26.5,26.75]	0.0217616	-0.0335425	0.0770658
temp + oxygen	Atlantic	(26.75,27]	-0.0387860	-0.1211981	0.0436262
temp + oxygen	Atlantic	(27,27.25]	-0.2965342	-0.3368999	-0.2561685
temp + oxygen	Atlantic	(27.25,27.5]	-0.3337306	-0.3878984	-0.2795627
temp + oxygen	Atlantic	(27.5,27.75]	-0.0977939	-0.1013008	-0.0942871
temp + oxygen	Atlantic	(27.75,27.85]	0.0586797	-0.0722903	0.1896498
temp + oxygen	Atlantic	(27.85,27.95]	0.1739658	0.0961039	0.2518276
temp + oxygen	Atlantic	(27.95,28.05]	0.2897219	0.2563191	0.3231246
temp + oxygen	Atlantic	(28.05,28.1]	0.4590795	0.4590266	0.4591323
temp + oxygen	Atlantic	(28.1,28.15]	0.5637243	0.5628504	0.5645983
temp + oxygen	Atlantic	(28.15,28.2]	0.5214398	0.3351304	0.7077491
temp + oxygen	Atlantic	(28.2, Inf]	-0.2255743	-0.2517588	-0.1993898
temp + oxygen	Indian	(-Inf,26.5]	0.2390086	0.2120188	0.2659983
temp + oxygen	Indian	(26.5,26.75]	0.0832503	-0.0771622	0.2436627
temp + oxygen	Indian	(26.75,27]	-0.4454692	-0.5970920	-0.2938463
temp + oxygen	Indian	(27,27.25]	-0.8297595	-0.8593846	-0.8001344
temp + oxygen	Indian	(27.25,27.5]	-0.9048439	-0.9299637	-0.8797242
temp + oxygen	Indian	(27.5,27.75]	-0.9327652	-0.9487305	-0.9167999
temp + oxygen	Indian	(27.75,27.85]	-0.9557713	-0.9700063	-0.9415364
temp + oxygen	Indian	(27.85,27.95]	-0.9403790	-0.9418086	-0.9389494
temp + oxygen	Indian	(27.95,28.05]	-0.8553008	-0.8713777	-0.8392238
temp + oxygen	Indian	(28.05,28.1]	-0.6269237	-0.6510383	-0.6028091
temp + oxygen	Indian	(28.1,28.2]	-0.6508931	-0.6776172	-0.6241691
temp + oxygen	Indian	(28.2,28.3]	-0.7997264	-0.8159526	-0.7835002
temp + oxygen	Indian	(28.3, Inf]	-0.9417166	-0.9669112	-0.9165221
temp + oxygen	Pacific	(-Inf,26.5]	0.0238392	-0.0042836	0.0519621
temp + oxygen	Pacific	(26.5,26.75]	-0.2796560	-0.2859170	-0.2733949
temp + oxygen	Pacific	(26.75,27]	-0.0904396	-0.0990332	-0.0818460
temp + oxygen	Pacific	(27,27.25]	0.1493960	0.1324727	0.1663194
temp + oxygen	Pacific	(27.25,27.5]	0.0023621	-0.0143960	0.0191202
temp + oxygen	Pacific	(27.5,27.75]	-0.1207813	-0.2024899	-0.0390726
temp + oxygen	Pacific	(27.75,27.85]	0.0314857	-0.2033379	0.2663094
temp + oxygen	Pacific	(27.85,27.95]	0.0747029	-0.1425909	0.2919966
temp + oxygen	Pacific	(27.95,28.05]	-0.0129123	-0.1977033	0.1718786
temp + oxygen	Pacific	(28.05,28.1]	-0.0153626	-0.2110543	0.1803290
temp + oxygen	Pacific	(28.1,28.2]	-0.8364785	-0.8373958	-0.8355612
temp + oxygen	Pacific	(28.2,28.3]	-0.7848424	-0.8051160	-0.7645688
temp + oxygen	Pacific	(28.3, Inf]	-0.9538201	-0.9732840	-0.9343562
temp + silicate	Atlantic	(-Inf,26.5]	-0.6585488	-0.6689999	-0.6480977
temp + silicate	Atlantic	(26.5,26.75]	-0.6329379	-0.6586407	-0.6072352
temp + silicate	Atlantic	(26.75,27]	-0.5633567	-0.6049656	-0.5217477
temp + silicate	Atlantic	(27,27.25]	-0.5820433	-0.6084293	-0.5556573
temp + silicate	Atlantic	(27.25,27.5]	-0.7778779	-0.7840034	-0.7717524
temp + silicate	Atlantic	(27.5,27.75]	-0.7982680	-0.8215203	-0.7750157
temp + silicate	Atlantic	(27.75,27.85]	-0.7131704	-0.7672679	-0.6590730
temp + silicate	Atlantic	(27.85,27.95]	-0.7444461	-0.7868953	-0.7019968
temp + silicate	Atlantic	(27.95,28.05]	-0.7809723	-0.8046925	-0.7572520
temp + silicate	Atlantic	(28.05,28.1]	-0.7914239	-0.8054437	-0.7774042
temp + silicate	Atlantic	(28.1,28.15]	-0.7817007	-0.8013503	-0.7620510
temp + silicate	Atlantic	(28.15,28.2]	-0.6000572	-0.7725953	-0.4275191
temp + silicate	Atlantic	(28.2, Inf]	-0.1913137	-0.2210070	-0.1616203
temp + silicate	Indian	(-Inf,26.5]	-0.4649632	-0.4772883	-0.4526382
temp + silicate	Indian	(26.5,26.75]	-0.2586360	-0.3752933	-0.1419787
temp + silicate	Indian	(26.75,27]	0.2555406	0.0914175	0.4196637
temp + silicate	Indian	(27,27.25]	0.4778911	0.4113531	0.5444292
temp + silicate	Indian	(27.25,27.5]	0.5615069	0.5488552	0.5741587
temp + silicate	Indian	(27.5,27.75]	0.6175030	0.6116067	0.6233994
temp + silicate	Indian	(27.75,27.85]	0.7060899	0.6410348	0.7711450
temp + silicate	Indian	(27.85,27.95]	0.5554490	0.5074576	0.6034403
temp + silicate	Indian	(27.95,28.05]	0.3766913	0.3290325	0.4243502
temp + silicate	Indian	(28.05,28.1]	0.2801232	0.1798486	0.3803978
temp + silicate	Indian	(28.1,28.2]	0.2592192	0.2166745	0.3017639
temp + silicate	Indian	(28.2,28.3]	0.2720407	0.2035356	0.3405458
temp + silicate	Indian	(28.3, Inf]	0.6601018	0.5572978	0.7629058
temp + silicate	Pacific	(-Inf,26.5]	-0.6847387	-0.7148955	-0.6545819
temp + silicate	Pacific	(26.5,26.75]	-0.7094804	-0.7437197	-0.6752411
temp + silicate	Pacific	(26.75,27]	-0.7131481	-0.7437814	-0.6825148
temp + silicate	Pacific	(27,27.25]	-0.5962332	-0.6142032	-0.5782631
temp + silicate	Pacific	(27.25,27.5]	-0.3929216	-0.4062324	-0.3796109
temp + silicate	Pacific	(27.5,27.75]	-0.2249030	-0.2822713	-0.1675346
temp + silicate	Pacific	(27.75,27.85]	-0.1728969	-0.3713789	0.0255851
temp + silicate	Pacific	(27.85,27.95]	-0.2186504	-0.4357227	-0.0015781
temp + silicate	Pacific	(27.95,28.05]	-0.2044421	-0.3943633	-0.0145209
temp + silicate	Pacific	(28.05,28.1]	-0.0740749	-0.2728923	0.1247425
temp + silicate	Pacific	(28.1,28.2]	0.6829924	0.6698916	0.6960931
temp + silicate	Pacific	(28.2,28.3]	-0.4330862	-0.6370064	-0.2291660
temp + silicate	Pacific	(28.3, Inf]	0.9068309	0.8819911	0.9316706

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
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]	-0.0990824	-0.2545608	0.0563961
aou	Atlantic	(26.5,26.75]	-0.5522167	-0.5889154	-0.5155180
aou	Atlantic	(26.75,27]	-0.5884109	-0.6193844	-0.5574375
aou	Atlantic	(27,27.25]	-0.4083090	-0.4350244	-0.3815936
aou	Atlantic	(27.25,27.5]	-0.4739496	-0.5305446	-0.4173545
aou	Atlantic	(27.5,27.75]	-0.7924544	-0.7981780	-0.7867307
aou	Atlantic	(27.75,27.85]	-0.9016500	-0.9302787	-0.8730213
aou	Atlantic	(27.85,27.95]	-0.8823283	-0.8913328	-0.8733239
aou	Atlantic	(27.95,28.05]	-0.8161557	-0.8337429	-0.7985685
aou	Atlantic	(28.05,28.1]	-0.7903730	-0.8079394	-0.7728066
aou	Atlantic	(28.1,28.15]	-0.8532948	-0.8743661	-0.8322234
aou	Atlantic	(28.15,28.2]	-0.9046322	-0.9098888	-0.8993756
aou	Atlantic	(28.2, Inf]	-0.8001255	-0.8137277	-0.7865233
aou	Indian	(-Inf,26.5]	-0.3434241	-0.5186042	-0.1682440
aou	Indian	(26.5,26.75]	-0.4151502	-0.6170526	-0.2132477
aou	Indian	(26.75,27]	-0.0045445	-0.1063993	0.0973104
aou	Indian	(27,27.25]	0.7246211	0.7115673	0.7376750
aou	Indian	(27.25,27.5]	0.9190358	0.9045895	0.9334821
aou	Indian	(27.5,27.75]	0.9150025	0.8927084	0.9372965
aou	Indian	(27.75,27.85]	0.8425461	0.8121409	0.8729512
aou	Indian	(27.85,27.95]	0.7806413	0.7403298	0.8209529
aou	Indian	(27.95,28.05]	0.7580757	0.7051122	0.8110393
aou	Indian	(28.05,28.1]	0.6698016	0.5814053	0.7581979
aou	Indian	(28.1,28.2]	0.4524859	0.4424307	0.4625411
aou	Indian	(28.2,28.3]	0.1629660	0.1275176	0.1984144
aou	Indian	(28.3, Inf]	0.0109464	-0.0171890	0.0390818
aou	Pacific	(-Inf,26.5]	0.2872709	0.2008256	0.3737162
aou	Pacific	(26.5,26.75]	0.3035048	0.2480612	0.3589483
aou	Pacific	(26.75,27]	0.3377981	0.3250126	0.3505836
aou	Pacific	(27,27.25]	0.7636311	0.7569512	0.7703111
aou	Pacific	(27.25,27.5]	0.8671378	0.8633591	0.8709165
aou	Pacific	(27.5,27.75]	0.9181731	0.9170643	0.9192820
aou	Pacific	(27.75,27.85]	0.9485302	0.9466425	0.9504178
aou	Pacific	(27.85,27.95]	0.9411087	0.9377241	0.9444932
aou	Pacific	(27.95,28.05]	0.8951629	0.8811657	0.9091602
aou	Pacific	(28.05,28.1]	0.8032187	0.7744761	0.8319614
aou	Pacific	(28.1,28.2]	0.7473004	0.6979711	0.7966297
aou	Pacific	(28.2,28.3]	0.1108466	0.0479965	0.1736966
aou	Pacific	(28.3, Inf]	-0.3207170	-0.5320843	-0.1093496
nitrate	Atlantic	(-Inf,26.5]	-0.1658146	-0.3080616	-0.0235675
nitrate	Atlantic	(26.5,26.75]	-0.5949185	-0.6402253	-0.5496116
nitrate	Atlantic	(26.75,27]	-0.8023503	-0.8047399	-0.7999607
nitrate	Atlantic	(27,27.25]	-0.8327891	-0.8420714	-0.8235069
nitrate	Atlantic	(27.25,27.5]	-0.9193384	-0.9272374	-0.9114394
nitrate	Atlantic	(27.5,27.75]	-0.9661046	-0.9691587	-0.9630505
nitrate	Atlantic	(27.75,27.85]	-0.9528962	-0.9553380	-0.9504545
nitrate	Atlantic	(27.85,27.95]	-0.9073918	-0.9194354	-0.8953482
nitrate	Atlantic	(27.95,28.05]	-0.8545861	-0.8792639	-0.8299084
nitrate	Atlantic	(28.05,28.1]	-0.8340241	-0.8543482	-0.8137001
nitrate	Atlantic	(28.1,28.15]	-0.8692538	-0.8912799	-0.8472276
nitrate	Atlantic	(28.15,28.2]	-0.9334833	-0.9478643	-0.9191022
nitrate	Atlantic	(28.2, Inf]	-0.9595816	-0.9616939	-0.9574693
nitrate	Indian	(-Inf,26.5]	-0.4377726	-0.4788609	-0.3966844
nitrate	Indian	(26.5,26.75]	-0.6129515	-0.7456320	-0.4802710
nitrate	Indian	(26.75,27]	-0.3490125	-0.4697240	-0.2283010
nitrate	Indian	(27,27.25]	0.2879913	0.1933189	0.3826638
nitrate	Indian	(27.25,27.5]	0.7243884	0.6582690	0.7905078
nitrate	Indian	(27.5,27.75]	0.7921081	0.6891134	0.8951028
nitrate	Indian	(27.75,27.85]	0.6353406	0.4921147	0.7785665
nitrate	Indian	(27.85,27.95]	0.6216097	0.5286558	0.7145636
nitrate	Indian	(27.95,28.05]	0.4571933	0.2668600	0.6475267
nitrate	Indian	(28.05,28.1]	0.4285848	0.2228056	0.6343640
nitrate	Indian	(28.1,28.2]	0.1374542	0.0881823	0.1867262
nitrate	Indian	(28.2,28.3]	-0.3866525	-0.4805372	-0.2927679
nitrate	Indian	(28.3, Inf]	-0.5802798	-0.6024459	-0.5581137
nitrate	Pacific	(-Inf,26.5]	0.0889515	0.0260628	0.1518403
nitrate	Pacific	(26.5,26.75]	-0.0737573	-0.0813154	-0.0661991
nitrate	Pacific	(26.75,27]	0.1334162	0.1304060	0.1364265
nitrate	Pacific	(27,27.25]	0.6859693	0.6740200	0.6979186
nitrate	Pacific	(27.25,27.5]	0.8012046	0.7991246	0.8032846
nitrate	Pacific	(27.5,27.75]	0.8684140	0.8643145	0.8725134
nitrate	Pacific	(27.75,27.85]	0.9169954	0.9118827	0.9221081
nitrate	Pacific	(27.85,27.95]	0.9084892	0.8948188	0.9221596
nitrate	Pacific	(27.95,28.05]	0.8388236	0.8019327	0.8757144
nitrate	Pacific	(28.05,28.1]	0.7463189	0.6974678	0.7951700
nitrate	Pacific	(28.1,28.2]	0.6830348	0.6104265	0.7556431
nitrate	Pacific	(28.2,28.3]	-0.5921247	-0.6347216	-0.5495278
nitrate	Pacific	(28.3, Inf]	-0.6960918	-0.7310778	-0.6611057
oxygen	Atlantic	(-Inf,26.5]	0.1701672	0.0752401	0.2650944
oxygen	Atlantic	(26.5,26.75]	0.5344268	0.5270418	0.5418118
oxygen	Atlantic	(26.75,27]	0.4519642	0.4044228	0.4995055
oxygen	Atlantic	(27,27.25]	0.2029503	0.1763618	0.2295389
oxygen	Atlantic	(27.25,27.5]	0.2101449	0.1446850	0.2756049
oxygen	Atlantic	(27.5,27.75]	0.5602566	0.5547531	0.5657601
oxygen	Atlantic	(27.75,27.85]	0.7694766	0.7027042	0.8362489
oxygen	Atlantic	(27.85,27.95]	0.8144596	0.7876456	0.8412736
oxygen	Atlantic	(27.95,28.05]	0.7609209	0.7506014	0.7712403
oxygen	Atlantic	(28.05,28.1]	0.7603086	0.7442353	0.7763819
oxygen	Atlantic	(28.1,28.15]	0.8496545	0.8257791	0.8735300
oxygen	Atlantic	(28.15,28.2]	0.9087284	0.9069161	0.9105408
oxygen	Atlantic	(28.2, Inf]	0.7160618	0.6987299	0.7333937
oxygen	Indian	(-Inf,26.5]	0.3685623	0.1473135	0.5898111
oxygen	Indian	(26.5,26.75]	0.3801814	0.1757569	0.5846059
oxygen	Indian	(26.75,27]	-0.0740309	-0.1513205	0.0032588
oxygen	Indian	(27,27.25]	-0.7745073	-0.7773559	-0.7716586
oxygen	Indian	(27.25,27.5]	-0.9218336	-0.9363290	-0.9073382
oxygen	Indian	(27.5,27.75]	-0.9028584	-0.9245295	-0.8811873
oxygen	Indian	(27.75,27.85]	-0.8287612	-0.8559503	-0.8015721
oxygen	Indian	(27.85,27.95]	-0.7535260	-0.7934549	-0.7135971
oxygen	Indian	(27.95,28.05]	-0.7505262	-0.7896572	-0.7113952
oxygen	Indian	(28.05,28.1]	-0.6852817	-0.7565103	-0.6140531
oxygen	Indian	(28.1,28.2]	-0.4889221	-0.5013238	-0.4765204
oxygen	Indian	(28.2,28.3]	-0.1990359	-0.2322319	-0.1658399
oxygen	Indian	(28.3, Inf]	-0.0477369	-0.0906197	-0.0048540
oxygen	Pacific	(-Inf,26.5]	-0.2594334	-0.3438426	-0.1750243
oxygen	Pacific	(26.5,26.75]	-0.3493660	-0.4128820	-0.2858500
oxygen	Pacific	(26.75,27]	-0.3363445	-0.3543330	-0.3183560
oxygen	Pacific	(27,27.25]	-0.7371076	-0.7433337	-0.7308815
oxygen	Pacific	(27.25,27.5]	-0.8388988	-0.8447215	-0.8330762
oxygen	Pacific	(27.5,27.75]	-0.8934031	-0.8934594	-0.8933468
oxygen	Pacific	(27.75,27.85]	-0.9369028	-0.9418581	-0.9319476
oxygen	Pacific	(27.85,27.95]	-0.9316141	-0.9334839	-0.9297444
oxygen	Pacific	(27.95,28.05]	-0.8864242	-0.8979380	-0.8749105
oxygen	Pacific	(28.05,28.1]	-0.8028565	-0.8302552	-0.7754577
oxygen	Pacific	(28.1,28.2]	-0.7467756	-0.7942358	-0.6993153
oxygen	Pacific	(28.2,28.3]	-0.1606534	-0.1916864	-0.1296203
oxygen	Pacific	(28.3, Inf]	0.3181095	0.1077971	0.5284219
sal	Atlantic	(-Inf,26.5]	-0.2312735	-0.3935344	-0.0690126
sal	Atlantic	(26.5,26.75]	0.1224451	0.0680670	0.1768233
sal	Atlantic	(26.75,27]	0.6627817	0.6447173	0.6808461
sal	Atlantic	(27,27.25]	0.7649151	0.7583673	0.7714628
sal	Atlantic	(27.25,27.5]	0.7653530	0.7397468	0.7909592
sal	Atlantic	(27.5,27.75]	0.7081744	0.6792518	0.7370971
sal	Atlantic	(27.75,27.85]	0.6010361	0.5654537	0.6366186
sal	Atlantic	(27.85,27.95]	0.5224116	0.5090891	0.5357341
sal	Atlantic	(27.95,28.05]	0.5521247	0.5441862	0.5600633
sal	Atlantic	(28.05,28.1]	0.6039753	0.5902219	0.6177288
sal	Atlantic	(28.1,28.15]	0.6532462	0.6364305	0.6700620
sal	Atlantic	(28.15,28.2]	0.8324042	0.7943044	0.8705040
sal	Atlantic	(28.2, Inf]	0.9237061	0.9227688	0.9246434
sal	Indian	(-Inf,26.5]	0.6316158	0.5227833	0.7404483
sal	Indian	(26.5,26.75]	0.7517681	0.7003235	0.8032127
sal	Indian	(26.75,27]	0.7206031	0.6811544	0.7600518
sal	Indian	(27,27.25]	0.8902185	0.8739406	0.9064964
sal	Indian	(27.25,27.5]	0.9064054	0.8952792	0.9175315
sal	Indian	(27.5,27.75]	0.8905135	0.8822879	0.8987391
sal	Indian	(27.75,27.85]	0.8602553	0.8435350	0.8769757
sal	Indian	(27.85,27.95]	0.7706248	0.7304499	0.8107996
sal	Indian	(27.95,28.05]	0.6491311	0.6251000	0.6731623
sal	Indian	(28.05,28.1]	0.3772141	0.3196594	0.4347688
sal	Indian	(28.1,28.2]	0.2833714	0.2664170	0.3003259
sal	Indian	(28.2,28.3]	0.2093658	0.1924301	0.2263016
sal	Indian	(28.3, Inf]	0.0375036	0.0271068	0.0479004
sal	Pacific	(-Inf,26.5]	0.1535514	0.1337586	0.1733443
sal	Pacific	(26.5,26.75]	0.2912095	0.2537218	0.3286971
sal	Pacific	(26.75,27]	-0.0593768	-0.0965989	-0.0221546
sal	Pacific	(27,27.25]	-0.4456869	-0.4475151	-0.4438588
sal	Pacific	(27.25,27.5]	-0.3266184	-0.3518139	-0.3014229
sal	Pacific	(27.5,27.75]	-0.1636816	-0.2091965	-0.1181667
sal	Pacific	(27.75,27.85]	-0.3323413	-0.5109008	-0.1537819
sal	Pacific	(27.85,27.95]	-0.4711012	-0.6240949	-0.3181075
sal	Pacific	(27.95,28.05]	-0.5796479	-0.6514394	-0.5078564
sal	Pacific	(28.05,28.1]	-0.6884639	-0.7159653	-0.6609624
sal	Pacific	(28.1,28.2]	-0.6262740	-0.6615932	-0.5909549
sal	Pacific	(28.2,28.3]	0.0147243	-0.0934682	0.1229168
sal	Pacific	(28.3, Inf]	-0.1142080	-0.2492908	0.0208747
silicate	Atlantic	(-Inf,26.5]	-0.0429836	-0.2124515	0.1264844
silicate	Atlantic	(26.5,26.75]	-0.5112090	-0.6018522	-0.4205658
silicate	Atlantic	(26.75,27]	-0.7537566	-0.7590864	-0.7484268
silicate	Atlantic	(27,27.25]	-0.7902205	-0.8000859	-0.7803552
silicate	Atlantic	(27.25,27.5]	-0.8411011	-0.8501922	-0.8320100
silicate	Atlantic	(27.5,27.75]	-0.8115203	-0.8242385	-0.7988020
silicate	Atlantic	(27.75,27.85]	-0.8420923	-0.8472687	-0.8369158
silicate	Atlantic	(27.85,27.95]	-0.8157354	-0.8391057	-0.7923652
silicate	Atlantic	(27.95,28.05]	-0.7855953	-0.8174128	-0.7537778
silicate	Atlantic	(28.05,28.1]	-0.7840854	-0.8096029	-0.7585679
silicate	Atlantic	(28.1,28.15]	-0.8408651	-0.8642461	-0.8174841
silicate	Atlantic	(28.15,28.2]	-0.9253683	-0.9419605	-0.9087760
silicate	Atlantic	(28.2, Inf]	-0.9347865	-0.9349379	-0.9346351
silicate	Indian	(-Inf,26.5]	-0.4284105	-0.5286449	-0.3281762
silicate	Indian	(26.5,26.75]	-0.4812444	-0.6513121	-0.3111768
silicate	Indian	(26.75,27]	-0.0870159	-0.1702188	-0.0038130
silicate	Indian	(27,27.25]	0.4956087	0.4898300	0.5013875
silicate	Indian	(27.25,27.5]	0.7969683	0.7837593	0.8101773
silicate	Indian	(27.5,27.75]	0.8865217	0.8815430	0.8915004
silicate	Indian	(27.75,27.85]	0.8715450	0.8118206	0.9312694
silicate	Indian	(27.85,27.95]	0.8317365	0.7739909	0.8894821
silicate	Indian	(27.95,28.05]	0.6891256	0.5630196	0.8152317
silicate	Indian	(28.05,28.1]	0.5831307	0.4549720	0.7112895
silicate	Indian	(28.1,28.2]	0.2049499	0.1847986	0.2251013
silicate	Indian	(28.2,28.3]	-0.0918505	-0.1249864	-0.0587147
silicate	Indian	(28.3, Inf]	-0.3573537	-0.4159989	-0.2987084
silicate	Pacific	(-Inf,26.5]	-0.0216400	-0.0876459	0.0443659
silicate	Pacific	(26.5,26.75]	-0.1393021	-0.1451892	-0.1334151
silicate	Pacific	(26.75,27]	0.2492681	0.2223139	0.2762222
silicate	Pacific	(27,27.25]	0.8382024	0.8350182	0.8413866
silicate	Pacific	(27.25,27.5]	0.9502358	0.9492860	0.9511855
silicate	Pacific	(27.5,27.75]	0.9673315	0.9664666	0.9681965
silicate	Pacific	(27.75,27.85]	0.9630167	0.9592532	0.9667801
silicate	Pacific	(27.85,27.95]	0.9381359	0.9341598	0.9421121
silicate	Pacific	(27.95,28.05]	0.8820399	0.8735538	0.8905259
silicate	Pacific	(28.05,28.1]	0.7741095	0.7427983	0.8054207
silicate	Pacific	(28.1,28.2]	0.7009949	0.6663216	0.7356682
silicate	Pacific	(28.2,28.3]	-0.2500559	-0.4427663	-0.0573455
silicate	Pacific	(28.3, Inf]	-0.5250780	-0.5506617	-0.4994943
temp	Atlantic	(-Inf,26.5]	-0.1471973	-0.2616818	-0.0327129
temp	Atlantic	(26.5,26.75]	0.1438290	0.0669097	0.2207483
temp	Atlantic	(26.75,27]	0.6508317	0.6423644	0.6592989
temp	Atlantic	(27,27.25]	0.7176638	0.6994898	0.7358378
temp	Atlantic	(27.25,27.5]	0.7060750	0.6677441	0.7444059
temp	Atlantic	(27.5,27.75]	0.6415147	0.6209761	0.6620532
temp	Atlantic	(27.75,27.85]	0.5843349	0.5631422	0.6055277
temp	Atlantic	(27.85,27.95]	0.5112657	0.5073798	0.5151516
temp	Atlantic	(27.95,28.05]	0.5233359	0.5123755	0.5342962
temp	Atlantic	(28.05,28.1]	0.5332255	0.5171888	0.5492621
temp	Atlantic	(28.1,28.15]	0.5090535	0.5042887	0.5138184
temp	Atlantic	(28.15,28.2]	0.4336361	0.3019460	0.5653262
temp	Atlantic	(28.2, Inf]	0.2734677	0.2727237	0.2742118
temp	Indian	(-Inf,26.5]	-0.0786077	-0.3201881	0.1629728
temp	Indian	(26.5,26.75]	0.6246915	0.6009942	0.6483887
temp	Indian	(26.75,27]	0.7438465	0.6851987	0.8024943
temp	Indian	(27,27.25]	0.8852732	0.8775235	0.8930230
temp	Indian	(27.25,27.5]	0.8356508	0.7937687	0.8775329
temp	Indian	(27.5,27.75]	0.7786114	0.7436099	0.8136128
temp	Indian	(27.75,27.85]	0.7406790	0.7134974	0.7678606
temp	Indian	(27.85,27.95]	0.6177736	0.5859961	0.6495512
temp	Indian	(27.95,28.05]	0.5964537	0.5661743	0.6267331
temp	Indian	(28.05,28.1]	0.4733687	0.4583011	0.4884363
temp	Indian	(28.1,28.2]	0.3999351	0.3946037	0.4052666
temp	Indian	(28.2,28.3]	0.2416614	0.2347879	0.2485349
temp	Indian	(28.3, Inf]	0.0490641	-0.0189965	0.1171248
temp	Pacific	(-Inf,26.5]	-0.1656928	-0.1759393	-0.1554463
temp	Pacific	(26.5,26.75]	0.2951352	0.2562906	0.3339799
temp	Pacific	(26.75,27]	-0.0057138	-0.0320242	0.0205967
temp	Pacific	(27,27.25]	-0.3860266	-0.3908319	-0.3812214
temp	Pacific	(27.25,27.5]	-0.3584939	-0.3977210	-0.3192668
temp	Pacific	(27.5,27.75]	-0.2217854	-0.3054918	-0.1380790
temp	Pacific	(27.75,27.85]	-0.2512654	-0.4566564	-0.0458744
temp	Pacific	(27.85,27.95]	-0.2705116	-0.4704432	-0.0705799
temp	Pacific	(27.95,28.05]	-0.1598429	-0.3040699	-0.0156158
temp	Pacific	(28.05,28.1]	-0.0467447	-0.1764512	0.0829617
temp	Pacific	(28.1,28.2]	0.6019303	0.5585233	0.6453372
temp	Pacific	(28.2,28.3]	0.1870941	0.1638620	0.2103262
temp	Pacific	(28.3, Inf]	-0.3872557	-0.5094449	-0.2650664

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_1.30      
 [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_1.1.2      tibble_3.0.4     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         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.11          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1