eMLR - assumption testing

workflowr

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Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
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html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
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
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
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html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
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html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
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	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
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html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
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html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
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html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.9154200	0.9131062	0.9177338
aou + nitrate	Atlantic	(26.5,26.75]	0.9543034	0.9437441	0.9648627
aou + nitrate	Atlantic	(26.75,27]	0.9223701	0.9042567	0.9404835
aou + nitrate	Atlantic	(27,27.25]	0.8159505	0.8058181	0.8260829
aou + nitrate	Atlantic	(27.25,27.5]	0.7050989	0.6897175	0.7204802
aou + nitrate	Atlantic	(27.5,27.75]	0.8425311	0.8329260	0.8521363
aou + nitrate	Atlantic	(27.75,27.85]	0.9352956	0.9271633	0.9434280
aou + nitrate	Atlantic	(27.85,27.95]	0.9508356	0.9487583	0.9529130
aou + nitrate	Atlantic	(27.95,28.05]	0.9460847	0.9445069	0.9476625
aou + nitrate	Atlantic	(28.05,28.1]	0.9622468	0.9594760	0.9650176
aou + nitrate	Atlantic	(28.1,28.15]	0.9799990	0.9742893	0.9857086
aou + nitrate	Atlantic	(28.15,28.2]	0.9879343	0.9868237	0.9890450
aou + nitrate	Atlantic	(28.2, Inf]	0.8716403	0.8536396	0.8896411
aou + nitrate	Indian	(-Inf,26.5]	0.9858547	0.9826131	0.9890963
aou + nitrate	Indian	(26.5,26.75]	0.9855773	0.9854984	0.9856562
aou + nitrate	Indian	(26.75,27]	0.9405361	0.9309754	0.9500969
aou + nitrate	Indian	(27,27.25]	0.8592105	0.8307972	0.8876238
aou + nitrate	Indian	(27.25,27.5]	0.9016633	0.8968716	0.9064549
aou + nitrate	Indian	(27.5,27.75]	0.9384271	0.9244484	0.9524058
aou + nitrate	Indian	(27.75,27.85]	0.8910789	0.8593286	0.9228292
aou + nitrate	Indian	(27.85,27.95]	0.8652004	0.8284315	0.9019693
aou + nitrate	Indian	(27.95,28.05]	0.8041716	0.7421760	0.8661673
aou + nitrate	Indian	(28.05,28.1]	0.9068956	0.8652299	0.9485614
aou + nitrate	Indian	(28.1, Inf]	0.5525003	0.5092473	0.5957532
aou + nitrate	Pacific	(-Inf,26.5]	0.8917856	0.8833391	0.9002321
aou + nitrate	Pacific	(26.5,26.75]	0.8824722	0.8789934	0.8859510
aou + nitrate	Pacific	(26.75,27]	0.9254166	0.9192065	0.9316268
aou + nitrate	Pacific	(27,27.25]	0.9734572	0.9728179	0.9740966
aou + nitrate	Pacific	(27.25,27.5]	0.9820224	0.9815358	0.9825090
aou + nitrate	Pacific	(27.5,27.75]	0.9867268	0.9861754	0.9872781
aou + nitrate	Pacific	(27.75,27.85]	0.9920298	0.9916404	0.9924193
aou + nitrate	Pacific	(27.85,27.95]	0.9903738	0.9891955	0.9915521
aou + nitrate	Pacific	(27.95,28.05]	0.9840605	0.9819764	0.9861446
aou + nitrate	Pacific	(28.05,28.1]	0.9863524	0.9835753	0.9891295
aou + nitrate	Pacific	(28.1, Inf]	0.9654571	0.9578838	0.9730304
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8778395	-0.9016514	-0.8540275
aou + oxygen	Atlantic	(26.5,26.75]	-0.9642720	-0.9645378	-0.9640061
aou + oxygen	Atlantic	(26.75,27]	-0.9778798	-0.9830754	-0.9726843
aou + oxygen	Atlantic	(27,27.25]	-0.9697750	-0.9700920	-0.9694581
aou + oxygen	Atlantic	(27.25,27.5]	-0.9440304	-0.9529681	-0.9350926
aou + oxygen	Atlantic	(27.5,27.75]	-0.9011502	-0.9099231	-0.8923774
aou + oxygen	Atlantic	(27.75,27.85]	-0.9530595	-0.9611909	-0.9449281
aou + oxygen	Atlantic	(27.85,27.95]	-0.9754692	-0.9776198	-0.9733187
aou + oxygen	Atlantic	(27.95,28.05]	-0.9760707	-0.9769699	-0.9751715
aou + oxygen	Atlantic	(28.05,28.1]	-0.9842565	-0.9849048	-0.9836082
aou + oxygen	Atlantic	(28.1,28.15]	-0.9906257	-0.9923052	-0.9889462
aou + oxygen	Atlantic	(28.15,28.2]	-0.9951689	-0.9959043	-0.9944336
aou + oxygen	Atlantic	(28.2, Inf]	-0.9776810	-0.9782468	-0.9771153
aou + oxygen	Indian	(-Inf,26.5]	-0.9930953	-0.9940149	-0.9921756
aou + oxygen	Indian	(26.5,26.75]	-0.9985313	-0.9987310	-0.9983315
aou + oxygen	Indian	(26.75,27]	-0.9959212	-0.9976322	-0.9942101
aou + oxygen	Indian	(27,27.25]	-0.9947363	-0.9965060	-0.9929665
aou + oxygen	Indian	(27.25,27.5]	-0.9963043	-0.9974223	-0.9951863
aou + oxygen	Indian	(27.5,27.75]	-0.9968889	-0.9975069	-0.9962709
aou + oxygen	Indian	(27.75,27.85]	-0.9973729	-0.9980554	-0.9966904
aou + oxygen	Indian	(27.85,27.95]	-0.9948589	-0.9958087	-0.9939090
aou + oxygen	Indian	(27.95,28.05]	-0.9897786	-0.9921804	-0.9873768
aou + oxygen	Indian	(28.05,28.1]	-0.9902324	-0.9949754	-0.9854893
aou + oxygen	Indian	(28.1, Inf]	-0.9834122	-0.9866215	-0.9802030
aou + oxygen	Pacific	(-Inf,26.5]	-0.9247726	-0.9281660	-0.9213792
aou + oxygen	Pacific	(26.5,26.75]	-0.9811520	-0.9814453	-0.9808586
aou + oxygen	Pacific	(26.75,27]	-0.9787912	-0.9800351	-0.9775472
aou + oxygen	Pacific	(27,27.25]	-0.9935028	-0.9939755	-0.9930302
aou + oxygen	Pacific	(27.25,27.5]	-0.9960998	-0.9962070	-0.9959926
aou + oxygen	Pacific	(27.5,27.75]	-0.9964715	-0.9970544	-0.9958887
aou + oxygen	Pacific	(27.75,27.85]	-0.9983597	-0.9990293	-0.9976901
aou + oxygen	Pacific	(27.85,27.95]	-0.9986040	-0.9991398	-0.9980682
aou + oxygen	Pacific	(27.95,28.05]	-0.9980985	-0.9987522	-0.9974447
aou + oxygen	Pacific	(28.05,28.1]	-0.9989787	-0.9991654	-0.9987920
aou + oxygen	Pacific	(28.1, Inf]	-0.9955411	-0.9964075	-0.9946746
aou + phosphate	Atlantic	(-Inf,26.5]	0.7782337	0.7585814	0.7978859
aou + phosphate	Atlantic	(26.5,26.75]	0.8777459	0.8583771	0.8971147
aou + phosphate	Atlantic	(26.75,27]	0.8531874	0.8174535	0.8889213
aou + phosphate	Atlantic	(27,27.25]	0.7249436	0.7056540	0.7442331
aou + phosphate	Atlantic	(27.25,27.5]	0.6157794	0.5897620	0.6417969
aou + phosphate	Atlantic	(27.5,27.75]	0.8066183	0.7952113	0.8180254
aou + phosphate	Atlantic	(27.75,27.85]	0.9180349	0.9067401	0.9293297
aou + phosphate	Atlantic	(27.85,27.95]	0.9453096	0.9425975	0.9480218
aou + phosphate	Atlantic	(27.95,28.05]	0.9437020	0.9418552	0.9455489
aou + phosphate	Atlantic	(28.05,28.1]	0.9590427	0.9555541	0.9625314
aou + phosphate	Atlantic	(28.1,28.15]	0.9760955	0.9694933	0.9826978
aou + phosphate	Atlantic	(28.15,28.2]	0.9871651	0.9862046	0.9881256
aou + phosphate	Atlantic	(28.2, Inf]	0.8727661	0.8558502	0.8896820
aou + phosphate	Indian	(-Inf,26.5]	0.9930867	0.9917880	0.9943855
aou + phosphate	Indian	(26.5,26.75]	0.9915180	0.9875134	0.9955226
aou + phosphate	Indian	(26.75,27]	0.9643038	0.9456124	0.9829951
aou + phosphate	Indian	(27,27.25]	0.9069405	0.8587691	0.9551119
aou + phosphate	Indian	(27.25,27.5]	0.9392448	0.9223575	0.9561321
aou + phosphate	Indian	(27.5,27.75]	0.9700736	0.9663781	0.9737691
aou + phosphate	Indian	(27.75,27.85]	0.9492731	0.9373935	0.9611528
aou + phosphate	Indian	(27.85,27.95]	0.8892339	0.8610569	0.9174109
aou + phosphate	Indian	(27.95,28.05]	0.8287482	0.7781887	0.8793077
aou + phosphate	Indian	(28.05,28.1]	0.9164166	0.8792638	0.9535694
aou + phosphate	Indian	(28.1, Inf]	0.5818047	0.5383138	0.6252955
aou + phosphate	Pacific	(-Inf,26.5]	0.9292436	0.9261167	0.9323705
aou + phosphate	Pacific	(26.5,26.75]	0.9244530	0.9105318	0.9383742
aou + phosphate	Pacific	(26.75,27]	0.9335931	0.9274175	0.9397687
aou + phosphate	Pacific	(27,27.25]	0.9836966	0.9831469	0.9842463
aou + phosphate	Pacific	(27.25,27.5]	0.9868498	0.9865351	0.9871645
aou + phosphate	Pacific	(27.5,27.75]	0.9868781	0.9868380	0.9869181
aou + phosphate	Pacific	(27.75,27.85]	0.9901734	0.9895217	0.9908251
aou + phosphate	Pacific	(27.85,27.95]	0.9903104	0.9897455	0.9908753
aou + phosphate	Pacific	(27.95,28.05]	0.9865124	0.9853695	0.9876553
aou + phosphate	Pacific	(28.05,28.1]	0.9845887	0.9816469	0.9875305
aou + phosphate	Pacific	(28.1, Inf]	0.9652100	0.9593364	0.9710836
aou + silicate	Atlantic	(-Inf,26.5]	0.7201863	0.6713422	0.7690303
aou + silicate	Atlantic	(26.5,26.75]	0.8876356	0.8737948	0.9014764
aou + silicate	Atlantic	(26.75,27]	0.8699995	0.8426543	0.8973447
aou + silicate	Atlantic	(27,27.25]	0.7191097	0.6960862	0.7421331
aou + silicate	Atlantic	(27.25,27.5]	0.3679500	0.3217602	0.4141399
aou + silicate	Atlantic	(27.5,27.75]	0.5706098	0.5378336	0.6033860
aou + silicate	Atlantic	(27.75,27.85]	0.8354531	0.8341131	0.8367930
aou + silicate	Atlantic	(27.85,27.95]	0.8920206	0.8855603	0.8984810
aou + silicate	Atlantic	(27.95,28.05]	0.9228790	0.9187394	0.9270186
aou + silicate	Atlantic	(28.05,28.1]	0.9630917	0.9579474	0.9682360
aou + silicate	Atlantic	(28.1,28.15]	0.9758228	0.9691591	0.9824865
aou + silicate	Atlantic	(28.15,28.2]	0.9861088	0.9860470	0.9861707
aou + silicate	Atlantic	(28.2, Inf]	0.8745234	0.8639879	0.8850589
aou + silicate	Indian	(-Inf,26.5]	0.9369919	0.9084343	0.9655495
aou + silicate	Indian	(26.5,26.75]	0.9754625	0.9713797	0.9795453
aou + silicate	Indian	(26.75,27]	0.9779035	0.9725683	0.9832387
aou + silicate	Indian	(27,27.25]	0.9242925	0.9225217	0.9260632
aou + silicate	Indian	(27.25,27.5]	0.9060410	0.9002028	0.9118792
aou + silicate	Indian	(27.5,27.75]	0.8802530	0.8562148	0.9042912
aou + silicate	Indian	(27.75,27.85]	0.8900758	0.8820409	0.8981108
aou + silicate	Indian	(27.85,27.95]	0.8327098	0.8098564	0.8555633
aou + silicate	Indian	(27.95,28.05]	0.8554175	0.8309560	0.8798790
aou + silicate	Indian	(28.05,28.1]	0.9528562	0.9453626	0.9603498
aou + silicate	Indian	(28.1, Inf]	0.3054600	0.2767842	0.3341359
aou + silicate	Pacific	(-Inf,26.5]	0.6990243	0.6686642	0.7293844
aou + silicate	Pacific	(26.5,26.75]	0.4456491	0.3839467	0.5073515
aou + silicate	Pacific	(26.75,27]	0.6354045	0.5882812	0.6825279
aou + silicate	Pacific	(27,27.25]	0.8892919	0.8798560	0.8987279
aou + silicate	Pacific	(27.25,27.5]	0.9250944	0.9205865	0.9296023
aou + silicate	Pacific	(27.5,27.75]	0.9373690	0.9326779	0.9420602
aou + silicate	Pacific	(27.75,27.85]	0.9741718	0.9725849	0.9757587
aou + silicate	Pacific	(27.85,27.95]	0.9699634	0.9680457	0.9718811
aou + silicate	Pacific	(27.95,28.05]	0.9573818	0.9520317	0.9627319
aou + silicate	Pacific	(28.05,28.1]	0.9673132	0.9611213	0.9735051
aou + silicate	Pacific	(28.1, Inf]	0.8468620	0.8261932	0.8675309
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8442409	0.7616704	0.9268115
nitrate + silicate	Atlantic	(26.5,26.75]	0.9500644	0.9257244	0.9744043
nitrate + silicate	Atlantic	(26.75,27]	0.9503828	0.9482392	0.9525264
nitrate + silicate	Atlantic	(27,27.25]	0.9213132	0.9197256	0.9229009
nitrate + silicate	Atlantic	(27.25,27.5]	0.8324665	0.8118677	0.8530652
nitrate + silicate	Atlantic	(27.5,27.75]	0.8693451	0.8556986	0.8829915
nitrate + silicate	Atlantic	(27.75,27.85]	0.9528722	0.9496530	0.9560915
nitrate + silicate	Atlantic	(27.85,27.95]	0.9763197	0.9716415	0.9809978
nitrate + silicate	Atlantic	(27.95,28.05]	0.9853875	0.9825749	0.9882002
nitrate + silicate	Atlantic	(28.05,28.1]	0.9920962	0.9908640	0.9933284
nitrate + silicate	Atlantic	(28.1,28.15]	0.9921890	0.9907809	0.9935971
nitrate + silicate	Atlantic	(28.15,28.2]	0.9928854	0.9928345	0.9929363
nitrate + silicate	Atlantic	(28.2, Inf]	0.9821878	0.9769222	0.9874534
nitrate + silicate	Indian	(-Inf,26.5]	0.9540710	0.9408565	0.9672855
nitrate + silicate	Indian	(26.5,26.75]	0.9764875	0.9761454	0.9768296
nitrate + silicate	Indian	(26.75,27]	0.9495556	0.9363692	0.9627420
nitrate + silicate	Indian	(27,27.25]	0.9316090	0.9313994	0.9318186
nitrate + silicate	Indian	(27.25,27.5]	0.9470061	0.9457948	0.9482173
nitrate + silicate	Indian	(27.5,27.75]	0.8674965	0.8553276	0.8796654
nitrate + silicate	Indian	(27.75,27.85]	0.7951598	0.7739359	0.8163837
nitrate + silicate	Indian	(27.85,27.95]	0.8494825	0.8394596	0.8595053
nitrate + silicate	Indian	(27.95,28.05]	0.9097428	0.9022698	0.9172159
nitrate + silicate	Indian	(28.05,28.1]	0.9573882	0.9450290	0.9697473
nitrate + silicate	Indian	(28.1, Inf]	0.8325796	0.8275444	0.8376147
nitrate + silicate	Pacific	(-Inf,26.5]	0.8555181	0.8548951	0.8561410
nitrate + silicate	Pacific	(26.5,26.75]	0.7029900	0.6501749	0.7558051
nitrate + silicate	Pacific	(26.75,27]	0.7836862	0.7417659	0.8256064
nitrate + silicate	Pacific	(27,27.25]	0.9056837	0.8968416	0.9145259
nitrate + silicate	Pacific	(27.25,27.5]	0.9028206	0.8926918	0.9129494
nitrate + silicate	Pacific	(27.5,27.75]	0.9055149	0.9032901	0.9077396
nitrate + silicate	Pacific	(27.75,27.85]	0.9556109	0.9550480	0.9561738
nitrate + silicate	Pacific	(27.85,27.95]	0.9642709	0.9595472	0.9689946
nitrate + silicate	Pacific	(27.95,28.05]	0.9574995	0.9439752	0.9710237
nitrate + silicate	Pacific	(28.05,28.1]	0.9677482	0.9596857	0.9758107
nitrate + silicate	Pacific	(28.1, Inf]	0.9180373	0.9126565	0.9234181
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6416963	-0.6617014	-0.6216913
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8510123	-0.8769609	-0.8250638
oxygen + nitrate	Atlantic	(26.75,27]	-0.8251704	-0.8645671	-0.7857737
oxygen + nitrate	Atlantic	(27,27.25]	-0.6528640	-0.6665302	-0.6391979
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4486861	-0.4487389	-0.4486333
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5460640	-0.5479152	-0.5442128
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7903909	-0.8206568	-0.7601250
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8646428	-0.8726436	-0.8566420
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8611361	-0.8658303	-0.8564419
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9049340	-0.9075089	-0.9023591
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9476053	-0.9610732	-0.9341373
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9760544	-0.9765471	-0.9755617
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7653609	-0.7913238	-0.7393979
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9619434	-0.9691581	-0.9547286
oxygen + nitrate	Indian	(26.5,26.75]	-0.9760329	-0.9767420	-0.9753238
oxygen + nitrate	Indian	(26.75,27]	-0.9073970	-0.9278184	-0.8869756
oxygen + nitrate	Indian	(27,27.25]	-0.8040051	-0.8482435	-0.7597668
oxygen + nitrate	Indian	(27.25,27.5]	-0.8634954	-0.8759611	-0.8510297
oxygen + nitrate	Indian	(27.5,27.75]	-0.9183255	-0.9364113	-0.9002397
oxygen + nitrate	Indian	(27.75,27.85]	-0.8704636	-0.9082916	-0.8326355
oxygen + nitrate	Indian	(27.85,27.95]	-0.8197619	-0.8665831	-0.7729408
oxygen + nitrate	Indian	(27.95,28.05]	-0.7175295	-0.8020759	-0.6329831
oxygen + nitrate	Indian	(28.05,28.1]	-0.8435945	-0.9148754	-0.7723137
oxygen + nitrate	Indian	(28.1, Inf]	-0.3991469	-0.4610862	-0.3372075
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6748829	-0.6937757	-0.6559901
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7880039	-0.7933881	-0.7826196
oxygen + nitrate	Pacific	(26.75,27]	-0.8390703	-0.8500818	-0.8280588
oxygen + nitrate	Pacific	(27,27.25]	-0.9480905	-0.9495150	-0.9466660
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9717898	-0.9719850	-0.9715945
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9822608	-0.9827544	-0.9817671
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9907123	-0.9921408	-0.9892838
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9880780	-0.9888501	-0.9873060
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9776658	-0.9783372	-0.9769944
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9813577	-0.9836978	-0.9790177
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9401628	-0.9539699	-0.9263558
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.4261840	-0.4276411	-0.4247269
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7262302	-0.7602702	-0.6921902
oxygen + phosphate	Atlantic	(26.75,27]	-0.7289501	-0.7917698	-0.6661304
oxygen + phosphate	Atlantic	(27,27.25]	-0.5374602	-0.5609712	-0.5139491
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3354406	-0.3445901	-0.3262910
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4871571	-0.4877634	-0.4865508
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7603298	-0.7961726	-0.7244871
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8543743	-0.8638626	-0.8448859
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8561729	-0.8615685	-0.8507772
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8992176	-0.9026196	-0.8958156
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9404553	-0.9550402	-0.9258703
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9747733	-0.9750636	-0.9744829
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7672074	-0.7920625	-0.7423523
oxygen + phosphate	Indian	(-Inf,26.5]	-0.9752553	-0.9773240	-0.9731866
oxygen + phosphate	Indian	(26.5,26.75]	-0.9846009	-0.9915773	-0.9776246
oxygen + phosphate	Indian	(26.75,27]	-0.9388894	-0.9715571	-0.9062217
oxygen + phosphate	Indian	(27,27.25]	-0.8622611	-0.9311507	-0.7933715
oxygen + phosphate	Indian	(27.25,27.5]	-0.9104864	-0.9375931	-0.8833797
oxygen + phosphate	Indian	(27.5,27.75]	-0.9591764	-0.9659067	-0.9524460
oxygen + phosphate	Indian	(27.75,27.85]	-0.9309886	-0.9476233	-0.9143539
oxygen + phosphate	Indian	(27.85,27.95]	-0.8429940	-0.8808325	-0.8051556
oxygen + phosphate	Indian	(27.95,28.05]	-0.7456257	-0.8170217	-0.6742298
oxygen + phosphate	Indian	(28.05,28.1]	-0.8559175	-0.9219916	-0.7898435
oxygen + phosphate	Indian	(28.1, Inf]	-0.4325125	-0.4957333	-0.3692917
oxygen + phosphate	Pacific	(-Inf,26.5]	-0.7386366	-0.7420424	-0.7352308
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8394235	-0.8585692	-0.8202779
oxygen + phosphate	Pacific	(26.75,27]	-0.8468218	-0.8578799	-0.8357636
oxygen + phosphate	Pacific	(27,27.25]	-0.9617206	-0.9635390	-0.9599022
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9788292	-0.9790072	-0.9786511
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9843457	-0.9851457	-0.9835457
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9900907	-0.9922202	-0.9879611
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9885224	-0.9907999	-0.9862449
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9802187	-0.9845217	-0.9759157
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9795957	-0.9817699	-0.9774216
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9407584	-0.9522657	-0.9292511
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.4122409	-0.4724966	-0.3519852
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7525136	-0.7702061	-0.7348210
oxygen + silicate	Atlantic	(26.75,27]	-0.7678700	-0.8200510	-0.7156890
oxygen + silicate	Atlantic	(27,27.25]	-0.5516562	-0.5811108	-0.5222016
oxygen + silicate	Atlantic	(27.25,27.5]	-0.0766184	-0.1039788	-0.0492581
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2138585	-0.2384866	-0.1892304
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6624988	-0.6813769	-0.6436207
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7824227	-0.7854224	-0.7794230
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8228659	-0.8266921	-0.8190397
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9043284	-0.9108154	-0.8978414
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9417970	-0.9562741	-0.9273199
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776707	-0.9791557	-0.9761857
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7727018	-0.7874641	-0.7579395
oxygen + silicate	Indian	(-Inf,26.5]	-0.9117705	-0.9495988	-0.8739421
oxygen + silicate	Indian	(26.5,26.75]	-0.9680370	-0.9730924	-0.9629817
oxygen + silicate	Indian	(26.75,27]	-0.9655704	-0.9707421	-0.9603987
oxygen + silicate	Indian	(27,27.25]	-0.8891258	-0.8953133	-0.8829384
oxygen + silicate	Indian	(27.25,27.5]	-0.8731283	-0.8743658	-0.8718908
oxygen + silicate	Indian	(27.5,27.75]	-0.8492210	-0.8734099	-0.8250321
oxygen + silicate	Indian	(27.75,27.85]	-0.8679663	-0.8801867	-0.8557459
oxygen + silicate	Indian	(27.85,27.95]	-0.7841592	-0.8159894	-0.7523290
oxygen + silicate	Indian	(27.95,28.05]	-0.7845528	-0.8248969	-0.7442087
oxygen + silicate	Indian	(28.05,28.1]	-0.9118227	-0.9367378	-0.8869077
oxygen + silicate	Indian	(28.1, Inf]	-0.1469720	-0.1628564	-0.1310876
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4626137	-0.5192905	-0.4059369
oxygen + silicate	Pacific	(26.5,26.75]	-0.2910661	-0.3524369	-0.2296954
oxygen + silicate	Pacific	(26.75,27]	-0.4821594	-0.5373821	-0.4269368
oxygen + silicate	Pacific	(27,27.25]	-0.8396983	-0.8537411	-0.8256556
oxygen + silicate	Pacific	(27.25,27.5]	-0.8942557	-0.9001155	-0.8883958
oxygen + silicate	Pacific	(27.5,27.75]	-0.9122239	-0.9203074	-0.9041403
oxygen + silicate	Pacific	(27.75,27.85]	-0.9666589	-0.9709699	-0.9623479
oxygen + silicate	Pacific	(27.85,27.95]	-0.9625085	-0.9635440	-0.9614731
oxygen + silicate	Pacific	(27.95,28.05]	-0.9437767	-0.9479151	-0.9396384
oxygen + silicate	Pacific	(28.05,28.1]	-0.9583486	-0.9649541	-0.9517431
oxygen + silicate	Pacific	(28.1, Inf]	-0.7994243	-0.8260196	-0.7728289
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9140349	0.8976750	0.9303949
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9735397	0.9722121	0.9748673
phosphate + nitrate	Atlantic	(26.75,27]	0.9847350	0.9807160	0.9887539
phosphate + nitrate	Atlantic	(27,27.25]	0.9866719	0.9851112	0.9882327
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9905498	0.9893694	0.9917303
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9963546	0.9961759	0.9965333
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9978457	0.9975365	0.9981549
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9983667	0.9981921	0.9985413
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9980846	0.9980514	0.9981178
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9976722	0.9974459	0.9978985
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9979775	0.9977839	0.9981710
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9989432	0.9987686	0.9991178
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9977870	0.9976659	0.9979081
phosphate + nitrate	Indian	(-Inf,26.5]	0.9926886	0.9868471	0.9985301
phosphate + nitrate	Indian	(26.5,26.75]	0.9928325	0.9873958	0.9982692
phosphate + nitrate	Indian	(26.75,27]	0.9804955	0.9646031	0.9963878
phosphate + nitrate	Indian	(27,27.25]	0.9699218	0.9448154	0.9950282
phosphate + nitrate	Indian	(27.25,27.5]	0.9739043	0.9568305	0.9909781
phosphate + nitrate	Indian	(27.5,27.75]	0.9717067	0.9678038	0.9756096
phosphate + nitrate	Indian	(27.75,27.85]	0.9546203	0.9438318	0.9654088
phosphate + nitrate	Indian	(27.85,27.95]	0.9725008	0.9723684	0.9726333
phosphate + nitrate	Indian	(27.95,28.05]	0.9885125	0.9879886	0.9890365
phosphate + nitrate	Indian	(28.05,28.1]	0.9920262	0.9912845	0.9927679
phosphate + nitrate	Indian	(28.1, Inf]	0.9716096	0.9710598	0.9721594
phosphate + nitrate	Pacific	(-Inf,26.5]	0.9759046	0.9679971	0.9838121
phosphate + nitrate	Pacific	(26.5,26.75]	0.9521450	0.9490703	0.9552197
phosphate + nitrate	Pacific	(26.75,27]	0.9799057	0.9763870	0.9834244
phosphate + nitrate	Pacific	(27,27.25]	0.9883363	0.9881595	0.9885130
phosphate + nitrate	Pacific	(27.25,27.5]	0.9926274	0.9922106	0.9930441
phosphate + nitrate	Pacific	(27.5,27.75]	0.9955087	0.9950744	0.9959430
phosphate + nitrate	Pacific	(27.75,27.85]	0.9954946	0.9954720	0.9955172
phosphate + nitrate	Pacific	(27.85,27.95]	0.9944416	0.9933243	0.9955589
phosphate + nitrate	Pacific	(27.95,28.05]	0.9905362	0.9860370	0.9950354
phosphate + nitrate	Pacific	(28.05,28.1]	0.9876802	0.9839119	0.9914485
phosphate + nitrate	Pacific	(28.1, Inf]	0.9851723	0.9850603	0.9852843
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9173783	0.8734305	0.9613261
phosphate + silicate	Atlantic	(26.5,26.75]	0.9553710	0.9452077	0.9655344
phosphate + silicate	Atlantic	(26.75,27]	0.9489834	0.9473042	0.9506627
phosphate + silicate	Atlantic	(27,27.25]	0.9315149	0.9286497	0.9343801
phosphate + silicate	Atlantic	(27.25,27.5]	0.8755059	0.8595969	0.8914150
phosphate + silicate	Atlantic	(27.5,27.75]	0.8885754	0.8782657	0.8988850
phosphate + silicate	Atlantic	(27.75,27.85]	0.9577318	0.9554462	0.9600174
phosphate + silicate	Atlantic	(27.85,27.95]	0.9781043	0.9741201	0.9820885
phosphate + silicate	Atlantic	(27.95,28.05]	0.9870568	0.9846957	0.9894179
phosphate + silicate	Atlantic	(28.05,28.1]	0.9934045	0.9924564	0.9943527
phosphate + silicate	Atlantic	(28.1,28.15]	0.9941815	0.9932278	0.9951352
phosphate + silicate	Atlantic	(28.15,28.2]	0.9931917	0.9927940	0.9935895
phosphate + silicate	Atlantic	(28.2, Inf]	0.9828849	0.9773796	0.9883903
phosphate + silicate	Indian	(-Inf,26.5]	0.9424460	0.9154350	0.9694570
phosphate + silicate	Indian	(26.5,26.75]	0.9763904	0.9731591	0.9796217
phosphate + silicate	Indian	(26.75,27]	0.9591702	0.9521710	0.9661694
phosphate + silicate	Indian	(27,27.25]	0.9396988	0.9336572	0.9457404
phosphate + silicate	Indian	(27.25,27.5]	0.9352033	0.9205838	0.9498228
phosphate + silicate	Indian	(27.5,27.75]	0.8762406	0.8392964	0.9131848
phosphate + silicate	Indian	(27.75,27.85]	0.8960587	0.8877668	0.9043507
phosphate + silicate	Indian	(27.85,27.95]	0.9149040	0.9147449	0.9150632
phosphate + silicate	Indian	(27.95,28.05]	0.9286787	0.9255354	0.9318219
phosphate + silicate	Indian	(28.05,28.1]	0.9626321	0.9551425	0.9701218
phosphate + silicate	Indian	(28.1, Inf]	0.8203238	0.8121695	0.8284780
phosphate + silicate	Pacific	(-Inf,26.5]	0.8042374	0.7953253	0.8131495
phosphate + silicate	Pacific	(26.5,26.75]	0.6275396	0.5630158	0.6920634
phosphate + silicate	Pacific	(26.75,27]	0.7753164	0.7274390	0.8231938
phosphate + silicate	Pacific	(27,27.25]	0.9060966	0.9001798	0.9120135
phosphate + silicate	Pacific	(27.25,27.5]	0.9023709	0.8959521	0.9087896
phosphate + silicate	Pacific	(27.5,27.75]	0.9022753	0.8977530	0.9067976
phosphate + silicate	Pacific	(27.75,27.85]	0.9559495	0.9537036	0.9581955
phosphate + silicate	Pacific	(27.85,27.95]	0.9695484	0.9667124	0.9723845
phosphate + silicate	Pacific	(27.95,28.05]	0.9644846	0.9572513	0.9717179
phosphate + silicate	Pacific	(28.05,28.1]	0.9656625	0.9549178	0.9764072
phosphate + silicate	Pacific	(28.1, Inf]	0.9105895	0.9004447	0.9207343
sal + aou	Atlantic	(-Inf,26.5]	-0.2605906	-0.3321176	-0.1890636
sal + aou	Atlantic	(26.5,26.75]	-0.2041996	-0.2129667	-0.1954325
sal + aou	Atlantic	(26.75,27]	-0.1605846	-0.2410226	-0.0801466
sal + aou	Atlantic	(27,27.25]	0.0100203	-0.0286561	0.0486966
sal + aou	Atlantic	(27.25,27.5]	0.0454048	-0.0408120	0.1316216
sal + aou	Atlantic	(27.5,27.75]	-0.3848450	-0.4032117	-0.3664782
sal + aou	Atlantic	(27.75,27.85]	-0.4184138	-0.4947059	-0.3421217
sal + aou	Atlantic	(27.85,27.95]	-0.4897016	-0.5489976	-0.4304057
sal + aou	Atlantic	(27.95,28.05]	-0.6286493	-0.6883076	-0.5689911
sal + aou	Atlantic	(28.05,28.1]	-0.7474798	-0.7486040	-0.7463557
sal + aou	Atlantic	(28.1,28.15]	-0.8086731	-0.8309117	-0.7864344
sal + aou	Atlantic	(28.15,28.2]	-0.9101548	-0.9157528	-0.9045569
sal + aou	Atlantic	(28.2, Inf]	-0.6155587	-0.6926091	-0.5385082
sal + aou	Indian	(-Inf,26.5]	-0.6925720	-0.8342159	-0.5509282
sal + aou	Indian	(26.5,26.75]	-0.3243373	-0.4900154	-0.1586593
sal + aou	Indian	(26.75,27]	0.5222939	0.3700746	0.6745133
sal + aou	Indian	(27,27.25]	0.8748570	0.8641945	0.8855194
sal + aou	Indian	(27.25,27.5]	0.9607574	0.9532813	0.9682334
sal + aou	Indian	(27.5,27.75]	0.9688686	0.9688398	0.9688973
sal + aou	Indian	(27.75,27.85]	0.9424566	0.9220932	0.9628199
sal + aou	Indian	(27.85,27.95]	0.9007054	0.8765751	0.9248356
sal + aou	Indian	(27.95,28.05]	0.7055291	0.6598973	0.7511608
sal + aou	Indian	(28.05,28.1]	0.2649954	0.1469495	0.3830412
sal + aou	Indian	(28.1, Inf]	0.6493228	0.5833015	0.7153440
sal + aou	Pacific	(-Inf,26.5]	-0.2139201	-0.2447248	-0.1831155
sal + aou	Pacific	(26.5,26.75]	0.1301118	-0.0026092	0.2628328
sal + aou	Pacific	(26.75,27]	-0.0607056	-0.1545673	0.0331562
sal + aou	Pacific	(27,27.25]	-0.2693413	-0.3033039	-0.2353787
sal + aou	Pacific	(27.25,27.5]	-0.0602943	-0.1328769	0.0122883
sal + aou	Pacific	(27.5,27.75]	-0.0036320	-0.0746858	0.0674217
sal + aou	Pacific	(27.75,27.85]	-0.2298699	-0.4185383	-0.0412014
sal + aou	Pacific	(27.85,27.95]	-0.4422538	-0.6249518	-0.2595559
sal + aou	Pacific	(27.95,28.05]	-0.6657942	-0.7747006	-0.5568878
sal + aou	Pacific	(28.05,28.1]	-0.8830974	-0.8949978	-0.8711970
sal + aou	Pacific	(28.1, Inf]	-0.6100185	-0.7534297	-0.4666074
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5262178	-0.5328288	-0.5196069
sal + nitrate	Atlantic	(26.5,26.75]	-0.4500321	-0.4991634	-0.4009008
sal + nitrate	Atlantic	(26.75,27]	-0.5055616	-0.5385507	-0.4725724
sal + nitrate	Atlantic	(27,27.25]	-0.5515881	-0.5677641	-0.5354120
sal + nitrate	Atlantic	(27.25,27.5]	-0.6415429	-0.6811792	-0.6019065
sal + nitrate	Atlantic	(27.5,27.75]	-0.7781665	-0.7783103	-0.7780227
sal + nitrate	Atlantic	(27.75,27.85]	-0.6828355	-0.7285210	-0.6371499
sal + nitrate	Atlantic	(27.85,27.95]	-0.7028843	-0.7494008	-0.6563679
sal + nitrate	Atlantic	(27.95,28.05]	-0.8182546	-0.8609891	-0.7755200
sal + nitrate	Atlantic	(28.05,28.1]	-0.8776423	-0.8825020	-0.8727826
sal + nitrate	Atlantic	(28.1,28.15]	-0.8911369	-0.8935420	-0.8887318
sal + nitrate	Atlantic	(28.15,28.2]	-0.9465709	-0.9496192	-0.9435225
sal + nitrate	Atlantic	(28.2, Inf]	-0.9091136	-0.9355242	-0.8827030
sal + nitrate	Indian	(-Inf,26.5]	-0.7742525	-0.8906543	-0.6578508
sal + nitrate	Indian	(26.5,26.75]	-0.4587586	-0.6119018	-0.3056154
sal + nitrate	Indian	(26.75,27]	0.2167967	0.0128059	0.4207875
sal + nitrate	Indian	(27,27.25]	0.5165551	0.4457201	0.5873902
sal + nitrate	Indian	(27.25,27.5]	0.7739393	0.7703170	0.7775615
sal + nitrate	Indian	(27.5,27.75]	0.8677993	0.8437630	0.8918356
sal + nitrate	Indian	(27.75,27.85]	0.7180630	0.6245207	0.8116052
sal + nitrate	Indian	(27.85,27.95]	0.5844377	0.4774135	0.6914619
sal + nitrate	Indian	(27.95,28.05]	0.1690315	0.0018029	0.3362601
sal + nitrate	Indian	(28.05,28.1]	-0.1297511	-0.3531880	0.0936859
sal + nitrate	Indian	(28.1, Inf]	-0.2189154	-0.3440716	-0.0937592
sal + nitrate	Pacific	(-Inf,26.5]	-0.5130338	-0.5267118	-0.4993559
sal + nitrate	Pacific	(26.5,26.75]	-0.2633026	-0.3879854	-0.1386197
sal + nitrate	Pacific	(26.75,27]	-0.3520268	-0.4342339	-0.2698198
sal + nitrate	Pacific	(27,27.25]	-0.3902654	-0.4196578	-0.3608730
sal + nitrate	Pacific	(27.25,27.5]	-0.0779271	-0.1443213	-0.0115329
sal + nitrate	Pacific	(27.5,27.75]	0.0069759	-0.0572356	0.0711875
sal + nitrate	Pacific	(27.75,27.85]	-0.2212887	-0.3846085	-0.0579688
sal + nitrate	Pacific	(27.85,27.95]	-0.4613250	-0.6160710	-0.3065789
sal + nitrate	Pacific	(27.95,28.05]	-0.7188344	-0.8001276	-0.6375411
sal + nitrate	Pacific	(28.05,28.1]	-0.9154527	-0.9234231	-0.9074824
sal + nitrate	Pacific	(28.1, Inf]	-0.7482399	-0.8513112	-0.6451686
sal + oxygen	Atlantic	(-Inf,26.5]	-0.1993219	-0.2356644	-0.1629793
sal + oxygen	Atlantic	(26.5,26.75]	-0.0577221	-0.0647405	-0.0507037
sal + oxygen	Atlantic	(26.75,27]	-0.0423106	-0.1468637	0.0622424
sal + oxygen	Atlantic	(27,27.25]	-0.2485060	-0.2842600	-0.2127520
sal + oxygen	Atlantic	(27.25,27.5]	-0.3618897	-0.4163775	-0.3074020
sal + oxygen	Atlantic	(27.5,27.75]	-0.0374024	-0.0382609	-0.0365439
sal + oxygen	Atlantic	(27.75,27.85]	0.1321438	0.0222476	0.2420400
sal + oxygen	Atlantic	(27.85,27.95]	0.2960892	0.2215046	0.3706737
sal + oxygen	Atlantic	(27.95,28.05]	0.4590714	0.3883688	0.5297740
sal + oxygen	Atlantic	(28.05,28.1]	0.6242742	0.6223742	0.6261742
sal + oxygen	Atlantic	(28.1,28.15]	0.7232417	0.6883845	0.7580989
sal + oxygen	Atlantic	(28.15,28.2]	0.8738037	0.8688580	0.8787494
sal + oxygen	Atlantic	(28.2, Inf]	0.4611905	0.3734775	0.5489034
sal + oxygen	Indian	(-Inf,26.5]	0.6425329	0.4939268	0.7911390
sal + oxygen	Indian	(26.5,26.75]	0.2780387	0.1143283	0.4417492
sal + oxygen	Indian	(26.75,27]	-0.5927009	-0.7193632	-0.4660385
sal + oxygen	Indian	(27,27.25]	-0.9159350	-0.9163169	-0.9155531
sal + oxygen	Indian	(27.25,27.5]	-0.9748878	-0.9840303	-0.9657452
sal + oxygen	Indian	(27.5,27.75]	-0.9709191	-0.9739276	-0.9679105
sal + oxygen	Indian	(27.75,27.85]	-0.9484866	-0.9660970	-0.9308761
sal + oxygen	Indian	(27.85,27.95]	-0.9231263	-0.9395415	-0.9067110
sal + oxygen	Indian	(27.95,28.05]	-0.7873490	-0.8148829	-0.7598150
sal + oxygen	Indian	(28.05,28.1]	-0.3866280	-0.4660882	-0.3071678
sal + oxygen	Indian	(28.1, Inf]	-0.7632325	-0.8103457	-0.7161192
sal + oxygen	Pacific	(-Inf,26.5]	-0.1000767	-0.1435926	-0.0565607
sal + oxygen	Pacific	(26.5,26.75]	-0.3116448	-0.4383607	-0.1849290
sal + oxygen	Pacific	(26.75,27]	-0.1373189	-0.2355153	-0.0391225
sal + oxygen	Pacific	(27,27.25]	0.1650705	0.1346858	0.1954552
sal + oxygen	Pacific	(27.25,27.5]	-0.0106226	-0.0820283	0.0607831
sal + oxygen	Pacific	(27.5,27.75]	-0.0414384	-0.1188176	0.0359409
sal + oxygen	Pacific	(27.75,27.85]	0.1918149	-0.0113095	0.3949393
sal + oxygen	Pacific	(27.85,27.95]	0.4181397	0.2189761	0.6173034
sal + oxygen	Pacific	(27.95,28.05]	0.6446342	0.5169980	0.7722704
sal + oxygen	Pacific	(28.05,28.1]	0.8720722	0.8545838	0.8895606
sal + oxygen	Pacific	(28.1, Inf]	0.5482606	0.3899172	0.7066041
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7738409	-0.7908294	-0.7568525
sal + phosphate	Atlantic	(26.5,26.75]	-0.6326862	-0.6773890	-0.5879835
sal + phosphate	Atlantic	(26.75,27]	-0.6380704	-0.6497344	-0.6264064
sal + phosphate	Atlantic	(27,27.25]	-0.6714428	-0.6787576	-0.6641280
sal + phosphate	Atlantic	(27.25,27.5]	-0.7319170	-0.7614928	-0.7023412
sal + phosphate	Atlantic	(27.5,27.75]	-0.8193413	-0.8195172	-0.8191653
sal + phosphate	Atlantic	(27.75,27.85]	-0.7166182	-0.7558909	-0.6773455
sal + phosphate	Atlantic	(27.85,27.95]	-0.7209111	-0.7633786	-0.6784437
sal + phosphate	Atlantic	(27.95,28.05]	-0.8256676	-0.8670127	-0.7843225
sal + phosphate	Atlantic	(28.05,28.1]	-0.8873589	-0.8925842	-0.8821336
sal + phosphate	Atlantic	(28.1,28.15]	-0.9036245	-0.9060139	-0.9012351
sal + phosphate	Atlantic	(28.15,28.2]	-0.9499615	-0.9529773	-0.9469457
sal + phosphate	Atlantic	(28.2, Inf]	-0.9104185	-0.9367015	-0.8841355
sal + phosphate	Indian	(-Inf,26.5]	-0.7213408	-0.8815608	-0.5611207
sal + phosphate	Indian	(26.5,26.75]	-0.3987195	-0.6054760	-0.1919631
sal + phosphate	Indian	(26.75,27]	0.3277269	0.0559364	0.5995174
sal + phosphate	Indian	(27,27.25]	0.6333112	0.4955700	0.7710523
sal + phosphate	Indian	(27.25,27.5]	0.8576768	0.8205967	0.8947568
sal + phosphate	Indian	(27.5,27.75]	0.9284926	0.9098702	0.9471151
sal + phosphate	Indian	(27.75,27.85]	0.8422849	0.7849408	0.8996291
sal + phosphate	Indian	(27.85,27.95]	0.6596163	0.5615581	0.7576745
sal + phosphate	Indian	(27.95,28.05]	0.2211068	0.0639563	0.3782574
sal + phosphate	Indian	(28.05,28.1]	-0.1036199	-0.3252870	0.1180472
sal + phosphate	Indian	(28.1, Inf]	-0.1794396	-0.3109391	-0.0479400
sal + phosphate	Pacific	(-Inf,26.5]	-0.4257450	-0.4658852	-0.3856047
sal + phosphate	Pacific	(26.5,26.75]	-0.2057389	-0.3162683	-0.0952096
sal + phosphate	Pacific	(26.75,27]	-0.3599972	-0.4399128	-0.2800816
sal + phosphate	Pacific	(27,27.25]	-0.3757286	-0.4103304	-0.3411269
sal + phosphate	Pacific	(27.25,27.5]	-0.0669361	-0.1368475	0.0029753
sal + phosphate	Pacific	(27.5,27.75]	0.0219729	-0.0448968	0.0888425
sal + phosphate	Pacific	(27.75,27.85]	-0.1990047	-0.3658308	-0.0321786
sal + phosphate	Pacific	(27.85,27.95]	-0.4560890	-0.6164858	-0.2956921
sal + phosphate	Pacific	(27.95,28.05]	-0.7266898	-0.8092050	-0.6441746
sal + phosphate	Pacific	(28.05,28.1]	-0.9256086	-0.9369524	-0.9142648
sal + phosphate	Pacific	(28.1, Inf]	-0.7506660	-0.8514289	-0.6499031
sal + silicate	Atlantic	(-Inf,26.5]	-0.6960750	-0.7109179	-0.6812321
sal + silicate	Atlantic	(26.5,26.75]	-0.5508819	-0.5552655	-0.5464983
sal + silicate	Atlantic	(26.75,27]	-0.5166021	-0.5336718	-0.4995324
sal + silicate	Atlantic	(27,27.25]	-0.5714646	-0.5715784	-0.5713509
sal + silicate	Atlantic	(27.25,27.5]	-0.7522539	-0.7768953	-0.7276125
sal + silicate	Atlantic	(27.5,27.75]	-0.7913197	-0.7957766	-0.7868628
sal + silicate	Atlantic	(27.75,27.85]	-0.7027620	-0.7539370	-0.6515871
sal + silicate	Atlantic	(27.85,27.95]	-0.7502975	-0.7964185	-0.7041766
sal + silicate	Atlantic	(27.95,28.05]	-0.8447451	-0.8863617	-0.8031284
sal + silicate	Atlantic	(28.05,28.1]	-0.8847869	-0.8928242	-0.8767496
sal + silicate	Atlantic	(28.1,28.15]	-0.8968278	-0.8993710	-0.8942847
sal + silicate	Atlantic	(28.15,28.2]	-0.9255467	-0.9332859	-0.9178074
sal + silicate	Atlantic	(28.2, Inf]	-0.8730997	-0.9200800	-0.8261194
sal + silicate	Indian	(-Inf,26.5]	-0.8416841	-0.8944554	-0.7889128
sal + silicate	Indian	(26.5,26.75]	-0.4430010	-0.5703536	-0.3156484
sal + silicate	Indian	(26.75,27]	0.4235856	0.3003018	0.5468694
sal + silicate	Indian	(27,27.25]	0.6735457	0.6503984	0.6966929
sal + silicate	Indian	(27.25,27.5]	0.7848216	0.7664987	0.8031444
sal + silicate	Indian	(27.5,27.75]	0.8196907	0.7663239	0.8730575
sal + silicate	Indian	(27.75,27.85]	0.8527684	0.8398248	0.8657120
sal + silicate	Indian	(27.85,27.95]	0.6964917	0.6302924	0.7626910
sal + silicate	Indian	(27.95,28.05]	0.3887629	0.2728079	0.5047179
sal + silicate	Indian	(28.05,28.1]	0.0706001	-0.0944712	0.2356714
sal + silicate	Indian	(28.1, Inf]	-0.2957300	-0.2973918	-0.2940683
sal + silicate	Pacific	(-Inf,26.5]	-0.6520460	-0.6812619	-0.6228301
sal + silicate	Pacific	(26.5,26.75]	-0.6973415	-0.7594933	-0.6351897
sal + silicate	Pacific	(26.75,27]	-0.7271988	-0.7662941	-0.6881036
sal + silicate	Pacific	(27,27.25]	-0.6058699	-0.6532024	-0.5585373
sal + silicate	Pacific	(27.25,27.5]	-0.3015444	-0.3735326	-0.2295562
sal + silicate	Pacific	(27.5,27.75]	-0.0559444	-0.1043477	-0.0075411
sal + silicate	Pacific	(27.75,27.85]	-0.2189192	-0.3770954	-0.0607431
sal + silicate	Pacific	(27.85,27.95]	-0.3903783	-0.5480517	-0.2327049
sal + silicate	Pacific	(27.95,28.05]	-0.6230987	-0.6899722	-0.5562251
sal + silicate	Pacific	(28.05,28.1]	-0.8643013	-0.8704556	-0.8581471
sal + silicate	Pacific	(28.1, Inf]	-0.7456650	-0.8607790	-0.6305509
sal + temp	Atlantic	(-Inf,26.5]	0.9288111	0.9107749	0.9468473
sal + temp	Atlantic	(26.5,26.75]	0.9873834	0.9866944	0.9880725
sal + temp	Atlantic	(26.75,27]	0.9809023	0.9792035	0.9826011
sal + temp	Atlantic	(27,27.25]	0.9805998	0.9788501	0.9823495
sal + temp	Atlantic	(27.25,27.5]	0.9745865	0.9714527	0.9777202
sal + temp	Atlantic	(27.5,27.75]	0.9687126	0.9655047	0.9719205
sal + temp	Atlantic	(27.75,27.85]	0.9859373	0.9846112	0.9872635
sal + temp	Atlantic	(27.85,27.95]	0.9672011	0.9652009	0.9692014
sal + temp	Atlantic	(27.95,28.05]	0.9420852	0.9418779	0.9422925
sal + temp	Atlantic	(28.05,28.1]	0.9693369	0.9670903	0.9715836
sal + temp	Atlantic	(28.1,28.15]	0.9724352	0.9701856	0.9746847
sal + temp	Atlantic	(28.15,28.2]	0.8314642	0.7419289	0.9209995
sal + temp	Atlantic	(28.2, Inf]	0.6195043	0.5686697	0.6703389
sal + temp	Indian	(-Inf,26.5]	0.6259923	0.5779807	0.6740040
sal + temp	Indian	(26.5,26.75]	0.9054288	0.8786748	0.9321829
sal + temp	Indian	(26.75,27]	0.9560604	0.9412832	0.9708375
sal + temp	Indian	(27,27.25]	0.9617027	0.9607468	0.9626587
sal + temp	Indian	(27.25,27.5]	0.9434576	0.9209484	0.9659669
sal + temp	Indian	(27.5,27.75]	0.9029960	0.8634033	0.9425887
sal + temp	Indian	(27.75,27.85]	0.9294009	0.9087696	0.9500321
sal + temp	Indian	(27.85,27.95]	0.9320167	0.9316898	0.9323435
sal + temp	Indian	(27.95,28.05]	0.9468602	0.9401250	0.9535954
sal + temp	Indian	(28.05,28.1]	0.9337211	0.9215894	0.9458529
sal + temp	Indian	(28.1, Inf]	0.9484956	0.9345297	0.9624616
sal + temp	Pacific	(-Inf,26.5]	0.7776836	0.7687095	0.7866576
sal + temp	Pacific	(26.5,26.75]	0.9739747	0.9684672	0.9794822
sal + temp	Pacific	(26.75,27]	0.9680434	0.9639227	0.9721641
sal + temp	Pacific	(27,27.25]	0.9343880	0.9288055	0.9399705
sal + temp	Pacific	(27.25,27.5]	0.7909763	0.7845781	0.7973744
sal + temp	Pacific	(27.5,27.75]	0.5233358	0.4876332	0.5590384
sal + temp	Pacific	(27.75,27.85]	0.6942691	0.6289832	0.7595550
sal + temp	Pacific	(27.85,27.95]	0.5073715	0.3899358	0.6248073
sal + temp	Pacific	(27.95,28.05]	0.3626752	0.2491698	0.4761806
sal + temp	Pacific	(28.05,28.1]	0.1093923	0.0413365	0.1774482
sal + temp	Pacific	(28.1, Inf]	-0.1780747	-0.3376136	-0.0185357
temp + aou	Atlantic	(-Inf,26.5]	-0.3251768	-0.3805040	-0.2698495
temp + aou	Atlantic	(26.5,26.75]	-0.2261613	-0.2299447	-0.2223778
temp + aou	Atlantic	(26.75,27]	-0.1381797	-0.2023816	-0.0739778
temp + aou	Atlantic	(27,27.25]	0.0578090	0.0152313	0.1003868
temp + aou	Atlantic	(27.25,27.5]	0.0791524	-0.0018907	0.1601954
temp + aou	Atlantic	(27.5,27.75]	-0.3261340	-0.3452231	-0.3070450
temp + aou	Atlantic	(27.75,27.85]	-0.3949698	-0.4650291	-0.3249104
temp + aou	Atlantic	(27.85,27.95]	-0.4487473	-0.5032991	-0.3941955
temp + aou	Atlantic	(27.95,28.05]	-0.5270154	-0.5599106	-0.4941202
temp + aou	Atlantic	(28.05,28.1]	-0.6366066	-0.6426699	-0.6305434
temp + aou	Atlantic	(28.1,28.15]	-0.6819369	-0.7051272	-0.6587466
temp + aou	Atlantic	(28.15,28.2]	-0.6547582	-0.7524138	-0.5571026
temp + aou	Atlantic	(28.2, Inf]	0.0159458	0.0096772	0.0222143
temp + aou	Indian	(-Inf,26.5]	-0.4361162	-0.4558513	-0.4163811
temp + aou	Indian	(26.5,26.75]	-0.2206955	-0.3313977	-0.1099934
temp + aou	Indian	(26.75,27]	0.3938454	0.2205086	0.5671821
temp + aou	Indian	(27,27.25]	0.7733092	0.7274514	0.8191671
temp + aou	Indian	(27.25,27.5]	0.8756525	0.8293860	0.9219191
temp + aou	Indian	(27.5,27.75]	0.9014998	0.8742528	0.9287468
temp + aou	Indian	(27.75,27.85]	0.9312076	0.9097583	0.9526569
temp + aou	Indian	(27.85,27.95]	0.8914333	0.8784662	0.9044004
temp + aou	Indian	(27.95,28.05]	0.7510341	0.7284174	0.7736508
temp + aou	Indian	(28.05,28.1]	0.4742936	0.3724110	0.5761763
temp + aou	Indian	(28.1, Inf]	0.7770258	0.7418463	0.8122054
temp + aou	Pacific	(-Inf,26.5]	-0.3998421	-0.4154802	-0.3842039
temp + aou	Pacific	(26.5,26.75]	0.1157714	0.0038355	0.2277073
temp + aou	Pacific	(26.75,27]	-0.0668968	-0.1446489	0.0108553
temp + aou	Pacific	(27,27.25]	-0.3279768	-0.3660956	-0.2898579
temp + aou	Pacific	(27.25,27.5]	-0.1475081	-0.2055345	-0.0894817
temp + aou	Pacific	(27.5,27.75]	0.0223552	-0.0827932	0.1275036
temp + aou	Pacific	(27.75,27.85]	-0.0925395	-0.3128460	0.1277670
temp + aou	Pacific	(27.85,27.95]	-0.1281572	-0.3444933	0.0881789
temp + aou	Pacific	(27.95,28.05]	-0.0576230	-0.2340754	0.1188294
temp + aou	Pacific	(28.05,28.1]	-0.0091660	-0.1999225	0.1815904
temp + aou	Pacific	(28.1, Inf]	0.8061512	0.7929414	0.8193610
temp + nitrate	Atlantic	(-Inf,26.5]	-0.6242552	-0.6440120	-0.6044984
temp + nitrate	Atlantic	(26.5,26.75]	-0.4746500	-0.5263903	-0.4229098
temp + nitrate	Atlantic	(26.75,27]	-0.4919209	-0.5098721	-0.4739697
temp + nitrate	Atlantic	(27,27.25]	-0.5186789	-0.5356882	-0.5016695
temp + nitrate	Atlantic	(27.25,27.5]	-0.6036526	-0.6378941	-0.5694112
temp + nitrate	Atlantic	(27.5,27.75]	-0.7345659	-0.7377512	-0.7313805
temp + nitrate	Atlantic	(27.75,27.85]	-0.6723779	-0.7121207	-0.6326350
temp + nitrate	Atlantic	(27.85,27.95]	-0.6798000	-0.7202656	-0.6393343
temp + nitrate	Atlantic	(27.95,28.05]	-0.7418373	-0.7634368	-0.7202378
temp + nitrate	Atlantic	(28.05,28.1]	-0.7963882	-0.7964338	-0.7963426
temp + nitrate	Atlantic	(28.1,28.15]	-0.7879380	-0.7882220	-0.7876541
temp + nitrate	Atlantic	(28.15,28.2]	-0.6870437	-0.7920963	-0.5819911
temp + nitrate	Atlantic	(28.2, Inf]	-0.3624999	-0.3903616	-0.3346382
temp + nitrate	Indian	(-Inf,26.5]	-0.5580440	-0.5633369	-0.5527512
temp + nitrate	Indian	(26.5,26.75]	-0.3618888	-0.4676969	-0.2560808
temp + nitrate	Indian	(26.75,27]	0.0770252	-0.1441944	0.2982448
temp + nitrate	Indian	(27,27.25]	0.3525108	0.2283071	0.4767145
temp + nitrate	Indian	(27.25,27.5]	0.5964122	0.5089529	0.6838715
temp + nitrate	Indian	(27.5,27.75]	0.7531732	0.6915181	0.8148283
temp + nitrate	Indian	(27.75,27.85]	0.7282426	0.6474911	0.8089940
temp + nitrate	Indian	(27.85,27.95]	0.5821098	0.5020525	0.6621671
temp + nitrate	Indian	(27.95,28.05]	0.2421692	0.1069185	0.3774200
temp + nitrate	Indian	(28.05,28.1]	0.0998546	-0.1158357	0.3155449
temp + nitrate	Indian	(28.1, Inf]	-0.0513264	-0.1504781	0.0478254
temp + nitrate	Pacific	(-Inf,26.5]	-0.7044889	-0.7080000	-0.7009778
temp + nitrate	Pacific	(26.5,26.75]	-0.2959349	-0.3940640	-0.1978058
temp + nitrate	Pacific	(26.75,27]	-0.3871042	-0.4490293	-0.3251791
temp + nitrate	Pacific	(27,27.25]	-0.4783391	-0.5102674	-0.4464108
temp + nitrate	Pacific	(27.25,27.5]	-0.2182948	-0.2646864	-0.1719033
temp + nitrate	Pacific	(27.5,27.75]	0.0099536	-0.0890554	0.1089626
temp + nitrate	Pacific	(27.75,27.85]	-0.0830738	-0.2799695	0.1138218
temp + nitrate	Pacific	(27.85,27.95]	-0.1375916	-0.3274457	0.0522625
temp + nitrate	Pacific	(27.95,28.05]	-0.1132097	-0.2644231	0.0380037
temp + nitrate	Pacific	(28.05,28.1]	-0.0444121	-0.2306978	0.1418736
temp + nitrate	Pacific	(28.1, Inf]	0.6666031	0.6556317	0.6775746
temp + oxygen	Atlantic	(-Inf,26.5]	-0.1629657	-0.1726256	-0.1533058
temp + oxygen	Atlantic	(26.5,26.75]	-0.0394891	-0.0419935	-0.0369847
temp + oxygen	Atlantic	(26.75,27]	-0.0696532	-0.1590160	0.0197096
temp + oxygen	Atlantic	(27,27.25]	-0.2992542	-0.3387226	-0.2597858
temp + oxygen	Atlantic	(27.25,27.5]	-0.4019837	-0.4515919	-0.3523756
temp + oxygen	Atlantic	(27.5,27.75]	-0.1146815	-0.1146951	-0.1146679
temp + oxygen	Atlantic	(27.75,27.85]	0.1004804	-0.0020946	0.2030554
temp + oxygen	Atlantic	(27.85,27.95]	0.2419057	0.1732313	0.3105801
temp + oxygen	Atlantic	(27.95,28.05]	0.3299849	0.2895413	0.3704284
temp + oxygen	Atlantic	(28.05,28.1]	0.4910210	0.4874188	0.4946232
temp + oxygen	Atlantic	(28.1,28.15]	0.5780461	0.5423151	0.6137772
temp + oxygen	Atlantic	(28.15,28.2]	0.5802990	0.4683973	0.6922006
temp + oxygen	Atlantic	(28.2, Inf]	-0.2193983	-0.2288849	-0.2099117
temp + oxygen	Indian	(-Inf,26.5]	0.3279848	0.2998887	0.3560809
temp + oxygen	Indian	(26.5,26.75]	0.1681084	0.0598201	0.2763966
temp + oxygen	Indian	(26.75,27]	-0.4731639	-0.6223990	-0.3239288
temp + oxygen	Indian	(27,27.25]	-0.8337307	-0.8640343	-0.8034272
temp + oxygen	Indian	(27.25,27.5]	-0.9135700	-0.9471473	-0.8799928
temp + oxygen	Indian	(27.5,27.75]	-0.9326477	-0.9525090	-0.9127864
temp + oxygen	Indian	(27.75,27.85]	-0.9548118	-0.9694877	-0.9401360
temp + oxygen	Indian	(27.85,27.95]	-0.9323284	-0.9392388	-0.9254181
temp + oxygen	Indian	(27.95,28.05]	-0.8366144	-0.8460740	-0.8271549
temp + oxygen	Indian	(28.05,28.1]	-0.5879047	-0.6532053	-0.5226042
temp + oxygen	Indian	(28.1, Inf]	-0.8731733	-0.8920968	-0.8542497
temp + oxygen	Pacific	(-Inf,26.5]	0.0231539	-0.0027063	0.0490141
temp + oxygen	Pacific	(26.5,26.75]	-0.3039784	-0.4126224	-0.1953344
temp + oxygen	Pacific	(26.75,27]	-0.1379079	-0.2211041	-0.0547118
temp + oxygen	Pacific	(27,27.25]	0.2186015	0.1832703	0.2539328
temp + oxygen	Pacific	(27.25,27.5]	0.0598698	0.0025143	0.1172254
temp + oxygen	Pacific	(27.5,27.75]	-0.1052716	-0.2167036	0.0061603
temp + oxygen	Pacific	(27.75,27.85]	0.0380187	-0.1947216	0.2707590
temp + oxygen	Pacific	(27.85,27.95]	0.0779527	-0.1495565	0.3054620
temp + oxygen	Pacific	(27.95,28.05]	-0.0003615	-0.1877440	0.1870209
temp + oxygen	Pacific	(28.05,28.1]	-0.0221113	-0.2183023	0.1740796
temp + oxygen	Pacific	(28.1, Inf]	-0.8519895	-0.8681384	-0.8358405
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7610066	-0.7683373	-0.7536760
temp + phosphate	Atlantic	(26.5,26.75]	-0.6458667	-0.6921687	-0.5995647
temp + phosphate	Atlantic	(26.75,27]	-0.6185893	-0.6200226	-0.6171560
temp + phosphate	Atlantic	(27,27.25]	-0.6360608	-0.6443673	-0.6277543
temp + phosphate	Atlantic	(27.25,27.5]	-0.6992399	-0.7243396	-0.6741402
temp + phosphate	Atlantic	(27.5,27.75]	-0.7811290	-0.7830746	-0.7791834
temp + phosphate	Atlantic	(27.75,27.85]	-0.7070179	-0.7406764	-0.6733595
temp + phosphate	Atlantic	(27.85,27.95]	-0.6973503	-0.7344832	-0.6602175
temp + phosphate	Atlantic	(27.95,28.05]	-0.7511093	-0.7709484	-0.7312703
temp + phosphate	Atlantic	(28.05,28.1]	-0.8068311	-0.8072084	-0.8064538
temp + phosphate	Atlantic	(28.1,28.15]	-0.8046229	-0.8050202	-0.8042257
temp + phosphate	Atlantic	(28.15,28.2]	-0.6913411	-0.7961995	-0.5864828
temp + phosphate	Atlantic	(28.2, Inf]	-0.3587491	-0.3870636	-0.3304346
temp + phosphate	Indian	(-Inf,26.5]	-0.5184467	-0.5541132	-0.4827802
temp + phosphate	Indian	(26.5,26.75]	-0.3119826	-0.4614928	-0.1624724
temp + phosphate	Indian	(26.75,27]	0.1770977	-0.0983381	0.4525334
temp + phosphate	Indian	(27,27.25]	0.4653498	0.2833471	0.6473525
temp + phosphate	Indian	(27.25,27.5]	0.6868158	0.5717530	0.8018787
temp + phosphate	Indian	(27.5,27.75]	0.8346358	0.7898253	0.8794463
temp + phosphate	Indian	(27.75,27.85]	0.8065203	0.7526912	0.8603493
temp + phosphate	Indian	(27.85,27.95]	0.6102951	0.5391249	0.6814653
temp + phosphate	Indian	(27.95,28.05]	0.2825637	0.1625277	0.4025997
temp + phosphate	Indian	(28.05,28.1]	0.1262004	-0.0845768	0.3369775
temp + phosphate	Indian	(28.1, Inf]	-0.0110161	-0.1142392	0.0922071
temp + phosphate	Pacific	(-Inf,26.5]	-0.6505444	-0.6776390	-0.6234497
temp + phosphate	Pacific	(26.5,26.75]	-0.2369535	-0.3205018	-0.1534052
temp + phosphate	Pacific	(26.75,27]	-0.3873731	-0.4492205	-0.3255257
temp + phosphate	Pacific	(27,27.25]	-0.4528012	-0.4902979	-0.4153045
temp + phosphate	Pacific	(27.25,27.5]	-0.1936215	-0.2470811	-0.1401618
temp + phosphate	Pacific	(27.5,27.75]	0.0333914	-0.0676065	0.1343893
temp + phosphate	Pacific	(27.75,27.85]	-0.0612723	-0.2603904	0.1378458
temp + phosphate	Pacific	(27.85,27.95]	-0.1263836	-0.3206306	0.0678634
temp + phosphate	Pacific	(27.95,28.05]	-0.1109021	-0.2575828	0.0357787
temp + phosphate	Pacific	(28.05,28.1]	-0.0336722	-0.2123117	0.1449674
temp + phosphate	Pacific	(28.1, Inf]	0.6747896	0.6672120	0.6823671
temp + silicate	Atlantic	(-Inf,26.5]	-0.6654940	-0.6913655	-0.6396226
temp + silicate	Atlantic	(26.5,26.75]	-0.5784710	-0.5890092	-0.5679327
temp + silicate	Atlantic	(26.75,27]	-0.5132595	-0.5137741	-0.5127449
temp + silicate	Atlantic	(27,27.25]	-0.5577461	-0.5593213	-0.5561710
temp + silicate	Atlantic	(27.25,27.5]	-0.7913753	-0.7988994	-0.7838512
temp + silicate	Atlantic	(27.5,27.75]	-0.8252566	-0.8363722	-0.8141410
temp + silicate	Atlantic	(27.75,27.85]	-0.7240820	-0.7722124	-0.6759517
temp + silicate	Atlantic	(27.85,27.95]	-0.7527016	-0.7973050	-0.7080981
temp + silicate	Atlantic	(27.95,28.05]	-0.7917369	-0.8204952	-0.7629785
temp + silicate	Atlantic	(28.05,28.1]	-0.8040413	-0.8094055	-0.7986770
temp + silicate	Atlantic	(28.1,28.15]	-0.7943037	-0.7948860	-0.7937214
temp + silicate	Atlantic	(28.15,28.2]	-0.6556926	-0.7675096	-0.5438757
temp + silicate	Atlantic	(28.2, Inf]	-0.3272997	-0.3372328	-0.3173665
temp + silicate	Indian	(-Inf,26.5]	-0.5377392	-0.5615777	-0.5139007
temp + silicate	Indian	(26.5,26.75]	-0.3232696	-0.4008297	-0.2457095
temp + silicate	Indian	(26.75,27]	0.2923362	0.1550399	0.4296326
temp + silicate	Indian	(27,27.25]	0.5227569	0.4609571	0.5845567
temp + silicate	Indian	(27.25,27.5]	0.6253289	0.5654953	0.6851624
temp + silicate	Indian	(27.5,27.75]	0.6388352	0.6380924	0.6395779
temp + silicate	Indian	(27.75,27.85]	0.7389741	0.6953138	0.7826344
temp + silicate	Indian	(27.85,27.95]	0.5574815	0.4953882	0.6195749
temp + silicate	Indian	(27.95,28.05]	0.3695282	0.2879680	0.4510884
temp + silicate	Indian	(28.05,28.1]	0.2794953	0.1294814	0.4295091
temp + silicate	Indian	(28.1, Inf]	-0.2197842	-0.2272709	-0.2122976
temp + silicate	Pacific	(-Inf,26.5]	-0.6912181	-0.7224094	-0.6600267
temp + silicate	Pacific	(26.5,26.75]	-0.7017216	-0.7550467	-0.6483966
temp + silicate	Pacific	(26.75,27]	-0.7242582	-0.7523984	-0.6961179
temp + silicate	Pacific	(27,27.25]	-0.6528607	-0.7003737	-0.6053476
temp + silicate	Pacific	(27.25,27.5]	-0.4405525	-0.5010313	-0.3800737
temp + silicate	Pacific	(27.5,27.75]	-0.2408008	-0.3263942	-0.1552073
temp + silicate	Pacific	(27.75,27.85]	-0.1878782	-0.3857298	0.0099735
temp + silicate	Pacific	(27.85,27.95]	-0.2278052	-0.4518757	-0.0037348
temp + silicate	Pacific	(27.95,28.05]	-0.2148770	-0.4091357	-0.0206183
temp + silicate	Pacific	(28.05,28.1]	-0.0684759	-0.2653532	0.1284014
temp + silicate	Pacific	(28.1, Inf]	0.4551371	0.4535624	0.4567118

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	-0.0785063	-0.0794854	-0.0775272
aou	Atlantic	(26.5,26.75]	-0.3776000	-0.4120096	-0.3431905
aou	Atlantic	(26.75,27]	-0.3183289	-0.3891422	-0.2475155
aou	Atlantic	(27,27.25]	-0.1841963	-0.2161563	-0.1522363
aou	Atlantic	(27.25,27.5]	-0.2654960	-0.3217663	-0.2092257
aou	Atlantic	(27.5,27.75]	-0.7401418	-0.7619645	-0.7183190
aou	Atlantic	(27.75,27.85]	-0.8944237	-0.9157822	-0.8730652
aou	Atlantic	(27.85,27.95]	-0.9251571	-0.9301867	-0.9201274
aou	Atlantic	(27.95,28.05]	-0.8693252	-0.8849277	-0.8537228
aou	Atlantic	(28.05,28.1]	-0.8413620	-0.8730852	-0.8096388
aou	Atlantic	(28.1,28.15]	-0.8759151	-0.9135513	-0.8382790
aou	Atlantic	(28.15,28.2]	-0.9107664	-0.9179428	-0.9035900
aou	Atlantic	(28.2, Inf]	-0.7535577	-0.7828477	-0.7242677
aou	Indian	(-Inf,26.5]	-0.8961350	-0.9207650	-0.8715049
aou	Indian	(26.5,26.75]	-0.9279854	-0.9507115	-0.9052593
aou	Indian	(26.75,27]	-0.6727210	-0.7722398	-0.5732021
aou	Indian	(27,27.25]	-0.0299964	-0.2501244	0.1901315
aou	Indian	(27.25,27.5]	0.5132992	0.4499351	0.5766632
aou	Indian	(27.5,27.75]	0.4277283	0.3176911	0.5377654
aou	Indian	(27.75,27.85]	0.1631143	0.0513597	0.2748690
aou	Indian	(27.85,27.95]	0.1732642	0.1117742	0.2347542
aou	Indian	(27.95,28.05]	0.1716701	0.1628311	0.1805091
aou	Indian	(28.05,28.1]	0.1338571	-0.0411896	0.3089038
aou	Indian	(28.1, Inf]	0.4624196	0.4016069	0.5232323
aou	Pacific	(-Inf,26.5]	-0.4874254	-0.5138253	-0.4610254
aou	Pacific	(26.5,26.75]	-0.6128955	-0.6979682	-0.5278229
aou	Pacific	(26.75,27]	-0.5964654	-0.6600665	-0.5328643
aou	Pacific	(27,27.25]	0.1501032	0.0831865	0.2170199
aou	Pacific	(27.25,27.5]	0.6608650	0.6216566	0.7000734
aou	Pacific	(27.5,27.75]	0.7797229	0.7717696	0.7876763
aou	Pacific	(27.75,27.85]	0.8456598	0.8323458	0.8589739
aou	Pacific	(27.85,27.95]	0.8270773	0.8083874	0.8457673
aou	Pacific	(27.95,28.05]	0.6674700	0.6313347	0.7036053
aou	Pacific	(28.05,28.1]	0.4229967	0.3948591	0.4511344
aou	Pacific	(28.1, Inf]	0.4824440	0.4226146	0.5422734
nitrate	Atlantic	(-Inf,26.5]	-0.3191586	-0.3829935	-0.2553237
nitrate	Atlantic	(26.5,26.75]	-0.5979302	-0.6608512	-0.5350091
nitrate	Atlantic	(26.75,27]	-0.6362564	-0.6561175	-0.6163954
nitrate	Atlantic	(27,27.25]	-0.6970574	-0.7086458	-0.6854691
nitrate	Atlantic	(27.25,27.5]	-0.8549075	-0.8764800	-0.8333350
nitrate	Atlantic	(27.5,27.75]	-0.9711870	-0.9760371	-0.9663369
nitrate	Atlantic	(27.75,27.85]	-0.9711384	-0.9712801	-0.9709968
nitrate	Atlantic	(27.85,27.95]	-0.9538857	-0.9616348	-0.9461366
nitrate	Atlantic	(27.95,28.05]	-0.9129581	-0.9343324	-0.8915839
nitrate	Atlantic	(28.05,28.1]	-0.8820242	-0.9132797	-0.8507686
nitrate	Atlantic	(28.1,28.15]	-0.9018478	-0.9317545	-0.8719412
nitrate	Atlantic	(28.15,28.2]	-0.9367670	-0.9499253	-0.9236087
nitrate	Atlantic	(28.2, Inf]	-0.9479100	-0.9483997	-0.9474203
nitrate	Indian	(-Inf,26.5]	-0.8522358	-0.8713836	-0.8330880
nitrate	Indian	(26.5,26.75]	-0.9469781	-0.9480431	-0.9459131
nitrate	Indian	(26.75,27]	-0.8125751	-0.8159081	-0.8092421
nitrate	Indian	(27,27.25]	-0.3948358	-0.4443586	-0.3453130
nitrate	Indian	(27.25,27.5]	0.2928878	0.2799110	0.3058645
nitrate	Indian	(27.5,27.75]	0.3834348	0.2850467	0.4818228
nitrate	Indian	(27.75,27.85]	0.0166238	-0.0590379	0.0922855
nitrate	Indian	(27.85,27.95]	-0.0623562	-0.0720210	-0.0526914
nitrate	Indian	(27.95,28.05]	-0.1980927	-0.3136488	-0.0825365
nitrate	Indian	(28.05,28.1]	-0.0806694	-0.3535334	0.1921946
nitrate	Indian	(28.1, Inf]	-0.1418525	-0.2734746	-0.0102305
nitrate	Pacific	(-Inf,26.5]	-0.4960432	-0.5534224	-0.4386640
nitrate	Pacific	(26.5,26.75]	-0.8057788	-0.8577630	-0.7537945
nitrate	Pacific	(26.75,27]	-0.7107071	-0.7754625	-0.6459516
nitrate	Pacific	(27,27.25]	0.1285546	0.0548484	0.2022608
nitrate	Pacific	(27.25,27.5]	0.6060898	0.5574172	0.6547624
nitrate	Pacific	(27.5,27.75]	0.7296842	0.7064073	0.7529611
nitrate	Pacific	(27.75,27.85]	0.8118648	0.8117659	0.8119637
nitrate	Pacific	(27.85,27.95]	0.7946269	0.7858519	0.8034019
nitrate	Pacific	(27.95,28.05]	0.6307737	0.5982242	0.6633232
nitrate	Pacific	(28.05,28.1]	0.3959199	0.3759055	0.4159343
nitrate	Pacific	(28.1, Inf]	0.4424165	0.3714398	0.5133933
oxygen	Atlantic	(-Inf,26.5]	-0.1699771	-0.2278547	-0.1120995
oxygen	Atlantic	(26.5,26.75]	0.1959561	0.1747263	0.2171859
oxygen	Atlantic	(26.75,27]	0.1360942	0.0402228	0.2319655
oxygen	Atlantic	(27,27.25]	-0.0485575	-0.0820970	-0.0150181
oxygen	Atlantic	(27.25,27.5]	-0.0366197	-0.0738579	0.0006185
oxygen	Atlantic	(27.5,27.75]	0.4129817	0.4024972	0.4234661
oxygen	Atlantic	(27.75,27.85]	0.7392440	0.6865525	0.7919356
oxygen	Atlantic	(27.85,27.95]	0.8494183	0.8317229	0.8671137
oxygen	Atlantic	(27.95,28.05]	0.7997162	0.7934544	0.8059780
oxygen	Atlantic	(28.05,28.1]	0.8020638	0.7733316	0.8307960
oxygen	Atlantic	(28.1,28.15]	0.8528385	0.8062129	0.8994641
oxygen	Atlantic	(28.15,28.2]	0.9098969	0.9011430	0.9186507
oxygen	Atlantic	(28.2, Inf]	0.6370482	0.5966072	0.6774892
oxygen	Indian	(-Inf,26.5]	0.9243923	0.9014238	0.9473608
oxygen	Indian	(26.5,26.75]	0.9167313	0.8885850	0.9448776
oxygen	Indian	(26.75,27]	0.6171213	0.4892782	0.7449644
oxygen	Indian	(27,27.25]	-0.0490570	-0.2952513	0.1971372
oxygen	Indian	(27.25,27.5]	-0.5438456	-0.6213374	-0.4663538
oxygen	Indian	(27.5,27.75]	-0.3984182	-0.5074623	-0.2893741
oxygen	Indian	(27.75,27.85]	-0.1584098	-0.2762986	-0.0405211
oxygen	Indian	(27.85,27.95]	-0.1936309	-0.2614464	-0.1258155
oxygen	Indian	(27.95,28.05]	-0.2347377	-0.2689803	-0.2004951
oxygen	Indian	(28.05,28.1]	-0.1908763	-0.3240216	-0.0577311
oxygen	Indian	(28.1, Inf]	-0.5375424	-0.5742444	-0.5008404
oxygen	Pacific	(-Inf,26.5]	0.5031574	0.4960720	0.5102428
oxygen	Pacific	(26.5,26.75]	0.4923292	0.3997671	0.5848914
oxygen	Pacific	(26.75,27]	0.5266867	0.4729619	0.5804115
oxygen	Pacific	(27,27.25]	-0.1069977	-0.1749500	-0.0390455
oxygen	Pacific	(27.25,27.5]	-0.6175869	-0.6610668	-0.5741070
oxygen	Pacific	(27.5,27.75]	-0.7404043	-0.7465576	-0.7342509
oxygen	Pacific	(27.75,27.85]	-0.8266093	-0.8431152	-0.8101035
oxygen	Pacific	(27.85,27.95]	-0.8143753	-0.8335738	-0.7951768
oxygen	Pacific	(27.95,28.05]	-0.6599899	-0.6950538	-0.6249260
oxygen	Pacific	(28.05,28.1]	-0.4269151	-0.4541505	-0.3996798
oxygen	Pacific	(28.1, Inf]	-0.4881423	-0.5450001	-0.4312844
phosphate	Atlantic	(-Inf,26.5]	-0.5545039	-0.6264806	-0.4825273
phosphate	Atlantic	(26.5,26.75]	-0.7085865	-0.7918998	-0.6252732
phosphate	Atlantic	(26.75,27]	-0.7440020	-0.7475974	-0.7404066
phosphate	Atlantic	(27,27.25]	-0.7944401	-0.7987800	-0.7901001
phosphate	Atlantic	(27.25,27.5]	-0.9071890	-0.9198833	-0.8944947
phosphate	Atlantic	(27.5,27.75]	-0.9789758	-0.9829964	-0.9749551
phosphate	Atlantic	(27.75,27.85]	-0.9751099	-0.9763907	-0.9738290
phosphate	Atlantic	(27.85,27.95]	-0.9564075	-0.9653504	-0.9474647
phosphate	Atlantic	(27.95,28.05]	-0.9153298	-0.9381393	-0.8925204
phosphate	Atlantic	(28.05,28.1]	-0.8823215	-0.9133617	-0.8512814
phosphate	Atlantic	(28.1,28.15]	-0.9029105	-0.9313214	-0.8744995
phosphate	Atlantic	(28.15,28.2]	-0.9388037	-0.9512782	-0.9263292
phosphate	Atlantic	(28.2, Inf]	-0.9514362	-0.9524602	-0.9504123
phosphate	Indian	(-Inf,26.5]	-0.8689018	-0.8998213	-0.8379822
phosphate	Indian	(26.5,26.75]	-0.9547391	-0.9636848	-0.9457935
phosphate	Indian	(26.75,27]	-0.8243407	-0.8547386	-0.7939429
phosphate	Indian	(27,27.25]	-0.3963149	-0.4873616	-0.3052682
phosphate	Indian	(27.25,27.5]	0.2901334	0.2661923	0.3140744
phosphate	Indian	(27.5,27.75]	0.3603688	0.2407656	0.4799721
phosphate	Indian	(27.75,27.85]	0.0634269	-0.0214791	0.1483329
phosphate	Indian	(27.85,27.95]	-0.0454501	-0.0555314	-0.0353688
phosphate	Indian	(27.95,28.05]	-0.1910713	-0.2903432	-0.0917993
phosphate	Indian	(28.05,28.1]	-0.0981138	-0.3655477	0.1693200
phosphate	Indian	(28.1, Inf]	-0.1681362	-0.2879203	-0.0483521
phosphate	Pacific	(-Inf,26.5]	-0.4973417	-0.5304796	-0.4642038
phosphate	Pacific	(26.5,26.75]	-0.8208004	-0.8623940	-0.7792067
phosphate	Pacific	(26.75,27]	-0.7330991	-0.7934200	-0.6727781
phosphate	Pacific	(27,27.25]	0.1117930	0.0413542	0.1822319
phosphate	Pacific	(27.25,27.5]	0.5972894	0.5509187	0.6436601
phosphate	Pacific	(27.5,27.75]	0.7113228	0.6931682	0.7294775
phosphate	Pacific	(27.75,27.85]	0.7898371	0.7836778	0.7959964
phosphate	Pacific	(27.85,27.95]	0.7744391	0.7594562	0.7894219
phosphate	Pacific	(27.95,28.05]	0.5955973	0.5622646	0.6289300
phosphate	Pacific	(28.05,28.1]	0.3203052	0.3085761	0.3320343
phosphate	Pacific	(28.1, Inf]	0.3704944	0.2956447	0.4453441
sal	Atlantic	(-Inf,26.5]	0.6571178	0.5105898	0.8036458
sal	Atlantic	(26.5,26.75]	0.7542830	0.5979317	0.9106343
sal	Atlantic	(26.75,27]	0.9113466	0.9095041	0.9131892
sal	Atlantic	(27,27.25]	0.9417399	0.9416794	0.9418004
sal	Atlantic	(27.25,27.5]	0.8903122	0.8898021	0.8908224
sal	Atlantic	(27.5,27.75]	0.8402519	0.8365143	0.8439894
sal	Atlantic	(27.75,27.85]	0.7184108	0.6985667	0.7382549
sal	Atlantic	(27.85,27.95]	0.6445899	0.6274130	0.6617667
sal	Atlantic	(27.95,28.05]	0.6832513	0.6625432	0.7039594
sal	Atlantic	(28.05,28.1]	0.7112673	0.6896470	0.7328876
sal	Atlantic	(28.1,28.15]	0.7634410	0.7495152	0.7773667
sal	Atlantic	(28.15,28.2]	0.8605882	0.8477756	0.8734007
sal	Atlantic	(28.2, Inf]	0.9148712	0.9030225	0.9267198
sal	Indian	(-Inf,26.5]	0.6220974	0.5199795	0.7242152
sal	Indian	(26.5,26.75]	0.4570042	0.2297775	0.6842309
sal	Indian	(26.75,27]	0.0677778	-0.3535426	0.4890982
sal	Indian	(27,27.25]	0.2561486	-0.0881769	0.6004741
sal	Indian	(27.25,27.5]	0.5208467	0.3791111	0.6625824
sal	Indian	(27.5,27.75]	0.4412478	0.2715598	0.6109358
sal	Indian	(27.75,27.85]	0.2676404	0.1110069	0.4242739
sal	Indian	(27.85,27.95]	0.3552077	0.2407934	0.4696220
sal	Indian	(27.95,28.05]	0.5329341	0.4218569	0.6440113
sal	Indian	(28.05,28.1]	0.4758192	0.3294208	0.6222175
sal	Indian	(28.1, Inf]	0.6378237	0.6320288	0.6436186
sal	Pacific	(-Inf,26.5]	0.2159280	0.1504948	0.2813612
sal	Pacific	(26.5,26.75]	0.4523449	0.3854356	0.5192541
sal	Pacific	(26.75,27]	0.2592992	0.1370885	0.3815099
sal	Pacific	(27,27.25]	-0.5248406	-0.5485746	-0.5011066
sal	Pacific	(27.25,27.5]	-0.5627066	-0.6402940	-0.4851191
sal	Pacific	(27.5,27.75]	-0.3061932	-0.3841165	-0.2282698
sal	Pacific	(27.75,27.85]	-0.4172008	-0.5855372	-0.2488643
sal	Pacific	(27.85,27.95]	-0.4012613	-0.5685314	-0.2339911
sal	Pacific	(27.95,28.05]	-0.3294053	-0.4233945	-0.2354162
sal	Pacific	(28.05,28.1]	-0.2473826	-0.2540804	-0.2406847
sal	Pacific	(28.1, Inf]	-0.2258119	-0.2425836	-0.2090402
silicate	Atlantic	(-Inf,26.5]	-0.5176760	-0.5940282	-0.4413237
silicate	Atlantic	(26.5,26.75]	-0.5868078	-0.7053984	-0.4682172
silicate	Atlantic	(26.75,27]	-0.6420497	-0.6504488	-0.6336505
silicate	Atlantic	(27,27.25]	-0.7116080	-0.7155138	-0.7077023
silicate	Atlantic	(27.25,27.5]	-0.8608737	-0.8776976	-0.8440497
silicate	Atlantic	(27.5,27.75]	-0.8626810	-0.8754065	-0.8499554
silicate	Atlantic	(27.75,27.85]	-0.8982822	-0.9041409	-0.8924236
silicate	Atlantic	(27.85,27.95]	-0.9001843	-0.9201634	-0.8802051
silicate	Atlantic	(27.95,28.05]	-0.8767074	-0.9051476	-0.8482672
silicate	Atlantic	(28.05,28.1]	-0.8574099	-0.8912428	-0.8235771
silicate	Atlantic	(28.1,28.15]	-0.8963606	-0.9246303	-0.8680908
silicate	Atlantic	(28.15,28.2]	-0.9355404	-0.9471406	-0.9239403
silicate	Atlantic	(28.2, Inf]	-0.9295362	-0.9311790	-0.9278934
silicate	Indian	(-Inf,26.5]	-0.8521295	-0.8649650	-0.8392939
silicate	Indian	(26.5,26.75]	-0.9270325	-0.9439823	-0.9100827
silicate	Indian	(26.75,27]	-0.6992737	-0.7864879	-0.6120595
silicate	Indian	(27,27.25]	-0.2207278	-0.3643230	-0.0771326
silicate	Indian	(27.25,27.5]	0.4125058	0.4106446	0.4143670
silicate	Indian	(27.5,27.75]	0.6011356	0.5637551	0.6385162
silicate	Indian	(27.75,27.85]	0.2979668	0.2760874	0.3198462
silicate	Indian	(27.85,27.95]	0.1448527	0.1403477	0.1493577
silicate	Indian	(27.95,28.05]	0.0054983	-0.0662630	0.0772596
silicate	Indian	(28.05,28.1]	0.0082966	-0.1976356	0.2142288
silicate	Indian	(28.1, Inf]	-0.2845044	-0.3593158	-0.2096931
silicate	Pacific	(-Inf,26.5]	-0.4825451	-0.5495343	-0.4155559
silicate	Pacific	(26.5,26.75]	-0.6094543	-0.6767808	-0.5421277
silicate	Pacific	(26.75,27]	-0.4225500	-0.5591079	-0.2859921
silicate	Pacific	(27,27.25]	0.4330570	0.3834109	0.4827031
silicate	Pacific	(27.25,27.5]	0.8447836	0.8309810	0.8585862
silicate	Pacific	(27.5,27.75]	0.8947105	0.8921129	0.8973080
silicate	Pacific	(27.75,27.85]	0.8744954	0.8632286	0.8857622
silicate	Pacific	(27.85,27.95]	0.8198497	0.7946085	0.8450909
silicate	Pacific	(27.95,28.05]	0.6503336	0.6096200	0.6910472
silicate	Pacific	(28.05,28.1]	0.3952883	0.3515018	0.4390747
silicate	Pacific	(28.1, Inf]	0.3443765	0.3122364	0.3765165
temp	Atlantic	(-Inf,26.5]	0.5123404	0.3523458	0.6723351
temp	Atlantic	(26.5,26.75]	0.7271417	0.5470357	0.9072478
temp	Atlantic	(26.75,27]	0.8854130	0.8764177	0.8944083
temp	Atlantic	(27,27.25]	0.9198057	0.9145055	0.9251060
temp	Atlantic	(27.25,27.5]	0.8543854	0.8509684	0.8578024
temp	Atlantic	(27.5,27.75]	0.7914237	0.7913273	0.7915200
temp	Atlantic	(27.75,27.85]	0.6970572	0.6841000	0.7100144
temp	Atlantic	(27.85,27.95]	0.6263834	0.6141638	0.6386030
temp	Atlantic	(27.95,28.05]	0.6423818	0.6300081	0.6547555
temp	Atlantic	(28.05,28.1]	0.6397145	0.6109370	0.6684920
temp	Atlantic	(28.1,28.15]	0.6527838	0.6462246	0.6593430
temp	Atlantic	(28.15,28.2]	0.5313729	0.4299048	0.6328410
temp	Atlantic	(28.2, Inf]	0.4150843	0.3787665	0.4514020
temp	Indian	(-Inf,26.5]	0.1111242	0.0957917	0.1264567
temp	Indian	(26.5,26.75]	0.3692134	0.1949546	0.5434722
temp	Indian	(26.75,27]	0.2282734	-0.1449955	0.6015422
temp	Indian	(27,27.25]	0.4438665	0.1325885	0.7551446
temp	Indian	(27.25,27.5]	0.6178190	0.4886943	0.7469437
temp	Indian	(27.5,27.75]	0.2291106	0.1469092	0.3113120
temp	Indian	(27.75,27.85]	0.1308696	0.0013615	0.2603777
temp	Indian	(27.85,27.95]	0.2466258	0.1655497	0.3277019
temp	Indian	(27.95,28.05]	0.4252325	0.3232735	0.5271914
temp	Indian	(28.05,28.1]	0.4111627	0.3013301	0.5209952
temp	Indian	(28.1, Inf]	0.6328979	0.6294344	0.6363615
temp	Pacific	(-Inf,26.5]	0.0117554	-0.0525686	0.0760794
temp	Pacific	(26.5,26.75]	0.4884839	0.4591924	0.5177753
temp	Pacific	(26.75,27]	0.3227041	0.2210771	0.4243311
temp	Pacific	(27,27.25]	-0.3842937	-0.4068209	-0.3617664
temp	Pacific	(27.25,27.5]	-0.5425286	-0.6135650	-0.4714922
temp	Pacific	(27.5,27.75]	-0.4183799	-0.5191611	-0.3175987
temp	Pacific	(27.75,27.85]	-0.3927627	-0.5901968	-0.1953286
temp	Pacific	(27.85,27.95]	-0.3412661	-0.5537662	-0.1287659
temp	Pacific	(27.95,28.05]	-0.1744436	-0.3282130	-0.0206741
temp	Pacific	(28.05,28.1]	-0.0627212	-0.1484334	0.0229911
temp	Pacific	(28.1, Inf]	0.3984439	0.3573702	0.4395176

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         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