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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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	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	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
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
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
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html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
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
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
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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.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
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.
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html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
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
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
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html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	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.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
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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
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.9095579	0.8943206	0.9247952
aou + nitrate	Atlantic	(26.5,26.75]	0.9541391	0.9383931	0.9698851
aou + nitrate	Atlantic	(26.75,27]	0.9223944	0.9055984	0.9391904
aou + nitrate	Atlantic	(27,27.25]	0.8150408	0.8080649	0.8220167
aou + nitrate	Atlantic	(27.25,27.5]	0.7378795	0.7138262	0.7619327
aou + nitrate	Atlantic	(27.5,27.75]	0.8568791	0.8515131	0.8622450
aou + nitrate	Atlantic	(27.75,27.85]	0.9300069	0.9136917	0.9463220
aou + nitrate	Atlantic	(27.85,27.95]	0.9440081	0.9372383	0.9507779
aou + nitrate	Atlantic	(27.95,28.05]	0.9442859	0.9407758	0.9477961
aou + nitrate	Atlantic	(28.05,28.1]	0.9624521	0.9576983	0.9672059
aou + nitrate	Atlantic	(28.1,28.15]	0.9786908	0.9762415	0.9811401
aou + nitrate	Atlantic	(28.15,28.2]	0.9879611	0.9862760	0.9896461
aou + nitrate	Atlantic	(28.2, Inf]	0.8882248	0.8826923	0.8937574
aou + nitrate	Indian	(-Inf,26.5]	0.9823664	0.9783806	0.9863523
aou + nitrate	Indian	(26.5,26.75]	0.9765120	0.9757681	0.9772559
aou + nitrate	Indian	(26.75,27]	0.9302770	0.9139601	0.9465939
aou + nitrate	Indian	(27,27.25]	0.8410825	0.8002598	0.8819051
aou + nitrate	Indian	(27.25,27.5]	0.8949516	0.8812784	0.9086247
aou + nitrate	Indian	(27.5,27.75]	0.9279077	0.9045682	0.9512472
aou + nitrate	Indian	(27.75,27.85]	0.8697068	0.8109530	0.9284606
aou + nitrate	Indian	(27.85,27.95]	0.8547242	0.8126976	0.8967507
aou + nitrate	Indian	(27.95,28.05]	0.7924900	0.7140593	0.8709206
aou + nitrate	Indian	(28.05,28.1]	0.8920375	0.8399730	0.9441021
aou + nitrate	Indian	(28.1, Inf]	0.6000251	0.5155962	0.6844540
aou + nitrate	Pacific	(-Inf,26.5]	0.8966616	0.8864536	0.9068697
aou + nitrate	Pacific	(26.5,26.75]	0.8860799	0.8689302	0.9032295
aou + nitrate	Pacific	(26.75,27]	0.9267072	0.9148976	0.9385169
aou + nitrate	Pacific	(27,27.25]	0.9724653	0.9721699	0.9727607
aou + nitrate	Pacific	(27.25,27.5]	0.9795576	0.9783152	0.9808000
aou + nitrate	Pacific	(27.5,27.75]	0.9824286	0.9816777	0.9831796
aou + nitrate	Pacific	(27.75,27.85]	0.9889593	0.9884153	0.9895034
aou + nitrate	Pacific	(27.85,27.95]	0.9890979	0.9875674	0.9906284
aou + nitrate	Pacific	(27.95,28.05]	0.9786158	0.9730009	0.9842308
aou + nitrate	Pacific	(28.05,28.1]	0.9771317	0.9672182	0.9870453
aou + nitrate	Pacific	(28.1, Inf]	0.9610084	0.9554809	0.9665360
aou + oxygen	Atlantic	(-Inf,26.5]	-0.9078351	-0.9123749	-0.9032953
aou + oxygen	Atlantic	(26.5,26.75]	-0.9657331	-0.9720788	-0.9593875
aou + oxygen	Atlantic	(26.75,27]	-0.9753375	-0.9785980	-0.9720770
aou + oxygen	Atlantic	(27,27.25]	-0.9647597	-0.9679750	-0.9615444
aou + oxygen	Atlantic	(27.25,27.5]	-0.9409806	-0.9465919	-0.9353692
aou + oxygen	Atlantic	(27.5,27.75]	-0.9189675	-0.9192181	-0.9187168
aou + oxygen	Atlantic	(27.75,27.85]	-0.9493084	-0.9613390	-0.9372778
aou + oxygen	Atlantic	(27.85,27.95]	-0.9725660	-0.9761759	-0.9689562
aou + oxygen	Atlantic	(27.95,28.05]	-0.9746596	-0.9753197	-0.9739995
aou + oxygen	Atlantic	(28.05,28.1]	-0.9834735	-0.9836638	-0.9832833
aou + oxygen	Atlantic	(28.1,28.15]	-0.9906985	-0.9914336	-0.9899635
aou + oxygen	Atlantic	(28.15,28.2]	-0.9951019	-0.9960990	-0.9941048
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790122	-0.9803689	-0.9776554
aou + oxygen	Indian	(-Inf,26.5]	-0.9924582	-0.9926681	-0.9922483
aou + oxygen	Indian	(26.5,26.75]	-0.9980400	-0.9984223	-0.9976577
aou + oxygen	Indian	(26.75,27]	-0.9948131	-0.9972427	-0.9923835
aou + oxygen	Indian	(27,27.25]	-0.9940714	-0.9960645	-0.9920783
aou + oxygen	Indian	(27.25,27.5]	-0.9959694	-0.9968197	-0.9951191
aou + oxygen	Indian	(27.5,27.75]	-0.9968367	-0.9972376	-0.9964357
aou + oxygen	Indian	(27.75,27.85]	-0.9973679	-0.9981329	-0.9966029
aou + oxygen	Indian	(27.85,27.95]	-0.9950011	-0.9956714	-0.9943309
aou + oxygen	Indian	(27.95,28.05]	-0.9899560	-0.9918039	-0.9881082
aou + oxygen	Indian	(28.05,28.1]	-0.9898319	-0.9945445	-0.9851192
aou + oxygen	Indian	(28.1, Inf]	-0.9847712	-0.9881939	-0.9813485
aou + oxygen	Pacific	(-Inf,26.5]	-0.9336091	-0.9385879	-0.9286302
aou + oxygen	Pacific	(26.5,26.75]	-0.9810083	-0.9823163	-0.9797004
aou + oxygen	Pacific	(26.75,27]	-0.9810265	-0.9845490	-0.9775041
aou + oxygen	Pacific	(27,27.25]	-0.9940528	-0.9940838	-0.9940218
aou + oxygen	Pacific	(27.25,27.5]	-0.9962161	-0.9962761	-0.9961561
aou + oxygen	Pacific	(27.5,27.75]	-0.9964326	-0.9970175	-0.9958477
aou + oxygen	Pacific	(27.75,27.85]	-0.9982708	-0.9990435	-0.9974980
aou + oxygen	Pacific	(27.85,27.95]	-0.9986115	-0.9991679	-0.9980552
aou + oxygen	Pacific	(27.95,28.05]	-0.9980586	-0.9987516	-0.9973657
aou + oxygen	Pacific	(28.05,28.1]	-0.9989911	-0.9991620	-0.9988201
aou + oxygen	Pacific	(28.1, Inf]	-0.9957672	-0.9965540	-0.9949804
aou + phosphate	Atlantic	(-Inf,26.5]	0.7508560	0.7096398	0.7920722
aou + phosphate	Atlantic	(26.5,26.75]	0.8837791	0.8463717	0.9211864
aou + phosphate	Atlantic	(26.75,27]	0.8569190	0.8235736	0.8902644
aou + phosphate	Atlantic	(27,27.25]	0.7326023	0.7159096	0.7492950
aou + phosphate	Atlantic	(27.25,27.5]	0.6660801	0.6332729	0.6988873
aou + phosphate	Atlantic	(27.5,27.75]	0.8245082	0.8198606	0.8291559
aou + phosphate	Atlantic	(27.75,27.85]	0.9107584	0.8902419	0.9312748
aou + phosphate	Atlantic	(27.85,27.95]	0.9361018	0.9293083	0.9428952
aou + phosphate	Atlantic	(27.95,28.05]	0.9413557	0.9389936	0.9437178
aou + phosphate	Atlantic	(28.05,28.1]	0.9584464	0.9531772	0.9637156
aou + phosphate	Atlantic	(28.1,28.15]	0.9747230	0.9705413	0.9789047
aou + phosphate	Atlantic	(28.15,28.2]	0.9875846	0.9862801	0.9888891
aou + phosphate	Atlantic	(28.2, Inf]	0.8844042	0.8798808	0.8889275
aou + phosphate	Indian	(-Inf,26.5]	0.9913779	0.9890953	0.9936605
aou + phosphate	Indian	(26.5,26.75]	0.9872506	0.9814252	0.9930760
aou + phosphate	Indian	(26.75,27]	0.9499137	0.9264588	0.9733687
aou + phosphate	Indian	(27,27.25]	0.8843349	0.8278888	0.9407809
aou + phosphate	Indian	(27.25,27.5]	0.9310166	0.9103589	0.9516743
aou + phosphate	Indian	(27.5,27.75]	0.9564037	0.9491147	0.9636926
aou + phosphate	Indian	(27.75,27.85]	0.9240816	0.9004561	0.9477071
aou + phosphate	Indian	(27.85,27.95]	0.8700227	0.8335415	0.9065039
aou + phosphate	Indian	(27.95,28.05]	0.8090708	0.7410688	0.8770728
aou + phosphate	Indian	(28.05,28.1]	0.8976211	0.8489938	0.9462485
aou + phosphate	Indian	(28.1, Inf]	0.5862410	0.5102969	0.6621850
aou + phosphate	Pacific	(-Inf,26.5]	0.9348143	0.9333923	0.9362364
aou + phosphate	Pacific	(26.5,26.75]	0.9218766	0.9148317	0.9289215
aou + phosphate	Pacific	(26.75,27]	0.9377797	0.9226308	0.9529286
aou + phosphate	Pacific	(27,27.25]	0.9810035	0.9793233	0.9826838
aou + phosphate	Pacific	(27.25,27.5]	0.9845565	0.9840475	0.9850656
aou + phosphate	Pacific	(27.5,27.75]	0.9824946	0.9815680	0.9834213
aou + phosphate	Pacific	(27.75,27.85]	0.9869522	0.9859792	0.9879252
aou + phosphate	Pacific	(27.85,27.95]	0.9876625	0.9873469	0.9879782
aou + phosphate	Pacific	(27.95,28.05]	0.9819501	0.9810493	0.9828508
aou + phosphate	Pacific	(28.05,28.1]	0.9781843	0.9730717	0.9832970
aou + phosphate	Pacific	(28.1, Inf]	0.9566855	0.9550628	0.9583082
aou + silicate	Atlantic	(-Inf,26.5]	0.6673249	0.6588094	0.6758404
aou + silicate	Atlantic	(26.5,26.75]	0.8822723	0.8722877	0.8922569
aou + silicate	Atlantic	(26.75,27]	0.8534897	0.8454664	0.8615129
aou + silicate	Atlantic	(27,27.25]	0.7066956	0.6994486	0.7139425
aou + silicate	Atlantic	(27.25,27.5]	0.4468809	0.3886173	0.5051446
aou + silicate	Atlantic	(27.5,27.75]	0.5995002	0.5747694	0.6242310
aou + silicate	Atlantic	(27.75,27.85]	0.8235307	0.8085026	0.8385588
aou + silicate	Atlantic	(27.85,27.95]	0.8761631	0.8717133	0.8806128
aou + silicate	Atlantic	(27.95,28.05]	0.9213637	0.9205710	0.9221564
aou + silicate	Atlantic	(28.05,28.1]	0.9631857	0.9572941	0.9690774
aou + silicate	Atlantic	(28.1,28.15]	0.9754875	0.9712428	0.9797321
aou + silicate	Atlantic	(28.15,28.2]	0.9862076	0.9858196	0.9865956
aou + silicate	Atlantic	(28.2, Inf]	0.8861887	0.8807714	0.8916060
aou + silicate	Indian	(-Inf,26.5]	0.9344376	0.9138229	0.9550522
aou + silicate	Indian	(26.5,26.75]	0.9632340	0.9547059	0.9717621
aou + silicate	Indian	(26.75,27]	0.9740493	0.9725396	0.9755590
aou + silicate	Indian	(27,27.25]	0.9072590	0.9066934	0.9078247
aou + silicate	Indian	(27.25,27.5]	0.8807919	0.8568434	0.9047404
aou + silicate	Indian	(27.5,27.75]	0.8649763	0.8366869	0.8932657
aou + silicate	Indian	(27.75,27.85]	0.8742592	0.8553969	0.8931215
aou + silicate	Indian	(27.85,27.95]	0.8276467	0.7917586	0.8635347
aou + silicate	Indian	(27.95,28.05]	0.8547565	0.8177670	0.8917460
aou + silicate	Indian	(28.05,28.1]	0.9475110	0.9361845	0.9588375
aou + silicate	Indian	(28.1, Inf]	0.3873331	0.3685150	0.4061512
aou + silicate	Pacific	(-Inf,26.5]	0.7012557	0.6869836	0.7155278
aou + silicate	Pacific	(26.5,26.75]	0.4809455	0.4730727	0.4888183
aou + silicate	Pacific	(26.75,27]	0.6790407	0.6634967	0.6945848
aou + silicate	Pacific	(27,27.25]	0.8894886	0.8842313	0.8947459
aou + silicate	Pacific	(27.25,27.5]	0.9228557	0.9207402	0.9249711
aou + silicate	Pacific	(27.5,27.75]	0.9356486	0.9295679	0.9417293
aou + silicate	Pacific	(27.75,27.85]	0.9724835	0.9703637	0.9746034
aou + silicate	Pacific	(27.85,27.95]	0.9687520	0.9668183	0.9706856
aou + silicate	Pacific	(27.95,28.05]	0.9533665	0.9448629	0.9618700
aou + silicate	Pacific	(28.05,28.1]	0.9622200	0.9548182	0.9696217
aou + silicate	Pacific	(28.1, Inf]	0.8463617	0.8234642	0.8692593
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8236121	0.7793210	0.8679032
nitrate + silicate	Atlantic	(26.5,26.75]	0.9484695	0.9388900	0.9580490
nitrate + silicate	Atlantic	(26.75,27]	0.9391395	0.9376608	0.9406183
nitrate + silicate	Atlantic	(27,27.25]	0.9208824	0.9207662	0.9209986
nitrate + silicate	Atlantic	(27.25,27.5]	0.8595656	0.8393680	0.8797631
nitrate + silicate	Atlantic	(27.5,27.75]	0.8738870	0.8638911	0.8838830
nitrate + silicate	Atlantic	(27.75,27.85]	0.9477625	0.9469971	0.9485279
nitrate + silicate	Atlantic	(27.85,27.95]	0.9707591	0.9686098	0.9729084
nitrate + silicate	Atlantic	(27.95,28.05]	0.9827399	0.9813011	0.9841787
nitrate + silicate	Atlantic	(28.05,28.1]	0.9902820	0.9893862	0.9911779
nitrate + silicate	Atlantic	(28.1,28.15]	0.9915146	0.9905485	0.9924807
nitrate + silicate	Atlantic	(28.15,28.2]	0.9928058	0.9922426	0.9933690
nitrate + silicate	Atlantic	(28.2, Inf]	0.9835572	0.9816338	0.9854805
nitrate + silicate	Indian	(-Inf,26.5]	0.9506375	0.9426464	0.9586286
nitrate + silicate	Indian	(26.5,26.75]	0.9627568	0.9603719	0.9651417
nitrate + silicate	Indian	(26.75,27]	0.9400642	0.9246877	0.9554406
nitrate + silicate	Indian	(27,27.25]	0.9255688	0.9220394	0.9290981
nitrate + silicate	Indian	(27.25,27.5]	0.9309034	0.9240487	0.9377582
nitrate + silicate	Indian	(27.5,27.75]	0.8499561	0.8428496	0.8570625
nitrate + silicate	Indian	(27.75,27.85]	0.7882013	0.7396667	0.8367359
nitrate + silicate	Indian	(27.85,27.95]	0.8503687	0.8374636	0.8632739
nitrate + silicate	Indian	(27.95,28.05]	0.8985423	0.8841272	0.9129574
nitrate + silicate	Indian	(28.05,28.1]	0.9466292	0.9302984	0.9629601
nitrate + silicate	Indian	(28.1, Inf]	0.8230670	0.8091591	0.8369748
nitrate + silicate	Pacific	(-Inf,26.5]	0.8538587	0.8392443	0.8684732
nitrate + silicate	Pacific	(26.5,26.75]	0.7283923	0.7096080	0.7471765
nitrate + silicate	Pacific	(26.75,27]	0.8094070	0.7971099	0.8217040
nitrate + silicate	Pacific	(27,27.25]	0.8997996	0.8922922	0.9073071
nitrate + silicate	Pacific	(27.25,27.5]	0.8948559	0.8939142	0.8957976
nitrate + silicate	Pacific	(27.5,27.75]	0.9000257	0.8951964	0.9048549
nitrate + silicate	Pacific	(27.75,27.85]	0.9491495	0.9470476	0.9512513
nitrate + silicate	Pacific	(27.85,27.95]	0.9602208	0.9559392	0.9645024
nitrate + silicate	Pacific	(27.95,28.05]	0.9433766	0.9163699	0.9703834
nitrate + silicate	Pacific	(28.05,28.1]	0.9470722	0.9227273	0.9714170
nitrate + silicate	Pacific	(28.1, Inf]	0.9133302	0.9072267	0.9194337
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6774266	-0.7217685	-0.6330846
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8501249	-0.8939468	-0.8063029
oxygen + nitrate	Atlantic	(26.75,27]	-0.8210050	-0.8535680	-0.7884420
oxygen + nitrate	Atlantic	(27,27.25]	-0.6467164	-0.6493272	-0.6441056
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4887498	-0.5127699	-0.4647297
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6070923	-0.6167489	-0.5974357
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7759376	-0.8272316	-0.7246437
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8487175	-0.8671539	-0.8302812
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8565780	-0.8632015	-0.8499546
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9051290	-0.9129419	-0.8973161
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9469371	-0.9532172	-0.9406570
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9773070	-0.9793559	-0.9752580
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7969893	-0.7984728	-0.7955058
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9561589	-0.9615337	-0.9507840
oxygen + nitrate	Indian	(26.5,26.75]	-0.9627382	-0.9651241	-0.9603524
oxygen + nitrate	Indian	(26.75,27]	-0.8896185	-0.9211742	-0.8580627
oxygen + nitrate	Indian	(27,27.25]	-0.7794383	-0.8389835	-0.7198931
oxygen + nitrate	Indian	(27.25,27.5]	-0.8544936	-0.8750864	-0.8339008
oxygen + nitrate	Indian	(27.5,27.75]	-0.9079608	-0.9345805	-0.8813411
oxygen + nitrate	Indian	(27.75,27.85]	-0.8487343	-0.9148706	-0.7825980
oxygen + nitrate	Indian	(27.85,27.95]	-0.8102138	-0.8598270	-0.7606006
oxygen + nitrate	Indian	(27.95,28.05]	-0.7072967	-0.8063773	-0.6082161
oxygen + nitrate	Indian	(28.05,28.1]	-0.8267703	-0.9085724	-0.7449681
oxygen + nitrate	Indian	(28.1, Inf]	-0.4644519	-0.5698786	-0.3590252
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6998772	-0.7246881	-0.6750662
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7921269	-0.8183942	-0.7658596
oxygen + nitrate	Pacific	(26.75,27]	-0.8474732	-0.8745687	-0.8203778
oxygen + nitrate	Pacific	(27,27.25]	-0.9488919	-0.9490642	-0.9487197
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9696464	-0.9718507	-0.9674421
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9766806	-0.9788886	-0.9744726
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9869209	-0.9896806	-0.9841613
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9872802	-0.9874414	-0.9871190
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9722286	-0.9747716	-0.9696857
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9716408	-0.9816326	-0.9616489
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9367102	-0.9480353	-0.9253852
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.4377426	-0.5069069	-0.3685783
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7370738	-0.8107725	-0.6633750
oxygen + phosphate	Atlantic	(26.75,27]	-0.7283574	-0.7822879	-0.6744269
oxygen + phosphate	Atlantic	(27,27.25]	-0.5391129	-0.5516799	-0.5265458
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3931495	-0.4239286	-0.3623704
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5531106	-0.5613812	-0.5448401
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7425978	-0.8008974	-0.6842982
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8349517	-0.8537535	-0.8161500
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8507174	-0.8558486	-0.8455863
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8976923	-0.9059302	-0.8894543
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9394857	-0.9478889	-0.9310824
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9758478	-0.9772629	-0.9744327
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7918282	-0.7920484	-0.7916080
oxygen + phosphate	Indian	(-Inf,26.5]	-0.9716285	-0.9781895	-0.9650676
oxygen + phosphate	Indian	(26.5,26.75]	-0.9777774	-0.9880513	-0.9675036
oxygen + phosphate	Indian	(26.75,27]	-0.9156917	-0.9568807	-0.8745028
oxygen + phosphate	Indian	(27,27.25]	-0.8324307	-0.9119594	-0.7529019
oxygen + phosphate	Indian	(27.25,27.5]	-0.9004880	-0.9315290	-0.8694469
oxygen + phosphate	Indian	(27.5,27.75]	-0.9450258	-0.9554635	-0.9345880
oxygen + phosphate	Indian	(27.75,27.85]	-0.9050626	-0.9341679	-0.8759573
oxygen + phosphate	Indian	(27.85,27.95]	-0.8235883	-0.8681895	-0.7789870
oxygen + phosphate	Indian	(27.95,28.05]	-0.7255429	-0.8139264	-0.6371594
oxygen + phosphate	Indian	(28.05,28.1]	-0.8344070	-0.9134452	-0.7553688
oxygen + phosphate	Indian	(28.1, Inf]	-0.4496713	-0.5481692	-0.3511734
oxygen + phosphate	Pacific	(-Inf,26.5]	-0.7648958	-0.7700330	-0.7597586
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8355320	-0.8493438	-0.8217202
oxygen + phosphate	Pacific	(26.75,27]	-0.8591509	-0.8912873	-0.8270146
oxygen + phosphate	Pacific	(27,27.25]	-0.9593594	-0.9622395	-0.9564794
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9761170	-0.9765840	-0.9756499
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9787295	-0.9804096	-0.9770494
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9863835	-0.9891317	-0.9836354
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9863490	-0.9874731	-0.9852248
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9756219	-0.9777144	-0.9735294
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9730466	-0.9773885	-0.9687048
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9327973	-0.9391370	-0.9264576
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.3890949	-0.4051323	-0.3730576
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7562327	-0.7877427	-0.7247227
oxygen + silicate	Atlantic	(26.75,27]	-0.7419257	-0.7602579	-0.7235935
oxygen + silicate	Atlantic	(27,27.25]	-0.5244380	-0.5245245	-0.5243515
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1572574	-0.2104767	-0.1040381
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2889833	-0.3226671	-0.2552994
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6402923	-0.6849572	-0.5956274
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7541216	-0.7688768	-0.7393665
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8177938	-0.8179675	-0.8176200
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9034946	-0.9134910	-0.8934981
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9418114	-0.9503353	-0.9332875
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9782291	-0.9795745	-0.9768837
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7979231	-0.8119251	-0.7839212
oxygen + silicate	Indian	(-Inf,26.5]	-0.9090005	-0.9360178	-0.8819833
oxygen + silicate	Indian	(26.5,26.75]	-0.9539858	-0.9640922	-0.9438795
oxygen + silicate	Indian	(26.75,27]	-0.9593376	-0.9609563	-0.9577189
oxygen + silicate	Indian	(27,27.25]	-0.8660990	-0.8762207	-0.8559773
oxygen + silicate	Indian	(27.25,27.5]	-0.8425735	-0.8658487	-0.8192982
oxygen + silicate	Indian	(27.5,27.75]	-0.8318615	-0.8622076	-0.8015155
oxygen + silicate	Indian	(27.75,27.85]	-0.8515087	-0.8754959	-0.8275214
oxygen + silicate	Indian	(27.85,27.95]	-0.7798396	-0.8255304	-0.7341488
oxygen + silicate	Indian	(27.95,28.05]	-0.7860302	-0.8399834	-0.7320770
oxygen + silicate	Indian	(28.05,28.1]	-0.9059823	-0.9359255	-0.8760391
oxygen + silicate	Indian	(28.1, Inf]	-0.2432676	-0.2795696	-0.2069655
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4783098	-0.5201593	-0.4364604
oxygen + silicate	Pacific	(26.5,26.75]	-0.3247044	-0.3424401	-0.3069687
oxygen + silicate	Pacific	(26.75,27]	-0.5407529	-0.5752731	-0.5062327
oxygen + silicate	Pacific	(27,27.25]	-0.8425917	-0.8484717	-0.8367117
oxygen + silicate	Pacific	(27.25,27.5]	-0.8922676	-0.8947895	-0.8897456
oxygen + silicate	Pacific	(27.5,27.75]	-0.9102586	-0.9198505	-0.9006667
oxygen + silicate	Pacific	(27.75,27.85]	-0.9647449	-0.9700080	-0.9594818
oxygen + silicate	Pacific	(27.85,27.95]	-0.9615501	-0.9625982	-0.9605021
oxygen + silicate	Pacific	(27.95,28.05]	-0.9395325	-0.9466684	-0.9323966
oxygen + silicate	Pacific	(28.05,28.1]	-0.9536753	-0.9608227	-0.9465279
oxygen + silicate	Pacific	(28.1, Inf]	-0.8015197	-0.8295866	-0.7734528
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9138087	0.9082070	0.9194104
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9771433	0.9711937	0.9830929
phosphate + nitrate	Atlantic	(26.75,27]	0.9846354	0.9812282	0.9880427
phosphate + nitrate	Atlantic	(27,27.25]	0.9866041	0.9851066	0.9881017
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9911683	0.9908315	0.9915050
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950639	0.9947885	0.9953394
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9960614	0.9953270	0.9967958
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9962755	0.9958492	0.9967019
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9956009	0.9950909	0.9961108
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9950392	0.9945836	0.9954949
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9961520	0.9959294	0.9963746
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9979109	0.9977933	0.9980285
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9961712	0.9960101	0.9963324
phosphate + nitrate	Indian	(-Inf,26.5]	0.9887476	0.9797938	0.9977014
phosphate + nitrate	Indian	(26.5,26.75]	0.9885533	0.9795433	0.9975634
phosphate + nitrate	Indian	(26.75,27]	0.9848560	0.9737407	0.9959713
phosphate + nitrate	Indian	(27,27.25]	0.9709916	0.9517483	0.9902350
phosphate + nitrate	Indian	(27.25,27.5]	0.9696083	0.9580682	0.9811483
phosphate + nitrate	Indian	(27.5,27.75]	0.9595954	0.9432363	0.9759545
phosphate + nitrate	Indian	(27.75,27.85]	0.9422189	0.9093695	0.9750683
phosphate + nitrate	Indian	(27.85,27.95]	0.9641772	0.9537123	0.9746422
phosphate + nitrate	Indian	(27.95,28.05]	0.9817195	0.9764063	0.9870327
phosphate + nitrate	Indian	(28.05,28.1]	0.9834956	0.9769365	0.9900547
phosphate + nitrate	Indian	(28.1, Inf]	0.9504790	0.9279137	0.9730443
phosphate + nitrate	Pacific	(-Inf,26.5]	0.9751983	0.9675225	0.9828741
phosphate + nitrate	Pacific	(26.5,26.75]	0.9560735	0.9497860	0.9623611
phosphate + nitrate	Pacific	(26.75,27]	0.9786187	0.9784792	0.9787582
phosphate + nitrate	Pacific	(27,27.25]	0.9878790	0.9871821	0.9885759
phosphate + nitrate	Pacific	(27.25,27.5]	0.9914008	0.9911820	0.9916197
phosphate + nitrate	Pacific	(27.5,27.75]	0.9931316	0.9929832	0.9932800
phosphate + nitrate	Pacific	(27.75,27.85]	0.9922415	0.9916534	0.9928296
phosphate + nitrate	Pacific	(27.85,27.95]	0.9908797	0.9884918	0.9932675
phosphate + nitrate	Pacific	(27.95,28.05]	0.9803662	0.9688609	0.9918714
phosphate + nitrate	Pacific	(28.05,28.1]	0.9720154	0.9571893	0.9868415
phosphate + nitrate	Pacific	(28.1, Inf]	0.9760507	0.9712340	0.9808674
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8920791	0.8618978	0.9222605
phosphate + silicate	Atlantic	(26.5,26.75]	0.9509632	0.9489082	0.9530182
phosphate + silicate	Atlantic	(26.75,27]	0.9434552	0.9387485	0.9481620
phosphate + silicate	Atlantic	(27,27.25]	0.9357749	0.9354194	0.9361305
phosphate + silicate	Atlantic	(27.25,27.5]	0.8945720	0.8789508	0.9101933
phosphate + silicate	Atlantic	(27.5,27.75]	0.8932359	0.8847080	0.9017639
phosphate + silicate	Atlantic	(27.75,27.85]	0.9535260	0.9534632	0.9535887
phosphate + silicate	Atlantic	(27.85,27.95]	0.9740845	0.9725240	0.9756450
phosphate + silicate	Atlantic	(27.95,28.05]	0.9842339	0.9830017	0.9854660
phosphate + silicate	Atlantic	(28.05,28.1]	0.9911602	0.9906337	0.9916867
phosphate + silicate	Atlantic	(28.1,28.15]	0.9924764	0.9917422	0.9932105
phosphate + silicate	Atlantic	(28.15,28.2]	0.9922266	0.9916113	0.9928419
phosphate + silicate	Atlantic	(28.2, Inf]	0.9832449	0.9813028	0.9851870
phosphate + silicate	Indian	(-Inf,26.5]	0.9384426	0.9185653	0.9583198
phosphate + silicate	Indian	(26.5,26.75]	0.9651149	0.9600039	0.9702258
phosphate + silicate	Indian	(26.75,27]	0.9506864	0.9382539	0.9631188
phosphate + silicate	Indian	(27,27.25]	0.9303188	0.9222131	0.9384245
phosphate + silicate	Indian	(27.25,27.5]	0.9127537	0.8799972	0.9455101
phosphate + silicate	Indian	(27.5,27.75]	0.8557290	0.8066443	0.9048136
phosphate + silicate	Indian	(27.75,27.85]	0.8802907	0.8770069	0.8835746
phosphate + silicate	Indian	(27.85,27.95]	0.9062003	0.9059700	0.9064306
phosphate + silicate	Indian	(27.95,28.05]	0.9170936	0.9112245	0.9229627
phosphate + silicate	Indian	(28.05,28.1]	0.9482678	0.9350938	0.9614417
phosphate + silicate	Indian	(28.1, Inf]	0.8140925	0.8123168	0.8158683
phosphate + silicate	Pacific	(-Inf,26.5]	0.8111944	0.8041869	0.8182019
phosphate + silicate	Pacific	(26.5,26.75]	0.6755610	0.6571246	0.6939974
phosphate + silicate	Pacific	(26.75,27]	0.8048160	0.7881161	0.8215159
phosphate + silicate	Pacific	(27,27.25]	0.9052831	0.8959446	0.9146216
phosphate + silicate	Pacific	(27.25,27.5]	0.8986545	0.8934156	0.9038934
phosphate + silicate	Pacific	(27.5,27.75]	0.8962825	0.8871312	0.9054338
phosphate + silicate	Pacific	(27.75,27.85]	0.9499297	0.9459595	0.9539000
phosphate + silicate	Pacific	(27.85,27.95]	0.9651459	0.9629987	0.9672930
phosphate + silicate	Pacific	(27.95,28.05]	0.9604571	0.9506665	0.9702477
phosphate + silicate	Pacific	(28.05,28.1]	0.9601413	0.9493820	0.9709005
phosphate + silicate	Pacific	(28.1, Inf]	0.9041434	0.8921065	0.9161804
sal + aou	Atlantic	(-Inf,26.5]	-0.1720209	-0.2440156	-0.1000261
sal + aou	Atlantic	(26.5,26.75]	-0.3118003	-0.3929884	-0.2306122
sal + aou	Atlantic	(26.75,27]	-0.2242557	-0.3324232	-0.1160883
sal + aou	Atlantic	(27,27.25]	-0.0318804	-0.0857808	0.0220200
sal + aou	Atlantic	(27.25,27.5]	-0.0401623	-0.1062969	0.0259724
sal + aou	Atlantic	(27.5,27.75]	-0.3666373	-0.3795915	-0.3536831
sal + aou	Atlantic	(27.75,27.85]	-0.4027665	-0.5014007	-0.3041323
sal + aou	Atlantic	(27.85,27.95]	-0.4640629	-0.5392062	-0.3889196
sal + aou	Atlantic	(27.95,28.05]	-0.6071427	-0.6608048	-0.5534806
sal + aou	Atlantic	(28.05,28.1]	-0.7406900	-0.7429613	-0.7384188
sal + aou	Atlantic	(28.1,28.15]	-0.8054074	-0.8075226	-0.8032923
sal + aou	Atlantic	(28.15,28.2]	-0.9132160	-0.9209493	-0.9054827
sal + aou	Atlantic	(28.2, Inf]	-0.6609642	-0.6978330	-0.6240955
sal + aou	Indian	(-Inf,26.5]	-0.6460027	-0.8096200	-0.4823853
sal + aou	Indian	(26.5,26.75]	-0.2372495	-0.4496347	-0.0248642
sal + aou	Indian	(26.75,27]	0.4873614	0.3074431	0.6672797
sal + aou	Indian	(27,27.25]	0.8703632	0.8571348	0.8835916
sal + aou	Indian	(27.25,27.5]	0.9477612	0.9301684	0.9653540
sal + aou	Indian	(27.5,27.75]	0.9569803	0.9509931	0.9629675
sal + aou	Indian	(27.75,27.85]	0.9394772	0.9169030	0.9620514
sal + aou	Indian	(27.85,27.95]	0.9067380	0.8919013	0.9215746
sal + aou	Indian	(27.95,28.05]	0.7108658	0.6990594	0.7226721
sal + aou	Indian	(28.05,28.1]	0.2712521	0.1811469	0.3613572
sal + aou	Indian	(28.1, Inf]	0.6379198	0.5737619	0.7020776
sal + aou	Pacific	(-Inf,26.5]	-0.2014304	-0.2021440	-0.2007168
sal + aou	Pacific	(26.5,26.75]	0.0784508	0.0437774	0.1131241
sal + aou	Pacific	(26.75,27]	-0.1125147	-0.1216703	-0.1033591
sal + aou	Pacific	(27,27.25]	-0.2111925	-0.2140784	-0.2083066
sal + aou	Pacific	(27.25,27.5]	-0.0051635	-0.0299832	0.0196561
sal + aou	Pacific	(27.5,27.75]	0.0074518	-0.0414305	0.0563341
sal + aou	Pacific	(27.75,27.85]	-0.2356424	-0.4295623	-0.0417224
sal + aou	Pacific	(27.85,27.95]	-0.4547212	-0.6414920	-0.2679505
sal + aou	Pacific	(27.95,28.05]	-0.6532004	-0.7667215	-0.5396792
sal + aou	Pacific	(28.05,28.1]	-0.8803686	-0.8862769	-0.8744603
sal + aou	Pacific	(28.1, Inf]	-0.6186099	-0.7594925	-0.4777273
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4683013	-0.4761065	-0.4604961
sal + nitrate	Atlantic	(26.5,26.75]	-0.5528335	-0.5776283	-0.5280388
sal + nitrate	Atlantic	(26.75,27]	-0.5572650	-0.6162358	-0.4982941
sal + nitrate	Atlantic	(27,27.25]	-0.5678246	-0.5974371	-0.5382121
sal + nitrate	Atlantic	(27.25,27.5]	-0.6576651	-0.6666674	-0.6486628
sal + nitrate	Atlantic	(27.5,27.75]	-0.7428298	-0.7616646	-0.7239950
sal + nitrate	Atlantic	(27.75,27.85]	-0.6734404	-0.7251894	-0.6216914
sal + nitrate	Atlantic	(27.85,27.95]	-0.6889250	-0.7406914	-0.6371587
sal + nitrate	Atlantic	(27.95,28.05]	-0.7996653	-0.8361298	-0.7632007
sal + nitrate	Atlantic	(28.05,28.1]	-0.8656577	-0.8771336	-0.8541818
sal + nitrate	Atlantic	(28.1,28.15]	-0.8846297	-0.8926933	-0.8765661
sal + nitrate	Atlantic	(28.15,28.2]	-0.9444408	-0.9445133	-0.9443683
sal + nitrate	Atlantic	(28.2, Inf]	-0.9163095	-0.9289919	-0.9036270
sal + nitrate	Indian	(-Inf,26.5]	-0.7459845	-0.8719382	-0.6200308
sal + nitrate	Indian	(26.5,26.75]	-0.4142750	-0.6100168	-0.2185333
sal + nitrate	Indian	(26.75,27]	0.1525576	-0.0962154	0.4013307
sal + nitrate	Indian	(27,27.25]	0.4833766	0.3879114	0.5788418
sal + nitrate	Indian	(27.25,27.5]	0.7429849	0.7349182	0.7510515
sal + nitrate	Indian	(27.5,27.75]	0.8451735	0.8141319	0.8762151
sal + nitrate	Indian	(27.75,27.85]	0.6965788	0.5632850	0.8298726
sal + nitrate	Indian	(27.85,27.95]	0.5894431	0.4957295	0.6831567
sal + nitrate	Indian	(27.95,28.05]	0.1691666	0.0272260	0.3111072
sal + nitrate	Indian	(28.05,28.1]	-0.1333591	-0.3354850	0.0687667
sal + nitrate	Indian	(28.1, Inf]	-0.1411969	-0.2997268	0.0173331
sal + nitrate	Pacific	(-Inf,26.5]	-0.4933310	-0.5142280	-0.4724340
sal + nitrate	Pacific	(26.5,26.75]	-0.3084991	-0.3712952	-0.2457030
sal + nitrate	Pacific	(26.75,27]	-0.3929988	-0.4352327	-0.3507649
sal + nitrate	Pacific	(27,27.25]	-0.3316106	-0.3373168	-0.3259044
sal + nitrate	Pacific	(27.25,27.5]	-0.0253820	-0.0432550	-0.0075089
sal + nitrate	Pacific	(27.5,27.75]	0.0028661	-0.0370035	0.0427357
sal + nitrate	Pacific	(27.75,27.85]	-0.2374846	-0.4014016	-0.0735675
sal + nitrate	Pacific	(27.85,27.95]	-0.4672228	-0.6284796	-0.3059659
sal + nitrate	Pacific	(27.95,28.05]	-0.7062641	-0.7905854	-0.6219428
sal + nitrate	Pacific	(28.05,28.1]	-0.9125869	-0.9180511	-0.9071228
sal + nitrate	Pacific	(28.1, Inf]	-0.7458471	-0.8430034	-0.6486908
sal + oxygen	Atlantic	(-Inf,26.5]	-0.2310607	-0.3177051	-0.1444164
sal + oxygen	Atlantic	(26.5,26.75]	0.0603518	-0.0496423	0.1703459
sal + oxygen	Atlantic	(26.75,27]	0.0117145	-0.1128044	0.1362334
sal + oxygen	Atlantic	(27,27.25]	-0.2252089	-0.2655981	-0.1848197
sal + oxygen	Atlantic	(27.25,27.5]	-0.2906990	-0.3377502	-0.2436478
sal + oxygen	Atlantic	(27.5,27.75]	-0.0159126	-0.0293462	-0.0024790
sal + oxygen	Atlantic	(27.75,27.85]	0.1052211	-0.0394463	0.2498885
sal + oxygen	Atlantic	(27.85,27.95]	0.2568356	0.1592591	0.3544120
sal + oxygen	Atlantic	(27.95,28.05]	0.4290012	0.3661400	0.4918625
sal + oxygen	Atlantic	(28.05,28.1]	0.6128560	0.6109410	0.6147709
sal + oxygen	Atlantic	(28.1,28.15]	0.7199786	0.7133098	0.7266474
sal + oxygen	Atlantic	(28.15,28.2]	0.8791390	0.8723476	0.8859304
sal + oxygen	Atlantic	(28.2, Inf]	0.5251838	0.4943162	0.5560513
sal + oxygen	Indian	(-Inf,26.5]	0.5921782	0.4202165	0.7641398
sal + oxygen	Indian	(26.5,26.75]	0.1818355	-0.0268292	0.3905002
sal + oxygen	Indian	(26.75,27]	-0.5691327	-0.7176456	-0.4206198
sal + oxygen	Indian	(27,27.25]	-0.9145244	-0.9163354	-0.9127134
sal + oxygen	Indian	(27.25,27.5]	-0.9656859	-0.9821637	-0.9492082
sal + oxygen	Indian	(27.5,27.75]	-0.9607195	-0.9622842	-0.9591548
sal + oxygen	Indian	(27.75,27.85]	-0.9462480	-0.9658143	-0.9266817
sal + oxygen	Indian	(27.85,27.95]	-0.9286799	-0.9376404	-0.9197194
sal + oxygen	Indian	(27.95,28.05]	-0.7914910	-0.7920451	-0.7909369
sal + oxygen	Indian	(28.05,28.1]	-0.3954986	-0.4491793	-0.3418180
sal + oxygen	Indian	(28.1, Inf]	-0.7481962	-0.7923986	-0.7039938
sal + oxygen	Pacific	(-Inf,26.5]	-0.0986325	-0.1156144	-0.0816506
sal + oxygen	Pacific	(26.5,26.75]	-0.2647093	-0.2912421	-0.2381766
sal + oxygen	Pacific	(26.75,27]	-0.0752987	-0.0842471	-0.0663504
sal + oxygen	Pacific	(27,27.25]	0.1101437	0.1072302	0.1130571
sal + oxygen	Pacific	(27.25,27.5]	-0.0653186	-0.0903736	-0.0402635
sal + oxygen	Pacific	(27.5,27.75]	-0.0540189	-0.1086393	0.0006014
sal + oxygen	Pacific	(27.75,27.85]	0.1961884	-0.0139181	0.4062949
sal + oxygen	Pacific	(27.85,27.95]	0.4310624	0.2273910	0.6347339
sal + oxygen	Pacific	(27.95,28.05]	0.6309554	0.4980732	0.7638377
sal + oxygen	Pacific	(28.05,28.1]	0.8691308	0.8585895	0.8796720
sal + oxygen	Pacific	(28.1, Inf]	0.5596734	0.4035367	0.7158101
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7405306	-0.7429656	-0.7380956
sal + phosphate	Atlantic	(26.5,26.75]	-0.7053814	-0.7058836	-0.7048791
sal + phosphate	Atlantic	(26.75,27]	-0.6791034	-0.7141122	-0.6440945
sal + phosphate	Atlantic	(27,27.25]	-0.6795329	-0.6978350	-0.6612308
sal + phosphate	Atlantic	(27.25,27.5]	-0.7359658	-0.7412821	-0.7306496
sal + phosphate	Atlantic	(27.5,27.75]	-0.7861035	-0.8019833	-0.7702238
sal + phosphate	Atlantic	(27.75,27.85]	-0.7097044	-0.7547166	-0.6646922
sal + phosphate	Atlantic	(27.85,27.95]	-0.7098439	-0.7597363	-0.6599516
sal + phosphate	Atlantic	(27.95,28.05]	-0.8077562	-0.8447594	-0.7707530
sal + phosphate	Atlantic	(28.05,28.1]	-0.8778463	-0.8887093	-0.8669833
sal + phosphate	Atlantic	(28.1,28.15]	-0.8976082	-0.9052753	-0.8899412
sal + phosphate	Atlantic	(28.15,28.2]	-0.9497691	-0.9508220	-0.9487163
sal + phosphate	Atlantic	(28.2, Inf]	-0.9211914	-0.9347063	-0.9076765
sal + phosphate	Indian	(-Inf,26.5]	-0.6740124	-0.8597205	-0.4883043
sal + phosphate	Indian	(26.5,26.75]	-0.3275353	-0.5919679	-0.0631027
sal + phosphate	Indian	(26.75,27]	0.2387960	-0.0622241	0.5398161
sal + phosphate	Indian	(27,27.25]	0.5906505	0.4359293	0.7453716
sal + phosphate	Indian	(27.25,27.5]	0.8309612	0.7976410	0.8642814
sal + phosphate	Indian	(27.5,27.75]	0.9049880	0.8831990	0.9267770
sal + phosphate	Indian	(27.75,27.85]	0.8142600	0.7415892	0.8869307
sal + phosphate	Indian	(27.85,27.95]	0.6469358	0.5543343	0.7395374
sal + phosphate	Indian	(27.95,28.05]	0.2085277	0.0717334	0.3453219
sal + phosphate	Indian	(28.05,28.1]	-0.1128862	-0.3240663	0.0982940
sal + phosphate	Indian	(28.1, Inf]	-0.1600073	-0.3216258	0.0016111
sal + phosphate	Pacific	(-Inf,26.5]	-0.4157064	-0.4179441	-0.4134686
sal + phosphate	Pacific	(26.5,26.75]	-0.2631163	-0.3120514	-0.2141812
sal + phosphate	Pacific	(26.75,27]	-0.3949744	-0.4433550	-0.3465939
sal + phosphate	Pacific	(27,27.25]	-0.3272476	-0.3397308	-0.3147644
sal + phosphate	Pacific	(27.25,27.5]	-0.0207950	-0.0473005	0.0057105
sal + phosphate	Pacific	(27.5,27.75]	0.0186621	-0.0274462	0.0647703
sal + phosphate	Pacific	(27.75,27.85]	-0.2096572	-0.3801402	-0.0391743
sal + phosphate	Pacific	(27.85,27.95]	-0.4602689	-0.6285304	-0.2920075
sal + phosphate	Pacific	(27.95,28.05]	-0.7106217	-0.7978659	-0.6233776
sal + phosphate	Pacific	(28.05,28.1]	-0.9170971	-0.9203619	-0.9138322
sal + phosphate	Pacific	(28.1, Inf]	-0.7464027	-0.8424277	-0.6503777
sal + silicate	Atlantic	(-Inf,26.5]	-0.6792937	-0.6875391	-0.6710482
sal + silicate	Atlantic	(26.5,26.75]	-0.6181960	-0.6563818	-0.5800101
sal + silicate	Atlantic	(26.75,27]	-0.5834997	-0.6591519	-0.5078476
sal + silicate	Atlantic	(27,27.25]	-0.6154393	-0.6486102	-0.5822684
sal + silicate	Atlantic	(27.25,27.5]	-0.7620309	-0.7689021	-0.7551597
sal + silicate	Atlantic	(27.5,27.75]	-0.7782394	-0.7953686	-0.7611101
sal + silicate	Atlantic	(27.75,27.85]	-0.6952054	-0.7568246	-0.6335862
sal + silicate	Atlantic	(27.85,27.95]	-0.7442573	-0.7961791	-0.6923355
sal + silicate	Atlantic	(27.95,28.05]	-0.8320892	-0.8689818	-0.7951967
sal + silicate	Atlantic	(28.05,28.1]	-0.8766430	-0.8897955	-0.8634905
sal + silicate	Atlantic	(28.1,28.15]	-0.8925885	-0.9008706	-0.8843063
sal + silicate	Atlantic	(28.15,28.2]	-0.9286837	-0.9331956	-0.9241717
sal + silicate	Atlantic	(28.2, Inf]	-0.8892625	-0.9199044	-0.8586206
sal + silicate	Indian	(-Inf,26.5]	-0.7992095	-0.8791740	-0.7192450
sal + silicate	Indian	(26.5,26.75]	-0.3685788	-0.5249473	-0.2122104
sal + silicate	Indian	(26.75,27]	0.3855450	0.2155288	0.5555613
sal + silicate	Indian	(27,27.25]	0.6345665	0.6076950	0.6614381
sal + silicate	Indian	(27.25,27.5]	0.7192099	0.6508571	0.7875628
sal + silicate	Indian	(27.5,27.75]	0.7754745	0.6948272	0.8561218
sal + silicate	Indian	(27.75,27.85]	0.8346740	0.8125633	0.8567847
sal + silicate	Indian	(27.85,27.95]	0.6888925	0.6119814	0.7658036
sal + silicate	Indian	(27.95,28.05]	0.4006056	0.3007782	0.5004329
sal + silicate	Indian	(28.05,28.1]	0.0817946	-0.0650945	0.2286836
sal + silicate	Indian	(28.1, Inf]	-0.2112392	-0.2699987	-0.1524796
sal + silicate	Pacific	(-Inf,26.5]	-0.6488501	-0.6886412	-0.6090589
sal + silicate	Pacific	(26.5,26.75]	-0.7162910	-0.7562480	-0.6763340
sal + silicate	Pacific	(26.75,27]	-0.7254595	-0.7567719	-0.6941472
sal + silicate	Pacific	(27,27.25]	-0.5592744	-0.5593007	-0.5592481
sal + silicate	Pacific	(27.25,27.5]	-0.2576995	-0.2787218	-0.2366771
sal + silicate	Pacific	(27.5,27.75]	-0.0514910	-0.0809907	-0.0219913
sal + silicate	Pacific	(27.75,27.85]	-0.2258198	-0.3856500	-0.0659895
sal + silicate	Pacific	(27.85,27.95]	-0.4024981	-0.5648293	-0.2401670
sal + silicate	Pacific	(27.95,28.05]	-0.6118559	-0.6759115	-0.5478004
sal + silicate	Pacific	(28.05,28.1]	-0.8510825	-0.8690458	-0.8331191
sal + silicate	Pacific	(28.1, Inf]	-0.7460362	-0.8603629	-0.6317094
sal + temp	Atlantic	(-Inf,26.5]	0.9291682	0.9150651	0.9432713
sal + temp	Atlantic	(26.5,26.75]	0.9882689	0.9880464	0.9884914
sal + temp	Atlantic	(26.75,27]	0.9792139	0.9782587	0.9801691
sal + temp	Atlantic	(27,27.25]	0.9784214	0.9768178	0.9800250
sal + temp	Atlantic	(27.25,27.5]	0.9756657	0.9739675	0.9773640
sal + temp	Atlantic	(27.5,27.75]	0.9685791	0.9670956	0.9700626
sal + temp	Atlantic	(27.75,27.85]	0.9857318	0.9849229	0.9865407
sal + temp	Atlantic	(27.85,27.95]	0.9656405	0.9617778	0.9695032
sal + temp	Atlantic	(27.95,28.05]	0.9422739	0.9415852	0.9429626
sal + temp	Atlantic	(28.05,28.1]	0.9678169	0.9678026	0.9678313
sal + temp	Atlantic	(28.1,28.15]	0.9649325	0.9560819	0.9737831
sal + temp	Atlantic	(28.15,28.2]	0.7843606	0.6422612	0.9264601
sal + temp	Atlantic	(28.2, Inf]	0.5041356	0.4884483	0.5198229
sal + temp	Indian	(-Inf,26.5]	0.5815016	0.5715322	0.5914710
sal + temp	Indian	(26.5,26.75]	0.9272662	0.9126638	0.9418687
sal + temp	Indian	(26.75,27]	0.9650125	0.9537272	0.9762978
sal + temp	Indian	(27,27.25]	0.9610987	0.9603572	0.9618402
sal + temp	Indian	(27.25,27.5]	0.9436188	0.9232032	0.9640343
sal + temp	Indian	(27.5,27.75]	0.8989596	0.8624220	0.9354972
sal + temp	Indian	(27.75,27.85]	0.9303955	0.9088507	0.9519403
sal + temp	Indian	(27.85,27.95]	0.9372759	0.9326321	0.9419197
sal + temp	Indian	(27.95,28.05]	0.9492381	0.9391998	0.9592764
sal + temp	Indian	(28.05,28.1]	0.9358109	0.9245945	0.9470272
sal + temp	Indian	(28.1, Inf]	0.9400125	0.9286357	0.9513894
sal + temp	Pacific	(-Inf,26.5]	0.7882123	0.7703076	0.8061170
sal + temp	Pacific	(26.5,26.75]	0.9754390	0.9723434	0.9785347
sal + temp	Pacific	(26.75,27]	0.9687678	0.9647667	0.9727690
sal + temp	Pacific	(27,27.25]	0.9337676	0.9304959	0.9370394
sal + temp	Pacific	(27.25,27.5]	0.7949137	0.7919338	0.7978936
sal + temp	Pacific	(27.5,27.75]	0.5369039	0.5094120	0.5643959
sal + temp	Pacific	(27.75,27.85]	0.7019657	0.6297924	0.7741390
sal + temp	Pacific	(27.85,27.95]	0.5035538	0.3821230	0.6249845
sal + temp	Pacific	(27.95,28.05]	0.3748602	0.2612243	0.4884960
sal + temp	Pacific	(28.05,28.1]	0.0993185	0.0307877	0.1678492
sal + temp	Pacific	(28.1, Inf]	-0.1975921	-0.3645827	-0.0306014
temp + aou	Atlantic	(-Inf,26.5]	-0.2371839	-0.2842097	-0.1901580
temp + aou	Atlantic	(26.5,26.75]	-0.3224977	-0.3961601	-0.2488354
temp + aou	Atlantic	(26.75,27]	-0.1942877	-0.2816096	-0.1069657
temp + aou	Atlantic	(27,27.25]	0.0319658	-0.0204338	0.0843653
temp + aou	Atlantic	(27.25,27.5]	0.0037079	-0.0588834	0.0662991
temp + aou	Atlantic	(27.5,27.75]	-0.3133243	-0.3201562	-0.3064924
temp + aou	Atlantic	(27.75,27.85]	-0.3859702	-0.4753596	-0.2965807
temp + aou	Atlantic	(27.85,27.95]	-0.4170451	-0.4826989	-0.3513913
temp + aou	Atlantic	(27.95,28.05]	-0.5116410	-0.5430581	-0.4802240
temp + aou	Atlantic	(28.05,28.1]	-0.6241141	-0.6257497	-0.6224784
temp + aou	Atlantic	(28.1,28.15]	-0.6637742	-0.6813519	-0.6461966
temp + aou	Atlantic	(28.15,28.2]	-0.6169576	-0.7696516	-0.4642636
temp + aou	Atlantic	(28.2, Inf]	0.0719109	0.0524082	0.0914137
temp + aou	Indian	(-Inf,26.5]	-0.3552718	-0.3979884	-0.3125551
temp + aou	Indian	(26.5,26.75]	-0.1503003	-0.3087693	0.0081687
temp + aou	Indian	(26.75,27]	0.3563022	0.1757243	0.5368801
temp + aou	Indian	(27,27.25]	0.7647854	0.7179191	0.8116516
temp + aou	Indian	(27.25,27.5]	0.8631841	0.8288057	0.8975624
temp + aou	Indian	(27.5,27.75]	0.8991113	0.8778819	0.9203406
temp + aou	Indian	(27.75,27.85]	0.9311519	0.9090387	0.9532652
temp + aou	Indian	(27.85,27.95]	0.8961720	0.8925712	0.8997727
temp + aou	Indian	(27.95,28.05]	0.7544156	0.7482165	0.7606146
temp + aou	Indian	(28.05,28.1]	0.4802039	0.4020534	0.5583544
temp + aou	Indian	(28.1, Inf]	0.7781670	0.7485767	0.8077573
temp + aou	Pacific	(-Inf,26.5]	-0.3941005	-0.3964939	-0.3917072
temp + aou	Pacific	(26.5,26.75]	0.0798641	0.0579051	0.1018230
temp + aou	Pacific	(26.75,27]	-0.1035295	-0.1127966	-0.0942623
temp + aou	Pacific	(27,27.25]	-0.2548413	-0.2719895	-0.2376930
temp + aou	Pacific	(27.25,27.5]	-0.1055567	-0.1347298	-0.0763836
temp + aou	Pacific	(27.5,27.75]	0.0352100	-0.0517207	0.1221408
temp + aou	Pacific	(27.75,27.85]	-0.0964654	-0.3161050	0.1231742
temp + aou	Pacific	(27.85,27.95]	-0.1383253	-0.3526493	0.0759988
temp + aou	Pacific	(27.95,28.05]	-0.0569686	-0.2373295	0.1233923
temp + aou	Pacific	(28.05,28.1]	0.0101646	-0.1573900	0.1777191
temp + aou	Pacific	(28.1, Inf]	0.8056196	0.7938730	0.8173662
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5605347	-0.5680932	-0.5529762
temp + nitrate	Atlantic	(26.5,26.75]	-0.5677990	-0.5802288	-0.5553691
temp + nitrate	Atlantic	(26.75,27]	-0.5329366	-0.5730229	-0.4928502
temp + nitrate	Atlantic	(27,27.25]	-0.5109627	-0.5372361	-0.4846892
temp + nitrate	Atlantic	(27.25,27.5]	-0.6092958	-0.6116874	-0.6069043
temp + nitrate	Atlantic	(27.5,27.75]	-0.6971176	-0.7102412	-0.6839940
temp + nitrate	Atlantic	(27.75,27.85]	-0.6688990	-0.7105534	-0.6272446
temp + nitrate	Atlantic	(27.85,27.95]	-0.6620652	-0.7032364	-0.6208939
temp + nitrate	Atlantic	(27.95,28.05]	-0.7274885	-0.7470065	-0.7079705
temp + nitrate	Atlantic	(28.05,28.1]	-0.7784385	-0.7892872	-0.7675898
temp + nitrate	Atlantic	(28.1,28.15]	-0.7678571	-0.7947983	-0.7409160
temp + nitrate	Atlantic	(28.15,28.2]	-0.6406896	-0.7938357	-0.4875434
temp + nitrate	Atlantic	(28.2, Inf]	-0.2530869	-0.2734349	-0.2327388
temp + nitrate	Indian	(-Inf,26.5]	-0.4888774	-0.5168013	-0.4609535
temp + nitrate	Indian	(26.5,26.75]	-0.3315628	-0.4828374	-0.1802882
temp + nitrate	Indian	(26.75,27]	0.0090881	-0.2297314	0.2479075
temp + nitrate	Indian	(27,27.25]	0.3105414	0.1659670	0.4551157
temp + nitrate	Indian	(27.25,27.5]	0.5673574	0.4876139	0.6471009
temp + nitrate	Indian	(27.5,27.75]	0.7420395	0.6803461	0.8037330
temp + nitrate	Indian	(27.75,27.85]	0.7080348	0.5954207	0.8206489
temp + nitrate	Indian	(27.85,27.95]	0.5822987	0.5178752	0.6467223
temp + nitrate	Indian	(27.95,28.05]	0.2407958	0.1297185	0.3518731
temp + nitrate	Indian	(28.05,28.1]	0.0959926	-0.0991800	0.2911652
temp + nitrate	Indian	(28.1, Inf]	0.0347122	-0.0926765	0.1621008
temp + nitrate	Pacific	(-Inf,26.5]	-0.6931083	-0.7059477	-0.6802690
temp + nitrate	Pacific	(26.5,26.75]	-0.3237701	-0.3736938	-0.2738464
temp + nitrate	Pacific	(26.75,27]	-0.4113672	-0.4518248	-0.3709096
temp + nitrate	Pacific	(27,27.25]	-0.4067532	-0.4206089	-0.3928974
temp + nitrate	Pacific	(27.25,27.5]	-0.1756693	-0.1942492	-0.1570895
temp + nitrate	Pacific	(27.5,27.75]	0.0078297	-0.0686740	0.0843333
temp + nitrate	Pacific	(27.75,27.85]	-0.0978920	-0.2902700	0.0944860
temp + nitrate	Pacific	(27.85,27.95]	-0.1397972	-0.3308922	0.0512978
temp + nitrate	Pacific	(27.95,28.05]	-0.1085736	-0.2584068	0.0412596
temp + nitrate	Pacific	(28.05,28.1]	-0.0327975	-0.2034693	0.1378743
temp + nitrate	Pacific	(28.1, Inf]	0.6630653	0.6524557	0.6736749
temp + oxygen	Atlantic	(-Inf,26.5]	-0.1900925	-0.2488592	-0.1313259
temp + oxygen	Atlantic	(26.5,26.75]	0.0678904	-0.0343809	0.1701617
temp + oxygen	Atlantic	(26.75,27]	-0.0250088	-0.1286677	0.0786500
temp + oxygen	Atlantic	(27,27.25]	-0.2929704	-0.3314732	-0.2544677
temp + oxygen	Atlantic	(27.25,27.5]	-0.3409226	-0.3842181	-0.2976271
temp + oxygen	Atlantic	(27.5,27.75]	-0.0858771	-0.0923846	-0.0793695
temp + oxygen	Atlantic	(27.75,27.85]	0.0802976	-0.0544178	0.2150130
temp + oxygen	Atlantic	(27.85,27.95]	0.1954691	0.1094283	0.2815100
temp + oxygen	Atlantic	(27.95,28.05]	0.3068871	0.2693082	0.3444659
temp + oxygen	Atlantic	(28.05,28.1]	0.4730445	0.4721089	0.4739800
temp + oxygen	Atlantic	(28.1,28.15]	0.5582474	0.5430338	0.5734609
temp + oxygen	Atlantic	(28.15,28.2]	0.5400332	0.3672686	0.7127979
temp + oxygen	Atlantic	(28.2, Inf]	-0.2680228	-0.2812551	-0.2547905
temp + oxygen	Indian	(-Inf,26.5]	0.2384337	0.1957424	0.2811251
temp + oxygen	Indian	(26.5,26.75]	0.0893693	-0.0642792	0.2430178
temp + oxygen	Indian	(26.75,27]	-0.4467230	-0.5979221	-0.2955239
temp + oxygen	Indian	(27,27.25]	-0.8297635	-0.8600030	-0.7995241
temp + oxygen	Indian	(27.25,27.5]	-0.9047321	-0.9296422	-0.8798220
temp + oxygen	Indian	(27.5,27.75]	-0.9308413	-0.9467699	-0.9149127
temp + oxygen	Indian	(27.75,27.85]	-0.9547736	-0.9696795	-0.9398678
temp + oxygen	Indian	(27.85,27.95]	-0.9355864	-0.9360400	-0.9351328
temp + oxygen	Indian	(27.95,28.05]	-0.8385373	-0.8508602	-0.8262145
temp + oxygen	Indian	(28.05,28.1]	-0.5956641	-0.6398410	-0.5514871
temp + oxygen	Indian	(28.1, Inf]	-0.8704925	-0.8843309	-0.8566541
temp + oxygen	Pacific	(-Inf,26.5]	0.0409358	0.0296984	0.0521733
temp + oxygen	Pacific	(26.5,26.75]	-0.2713267	-0.2860307	-0.2566228
temp + oxygen	Pacific	(26.75,27]	-0.0901801	-0.0990289	-0.0813312
temp + oxygen	Pacific	(27,27.25]	0.1481014	0.1308481	0.1653547
temp + oxygen	Pacific	(27.25,27.5]	0.0188107	-0.0112102	0.0488317
temp + oxygen	Pacific	(27.5,27.75]	-0.1186596	-0.2118629	-0.0254563
temp + oxygen	Pacific	(27.75,27.85]	0.0407371	-0.1928988	0.2743730
temp + oxygen	Pacific	(27.85,27.95]	0.0883612	-0.1376647	0.3143871
temp + oxygen	Pacific	(27.95,28.05]	-0.0015097	-0.1932997	0.1902804
temp + oxygen	Pacific	(28.05,28.1]	-0.0412217	-0.2131020	0.1306587
temp + oxygen	Pacific	(28.1, Inf]	-0.8502451	-0.8649172	-0.8355731
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7366616	-0.7506221	-0.7227011
temp + phosphate	Atlantic	(26.5,26.75]	-0.7110749	-0.7205152	-0.7016345
temp + phosphate	Atlantic	(26.75,27]	-0.6498869	-0.6687002	-0.6310735
temp + phosphate	Atlantic	(27,27.25]	-0.6216926	-0.6373097	-0.6060756
temp + phosphate	Atlantic	(27.25,27.5]	-0.6930195	-0.6935925	-0.6924465
temp + phosphate	Atlantic	(27.5,27.75]	-0.7454016	-0.7565427	-0.7342605
temp + phosphate	Atlantic	(27.75,27.85]	-0.7059379	-0.7412800	-0.6705957
temp + phosphate	Atlantic	(27.85,27.95]	-0.6828573	-0.7227650	-0.6429495
temp + phosphate	Atlantic	(27.95,28.05]	-0.7378222	-0.7578592	-0.7177851
temp + phosphate	Atlantic	(28.05,28.1]	-0.7923084	-0.8021783	-0.7824385
temp + phosphate	Atlantic	(28.1,28.15]	-0.7858500	-0.8119505	-0.7597494
temp + phosphate	Atlantic	(28.15,28.2]	-0.6501064	-0.8039765	-0.4962364
temp + phosphate	Atlantic	(28.2, Inf]	-0.2615552	-0.2841344	-0.2389760
temp + phosphate	Indian	(-Inf,26.5]	-0.4445164	-0.5128168	-0.3762159
temp + phosphate	Indian	(26.5,26.75]	-0.2587660	-0.4640223	-0.0535097
temp + phosphate	Indian	(26.75,27]	0.0874169	-0.1946562	0.3694899
temp + phosphate	Indian	(27,27.25]	0.4120031	0.2179572	0.6060491
temp + phosphate	Indian	(27.25,27.5]	0.6593517	0.5508499	0.7678535
temp + phosphate	Indian	(27.5,27.75]	0.8175067	0.7733412	0.8616722
temp + phosphate	Indian	(27.75,27.85]	0.7792880	0.7117303	0.8468458
temp + phosphate	Indian	(27.85,27.95]	0.5962451	0.5342571	0.6582330
temp + phosphate	Indian	(27.95,28.05]	0.2669746	0.1644033	0.3695459
temp + phosphate	Indian	(28.05,28.1]	0.1167763	-0.0825254	0.3160779
temp + phosphate	Indian	(28.1, Inf]	0.0165714	-0.1100890	0.1432318
temp + phosphate	Pacific	(-Inf,26.5]	-0.6332203	-0.6361590	-0.6302816
temp + phosphate	Pacific	(26.5,26.75]	-0.2771316	-0.3150625	-0.2392007
temp + phosphate	Pacific	(26.75,27]	-0.4061125	-0.4550741	-0.3571510
temp + phosphate	Pacific	(27,27.25]	-0.3916151	-0.3968920	-0.3863381
temp + phosphate	Pacific	(27.25,27.5]	-0.1589729	-0.1890911	-0.1288546
temp + phosphate	Pacific	(27.5,27.75]	0.0314848	-0.0521624	0.1151321
temp + phosphate	Pacific	(27.75,27.85]	-0.0720930	-0.2671514	0.1229653
temp + phosphate	Pacific	(27.85,27.95]	-0.1282516	-0.3231504	0.0666472
temp + phosphate	Pacific	(27.95,28.05]	-0.1081968	-0.2622279	0.0458342
temp + phosphate	Pacific	(28.05,28.1]	-0.0146511	-0.1724864	0.1431842
temp + phosphate	Pacific	(28.1, Inf]	0.6657456	0.6626044	0.6688869
temp + silicate	Atlantic	(-Inf,26.5]	-0.6510379	-0.6637533	-0.6383224
temp + silicate	Atlantic	(26.5,26.75]	-0.6320379	-0.6626883	-0.6013875
temp + silicate	Atlantic	(26.75,27]	-0.5720130	-0.6304871	-0.5135388
temp + silicate	Atlantic	(27,27.25]	-0.5825630	-0.6120100	-0.5531160
temp + silicate	Atlantic	(27.25,27.5]	-0.7791894	-0.7896558	-0.7687229
temp + silicate	Atlantic	(27.5,27.75]	-0.8015637	-0.8217965	-0.7813309
temp + silicate	Atlantic	(27.75,27.85]	-0.7217884	-0.7747123	-0.6688645
temp + silicate	Atlantic	(27.85,27.95]	-0.7446209	-0.7888009	-0.7004409
temp + silicate	Atlantic	(27.95,28.05]	-0.7807762	-0.8051891	-0.7563633
temp + silicate	Atlantic	(28.05,28.1]	-0.7902149	-0.8046734	-0.7757565
temp + silicate	Atlantic	(28.1,28.15]	-0.7773502	-0.8042146	-0.7504858
temp + silicate	Atlantic	(28.15,28.2]	-0.6149033	-0.7767366	-0.4530700
temp + silicate	Atlantic	(28.2, Inf]	-0.2271620	-0.2702693	-0.1840547
temp + silicate	Indian	(-Inf,26.5]	-0.4615150	-0.4671228	-0.4559072
temp + silicate	Indian	(26.5,26.75]	-0.2629682	-0.3726019	-0.1533344
temp + silicate	Indian	(26.75,27]	0.2532302	0.0884685	0.4179920
temp + silicate	Indian	(27,27.25]	0.4776293	0.4103502	0.5449084
temp + silicate	Indian	(27.25,27.5]	0.5621813	0.5528009	0.5715616
temp + silicate	Indian	(27.5,27.75]	0.6112303	0.5942029	0.6282578
temp + silicate	Indian	(27.75,27.85]	0.7204871	0.6630051	0.7779691
temp + silicate	Indian	(27.85,27.95]	0.5601192	0.4909410	0.6292974
temp + silicate	Indian	(27.95,28.05]	0.3829500	0.3131526	0.4527473
temp + silicate	Indian	(28.05,28.1]	0.2914237	0.1550938	0.4277535
temp + silicate	Indian	(28.1, Inf]	-0.1186548	-0.1737176	-0.0635920
temp + silicate	Pacific	(-Inf,26.5]	-0.6959944	-0.7400876	-0.6519013
temp + silicate	Pacific	(26.5,26.75]	-0.7155759	-0.7497505	-0.6814014
temp + silicate	Pacific	(26.75,27]	-0.7130619	-0.7452734	-0.6808505
temp + silicate	Pacific	(27,27.25]	-0.5947908	-0.6116782	-0.5779035
temp + silicate	Pacific	(27.25,27.5]	-0.4073024	-0.4318991	-0.3827057
temp + silicate	Pacific	(27.5,27.75]	-0.2302865	-0.2974785	-0.1630945
temp + silicate	Pacific	(27.75,27.85]	-0.1907997	-0.3851862	0.0035867
temp + silicate	Pacific	(27.85,27.95]	-0.2329875	-0.4552192	-0.0107559
temp + silicate	Pacific	(27.95,28.05]	-0.2139538	-0.4100139	-0.0178936
temp + silicate	Pacific	(28.05,28.1]	-0.0403486	-0.2065311	0.1258339
temp + silicate	Pacific	(28.1, Inf]	0.4622574	0.4570356	0.4674792

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
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.0236406	-0.0227138	0.0699949
aou	Atlantic	(26.5,26.75]	-0.4518215	-0.4899814	-0.4136616
aou	Atlantic	(26.75,27]	-0.3598230	-0.4753175	-0.2443285
aou	Atlantic	(27,27.25]	-0.2297899	-0.2903063	-0.1692735
aou	Atlantic	(27.25,27.5]	-0.3653432	-0.4290162	-0.3016702
aou	Atlantic	(27.5,27.75]	-0.7489015	-0.7520324	-0.7457706
aou	Atlantic	(27.75,27.85]	-0.8808554	-0.9137327	-0.8479782
aou	Atlantic	(27.85,27.95]	-0.9039808	-0.9110775	-0.8968841
aou	Atlantic	(27.95,28.05]	-0.8634039	-0.8813153	-0.8454924
aou	Atlantic	(28.05,28.1]	-0.8433239	-0.8716717	-0.8149760
aou	Atlantic	(28.1,28.15]	-0.8795219	-0.9113633	-0.8476806
aou	Atlantic	(28.15,28.2]	-0.9280826	-0.9378810	-0.9182841
aou	Atlantic	(28.2, Inf]	-0.7693801	-0.7767238	-0.7620365
aou	Indian	(-Inf,26.5]	-0.8664722	-0.9173361	-0.8156083
aou	Indian	(26.5,26.75]	-0.8786803	-0.9310603	-0.8263003
aou	Indian	(26.75,27]	-0.5829216	-0.7249633	-0.4408800
aou	Indian	(27,27.25]	0.0250241	-0.2202000	0.2702482
aou	Indian	(27.25,27.5]	0.5094515	0.4149279	0.6039750
aou	Indian	(27.5,27.75]	0.4556323	0.3306755	0.5805890
aou	Indian	(27.75,27.85]	0.1552736	-0.0230783	0.3336255
aou	Indian	(27.85,27.95]	0.1275606	-0.0339441	0.2890653
aou	Indian	(27.95,28.05]	0.0981043	-0.0437327	0.2399413
aou	Indian	(28.05,28.1]	0.0758176	0.0720720	0.0795632
aou	Indian	(28.1, Inf]	0.4403009	0.3554732	0.5251287
aou	Pacific	(-Inf,26.5]	-0.5147624	-0.5632872	-0.4662376
aou	Pacific	(26.5,26.75]	-0.6145135	-0.6663220	-0.5627049
aou	Pacific	(26.75,27]	-0.6394449	-0.7202320	-0.5586578
aou	Pacific	(27,27.25]	0.0587632	-0.0300188	0.1475453
aou	Pacific	(27.25,27.5]	0.6084600	0.5980412	0.6188788
aou	Pacific	(27.5,27.75]	0.7468842	0.7360899	0.7576786
aou	Pacific	(27.75,27.85]	0.8137369	0.7927581	0.8347158
aou	Pacific	(27.85,27.95]	0.7764647	0.7546888	0.7982407
aou	Pacific	(27.95,28.05]	0.5740637	0.5588567	0.5892707
aou	Pacific	(28.05,28.1]	0.3204905	0.3176945	0.3232865
aou	Pacific	(28.1, Inf]	0.3749659	0.3219247	0.4280070
nitrate	Atlantic	(-Inf,26.5]	-0.2610169	-0.3645875	-0.1574464
nitrate	Atlantic	(26.5,26.75]	-0.6534625	-0.6700491	-0.6368758
nitrate	Atlantic	(26.75,27]	-0.6605235	-0.7155146	-0.6055323
nitrate	Atlantic	(27,27.25]	-0.7250549	-0.7585747	-0.6915351
nitrate	Atlantic	(27.25,27.5]	-0.8800686	-0.8971110	-0.8630263
nitrate	Atlantic	(27.5,27.75]	-0.9656069	-0.9670597	-0.9641540
nitrate	Atlantic	(27.75,27.85]	-0.9651268	-0.9658027	-0.9644510
nitrate	Atlantic	(27.85,27.95]	-0.9443164	-0.9505931	-0.9380398
nitrate	Atlantic	(27.95,28.05]	-0.9076790	-0.9272028	-0.8881551
nitrate	Atlantic	(28.05,28.1]	-0.8863858	-0.9119546	-0.8608169
nitrate	Atlantic	(28.1,28.15]	-0.9016902	-0.9296184	-0.8737620
nitrate	Atlantic	(28.15,28.2]	-0.9493823	-0.9643765	-0.9343882
nitrate	Atlantic	(28.2, Inf]	-0.9504800	-0.9589981	-0.9419619
nitrate	Indian	(-Inf,26.5]	-0.8256948	-0.8737451	-0.7776445
nitrate	Indian	(26.5,26.75]	-0.9136361	-0.9315323	-0.8957400
nitrate	Indian	(26.75,27]	-0.7758009	-0.8251646	-0.7264373
nitrate	Indian	(27,27.25]	-0.3648980	-0.4383665	-0.2914294
nitrate	Indian	(27.25,27.5]	0.3435230	0.3303629	0.3566830
nitrate	Indian	(27.5,27.75]	0.4137667	0.3276101	0.4999234
nitrate	Indian	(27.75,27.85]	-0.0003700	-0.1312207	0.1304806
nitrate	Indian	(27.85,27.95]	-0.1093603	-0.2000364	-0.0186842
nitrate	Indian	(27.95,28.05]	-0.2739443	-0.2868911	-0.2609976
nitrate	Indian	(28.05,28.1]	-0.1469811	-0.2562389	-0.0377234
nitrate	Indian	(28.1, Inf]	-0.0632254	-0.2215927	0.0951419
nitrate	Pacific	(-Inf,26.5]	-0.5227760	-0.5880390	-0.4575131
nitrate	Pacific	(26.5,26.75]	-0.7874703	-0.8149716	-0.7599690
nitrate	Pacific	(26.75,27]	-0.7521258	-0.7894523	-0.7147993
nitrate	Pacific	(27,27.25]	0.0173699	-0.0643440	0.0990838
nitrate	Pacific	(27.25,27.5]	0.5367767	0.5222037	0.5513497
nitrate	Pacific	(27.5,27.75]	0.6827602	0.6781860	0.6873344
nitrate	Pacific	(27.75,27.85]	0.7729952	0.7587099	0.7872805
nitrate	Pacific	(27.85,27.95]	0.7402540	0.7252767	0.7552313
nitrate	Pacific	(27.95,28.05]	0.5314463	0.5161047	0.5467880
nitrate	Pacific	(28.05,28.1]	0.2940974	0.2868742	0.3013206
nitrate	Pacific	(28.1, Inf]	0.3222714	0.2550836	0.3894592
oxygen	Atlantic	(-Inf,26.5]	-0.2601997	-0.2696393	-0.2507602
oxygen	Atlantic	(26.5,26.75]	0.2640824	0.1665665	0.3615983
oxygen	Atlantic	(26.75,27]	0.1805261	0.0449800	0.3160722
oxygen	Atlantic	(27,27.25]	-0.0021568	-0.0569943	0.0526808
oxygen	Atlantic	(27.25,27.5]	0.0678047	0.0058315	0.1297779
oxygen	Atlantic	(27.5,27.75]	0.4692104	0.4670781	0.4713427
oxygen	Atlantic	(27.75,27.85]	0.7160993	0.6367621	0.7954365
oxygen	Atlantic	(27.85,27.95]	0.8182082	0.7942770	0.8421395
oxygen	Atlantic	(27.95,28.05]	0.7916375	0.7795518	0.8037231
oxygen	Atlantic	(28.05,28.1]	0.8001977	0.7717191	0.8286764
oxygen	Atlantic	(28.1,28.15]	0.8596990	0.8229717	0.8964262
oxygen	Atlantic	(28.15,28.2]	0.9272828	0.9174091	0.9371565
oxygen	Atlantic	(28.2, Inf]	0.6619710	0.6505265	0.6734155
oxygen	Indian	(-Inf,26.5]	0.8957758	0.8529949	0.9385567
oxygen	Indian	(26.5,26.75]	0.8634218	0.8032143	0.9236294
oxygen	Indian	(26.75,27]	0.5135779	0.3409574	0.6861985
oxygen	Indian	(27,27.25]	-0.1047455	-0.3747515	0.1652605
oxygen	Indian	(27.25,27.5]	-0.5261279	-0.6393011	-0.4129547
oxygen	Indian	(27.5,27.75]	-0.4264285	-0.5564557	-0.2964013
oxygen	Indian	(27.75,27.85]	-0.1502349	-0.3322379	0.0317681
oxygen	Indian	(27.85,27.95]	-0.1481972	-0.3105091	0.0141147
oxygen	Indian	(27.95,28.05]	-0.1573746	-0.3129223	-0.0018269
oxygen	Indian	(28.05,28.1]	-0.1185789	-0.1488310	-0.0883267
oxygen	Indian	(28.1, Inf]	-0.4958301	-0.5611035	-0.4305568
oxygen	Pacific	(-Inf,26.5]	0.5188744	0.4806685	0.5570802
oxygen	Pacific	(26.5,26.75]	0.4993450	0.4380163	0.5606738
oxygen	Pacific	(26.75,27]	0.5653197	0.4584270	0.6722124
oxygen	Pacific	(27,27.25]	-0.0286104	-0.1210373	0.0638164
oxygen	Pacific	(27.25,27.5]	-0.5674586	-0.5758313	-0.5590860
oxygen	Pacific	(27.5,27.75]	-0.7096206	-0.7222118	-0.6970295
oxygen	Pacific	(27.75,27.85]	-0.7949368	-0.8191717	-0.7707018
oxygen	Pacific	(27.85,27.95]	-0.7624627	-0.7860477	-0.7388778
oxygen	Pacific	(27.95,28.05]	-0.5664370	-0.5814139	-0.5514601
oxygen	Pacific	(28.05,28.1]	-0.3244306	-0.3272884	-0.3215727
oxygen	Pacific	(28.1, Inf]	-0.3829480	-0.4317437	-0.3341523
phosphate	Atlantic	(-Inf,26.5]	-0.5003760	-0.6223806	-0.3783714
phosphate	Atlantic	(26.5,26.75]	-0.7540059	-0.7947297	-0.7132822
phosphate	Atlantic	(26.75,27]	-0.7586621	-0.7941346	-0.7231896
phosphate	Atlantic	(27,27.25]	-0.8107856	-0.8331639	-0.7884073
phosphate	Atlantic	(27.25,27.5]	-0.9218907	-0.9321396	-0.9116419
phosphate	Atlantic	(27.5,27.75]	-0.9764909	-0.9767079	-0.9762738
phosphate	Atlantic	(27.75,27.85]	-0.9722696	-0.9744699	-0.9700693
phosphate	Atlantic	(27.85,27.95]	-0.9493307	-0.9579488	-0.9407125
phosphate	Atlantic	(27.95,28.05]	-0.9146372	-0.9360550	-0.8932194
phosphate	Atlantic	(28.05,28.1]	-0.8912978	-0.9174792	-0.8651165
phosphate	Atlantic	(28.1,28.15]	-0.9064346	-0.9323430	-0.8805261
phosphate	Atlantic	(28.15,28.2]	-0.9522530	-0.9657407	-0.9387654
phosphate	Atlantic	(28.2, Inf]	-0.9579021	-0.9666617	-0.9491426
phosphate	Indian	(-Inf,26.5]	-0.8432859	-0.9065354	-0.7800364
phosphate	Indian	(26.5,26.75]	-0.9250906	-0.9553685	-0.8948126
phosphate	Indian	(26.75,27]	-0.7847402	-0.8473092	-0.7221712
phosphate	Indian	(27,27.25]	-0.3836411	-0.4899253	-0.2773569
phosphate	Indian	(27.25,27.5]	0.2887416	0.2547592	0.3227240
phosphate	Indian	(27.5,27.75]	0.3371490	0.2193136	0.4549844
phosphate	Indian	(27.75,27.85]	-0.0271158	-0.1529506	0.0987189
phosphate	Indian	(27.85,27.95]	-0.1501523	-0.2462255	-0.0540791
phosphate	Indian	(27.95,28.05]	-0.3005060	-0.3223985	-0.2786134
phosphate	Indian	(28.05,28.1]	-0.1966951	-0.3120077	-0.0813826
phosphate	Indian	(28.1, Inf]	-0.1599869	-0.3371024	0.0171286
phosphate	Pacific	(-Inf,26.5]	-0.5420009	-0.5944862	-0.4895155
phosphate	Pacific	(26.5,26.75]	-0.8220696	-0.8476414	-0.7964977
phosphate	Pacific	(26.75,27]	-0.7829824	-0.8162918	-0.7496731
phosphate	Pacific	(27,27.25]	-0.0059501	-0.0910019	0.0791016
phosphate	Pacific	(27.25,27.5]	0.5302887	0.5138440	0.5467334
phosphate	Pacific	(27.5,27.75]	0.6580124	0.6477810	0.6682437
phosphate	Pacific	(27.75,27.85]	0.7398042	0.7213254	0.7582830
phosphate	Pacific	(27.85,27.95]	0.7036286	0.6866115	0.7206457
phosphate	Pacific	(27.95,28.05]	0.4698104	0.4661841	0.4734367
phosphate	Pacific	(28.05,28.1]	0.1870246	0.1576003	0.2164490
phosphate	Pacific	(28.1, Inf]	0.2205423	0.1356401	0.3054445
sal	Atlantic	(-Inf,26.5]	0.6506053	0.5132365	0.7879742
sal	Atlantic	(26.5,26.75]	0.7988815	0.7065702	0.8911928
sal	Atlantic	(26.75,27]	0.8889227	0.8831972	0.8946481
sal	Atlantic	(27,27.25]	0.9018703	0.8953446	0.9083960
sal	Atlantic	(27.25,27.5]	0.8662209	0.8494847	0.8829572
sal	Atlantic	(27.5,27.75]	0.8075611	0.7977640	0.8173582
sal	Atlantic	(27.75,27.85]	0.7067142	0.6877403	0.7256881
sal	Atlantic	(27.85,27.95]	0.6282471	0.6046176	0.6518766
sal	Atlantic	(27.95,28.05]	0.6584932	0.6429588	0.6740277
sal	Atlantic	(28.05,28.1]	0.7131212	0.6992984	0.7269441
sal	Atlantic	(28.1,28.15]	0.7484046	0.7397925	0.7570167
sal	Atlantic	(28.15,28.2]	0.8746995	0.8527793	0.8966196
sal	Atlantic	(28.2, Inf]	0.9271714	0.9260813	0.9282615
sal	Indian	(-Inf,26.5]	0.5759991	0.4600613	0.6919370
sal	Indian	(26.5,26.75]	0.3923166	0.1143817	0.6702514
sal	Indian	(26.75,27]	0.2068704	-0.1977378	0.6114787
sal	Indian	(27,27.25]	0.2909205	-0.0721883	0.6540293
sal	Indian	(27.25,27.5]	0.4573373	0.2434328	0.6712418
sal	Indian	(27.5,27.75]	0.3966220	0.1641651	0.6290788
sal	Indian	(27.75,27.85]	0.1977647	-0.0222530	0.4177823
sal	Indian	(27.85,27.95]	0.2574911	0.0549775	0.4600046
sal	Indian	(27.95,28.05]	0.4219482	0.2456190	0.5982775
sal	Indian	(28.05,28.1]	0.3260189	0.1254237	0.5266142
sal	Indian	(28.1, Inf]	0.5429943	0.5383458	0.5476428
sal	Pacific	(-Inf,26.5]	0.2353152	0.1984481	0.2721823
sal	Pacific	(26.5,26.75]	0.4593176	0.4066313	0.5120038
sal	Pacific	(26.75,27]	0.3355240	0.2428568	0.4281912
sal	Pacific	(27,27.25]	-0.4099828	-0.4225105	-0.3974551
sal	Pacific	(27.25,27.5]	-0.5146478	-0.5503271	-0.4789685
sal	Pacific	(27.5,27.75]	-0.2841015	-0.3404564	-0.2277465
sal	Pacific	(27.75,27.85]	-0.4146132	-0.5787713	-0.2504552
sal	Pacific	(27.85,27.95]	-0.4171433	-0.5603377	-0.2739489
sal	Pacific	(27.95,28.05]	-0.2702882	-0.3328686	-0.2077077
sal	Pacific	(28.05,28.1]	-0.1800382	-0.1994315	-0.1606449
sal	Pacific	(28.1, Inf]	-0.1770303	-0.2018910	-0.1521696
silicate	Atlantic	(-Inf,26.5]	-0.4831657	-0.6025559	-0.3637755
silicate	Atlantic	(26.5,26.75]	-0.6764596	-0.7131982	-0.6397210
silicate	Atlantic	(26.75,27]	-0.6725966	-0.7367917	-0.6084014
silicate	Atlantic	(27,27.25]	-0.7438731	-0.7692524	-0.7184938
silicate	Atlantic	(27.25,27.5]	-0.8824420	-0.8929020	-0.8719821
silicate	Atlantic	(27.5,27.75]	-0.8710081	-0.8811233	-0.8608928
silicate	Atlantic	(27.75,27.85]	-0.8904212	-0.8959642	-0.8848781
silicate	Atlantic	(27.85,27.95]	-0.8859870	-0.9009833	-0.8709908
silicate	Atlantic	(27.95,28.05]	-0.8675404	-0.8937019	-0.8413789
silicate	Atlantic	(28.05,28.1]	-0.8594836	-0.8884973	-0.8304698
silicate	Atlantic	(28.1,28.15]	-0.8899951	-0.9173048	-0.8626854
silicate	Atlantic	(28.15,28.2]	-0.9431479	-0.9604568	-0.9258390
silicate	Atlantic	(28.2, Inf]	-0.9354915	-0.9403744	-0.9306087
silicate	Indian	(-Inf,26.5]	-0.8316499	-0.8574719	-0.8058279
silicate	Indian	(26.5,26.75]	-0.8900645	-0.9340572	-0.8460718
silicate	Indian	(26.75,27]	-0.6268432	-0.7533073	-0.5003792
silicate	Indian	(27,27.25]	-0.1972418	-0.3571972	-0.0372863
silicate	Indian	(27.25,27.5]	0.4606474	0.4493270	0.4719678
silicate	Indian	(27.5,27.75]	0.6084980	0.5855590	0.6314370
silicate	Indian	(27.75,27.85]	0.2250353	0.1416517	0.3084189
silicate	Indian	(27.85,27.95]	0.0520392	-0.0367377	0.1408161
silicate	Indian	(27.95,28.05]	-0.0848539	-0.1390159	-0.0306919
silicate	Indian	(28.05,28.1]	-0.0475562	-0.0846619	-0.0104506
silicate	Indian	(28.1, Inf]	-0.1830718	-0.2877699	-0.0783738
silicate	Pacific	(-Inf,26.5]	-0.5143582	-0.5644699	-0.4642465
silicate	Pacific	(26.5,26.75]	-0.6376150	-0.6561173	-0.6191128
silicate	Pacific	(26.75,27]	-0.5237424	-0.5515434	-0.4959415
silicate	Pacific	(27,27.25]	0.3172062	0.2674691	0.3669433
silicate	Pacific	(27.25,27.5]	0.8033355	0.7946196	0.8120514
silicate	Pacific	(27.5,27.75]	0.8707718	0.8673417	0.8742019
silicate	Pacific	(27.75,27.85]	0.8475174	0.8358059	0.8592289
silicate	Pacific	(27.85,27.95]	0.7697554	0.7481874	0.7913234
silicate	Pacific	(27.95,28.05]	0.5442812	0.5315056	0.5570569
silicate	Pacific	(28.05,28.1]	0.2793589	0.2770728	0.2816450
silicate	Pacific	(28.1, Inf]	0.2425501	0.2162172	0.2688830
temp	Atlantic	(-Inf,26.5]	0.5349215	0.4166843	0.6531586
temp	Atlantic	(26.5,26.75]	0.7768595	0.6623986	0.8913204
temp	Atlantic	(26.75,27]	0.8485116	0.8333784	0.8636449
temp	Atlantic	(27,27.25]	0.8567050	0.8419430	0.8714670
temp	Atlantic	(27.25,27.5]	0.8213217	0.7946946	0.8479488
temp	Atlantic	(27.5,27.75]	0.7565881	0.7512884	0.7618878
temp	Atlantic	(27.75,27.85]	0.6918172	0.6836290	0.7000053
temp	Atlantic	(27.85,27.95]	0.6098896	0.5937078	0.6260713
temp	Atlantic	(27.95,28.05]	0.6255458	0.6234879	0.6276038
temp	Atlantic	(28.05,28.1]	0.6400594	0.6260473	0.6540714
temp	Atlantic	(28.1,28.15]	0.6190570	0.6008775	0.6372365
temp	Atlantic	(28.15,28.2]	0.5127906	0.3664493	0.6591320
temp	Atlantic	(28.2, Inf]	0.3456952	0.3194088	0.3719816
temp	Indian	(-Inf,26.5]	0.0191063	-0.0157090	0.0539216
temp	Indian	(26.5,26.75]	0.3200135	0.0962911	0.5437360
temp	Indian	(26.75,27]	0.3538060	0.0186501	0.6889619
temp	Indian	(27,27.25]	0.4705633	0.1575312	0.7835954
temp	Indian	(27.25,27.5]	0.5320996	0.3463733	0.7178259
temp	Indian	(27.5,27.75]	0.2558532	0.1240045	0.3877020
temp	Indian	(27.75,27.85]	0.1170463	-0.0663502	0.3004429
temp	Indian	(27.85,27.95]	0.2050205	0.0532387	0.3568024
temp	Indian	(27.95,28.05]	0.3494500	0.1944507	0.5044493
temp	Indian	(28.05,28.1]	0.2682694	0.0956663	0.4408724
temp	Indian	(28.1, Inf]	0.5466391	0.5207755	0.5725027
temp	Pacific	(-Inf,26.5]	0.0500217	0.0110832	0.0889602
temp	Pacific	(26.5,26.75]	0.4756951	0.4272548	0.5241354
temp	Pacific	(26.75,27]	0.3776861	0.2836146	0.4717576
temp	Pacific	(27,27.25]	-0.2647517	-0.2778857	-0.2516178
temp	Pacific	(27.25,27.5]	-0.5007549	-0.5454466	-0.4560632
temp	Pacific	(27.5,27.75]	-0.3861248	-0.4669049	-0.3053447
temp	Pacific	(27.75,27.85]	-0.3838694	-0.5805557	-0.1871831
temp	Pacific	(27.85,27.95]	-0.3675991	-0.5505233	-0.1846750
temp	Pacific	(27.95,28.05]	-0.1767598	-0.2967365	-0.0567831
temp	Pacific	(28.05,28.1]	-0.0553009	-0.0957538	-0.0148481
temp	Pacific	(28.1, Inf]	0.3365806	0.3073081	0.3658531

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