eMLR - assumption testing

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Last updated: 2021-06-08

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 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 coefficients.

2.1 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).

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

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(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:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
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4623e38	Donghe-Zhu	2021-05-27
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951e188	Donghe-Zhu	2021-05-27
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2705a04	Donghe-Zhu	2021-03-28
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75dda4d	Donghe-Zhu	2021-03-27
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183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
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9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

/nfs/kryo/work/jenmueller/emlr_cant/model/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)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          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()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 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)

2.2.2 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
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7721261	0.6125683	0.8950698
aou + nitrate	Atlantic	(26,26.5]	0.8501175	0.8253833	0.8640134
aou + nitrate	Atlantic	(26.5,26.75]	0.9649064	0.9568738	0.9758958
aou + nitrate	Atlantic	(26.75,27]	0.9820468	0.9794413	0.9861924
aou + nitrate	Atlantic	(27,27.25]	0.9639815	0.9559258	0.9721390
aou + nitrate	Atlantic	(27.25,27.5]	0.9141940	0.8900497	0.9293670
aou + nitrate	Atlantic	(27.5,27.75]	0.7972684	0.7405331	0.8367482
aou + nitrate	Atlantic	(27.75,27.85]	0.6443958	0.6002858	0.7240393
aou + nitrate	Atlantic	(27.85,27.95]	0.6957685	0.5558475	0.7733583
aou + nitrate	Atlantic	(27.95,28.05]	0.8130948	0.7000500	0.8904182
aou + nitrate	Atlantic	(28.05,28.1]	0.9402597	0.9179148	0.9639492
aou + nitrate	Atlantic	(28.1,28.15]	0.9552653	0.9133152	0.9827206
aou + nitrate	Atlantic	(28.15,28.2]	0.9713856	0.9525850	0.9829898
aou + nitrate	Atlantic	(28.2, Inf]	0.9111717	0.8831006	0.9383444
aou + nitrate	Indian	(-Inf,26]	0.9402446	0.9182012	0.9527332
aou + nitrate	Indian	(26,26.5]	0.8691750	0.8161858	0.9012522
aou + nitrate	Indian	(26.5,26.75]	0.9190101	0.9005589	0.9388668
aou + nitrate	Indian	(26.75,27]	0.9372803	0.9118472	0.9502416
aou + nitrate	Indian	(27,27.25]	0.9572069	0.9529076	0.9639004
aou + nitrate	Indian	(27.25,27.5]	0.9525155	0.9438202	0.9692121
aou + nitrate	Indian	(27.5,27.75]	0.9659983	0.9580035	0.9746746
aou + nitrate	Indian	(27.75,27.85]	0.9855708	0.9800202	0.9918904
aou + nitrate	Indian	(27.85,27.95]	0.9843202	0.9732083	0.9919076
aou + nitrate	Indian	(27.95,28.05]	0.9860333	0.9819816	0.9891138
aou + nitrate	Indian	(28.05,28.1]	0.9796381	0.9691089	0.9854252
aou + nitrate	Indian	(28.1,28.2]	0.9624229	0.9339096	0.9796582
aou + nitrate	Indian	(28.2,28.3]	0.9650375	0.9379655	0.9808642
aou + nitrate	Indian	(28.3, Inf]	0.8115316	0.7920848	0.8280194
aou + nitrate	Pacific	(-Inf,26]	0.9311530	0.9186141	0.9490800
aou + nitrate	Pacific	(26,26.5]	0.9190452	0.9080096	0.9407012
aou + nitrate	Pacific	(26.5,26.75]	0.8399156	0.7778094	0.9026867
aou + nitrate	Pacific	(26.75,27]	0.7985973	0.7287480	0.8636402
aou + nitrate	Pacific	(27,27.25]	0.8888561	0.8777313	0.9027550
aou + nitrate	Pacific	(27.25,27.5]	0.9336493	0.9231018	0.9493703
aou + nitrate	Pacific	(27.5,27.75]	0.9643854	0.9461108	0.9752847
aou + nitrate	Pacific	(27.75,27.85]	0.9940543	0.9927220	0.9962265
aou + nitrate	Pacific	(27.85,27.95]	0.9965088	0.9956273	0.9976065
aou + nitrate	Pacific	(27.95,28.05]	0.9969999	0.9965740	0.9978360
aou + nitrate	Pacific	(28.05,28.1]	0.9962037	0.9952404	0.9969280
aou + nitrate	Pacific	(28.1,28.2]	0.9942726	0.9918879	0.9963876
aou + nitrate	Pacific	(28.2,28.3]	0.9913671	0.9834398	0.9955252
aou + nitrate	Pacific	(28.3, Inf]	0.9663446	0.9606932	0.9704471
aou + phosphate	Atlantic	(-Inf,26]	0.8893392	0.8427815	0.9720974
aou + phosphate	Atlantic	(26,26.5]	0.8839575	0.8559760	0.9087209
aou + phosphate	Atlantic	(26.5,26.75]	0.9154363	0.8908839	0.9430642
aou + phosphate	Atlantic	(26.75,27]	0.9594438	0.9514926	0.9660685
aou + phosphate	Atlantic	(27,27.25]	0.9272357	0.9115640	0.9352853
aou + phosphate	Atlantic	(27.25,27.5]	0.8629285	0.8136525	0.8893439
aou + phosphate	Atlantic	(27.5,27.75]	0.7463711	0.6777876	0.7964999
aou + phosphate	Atlantic	(27.75,27.85]	0.6052018	0.5567677	0.6860218
aou + phosphate	Atlantic	(27.85,27.95]	0.6695046	0.5248043	0.7545699
aou + phosphate	Atlantic	(27.95,28.05]	0.8006526	0.6856954	0.8751009
aou + phosphate	Atlantic	(28.05,28.1]	0.9366243	0.9131165	0.9604140
aou + phosphate	Atlantic	(28.1,28.15]	0.9525578	0.9092693	0.9814525
aou + phosphate	Atlantic	(28.15,28.2]	0.9743398	0.9560842	0.9848902
aou + phosphate	Atlantic	(28.2, Inf]	0.8918593	0.8526495	0.9377299
aou + phosphate	Indian	(-Inf,26]	0.9867030	0.9808509	0.9903994
aou + phosphate	Indian	(26,26.5]	0.9848028	0.9839868	0.9860869
aou + phosphate	Indian	(26.5,26.75]	0.9881452	0.9857092	0.9896897
aou + phosphate	Indian	(26.75,27]	0.9854124	0.9800136	0.9891147
aou + phosphate	Indian	(27,27.25]	0.9838992	0.9776867	0.9902894
aou + phosphate	Indian	(27.25,27.5]	0.9708078	0.9525378	0.9805350
aou + phosphate	Indian	(27.5,27.75]	0.9757153	0.9652161	0.9815294
aou + phosphate	Indian	(27.75,27.85]	0.9875631	0.9764955	0.9958846
aou + phosphate	Indian	(27.85,27.95]	0.9819811	0.9657023	0.9958170
aou + phosphate	Indian	(27.95,28.05]	0.9854333	0.9797112	0.9927704
aou + phosphate	Indian	(28.05,28.1]	0.9798407	0.9697427	0.9859867
aou + phosphate	Indian	(28.1,28.2]	0.9624463	0.9320270	0.9784985
aou + phosphate	Indian	(28.2,28.3]	0.9663132	0.9344492	0.9826738
aou + phosphate	Indian	(28.3, Inf]	0.7367390	0.7223510	0.7604876
aou + phosphate	Pacific	(-Inf,26]	0.9342147	0.9238695	0.9484517
aou + phosphate	Pacific	(26,26.5]	0.9677151	0.9578573	0.9751491
aou + phosphate	Pacific	(26.5,26.75]	0.9753022	0.9705976	0.9797542
aou + phosphate	Pacific	(26.75,27]	0.9757903	0.9716026	0.9838037
aou + phosphate	Pacific	(27,27.25]	0.9899347	0.9890667	0.9911462
aou + phosphate	Pacific	(27.25,27.5]	0.9926357	0.9920830	0.9933655
aou + phosphate	Pacific	(27.5,27.75]	0.9953770	0.9943572	0.9963058
aou + phosphate	Pacific	(27.75,27.85]	0.9981116	0.9978234	0.9983780
aou + phosphate	Pacific	(27.85,27.95]	0.9973172	0.9968292	0.9979735
aou + phosphate	Pacific	(27.95,28.05]	0.9972300	0.9967992	0.9977539
aou + phosphate	Pacific	(28.05,28.1]	0.9967202	0.9955426	0.9974777
aou + phosphate	Pacific	(28.1,28.2]	0.9957375	0.9930328	0.9972146
aou + phosphate	Pacific	(28.2,28.3]	0.9927300	0.9862893	0.9961059
aou + phosphate	Pacific	(28.3, Inf]	0.9604995	0.9567992	0.9649534
aou + phosphate_star	Atlantic	(-Inf,26]	0.1067056	-0.3336387	0.4029590
aou + phosphate_star	Atlantic	(26,26.5]	0.2926439	0.1864587	0.3726800
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0438464	-0.1175546	0.2478926
aou + phosphate_star	Atlantic	(26.75,27]	-0.0434616	-0.1486906	0.1012615
aou + phosphate_star	Atlantic	(27,27.25]	0.0197992	-0.0580986	0.1309052
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0327075	-0.1153623	0.1778138
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1093603	0.0567778	0.1804149
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1567959	0.0498766	0.2413056
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3301961	0.1239116	0.4892197
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5884239	0.4222846	0.6790142
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8508045	0.8069028	0.8930188
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8842880	0.7970463	0.9476779
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9226791	0.8769386	0.9508528
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7909204	0.7351482	0.8627982
aou + phosphate_star	Indian	(-Inf,26]	0.8187981	0.7841159	0.8419727
aou + phosphate_star	Indian	(26,26.5]	0.7057346	0.6785831	0.7283000
aou + phosphate_star	Indian	(26.5,26.75]	0.6532899	0.5806351	0.6921352
aou + phosphate_star	Indian	(26.75,27]	0.4470735	0.3503191	0.5178310
aou + phosphate_star	Indian	(27,27.25]	0.2525867	0.1413405	0.3199147
aou + phosphate_star	Indian	(27.25,27.5]	-0.3052814	-0.3634915	-0.2616142
aou + phosphate_star	Indian	(27.5,27.75]	-0.5840761	-0.6445924	-0.5102420
aou + phosphate_star	Indian	(27.75,27.85]	-0.8073842	-0.8462989	-0.7306558
aou + phosphate_star	Indian	(27.85,27.95]	-0.7901303	-0.8214691	-0.7548549
aou + phosphate_star	Indian	(27.95,28.05]	-0.6514038	-0.7486691	-0.5957786
aou + phosphate_star	Indian	(28.05,28.1]	-0.5820227	-0.7403241	-0.5007545
aou + phosphate_star	Indian	(28.1,28.2]	-0.5915251	-0.6797325	-0.4211037
aou + phosphate_star	Indian	(28.2,28.3]	-0.4620758	-0.7356871	-0.0779271
aou + phosphate_star	Indian	(28.3, Inf]	-0.8370582	-0.8463358	-0.8231410
aou + phosphate_star	Pacific	(-Inf,26]	0.4405040	0.4068322	0.4577668
aou + phosphate_star	Pacific	(26,26.5]	0.5335011	0.4781386	0.5885051
aou + phosphate_star	Pacific	(26.5,26.75]	0.3705805	0.1335690	0.5837153
aou + phosphate_star	Pacific	(26.75,27]	0.5057862	0.3565652	0.6405645
aou + phosphate_star	Pacific	(27,27.25]	0.7086399	0.6591752	0.7507737
aou + phosphate_star	Pacific	(27.25,27.5]	0.5591945	0.4561465	0.6377612
aou + phosphate_star	Pacific	(27.5,27.75]	0.1035719	0.0254052	0.2228496
aou + phosphate_star	Pacific	(27.75,27.85]	-0.3875795	-0.6349529	-0.1664980
aou + phosphate_star	Pacific	(27.85,27.95]	-0.5517770	-0.6686747	-0.4301342
aou + phosphate_star	Pacific	(27.95,28.05]	-0.5650101	-0.7908834	-0.4517445
aou + phosphate_star	Pacific	(28.05,28.1]	-0.3705255	-0.5141144	-0.1988790
aou + phosphate_star	Pacific	(28.1,28.2]	-0.1174360	-0.2787014	0.1299155
aou + phosphate_star	Pacific	(28.2,28.3]	-0.1050317	-0.3422578	0.1928445
aou + phosphate_star	Pacific	(28.3, Inf]	-0.9101223	-0.9269981	-0.8767501
aou + silicate	Atlantic	(-Inf,26]	-0.1013940	-0.5223984	0.2036364
aou + silicate	Atlantic	(26,26.5]	0.3431639	0.2291580	0.4426245
aou + silicate	Atlantic	(26.5,26.75]	0.6332715	0.5973817	0.6974452
aou + silicate	Atlantic	(26.75,27]	0.8126209	0.8000223	0.8248421
aou + silicate	Atlantic	(27,27.25]	0.7033565	0.6918064	0.7109889
aou + silicate	Atlantic	(27.25,27.5]	0.6377072	0.6288195	0.6438987
aou + silicate	Atlantic	(27.5,27.75]	0.4784574	0.4454201	0.5008361
aou + silicate	Atlantic	(27.75,27.85]	0.3519756	0.2897395	0.3867909
aou + silicate	Atlantic	(27.85,27.95]	0.4473555	0.3132072	0.5961412
aou + silicate	Atlantic	(27.95,28.05]	0.6606732	0.5548385	0.7583369
aou + silicate	Atlantic	(28.05,28.1]	0.8888506	0.8650914	0.9047423
aou + silicate	Atlantic	(28.1,28.15]	0.9312222	0.8853157	0.9620696
aou + silicate	Atlantic	(28.15,28.2]	0.9552433	0.9492303	0.9597578
aou + silicate	Atlantic	(28.2, Inf]	0.6413219	0.5529513	0.7936872
aou + silicate	Indian	(-Inf,26]	0.8197499	0.7300805	0.8742046
aou + silicate	Indian	(26,26.5]	0.8787322	0.8412670	0.9151470
aou + silicate	Indian	(26.5,26.75]	0.9327829	0.9137700	0.9637364
aou + silicate	Indian	(26.75,27]	0.9607384	0.9473451	0.9778197
aou + silicate	Indian	(27,27.25]	0.9615274	0.9474112	0.9701385
aou + silicate	Indian	(27.25,27.5]	0.9543393	0.9491165	0.9601624
aou + silicate	Indian	(27.5,27.75]	0.9501499	0.9450443	0.9571617
aou + silicate	Indian	(27.75,27.85]	0.9776181	0.9668839	0.9850032
aou + silicate	Indian	(27.85,27.95]	0.9728710	0.9597860	0.9831008
aou + silicate	Indian	(27.95,28.05]	0.9767677	0.9745929	0.9803641
aou + silicate	Indian	(28.05,28.1]	0.9817470	0.9755295	0.9851567
aou + silicate	Indian	(28.1,28.2]	0.9598751	0.9328493	0.9749323
aou + silicate	Indian	(28.2,28.3]	0.9307375	0.9090854	0.9599095
aou + silicate	Indian	(28.3, Inf]	0.5577775	0.5107316	0.6101318
aou + silicate	Pacific	(-Inf,26]	0.7918897	0.7702511	0.8293009
aou + silicate	Pacific	(26,26.5]	0.8211131	0.7548587	0.8638325
aou + silicate	Pacific	(26.5,26.75]	0.7487010	0.6410385	0.8101602
aou + silicate	Pacific	(26.75,27]	0.8177442	0.7572066	0.8508177
aou + silicate	Pacific	(27,27.25]	0.9280655	0.9121041	0.9411989
aou + silicate	Pacific	(27.25,27.5]	0.9514651	0.9379493	0.9606568
aou + silicate	Pacific	(27.5,27.75]	0.9645129	0.9608763	0.9699456
aou + silicate	Pacific	(27.75,27.85]	0.9825006	0.9800443	0.9842734
aou + silicate	Pacific	(27.85,27.95]	0.9842857	0.9821681	0.9873213
aou + silicate	Pacific	(27.95,28.05]	0.9872205	0.9837785	0.9912974
aou + silicate	Pacific	(28.05,28.1]	0.9919454	0.9893693	0.9951358
aou + silicate	Pacific	(28.1,28.2]	0.9724634	0.9589694	0.9819691
aou + silicate	Pacific	(28.2,28.3]	0.8688563	0.8138486	0.9147096
aou + silicate	Pacific	(28.3, Inf]	0.9288685	0.9246245	0.9370991
nitrate + phosphate	Atlantic	(-Inf,26]	0.5169812	0.1686490	0.8707344
nitrate + phosphate	Atlantic	(26,26.5]	0.6856281	0.6690121	0.6939548
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9329159	0.9088952	0.9522071
nitrate + phosphate	Atlantic	(26.75,27]	0.9756884	0.9713476	0.9822848
nitrate + phosphate	Atlantic	(27,27.25]	0.9816248	0.9721136	0.9893570
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9872537	0.9804288	0.9924993
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944190	0.9930614	0.9963196
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983545	0.9982257	0.9985610
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9988615	0.9986725	0.9991833
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992559	0.9989463	0.9994207
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996897	0.9995794	0.9997693
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995864	0.9995319	0.9996170
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974617	0.9972723	0.9977450
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9935004	0.9923804	0.9943548
nitrate + phosphate	Indian	(-Inf,26]	0.9306511	0.9062820	0.9505536
nitrate + phosphate	Indian	(26,26.5]	0.8472012	0.7677957	0.9031723
nitrate + phosphate	Indian	(26.5,26.75]	0.9108136	0.8857678	0.9513838
nitrate + phosphate	Indian	(26.75,27]	0.9397312	0.9076643	0.9696402
nitrate + phosphate	Indian	(27,27.25]	0.9708470	0.9670353	0.9755333
nitrate + phosphate	Indian	(27.25,27.5]	0.9786912	0.9601480	0.9884672
nitrate + phosphate	Indian	(27.5,27.75]	0.9909830	0.9799968	0.9965418
nitrate + phosphate	Indian	(27.75,27.85]	0.9939744	0.9837999	0.9993227
nitrate + phosphate	Indian	(27.85,27.95]	0.9976682	0.9950017	0.9990747
nitrate + phosphate	Indian	(27.95,28.05]	0.9980605	0.9957644	0.9992934
nitrate + phosphate	Indian	(28.05,28.1]	0.9989783	0.9983452	0.9993123
nitrate + phosphate	Indian	(28.1,28.2]	0.9984019	0.9981221	0.9989063
nitrate + phosphate	Indian	(28.2,28.3]	0.9955965	0.9950813	0.9961351
nitrate + phosphate	Indian	(28.3, Inf]	0.9715210	0.9676386	0.9790289
nitrate + phosphate	Pacific	(-Inf,26]	0.9784953	0.9747263	0.9805361
nitrate + phosphate	Pacific	(26,26.5]	0.9516083	0.9436234	0.9625305
nitrate + phosphate	Pacific	(26.5,26.75]	0.8691155	0.8118216	0.9270678
nitrate + phosphate	Pacific	(26.75,27]	0.8326647	0.7803385	0.8830700
nitrate + phosphate	Pacific	(27,27.25]	0.8918037	0.8742313	0.9055796
nitrate + phosphate	Pacific	(27.25,27.5]	0.9274070	0.9126552	0.9450675
nitrate + phosphate	Pacific	(27.5,27.75]	0.9603813	0.9384166	0.9735861
nitrate + phosphate	Pacific	(27.75,27.85]	0.9932081	0.9916231	0.9961070
nitrate + phosphate	Pacific	(27.85,27.95]	0.9979719	0.9969947	0.9987529
nitrate + phosphate	Pacific	(27.95,28.05]	0.9996353	0.9994323	0.9997911
nitrate + phosphate	Pacific	(28.05,28.1]	0.9995928	0.9993515	0.9997828
nitrate + phosphate	Pacific	(28.1,28.2]	0.9989791	0.9982470	0.9994890
nitrate + phosphate	Pacific	(28.2,28.3]	0.9965698	0.9957451	0.9971104
nitrate + phosphate	Pacific	(28.3, Inf]	0.9948965	0.9946490	0.9950736
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0355846	-0.7232622	0.6607966
nitrate + phosphate_star	Atlantic	(26,26.5]	0.1478808	-0.0135285	0.2398528
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1368471	-0.0266580	0.3754272
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0329481	-0.1165894	0.1900035
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2145537	0.1265753	0.3611058
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3763119	0.2856396	0.5061671
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6553687	0.6220294	0.6745656
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8501057	0.8257674	0.8841333
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9020791	0.8875949	0.9273910
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9446079	0.9356805	0.9566212
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9773715	0.9742488	0.9791333
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9808430	0.9726040	0.9881612
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9846896	0.9792979	0.9874435
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9658800	0.9600043	0.9755908
nitrate + phosphate_star	Indian	(-Inf,26]	0.7893346	0.7651559	0.8077981
nitrate + phosphate_star	Indian	(26,26.5]	0.6084110	0.4854825	0.7362143
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6361722	0.5915532	0.6842193
nitrate + phosphate_star	Indian	(26.75,27]	0.5186476	0.4802354	0.5497953
nitrate + phosphate_star	Indian	(27,27.25]	0.4081973	0.3424268	0.4698814
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.0717643	-0.0918466	-0.0601994
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.3813390	-0.4661074	-0.2482777
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7207737	-0.8074007	-0.5812091
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6826630	-0.7379884	-0.5848765
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5276033	-0.6353395	-0.4354263
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.4152631	-0.6182055	-0.2738135
nitrate + phosphate_star	Indian	(28.1,28.2]	-0.3674577	-0.5159906	-0.2108929
nitrate + phosphate_star	Indian	(28.2,28.3]	-0.2528836	-0.4612882	0.1199604
nitrate + phosphate_star	Indian	(28.3, Inf]	-0.3683271	-0.3890078	-0.3461748
nitrate + phosphate_star	Pacific	(-Inf,26]	0.6841243	0.6581673	0.7191281
nitrate + phosphate_star	Pacific	(26,26.5]	0.7143344	0.6876569	0.7276987
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5712722	0.4127111	0.7260577
nitrate + phosphate_star	Pacific	(26.75,27]	0.6809554	0.6214737	0.7464441
nitrate + phosphate_star	Pacific	(27,27.25]	0.7618420	0.7563474	0.7707365
nitrate + phosphate_star	Pacific	(27.25,27.5]	0.5910714	0.5221416	0.6301470
nitrate + phosphate_star	Pacific	(27.5,27.75]	0.1536854	0.0820849	0.2536352
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.3566710	-0.6009535	-0.1355358
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.5014501	-0.6173367	-0.3738412
nitrate + phosphate_star	Pacific	(27.95,28.05]	-0.5062293	-0.7516085	-0.3820895
nitrate + phosphate_star	Pacific	(28.05,28.1]	-0.2956179	-0.4493546	-0.1255414
nitrate + phosphate_star	Pacific	(28.1,28.2]	-0.0240873	-0.1610078	0.2145543
nitrate + phosphate_star	Pacific	(28.2,28.3]	-0.0017268	-0.1764234	0.2553167
nitrate + phosphate_star	Pacific	(28.3, Inf]	-0.7827734	-0.8097954	-0.7442788
nitrate + silicate	Atlantic	(-Inf,26]	0.2867279	-0.4641316	0.7902760
nitrate + silicate	Atlantic	(26,26.5]	0.7227159	0.6440464	0.7836553
nitrate + silicate	Atlantic	(26.5,26.75]	0.7450003	0.7226902	0.7779061
nitrate + silicate	Atlantic	(26.75,27]	0.8711348	0.8594335	0.8929894
nitrate + silicate	Atlantic	(27,27.25]	0.8480249	0.8415687	0.8575576
nitrate + silicate	Atlantic	(27.25,27.5]	0.8731596	0.8605730	0.8900062
nitrate + silicate	Atlantic	(27.5,27.75]	0.8828973	0.8686413	0.9029389
nitrate + silicate	Atlantic	(27.75,27.85]	0.9115589	0.8888113	0.9417782
nitrate + silicate	Atlantic	(27.85,27.95]	0.9212565	0.8888313	0.9431492
nitrate + silicate	Atlantic	(27.95,28.05]	0.9394557	0.9041615	0.9601783
nitrate + silicate	Atlantic	(28.05,28.1]	0.9705325	0.9578715	0.9774894
nitrate + silicate	Atlantic	(28.1,28.15]	0.9801204	0.9760378	0.9822676
nitrate + silicate	Atlantic	(28.15,28.2]	0.9546266	0.9476622	0.9645595
nitrate + silicate	Atlantic	(28.2, Inf]	0.7902853	0.7627295	0.8212701
nitrate + silicate	Indian	(-Inf,26]	0.8022994	0.7700376	0.8280901
nitrate + silicate	Indian	(26,26.5]	0.7632492	0.6994493	0.7999935
nitrate + silicate	Indian	(26.5,26.75]	0.8564080	0.8369514	0.8872631
nitrate + silicate	Indian	(26.75,27]	0.9119461	0.8823144	0.9337690
nitrate + silicate	Indian	(27,27.25]	0.9639938	0.9592474	0.9696139
nitrate + silicate	Indian	(27.25,27.5]	0.9777641	0.9609717	0.9864139
nitrate + silicate	Indian	(27.5,27.75]	0.9849699	0.9798283	0.9877547
nitrate + silicate	Indian	(27.75,27.85]	0.9895042	0.9817074	0.9936604
nitrate + silicate	Indian	(27.85,27.95]	0.9917491	0.9888237	0.9935569
nitrate + silicate	Indian	(27.95,28.05]	0.9891423	0.9865934	0.9914882
nitrate + silicate	Indian	(28.05,28.1]	0.9913562	0.9893929	0.9938368
nitrate + silicate	Indian	(28.1,28.2]	0.9705896	0.9612713	0.9805878
nitrate + silicate	Indian	(28.2,28.3]	0.9180609	0.9011321	0.9429322
nitrate + silicate	Indian	(28.3, Inf]	0.8670454	0.8492696	0.8885307
nitrate + silicate	Pacific	(-Inf,26]	0.9050956	0.8991022	0.9143154
nitrate + silicate	Pacific	(26,26.5]	0.9293182	0.8983153	0.9458337
nitrate + silicate	Pacific	(26.5,26.75]	0.8772115	0.8242070	0.9154774
nitrate + silicate	Pacific	(26.75,27]	0.9001265	0.8751244	0.9219166
nitrate + silicate	Pacific	(27,27.25]	0.9368831	0.9248145	0.9444291
nitrate + silicate	Pacific	(27.25,27.5]	0.9521073	0.9446209	0.9605689
nitrate + silicate	Pacific	(27.5,27.75]	0.9665805	0.9562408	0.9759032
nitrate + silicate	Pacific	(27.75,27.85]	0.9857174	0.9842829	0.9869995
nitrate + silicate	Pacific	(27.85,27.95]	0.9870475	0.9848952	0.9909353
nitrate + silicate	Pacific	(27.95,28.05]	0.9883162	0.9850026	0.9937771
nitrate + silicate	Pacific	(28.05,28.1]	0.9908283	0.9850782	0.9958574
nitrate + silicate	Pacific	(28.1,28.2]	0.9715919	0.9548720	0.9830292
nitrate + silicate	Pacific	(28.2,28.3]	0.8566795	0.8001268	0.9030977
nitrate + silicate	Pacific	(28.3, Inf]	0.9594275	0.9556471	0.9616389
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3533644	-0.0099480	0.5425104
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6796912	0.5412187	0.7547183
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4060499	0.2893096	0.6183002
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2135016	0.0898558	0.3925418
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3719211	0.3180156	0.4663395
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5047436	0.4546226	0.5981536
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7239891	0.6960238	0.7498492
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8767015	0.8554085	0.9055958
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9184718	0.9075564	0.9393899
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9524383	0.9474915	0.9612826
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9802004	0.9772934	0.9822844
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9833545	0.9753692	0.9902289
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9846665	0.9783085	0.9889630
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9784674	0.9762130	0.9815159
phosphate + phosphate_star	Indian	(-Inf,26]	0.8970625	0.8856769	0.9060948
phosphate + phosphate_star	Indian	(26,26.5]	0.8160061	0.7965401	0.8312348
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7604102	0.7089025	0.7871443
phosphate + phosphate_star	Indian	(26.75,27]	0.5907326	0.5288677	0.6467165
phosphate + phosphate_star	Indian	(27,27.25]	0.4185074	0.3452905	0.4626016
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.0743918	-0.0979585	-0.0619000
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3947493	-0.4820024	-0.2685563
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7083379	-0.7950122	-0.5668355
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6682560	-0.7359853	-0.5597061
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5192377	-0.6198869	-0.4258575
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4147558	-0.6103233	-0.2771048
phosphate + phosphate_star	Indian	(28.1,28.2]	-0.3683255	-0.5111106	-0.2211550
phosphate + phosphate_star	Indian	(28.2,28.3]	-0.2542914	-0.4538652	0.1073505
phosphate + phosphate_star	Indian	(28.3, Inf]	-0.2714117	-0.3169348	-0.2364767
phosphate + phosphate_star	Pacific	(-Inf,26]	0.7127213	0.7002900	0.7330497
phosphate + phosphate_star	Pacific	(26,26.5]	0.7217421	0.6551308	0.7611993
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.5581803	0.3435156	0.7306424
phosphate + phosphate_star	Pacific	(26.75,27]	0.6760928	0.5622637	0.7638358
phosphate + phosphate_star	Pacific	(27,27.25]	0.7947804	0.7531412	0.8262210
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.6498980	0.5493055	0.7232355
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.1942306	0.1069881	0.3212879
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.3349530	-0.5851057	-0.1133279
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.4922253	-0.6086863	-0.3627987
phosphate + phosphate_star	Pacific	(27.95,28.05]	-0.5055382	-0.7495672	-0.3809778
phosphate + phosphate_star	Pacific	(28.05,28.1]	-0.2979774	-0.4500819	-0.1317865
phosphate + phosphate_star	Pacific	(28.1,28.2]	-0.0315073	-0.1655241	0.2033043
phosphate + phosphate_star	Pacific	(28.2,28.3]	-0.0011672	-0.1868865	0.2716745
phosphate + phosphate_star	Pacific	(28.3, Inf]	-0.7650726	-0.7876838	-0.7251265
sal + aou	Atlantic	(-Inf,26]	-0.0587551	-0.3643283	0.4998779
sal + aou	Atlantic	(26,26.5]	-0.2470217	-0.4885570	-0.0191424
sal + aou	Atlantic	(26.5,26.75]	0.2811706	0.0131306	0.4862776
sal + aou	Atlantic	(26.75,27]	0.4786094	0.3237046	0.6657627
sal + aou	Atlantic	(27,27.25]	0.4839178	0.4427248	0.5216258
sal + aou	Atlantic	(27.25,27.5]	0.4990921	0.3441749	0.6276231
sal + aou	Atlantic	(27.5,27.75]	0.5212894	0.4525104	0.5919850
sal + aou	Atlantic	(27.75,27.85]	0.4144797	0.3905819	0.4620973
sal + aou	Atlantic	(27.85,27.95]	0.2231944	0.1397035	0.3013259
sal + aou	Atlantic	(27.95,28.05]	-0.1994762	-0.3185488	-0.1222074
sal + aou	Atlantic	(28.05,28.1]	-0.7552941	-0.7752586	-0.7173167
sal + aou	Atlantic	(28.1,28.15]	-0.8598216	-0.9176740	-0.7912244
sal + aou	Atlantic	(28.15,28.2]	-0.8503334	-0.8879336	-0.8005594
sal + aou	Atlantic	(28.2, Inf]	-0.8591211	-0.8710999	-0.8418253
sal + aou	Indian	(-Inf,26]	-0.2902447	-0.7447245	0.1093992
sal + aou	Indian	(26,26.5]	-0.5591357	-0.7730692	-0.4170806
sal + aou	Indian	(26.5,26.75]	-0.4970858	-0.5708992	-0.4386059
sal + aou	Indian	(26.75,27]	-0.2231934	-0.3000466	-0.1716547
sal + aou	Indian	(27,27.25]	0.1188442	0.0764743	0.1557409
sal + aou	Indian	(27.25,27.5]	0.6977989	0.6566329	0.7322965
sal + aou	Indian	(27.5,27.75]	0.8882914	0.8442876	0.9124250
sal + aou	Indian	(27.75,27.85]	0.9727911	0.9538571	0.9827654
sal + aou	Indian	(27.85,27.95]	0.9726742	0.9554892	0.9827537
sal + aou	Indian	(27.95,28.05]	0.9649338	0.9461535	0.9762145
sal + aou	Indian	(28.05,28.1]	0.9568251	0.9314572	0.9777764
sal + aou	Indian	(28.1,28.2]	0.9314966	0.9134492	0.9594461
sal + aou	Indian	(28.2,28.3]	0.8717158	0.7953491	0.9202123
sal + aou	Indian	(28.3, Inf]	0.9127174	0.8890497	0.9399697
sal + aou	Pacific	(-Inf,26]	-0.1572950	-0.2337568	-0.0062750
sal + aou	Pacific	(26,26.5]	-0.3581786	-0.5123358	-0.1564424
sal + aou	Pacific	(26.5,26.75]	-0.1683906	-0.4075708	0.1737187
sal + aou	Pacific	(26.75,27]	-0.3700789	-0.5297652	-0.1614739
sal + aou	Pacific	(27,27.25]	-0.6287441	-0.6795115	-0.5453665
sal + aou	Pacific	(27.25,27.5]	-0.6084193	-0.6998925	-0.4556578
sal + aou	Pacific	(27.5,27.75]	-0.1351211	-0.3188821	0.1033387
sal + aou	Pacific	(27.75,27.85]	0.5969682	0.4424244	0.7693264
sal + aou	Pacific	(27.85,27.95]	0.8131316	0.7628008	0.8512239
sal + aou	Pacific	(27.95,28.05]	0.8973310	0.8553347	0.9358006
sal + aou	Pacific	(28.05,28.1]	0.9338386	0.9138910	0.9495096
sal + aou	Pacific	(28.1,28.2]	0.8753420	0.8218122	0.9150881
sal + aou	Pacific	(28.2,28.3]	0.5465934	0.3110719	0.6828919
sal + aou	Pacific	(28.3, Inf]	0.7674125	0.3816261	0.9678457
sal + nitrate	Atlantic	(-Inf,26]	-0.2228216	-0.8492624	0.8104698
sal + nitrate	Atlantic	(26,26.5]	-0.2374771	-0.4871163	0.0511359
sal + nitrate	Atlantic	(26.5,26.75]	0.2476195	-0.0802931	0.4953615
sal + nitrate	Atlantic	(26.75,27]	0.5029154	0.3056863	0.6767424
sal + nitrate	Atlantic	(27,27.25]	0.4376562	0.3828977	0.5242487
sal + nitrate	Atlantic	(27.25,27.5]	0.3362549	0.1490258	0.4354646
sal + nitrate	Atlantic	(27.5,27.75]	0.2763862	0.2058596	0.3739073
sal + nitrate	Atlantic	(27.75,27.85]	-0.2090092	-0.2602459	-0.1602013
sal + nitrate	Atlantic	(27.85,27.95]	-0.4119471	-0.5263043	-0.3525700
sal + nitrate	Atlantic	(27.95,28.05]	-0.6156382	-0.7594901	-0.4296425
sal + nitrate	Atlantic	(28.05,28.1]	-0.9067415	-0.9216864	-0.8840994
sal + nitrate	Atlantic	(28.1,28.15]	-0.9508509	-0.9541797	-0.9491203
sal + nitrate	Atlantic	(28.15,28.2]	-0.9323938	-0.9370761	-0.9241026
sal + nitrate	Atlantic	(28.2, Inf]	-0.9328624	-0.9446875	-0.9178068
sal + nitrate	Indian	(-Inf,26]	-0.2882275	-0.7153084	0.0924737
sal + nitrate	Indian	(26,26.5]	-0.5984897	-0.8395788	-0.4736099
sal + nitrate	Indian	(26.5,26.75]	-0.5842059	-0.7360681	-0.4595757
sal + nitrate	Indian	(26.75,27]	-0.3820149	-0.5201402	-0.2360521
sal + nitrate	Indian	(27,27.25]	-0.0806731	-0.1550045	-0.0155882
sal + nitrate	Indian	(27.25,27.5]	0.4934193	0.4008107	0.5400455
sal + nitrate	Indian	(27.5,27.75]	0.7578641	0.6685515	0.8056233
sal + nitrate	Indian	(27.75,27.85]	0.9292848	0.8790345	0.9566083
sal + nitrate	Indian	(27.85,27.95]	0.9222866	0.8656850	0.9621907
sal + nitrate	Indian	(27.95,28.05]	0.9192608	0.8743530	0.9421042
sal + nitrate	Indian	(28.05,28.1]	0.9061030	0.8518628	0.9474201
sal + nitrate	Indian	(28.1,28.2]	0.8516494	0.8011310	0.9132503
sal + nitrate	Indian	(28.2,28.3]	0.7783829	0.6994823	0.8579703
sal + nitrate	Indian	(28.3, Inf]	0.8270883	0.7940351	0.8528459
sal + nitrate	Pacific	(-Inf,26]	-0.3484626	-0.4529039	-0.1480382
sal + nitrate	Pacific	(26,26.5]	-0.5766689	-0.6681036	-0.4297324
sal + nitrate	Pacific	(26.5,26.75]	-0.4686417	-0.6578068	-0.2394130
sal + nitrate	Pacific	(26.75,27]	-0.6596948	-0.7205194	-0.5791986
sal + nitrate	Pacific	(27,27.25]	-0.7657094	-0.7844574	-0.7319587
sal + nitrate	Pacific	(27.25,27.5]	-0.6993825	-0.7604324	-0.5982418
sal + nitrate	Pacific	(27.5,27.75]	-0.1904117	-0.3697753	0.0403647
sal + nitrate	Pacific	(27.75,27.85]	0.5675331	0.4124422	0.7422835
sal + nitrate	Pacific	(27.85,27.95]	0.7886880	0.7367228	0.8335831
sal + nitrate	Pacific	(27.95,28.05]	0.8799669	0.8378444	0.9220356
sal + nitrate	Pacific	(28.05,28.1]	0.9131321	0.8933464	0.9330378
sal + nitrate	Pacific	(28.1,28.2]	0.8576834	0.8078983	0.9000694
sal + nitrate	Pacific	(28.2,28.3]	0.5220185	0.2975174	0.6541634
sal + nitrate	Pacific	(28.3, Inf]	0.7835897	0.4590207	0.9552343
sal + phosphate	Atlantic	(-Inf,26]	0.0244472	-0.2391329	0.2035406
sal + phosphate	Atlantic	(26,26.5]	-0.4842241	-0.7317714	-0.2345327
sal + phosphate	Atlantic	(26.5,26.75]	0.0407395	-0.3344744	0.3064427
sal + phosphate	Atlantic	(26.75,27]	0.3642230	0.1295498	0.5953302
sal + phosphate	Atlantic	(27,27.25]	0.2952397	0.2640823	0.3357318
sal + phosphate	Atlantic	(27.25,27.5]	0.2017950	0.0410306	0.2960577
sal + phosphate	Atlantic	(27.5,27.75]	0.1887565	0.1343735	0.2820587
sal + phosphate	Atlantic	(27.75,27.85]	-0.2539106	-0.3075536	-0.2069787
sal + phosphate	Atlantic	(27.85,27.95]	-0.4449482	-0.5576466	-0.3854283
sal + phosphate	Atlantic	(27.95,28.05]	-0.6277814	-0.7698514	-0.4512941
sal + phosphate	Atlantic	(28.05,28.1]	-0.9120566	-0.9268392	-0.8925777
sal + phosphate	Atlantic	(28.1,28.15]	-0.9521123	-0.9565255	-0.9494283
sal + phosphate	Atlantic	(28.15,28.2]	-0.9112719	-0.9163106	-0.9033446
sal + phosphate	Atlantic	(28.2, Inf]	-0.8978329	-0.9043789	-0.8850012
sal + phosphate	Indian	(-Inf,26]	-0.3757645	-0.7948577	-0.0284390
sal + phosphate	Indian	(26,26.5]	-0.6327522	-0.8468707	-0.4715647
sal + phosphate	Indian	(26.5,26.75]	-0.5872255	-0.6824231	-0.5171370
sal + phosphate	Indian	(26.75,27]	-0.3555249	-0.4684073	-0.2836296
sal + phosphate	Indian	(27,27.25]	-0.0435991	-0.0854391	0.0024209
sal + phosphate	Indian	(27.25,27.5]	0.5157433	0.3998760	0.5895460
sal + phosphate	Indian	(27.5,27.75]	0.7691719	0.6774637	0.8161165
sal + phosphate	Indian	(27.75,27.85]	0.9277503	0.8715805	0.9640077
sal + phosphate	Indian	(27.85,27.95]	0.9168141	0.8527936	0.9659719
sal + phosphate	Indian	(27.95,28.05]	0.9184003	0.8716907	0.9471661
sal + phosphate	Indian	(28.05,28.1]	0.9108877	0.8600842	0.9472372
sal + phosphate	Indian	(28.1,28.2]	0.8607059	0.8141256	0.9142354
sal + phosphate	Indian	(28.2,28.3]	0.8064578	0.7357953	0.8787594
sal + phosphate	Indian	(28.3, Inf]	0.8431001	0.8213767	0.8647616
sal + phosphate	Pacific	(-Inf,26]	-0.3372230	-0.4345157	-0.1637814
sal + phosphate	Pacific	(26,26.5]	-0.5247917	-0.6445420	-0.3255981
sal + phosphate	Pacific	(26.5,26.75]	-0.3443284	-0.5570899	-0.0146972
sal + phosphate	Pacific	(26.75,27]	-0.5246448	-0.6379766	-0.3502019
sal + phosphate	Pacific	(27,27.25]	-0.6885351	-0.7252775	-0.6160234
sal + phosphate	Pacific	(27.25,27.5]	-0.6265587	-0.7081076	-0.4757262
sal + phosphate	Pacific	(27.5,27.75]	-0.1484649	-0.3212800	0.0908604
sal + phosphate	Pacific	(27.75,27.85]	0.5739758	0.4243372	0.7422465
sal + phosphate	Pacific	(27.85,27.95]	0.7853768	0.7340311	0.8299800
sal + phosphate	Pacific	(27.95,28.05]	0.8774142	0.8352404	0.9196786
sal + phosphate	Pacific	(28.05,28.1]	0.9145719	0.8961594	0.9334214
sal + phosphate	Pacific	(28.1,28.2]	0.8629835	0.8148624	0.9039718
sal + phosphate	Pacific	(28.2,28.3]	0.5672703	0.3466464	0.6902074
sal + phosphate	Pacific	(28.3, Inf]	0.7996886	0.4777977	0.9697234
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4125753	-0.9377327	0.0064308
sal + phosphate_star	Atlantic	(26,26.5]	-0.8069405	-0.8108743	-0.8040405
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7760396	-0.8807468	-0.6952523
sal + phosphate_star	Atlantic	(26.75,27]	-0.6323301	-0.7075672	-0.4926522
sal + phosphate_star	Atlantic	(27,27.25]	-0.6124378	-0.6756736	-0.5445820
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6390694	-0.6658893	-0.5883835
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4074826	-0.4322168	-0.3616236
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6109450	-0.6907667	-0.5549259
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7125655	-0.8163990	-0.6249939
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7819488	-0.9041513	-0.6513986
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9594946	-0.9765534	-0.9443626
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9739278	-0.9830608	-0.9658929
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9424922	-0.9468750	-0.9366651
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8845661	-0.9084277	-0.8662443
sal + phosphate_star	Indian	(-Inf,26]	-0.5551510	-0.8022999	-0.3090058
sal + phosphate_star	Indian	(26,26.5]	-0.7882036	-0.9156900	-0.6468986
sal + phosphate_star	Indian	(26.5,26.75]	-0.8398399	-0.9239975	-0.7827174
sal + phosphate_star	Indian	(26.75,27]	-0.8439616	-0.9355935	-0.7938991
sal + phosphate_star	Indian	(27,27.25]	-0.8599051	-0.9253600	-0.8044920
sal + phosphate_star	Indian	(27.25,27.5]	-0.8650419	-0.9287092	-0.8081412
sal + phosphate_star	Indian	(27.5,27.75]	-0.8782043	-0.8917009	-0.8659862
sal + phosphate_star	Indian	(27.75,27.85]	-0.9105173	-0.9252222	-0.8876142
sal + phosphate_star	Indian	(27.85,27.95]	-0.8915612	-0.9115745	-0.8644127
sal + phosphate_star	Indian	(27.95,28.05]	-0.7728878	-0.8221078	-0.7157570
sal + phosphate_star	Indian	(28.05,28.1]	-0.6907254	-0.7961260	-0.6285137
sal + phosphate_star	Indian	(28.1,28.2]	-0.6854697	-0.7373206	-0.6006299
sal + phosphate_star	Indian	(28.2,28.3]	-0.6125285	-0.7711865	-0.3847864
sal + phosphate_star	Indian	(28.3, Inf]	-0.6867445	-0.7350575	-0.6215322
sal + phosphate_star	Pacific	(-Inf,26]	-0.7202848	-0.8011402	-0.6197516
sal + phosphate_star	Pacific	(26,26.5]	-0.8801351	-0.9161484	-0.8526627
sal + phosphate_star	Pacific	(26.5,26.75]	-0.9146819	-0.9358779	-0.8864381
sal + phosphate_star	Pacific	(26.75,27]	-0.9196313	-0.9331819	-0.9084940
sal + phosphate_star	Pacific	(27,27.25]	-0.9021113	-0.9168637	-0.8873882
sal + phosphate_star	Pacific	(27.25,27.5]	-0.6705260	-0.7251460	-0.6205189
sal + phosphate_star	Pacific	(27.5,27.75]	-0.3638173	-0.4316098	-0.2828271
sal + phosphate_star	Pacific	(27.75,27.85]	-0.7165738	-0.8726919	-0.5775513
sal + phosphate_star	Pacific	(27.85,27.95]	-0.7972498	-0.8763626	-0.7139328
sal + phosphate_star	Pacific	(27.95,28.05]	-0.7339377	-0.8866137	-0.6445537
sal + phosphate_star	Pacific	(28.05,28.1]	-0.5735459	-0.6678436	-0.4536000
sal + phosphate_star	Pacific	(28.1,28.2]	-0.2078595	-0.3674892	0.0519835
sal + phosphate_star	Pacific	(28.2,28.3]	-0.0709075	-0.2576877	0.2572328
sal + phosphate_star	Pacific	(28.3, Inf]	-0.6283660	-0.8311915	-0.2312361
sal + silicate	Atlantic	(-Inf,26]	-0.8330150	-0.9404492	-0.7256601
sal + silicate	Atlantic	(26,26.5]	0.0428041	-0.0356950	0.1281923
sal + silicate	Atlantic	(26.5,26.75]	0.2556982	0.1152063	0.4707401
sal + silicate	Atlantic	(26.75,27]	0.3924591	0.1477728	0.5679297
sal + silicate	Atlantic	(27,27.25]	0.1837212	0.0647403	0.3095873
sal + silicate	Atlantic	(27.25,27.5]	0.0833726	-0.0861591	0.1776132
sal + silicate	Atlantic	(27.5,27.75]	-0.0077774	-0.0650273	0.0521586
sal + silicate	Atlantic	(27.75,27.85]	-0.4898273	-0.5465632	-0.4378206
sal + silicate	Atlantic	(27.85,27.95]	-0.6713485	-0.7369566	-0.5967264
sal + silicate	Atlantic	(27.95,28.05]	-0.7709852	-0.8598320	-0.6900865
sal + silicate	Atlantic	(28.05,28.1]	-0.9477601	-0.9534035	-0.9374400
sal + silicate	Atlantic	(28.1,28.15]	-0.9495774	-0.9554112	-0.9416433
sal + silicate	Atlantic	(28.15,28.2]	-0.8135895	-0.8201622	-0.8006396
sal + silicate	Atlantic	(28.2, Inf]	-0.5858847	-0.6451809	-0.5421600
sal + silicate	Indian	(-Inf,26]	-0.6187505	-0.8776694	-0.4356508
sal + silicate	Indian	(26,26.5]	-0.6993674	-0.8120288	-0.5753416
sal + silicate	Indian	(26.5,26.75]	-0.6129239	-0.6539200	-0.5830065
sal + silicate	Indian	(26.75,27]	-0.3527774	-0.3627501	-0.3476213
sal + silicate	Indian	(27,27.25]	-0.0975346	-0.1877525	-0.0253777
sal + silicate	Indian	(27.25,27.5]	0.5003978	0.4339128	0.5491304
sal + silicate	Indian	(27.5,27.75]	0.7447544	0.6736677	0.7889691
sal + silicate	Indian	(27.75,27.85]	0.9235192	0.8660910	0.9633616
sal + silicate	Indian	(27.85,27.95]	0.9132458	0.8532307	0.9613772
sal + silicate	Indian	(27.95,28.05]	0.9268159	0.8876115	0.9533791
sal + silicate	Indian	(28.05,28.1]	0.9387581	0.9019903	0.9634979
sal + silicate	Indian	(28.1,28.2]	0.9231313	0.8983174	0.9497325
sal + silicate	Indian	(28.2,28.3]	0.9308504	0.9045958	0.9604746
sal + silicate	Indian	(28.3, Inf]	0.7578684	0.7449451	0.7694338
sal + silicate	Pacific	(-Inf,26]	-0.5877758	-0.6710888	-0.4234425
sal + silicate	Pacific	(26,26.5]	-0.6881133	-0.7490146	-0.6304080
sal + silicate	Pacific	(26.5,26.75]	-0.6339502	-0.7522943	-0.5172402
sal + silicate	Pacific	(26.75,27]	-0.7056434	-0.7438598	-0.6542634
sal + silicate	Pacific	(27,27.25]	-0.7767988	-0.7937553	-0.7558210
sal + silicate	Pacific	(27.25,27.5]	-0.7483572	-0.7999030	-0.6682893
sal + silicate	Pacific	(27.5,27.75]	-0.2625298	-0.4131018	-0.0711396
sal + silicate	Pacific	(27.75,27.85]	0.5174830	0.3676177	0.6797146
sal + silicate	Pacific	(27.85,27.95]	0.7689522	0.7138408	0.8043739
sal + silicate	Pacific	(27.95,28.05]	0.8833685	0.8469718	0.9262117
sal + silicate	Pacific	(28.05,28.1]	0.9169668	0.8970176	0.9365423
sal + silicate	Pacific	(28.1,28.2]	0.9144560	0.8867790	0.9434481
sal + silicate	Pacific	(28.2,28.3]	0.8188052	0.7248582	0.8866325
sal + silicate	Pacific	(28.3, Inf]	0.8051250	0.4859020	0.9742403
sal + temp	Atlantic	(-Inf,26]	0.7987732	0.6385580	0.8799713
sal + temp	Atlantic	(26,26.5]	0.9377137	0.9213208	0.9493115
sal + temp	Atlantic	(26.5,26.75]	0.9853035	0.9776058	0.9902855
sal + temp	Atlantic	(26.75,27]	0.9840140	0.9790118	0.9884240
sal + temp	Atlantic	(27,27.25]	0.9782345	0.9662835	0.9869590
sal + temp	Atlantic	(27.25,27.5]	0.9863114	0.9823482	0.9883548
sal + temp	Atlantic	(27.5,27.75]	0.9687780	0.9628300	0.9745339
sal + temp	Atlantic	(27.75,27.85]	0.9703949	0.9647855	0.9732441
sal + temp	Atlantic	(27.85,27.95]	0.9622605	0.9512897	0.9719645
sal + temp	Atlantic	(27.95,28.05]	0.9507303	0.9392167	0.9701324
sal + temp	Atlantic	(28.05,28.1]	0.9740577	0.9716479	0.9781802
sal + temp	Atlantic	(28.1,28.15]	0.9683925	0.9672524	0.9695289
sal + temp	Atlantic	(28.15,28.2]	0.9652940	0.9561527	0.9709103
sal + temp	Atlantic	(28.2, Inf]	0.9224542	0.8922707	0.9489024
sal + temp	Indian	(-Inf,26]	0.2938474	-0.2709866	0.7232705
sal + temp	Indian	(26,26.5]	0.8562868	0.8213486	0.8866448
sal + temp	Indian	(26.5,26.75]	0.9032883	0.8825279	0.9238381
sal + temp	Indian	(26.75,27]	0.8938110	0.8764029	0.9102334
sal + temp	Indian	(27,27.25]	0.9108384	0.8844003	0.9268460
sal + temp	Indian	(27.25,27.5]	0.9233023	0.9102570	0.9419083
sal + temp	Indian	(27.5,27.75]	0.9040937	0.8801087	0.9171538
sal + temp	Indian	(27.75,27.85]	0.9632932	0.9538079	0.9703695
sal + temp	Indian	(27.85,27.95]	0.9630689	0.9522537	0.9746763
sal + temp	Indian	(27.95,28.05]	0.9240670	0.9029170	0.9437977
sal + temp	Indian	(28.05,28.1]	0.9517043	0.9311341	0.9709408
sal + temp	Indian	(28.1,28.2]	0.9016592	0.8866665	0.9108776
sal + temp	Indian	(28.2,28.3]	0.9213610	0.9056693	0.9425370
sal + temp	Indian	(28.3, Inf]	0.8967532	0.8520438	0.9379075
sal + temp	Pacific	(-Inf,26]	0.8169056	0.7340338	0.9083680
sal + temp	Pacific	(26,26.5]	0.9449640	0.9285035	0.9602930
sal + temp	Pacific	(26.5,26.75]	0.9784312	0.9737916	0.9827331
sal + temp	Pacific	(26.75,27]	0.9770387	0.9724725	0.9796532
sal + temp	Pacific	(27,27.25]	0.9722972	0.9634612	0.9768117
sal + temp	Pacific	(27.25,27.5]	0.8738168	0.8560241	0.8963179
sal + temp	Pacific	(27.5,27.75]	0.6069202	0.5325215	0.6667143
sal + temp	Pacific	(27.75,27.85]	0.8681073	0.8016230	0.9466300
sal + temp	Pacific	(27.85,27.95]	0.9147852	0.8677045	0.9388907
sal + temp	Pacific	(27.95,28.05]	0.9117811	0.8635878	0.9513987
sal + temp	Pacific	(28.05,28.1]	0.9424500	0.9239865	0.9524930
sal + temp	Pacific	(28.1,28.2]	0.7917112	0.6708166	0.8679520
sal + temp	Pacific	(28.2,28.3]	0.7507887	0.5505898	0.8758786
sal + temp	Pacific	(28.3, Inf]	0.7175678	0.5047907	0.8380470
silicate + phosphate	Atlantic	(-Inf,26]	-0.2771930	-0.4678968	0.0954383
silicate + phosphate	Atlantic	(26,26.5]	0.0639990	-0.0855200	0.2224006
silicate + phosphate	Atlantic	(26.5,26.75]	0.5357784	0.4543370	0.6234811
silicate + phosphate	Atlantic	(26.75,27]	0.8701522	0.8493651	0.8937272
silicate + phosphate	Atlantic	(27,27.25]	0.8914461	0.8854984	0.9008573
silicate + phosphate	Atlantic	(27.25,27.5]	0.9134848	0.9014867	0.9365004
silicate + phosphate	Atlantic	(27.5,27.75]	0.9174024	0.8998850	0.9376918
silicate + phosphate	Atlantic	(27.75,27.85]	0.9321384	0.9129848	0.9570941
silicate + phosphate	Atlantic	(27.85,27.95]	0.9370369	0.9100194	0.9544774
silicate + phosphate	Atlantic	(27.95,28.05]	0.9491928	0.9198999	0.9658648
silicate + phosphate	Atlantic	(28.05,28.1]	0.9755955	0.9652531	0.9810269
silicate + phosphate	Atlantic	(28.1,28.15]	0.9846417	0.9814192	0.9863583
silicate + phosphate	Atlantic	(28.15,28.2]	0.9715645	0.9667528	0.9784052
silicate + phosphate	Atlantic	(28.2, Inf]	0.8521227	0.8336710	0.8776455
silicate + phosphate	Indian	(-Inf,26]	0.8879465	0.8396229	0.9147903
silicate + phosphate	Indian	(26,26.5]	0.9239815	0.9065733	0.9339136
silicate + phosphate	Indian	(26.5,26.75]	0.9551866	0.9494039	0.9640826
silicate + phosphate	Indian	(26.75,27]	0.9722948	0.9680207	0.9762196
silicate + phosphate	Indian	(27,27.25]	0.9835752	0.9765389	0.9891616
silicate + phosphate	Indian	(27.25,27.5]	0.9849513	0.9826567	0.9861930
silicate + phosphate	Indian	(27.5,27.75]	0.9801988	0.9786161	0.9812723
silicate + phosphate	Indian	(27.75,27.85]	0.9900290	0.9868325	0.9918367
silicate + phosphate	Indian	(27.85,27.95]	0.9917923	0.9884521	0.9935332
silicate + phosphate	Indian	(27.95,28.05]	0.9902498	0.9879350	0.9921125
silicate + phosphate	Indian	(28.05,28.1]	0.9934962	0.9925362	0.9951849
silicate + phosphate	Indian	(28.1,28.2]	0.9781081	0.9721600	0.9848209
silicate + phosphate	Indian	(28.2,28.3]	0.9430880	0.9283989	0.9625484
silicate + phosphate	Indian	(28.3, Inf]	0.9544502	0.9484011	0.9584308
silicate + phosphate	Pacific	(-Inf,26]	0.8991137	0.8831158	0.9195073
silicate + phosphate	Pacific	(26,26.5]	0.8969057	0.8472967	0.9257930
silicate + phosphate	Pacific	(26.5,26.75]	0.8345385	0.7545322	0.8812115
silicate + phosphate	Pacific	(26.75,27]	0.8755378	0.8460574	0.8978121
silicate + phosphate	Pacific	(27,27.25]	0.9434532	0.9338131	0.9565080
silicate + phosphate	Pacific	(27.25,27.5]	0.9610887	0.9477094	0.9719319
silicate + phosphate	Pacific	(27.5,27.75]	0.9712665	0.9643363	0.9779291
silicate + phosphate	Pacific	(27.75,27.85]	0.9832472	0.9815366	0.9844608
silicate + phosphate	Pacific	(27.85,27.95]	0.9857825	0.9836273	0.9900452
silicate + phosphate	Pacific	(27.95,28.05]	0.9888667	0.9854213	0.9934942
silicate + phosphate	Pacific	(28.05,28.1]	0.9932652	0.9889885	0.9969332
silicate + phosphate	Pacific	(28.1,28.2]	0.9755675	0.9613980	0.9844987
silicate + phosphate	Pacific	(28.2,28.3]	0.8882875	0.8391181	0.9284626
silicate + phosphate	Pacific	(28.3, Inf]	0.9803301	0.9768967	0.9823404
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1753317	-0.3565686	0.5485860
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3272623	-0.4159299	-0.2526841
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0652571	-0.1728064	0.1066402
silicate + phosphate_star	Atlantic	(26.75,27]	0.2146600	0.0428416	0.3632956
silicate + phosphate_star	Atlantic	(27,27.25]	0.5777686	0.4746476	0.7329707
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6673938	0.5780256	0.7644804
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8690665	0.8605648	0.8828136
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9523964	0.9365775	0.9639208
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9664278	0.9550607	0.9726970
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9668870	0.9631079	0.9722285
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9756942	0.9743732	0.9768725
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9753713	0.9699834	0.9783588
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9435424	0.9371885	0.9514623
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8667164	0.8569340	0.8788328
silicate + phosphate_star	Indian	(-Inf,26]	0.9420129	0.9120203	0.9644338
silicate + phosphate_star	Indian	(26,26.5]	0.8586491	0.7919181	0.8952440
silicate + phosphate_star	Indian	(26.5,26.75]	0.7740655	0.6247458	0.8528761
silicate + phosphate_star	Indian	(26.75,27]	0.5727509	0.4128745	0.6702132
silicate + phosphate_star	Indian	(27,27.25]	0.4548762	0.3347199	0.5245242
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0501163	-0.0882819	-0.0090076
silicate + phosphate_star	Indian	(27.5,27.75]	-0.3503662	-0.4129999	-0.2474912
silicate + phosphate_star	Indian	(27.75,27.85]	-0.6987918	-0.7933732	-0.5534467
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6541660	-0.7138758	-0.5548940
silicate + phosphate_star	Indian	(27.95,28.05]	-0.5154128	-0.6103366	-0.4357599
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4571063	-0.6381231	-0.3344706
silicate + phosphate_star	Indian	(28.1,28.2]	-0.4304682	-0.5526768	-0.2987770
silicate + phosphate_star	Indian	(28.2,28.3]	-0.3456613	-0.5294281	-0.0125803
silicate + phosphate_star	Indian	(28.3, Inf]	-0.0716412	-0.1482186	0.0124296
silicate + phosphate_star	Pacific	(-Inf,26]	0.7879526	0.7587829	0.8173459
silicate + phosphate_star	Pacific	(26,26.5]	0.7961474	0.7693910	0.8166545
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7441647	0.6904909	0.8381727
silicate + phosphate_star	Pacific	(26.75,27]	0.7570601	0.7482938	0.7740392
silicate + phosphate_star	Pacific	(27,27.25]	0.8218382	0.8195454	0.8247697
silicate + phosphate_star	Pacific	(27.25,27.5]	0.6999313	0.6313613	0.7495892
silicate + phosphate_star	Pacific	(27.5,27.75]	0.2630620	0.1714485	0.3924179
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.3090039	-0.5514385	-0.0851089
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.4801652	-0.5970925	-0.3509502
silicate + phosphate_star	Pacific	(27.95,28.05]	-0.5019862	-0.7408055	-0.3805348
silicate + phosphate_star	Pacific	(28.05,28.1]	-0.3131676	-0.4587600	-0.1563431
silicate + phosphate_star	Pacific	(28.1,28.2]	-0.0243111	-0.1745116	0.2250929
silicate + phosphate_star	Pacific	(28.2,28.3]	0.0330738	-0.2063914	0.3746813
silicate + phosphate_star	Pacific	(28.3, Inf]	-0.7236001	-0.7660546	-0.6678942
temp + aou	Atlantic	(-Inf,26]	-0.3285854	-0.6851943	0.1407728
temp + aou	Atlantic	(26,26.5]	-0.3280975	-0.5608531	-0.0872725
temp + aou	Atlantic	(26.5,26.75]	0.2257143	-0.0649770	0.4277396
temp + aou	Atlantic	(26.75,27]	0.4262788	0.2465449	0.6071788
temp + aou	Atlantic	(27,27.25]	0.4635293	0.4292929	0.5298360
temp + aou	Atlantic	(27.25,27.5]	0.5179079	0.3768714	0.6350903
temp + aou	Atlantic	(27.5,27.75]	0.5121777	0.4610354	0.5959590
temp + aou	Atlantic	(27.75,27.85]	0.4057594	0.3769582	0.4605902
temp + aou	Atlantic	(27.85,27.95]	0.2302290	0.1366787	0.3200221
temp + aou	Atlantic	(27.95,28.05]	-0.1126186	-0.2271340	-0.0406871
temp + aou	Atlantic	(28.05,28.1]	-0.6572501	-0.6829987	-0.6138637
temp + aou	Atlantic	(28.1,28.15]	-0.7689024	-0.8468764	-0.6854938
temp + aou	Atlantic	(28.15,28.2]	-0.8144223	-0.8569776	-0.7620146
temp + aou	Atlantic	(28.2, Inf]	-0.7732119	-0.8080917	-0.7086676
temp + aou	Indian	(-Inf,26]	-0.5955538	-0.6723475	-0.4662230
temp + aou	Indian	(26,26.5]	-0.4861801	-0.6138714	-0.3967970
temp + aou	Indian	(26.5,26.75]	-0.4231374	-0.4622648	-0.3833513
temp + aou	Indian	(26.75,27]	-0.1462152	-0.1784632	-0.0832346
temp + aou	Indian	(27,27.25]	0.0904214	0.0477205	0.1242910
temp + aou	Indian	(27.25,27.5]	0.4783938	0.4647358	0.5041525
temp + aou	Indian	(27.5,27.75]	0.6628446	0.5644709	0.7128791
temp + aou	Indian	(27.75,27.85]	0.8966479	0.8480459	0.9227442
temp + aou	Indian	(27.85,27.95]	0.9129242	0.8859552	0.9331734
temp + aou	Indian	(27.95,28.05]	0.8846633	0.8426204	0.9261263
temp + aou	Indian	(28.05,28.1]	0.8918940	0.8459350	0.9389610
temp + aou	Indian	(28.1,28.2]	0.8841233	0.8638683	0.9186489
temp + aou	Indian	(28.2,28.3]	0.8890494	0.8520470	0.9312054
temp + aou	Indian	(28.3, Inf]	0.7511075	0.6620830	0.8456975
temp + aou	Pacific	(-Inf,26]	-0.3680935	-0.4091152	-0.2937037
temp + aou	Pacific	(26,26.5]	-0.3917700	-0.4948907	-0.2602869
temp + aou	Pacific	(26.5,26.75]	-0.1698689	-0.4068165	0.1475147
temp + aou	Pacific	(26.75,27]	-0.3356660	-0.4969554	-0.1343241
temp + aou	Pacific	(27,27.25]	-0.6003763	-0.6439659	-0.5248378
temp + aou	Pacific	(27.25,27.5]	-0.5472204	-0.6382583	-0.3820400
temp + aou	Pacific	(27.5,27.75]	-0.0806275	-0.1947985	0.0736571
temp + aou	Pacific	(27.75,27.85]	0.5347255	0.3841906	0.7144323
temp + aou	Pacific	(27.85,27.95]	0.7393482	0.6626399	0.7814401
temp + aou	Pacific	(27.95,28.05]	0.8378733	0.7722177	0.9119562
temp + aou	Pacific	(28.05,28.1]	0.8565107	0.8089274	0.9010631
temp + aou	Pacific	(28.1,28.2]	0.8658626	0.8214300	0.9048417
temp + aou	Pacific	(28.2,28.3]	0.8189341	0.7814930	0.8628894
temp + aou	Pacific	(28.3, Inf]	0.7530132	0.6794615	0.7965166
temp + nitrate	Atlantic	(-Inf,26]	-0.3919257	-0.9131852	0.6096252
temp + nitrate	Atlantic	(26,26.5]	-0.2824742	-0.4998839	0.0234737
temp + nitrate	Atlantic	(26.5,26.75]	0.1867010	-0.1667250	0.4322744
temp + nitrate	Atlantic	(26.75,27]	0.4421490	0.2200819	0.6079925
temp + nitrate	Atlantic	(27,27.25]	0.4153255	0.3176629	0.5301616
temp + nitrate	Atlantic	(27.25,27.5]	0.3647534	0.1909527	0.4549950
temp + nitrate	Atlantic	(27.5,27.75]	0.2659831	0.2140581	0.3641906
temp + nitrate	Atlantic	(27.75,27.85]	-0.2695936	-0.3098078	-0.2107034
temp + nitrate	Atlantic	(27.85,27.95]	-0.4408926	-0.5419463	-0.3776729
temp + nitrate	Atlantic	(27.95,28.05]	-0.5945937	-0.7285151	-0.4138724
temp + nitrate	Atlantic	(28.05,28.1]	-0.8506162	-0.8655894	-0.8251503
temp + nitrate	Atlantic	(28.1,28.15]	-0.8947429	-0.8964312	-0.8930220
temp + nitrate	Atlantic	(28.15,28.2]	-0.9076707	-0.9101857	-0.9029684
temp + nitrate	Atlantic	(28.2, Inf]	-0.8757411	-0.9480182	-0.8099520
temp + nitrate	Indian	(-Inf,26]	-0.6135012	-0.7004992	-0.4619753
temp + nitrate	Indian	(26,26.5]	-0.5500814	-0.7228238	-0.4419115
temp + nitrate	Indian	(26.5,26.75]	-0.5337949	-0.6324709	-0.4502780
temp + nitrate	Indian	(26.75,27]	-0.3187196	-0.3941724	-0.1855010
temp + nitrate	Indian	(27,27.25]	-0.1183611	-0.1841335	-0.0635364
temp + nitrate	Indian	(27.25,27.5]	0.2306807	0.1641403	0.2695279
temp + nitrate	Indian	(27.5,27.75]	0.4635780	0.3071028	0.5427803
temp + nitrate	Indian	(27.75,27.85]	0.8241602	0.7288141	0.8790493
temp + nitrate	Indian	(27.85,27.95]	0.8396142	0.7649287	0.8809242
temp + nitrate	Indian	(27.95,28.05]	0.8163328	0.7476633	0.8727738
temp + nitrate	Indian	(28.05,28.1]	0.8048600	0.7105623	0.8867022
temp + nitrate	Indian	(28.1,28.2]	0.7737992	0.7082689	0.8572355
temp + nitrate	Indian	(28.2,28.3]	0.8029975	0.7488562	0.8784491
temp + nitrate	Indian	(28.3, Inf]	0.6097000	0.5560859	0.7107541
temp + nitrate	Pacific	(-Inf,26]	-0.5960428	-0.6469987	-0.5515615
temp + nitrate	Pacific	(26,26.5]	-0.6100389	-0.6540402	-0.5252553
temp + nitrate	Pacific	(26.5,26.75]	-0.4705810	-0.6584081	-0.2677857
temp + nitrate	Pacific	(26.75,27]	-0.6389317	-0.7045367	-0.5599706
temp + nitrate	Pacific	(27,27.25]	-0.7589134	-0.7751075	-0.7292347
temp + nitrate	Pacific	(27.25,27.5]	-0.6785652	-0.7418110	-0.5688224
temp + nitrate	Pacific	(27.5,27.75]	-0.2078980	-0.3385907	-0.0482968
temp + nitrate	Pacific	(27.75,27.85]	0.4887242	0.3308444	0.6781217
temp + nitrate	Pacific	(27.85,27.95]	0.6995232	0.6152305	0.7448013
temp + nitrate	Pacific	(27.95,28.05]	0.8058961	0.7332074	0.8906743
temp + nitrate	Pacific	(28.05,28.1]	0.8248556	0.7785467	0.8776108
temp + nitrate	Pacific	(28.1,28.2]	0.8291295	0.7885769	0.8775320
temp + nitrate	Pacific	(28.2,28.3]	0.7821340	0.7558034	0.8088773
temp + nitrate	Pacific	(28.3, Inf]	0.8410192	0.8072084	0.8629632
temp + phosphate	Atlantic	(-Inf,26]	-0.3082170	-0.6828970	-0.0794935
temp + phosphate	Atlantic	(26,26.5]	-0.5555366	-0.7901001	-0.3245991
temp + phosphate	Atlantic	(26.5,26.75]	-0.0059733	-0.3892771	0.2489149
temp + phosphate	Atlantic	(26.75,27]	0.3098392	0.0557923	0.5299372
temp + phosphate	Atlantic	(27,27.25]	0.2844715	0.2340607	0.3503629
temp + phosphate	Atlantic	(27.25,27.5]	0.2355756	0.0866673	0.3262537
temp + phosphate	Atlantic	(27.5,27.75]	0.1830212	0.1263058	0.2759123
temp + phosphate	Atlantic	(27.75,27.85]	-0.3159881	-0.3579332	-0.2590040
temp + phosphate	Atlantic	(27.85,27.95]	-0.4756222	-0.5742053	-0.4178912
temp + phosphate	Atlantic	(27.95,28.05]	-0.6119006	-0.7422091	-0.4416331
temp + phosphate	Atlantic	(28.05,28.1]	-0.8581037	-0.8726562	-0.8359168
temp + phosphate	Atlantic	(28.1,28.15]	-0.9002557	-0.9019739	-0.8993964
temp + phosphate	Atlantic	(28.15,28.2]	-0.8970681	-0.9033990	-0.8904627
temp + phosphate	Atlantic	(28.2, Inf]	-0.8635633	-0.9304219	-0.8023626
temp + phosphate	Indian	(-Inf,26]	-0.6238216	-0.7134502	-0.5212995
temp + phosphate	Indian	(26,26.5]	-0.5761878	-0.7091439	-0.4739990
temp + phosphate	Indian	(26.5,26.75]	-0.5231742	-0.5865684	-0.4724751
temp + phosphate	Indian	(26.75,27]	-0.2870464	-0.3509353	-0.2059886
temp + phosphate	Indian	(27,27.25]	-0.0719789	-0.1205375	-0.0242009
temp + phosphate	Indian	(27.25,27.5]	0.2687588	0.1842539	0.3297677
temp + phosphate	Indian	(27.5,27.75]	0.4918643	0.3376273	0.5705251
temp + phosphate	Indian	(27.75,27.85]	0.8223450	0.7199122	0.8874325
temp + phosphate	Indian	(27.85,27.95]	0.8327289	0.7494755	0.8848117
temp + phosphate	Indian	(27.95,28.05]	0.8163327	0.7479597	0.8680195
temp + phosphate	Indian	(28.05,28.1]	0.8095066	0.7189874	0.8859974
temp + phosphate	Indian	(28.1,28.2]	0.7835592	0.7207964	0.8614396
temp + phosphate	Indian	(28.2,28.3]	0.8198851	0.7694218	0.8882466
temp + phosphate	Indian	(28.3, Inf]	0.6681904	0.6262224	0.7424211
temp + phosphate	Pacific	(-Inf,26]	-0.5855996	-0.6185347	-0.5426458
temp + phosphate	Pacific	(26,26.5]	-0.5761027	-0.6550759	-0.4358443
temp + phosphate	Pacific	(26.5,26.75]	-0.3556898	-0.5627679	-0.0503616
temp + phosphate	Pacific	(26.75,27]	-0.5090679	-0.6238972	-0.3417401
temp + phosphate	Pacific	(27,27.25]	-0.6774948	-0.7110421	-0.6114031
temp + phosphate	Pacific	(27.25,27.5]	-0.6085980	-0.6948168	-0.4448114
temp + phosphate	Pacific	(27.5,27.75]	-0.1498414	-0.2688460	0.0142010
temp + phosphate	Pacific	(27.75,27.85]	0.4993209	0.3482931	0.6798097
temp + phosphate	Pacific	(27.85,27.95]	0.6992363	0.6176265	0.7438162
temp + phosphate	Pacific	(27.95,28.05]	0.8066276	0.7359350	0.8905724
temp + phosphate	Pacific	(28.05,28.1]	0.8270950	0.7829898	0.8788798
temp + phosphate	Pacific	(28.1,28.2]	0.8358182	0.7987364	0.8824980
temp + phosphate	Pacific	(28.2,28.3]	0.8131375	0.7880908	0.8330053
temp + phosphate	Pacific	(28.3, Inf]	0.8663110	0.8367536	0.8889346
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6886255	-0.9750665	-0.2611051
temp + phosphate_star	Atlantic	(26,26.5]	-0.8379574	-0.8712133	-0.8067519
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7841882	-0.8734817	-0.7158083
temp + phosphate_star	Atlantic	(26.75,27]	-0.6615158	-0.7287074	-0.5403448
temp + phosphate_star	Atlantic	(27,27.25]	-0.6066523	-0.6475388	-0.5657699
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6122282	-0.6422894	-0.5606658
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4153994	-0.4394054	-0.3782326
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6796844	-0.7478602	-0.6455147
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7549600	-0.8439780	-0.6867905
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8016796	-0.9061849	-0.6821205
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9350992	-0.9528230	-0.9156163
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9528408	-0.9595063	-0.9411286
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9478784	-0.9509897	-0.9432204
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8925092	-0.9448992	-0.8407336
temp + phosphate_star	Indian	(-Inf,26]	-0.7372094	-0.8341807	-0.6338215
temp + phosphate_star	Indian	(26,26.5]	-0.8189689	-0.9119531	-0.7283608
temp + phosphate_star	Indian	(26.5,26.75]	-0.8499920	-0.9304406	-0.8013295
temp + phosphate_star	Indian	(26.75,27]	-0.8665472	-0.9297181	-0.8311780
temp + phosphate_star	Indian	(27,27.25]	-0.8906680	-0.9207319	-0.8482265
temp + phosphate_star	Indian	(27.25,27.5]	-0.9563575	-0.9777172	-0.9374048
temp + phosphate_star	Indian	(27.5,27.75]	-0.9805296	-0.9845851	-0.9742912
temp + phosphate_star	Indian	(27.75,27.85]	-0.9753125	-0.9785069	-0.9707895
temp + phosphate_star	Indian	(27.85,27.95]	-0.9530475	-0.9546466	-0.9510095
temp + phosphate_star	Indian	(27.95,28.05]	-0.8762710	-0.8861718	-0.8657602
temp + phosphate_star	Indian	(28.05,28.1]	-0.8260097	-0.8709949	-0.7817382
temp + phosphate_star	Indian	(28.1,28.2]	-0.7942986	-0.8300837	-0.7425231
temp + phosphate_star	Indian	(28.2,28.3]	-0.6645815	-0.7724257	-0.5000153
temp + phosphate_star	Indian	(28.3, Inf]	-0.6662330	-0.7282532	-0.5841774
temp + phosphate_star	Pacific	(-Inf,26]	-0.9235326	-0.9273856	-0.9193666
temp + phosphate_star	Pacific	(26,26.5]	-0.9501143	-0.9688242	-0.9313326
temp + phosphate_star	Pacific	(26.5,26.75]	-0.9476901	-0.9582315	-0.9271308
temp + phosphate_star	Pacific	(26.75,27]	-0.9566922	-0.9632495	-0.9483114
temp + phosphate_star	Pacific	(27,27.25]	-0.9484546	-0.9552663	-0.9431974
temp + phosphate_star	Pacific	(27.25,27.5]	-0.8989625	-0.9187680	-0.8706587
temp + phosphate_star	Pacific	(27.5,27.75]	-0.8906926	-0.9119750	-0.8753263
temp + phosphate_star	Pacific	(27.75,27.85]	-0.8922675	-0.9381851	-0.8652942
temp + phosphate_star	Pacific	(27.85,27.95]	-0.9180209	-0.9619598	-0.8909324
temp + phosphate_star	Pacific	(27.95,28.05]	-0.8652580	-0.9386433	-0.8148100
temp + phosphate_star	Pacific	(28.05,28.1]	-0.7064525	-0.7559763	-0.6132157
temp + phosphate_star	Pacific	(28.1,28.2]	-0.4747407	-0.6193529	-0.2868017
temp + phosphate_star	Pacific	(28.2,28.3]	-0.2798865	-0.5045248	0.0134324
temp + phosphate_star	Pacific	(28.3, Inf]	-0.5290471	-0.6206729	-0.4249816
temp + silicate	Atlantic	(-Inf,26]	-0.5866967	-0.7155865	-0.4457696
temp + silicate	Atlantic	(26,26.5]	0.0851841	0.0260510	0.1362261
temp + silicate	Atlantic	(26.5,26.75]	0.1956176	0.0150962	0.4193906
temp + silicate	Atlantic	(26.75,27]	0.3226879	0.0609823	0.4935410
temp + silicate	Atlantic	(27,27.25]	0.1717145	0.0065723	0.3212965
temp + silicate	Atlantic	(27.25,27.5]	0.1193427	-0.0405657	0.2052848
temp + silicate	Atlantic	(27.5,27.75]	-0.0062313	-0.0491130	0.0444276
temp + silicate	Atlantic	(27.75,27.85]	-0.5433519	-0.5842612	-0.5136987
temp + silicate	Atlantic	(27.85,27.95]	-0.6922741	-0.7432480	-0.6365242
temp + silicate	Atlantic	(27.95,28.05]	-0.7688275	-0.8398781	-0.7031754
temp + silicate	Atlantic	(28.05,28.1]	-0.9055970	-0.9109492	-0.8964970
temp + silicate	Atlantic	(28.1,28.15]	-0.9151701	-0.9210364	-0.9095024
temp + silicate	Atlantic	(28.15,28.2]	-0.8232142	-0.8413989	-0.8046375
temp + silicate	Atlantic	(28.2, Inf]	-0.6689545	-0.6977959	-0.6379016
temp + silicate	Indian	(-Inf,26]	-0.5989410	-0.6603494	-0.5156698
temp + silicate	Indian	(26,26.5]	-0.6227610	-0.6542559	-0.5598364
temp + silicate	Indian	(26.5,26.75]	-0.5476878	-0.5914416	-0.4931446
temp + silicate	Indian	(26.75,27]	-0.2950777	-0.3542063	-0.2513702
temp + silicate	Indian	(27,27.25]	-0.1412465	-0.2157066	-0.0860345
temp + silicate	Indian	(27.25,27.5]	0.2199968	0.1887774	0.2508985
temp + silicate	Indian	(27.5,27.75]	0.4279435	0.2968232	0.5077098
temp + silicate	Indian	(27.75,27.85]	0.8041618	0.7011873	0.8714483
temp + silicate	Indian	(27.85,27.95]	0.8140291	0.7379933	0.8580413
temp + silicate	Indian	(27.95,28.05]	0.8031953	0.7411110	0.8542726
temp + silicate	Indian	(28.05,28.1]	0.8417120	0.7662462	0.9063474
temp + silicate	Indian	(28.1,28.2]	0.8145269	0.7681888	0.8731378
temp + silicate	Indian	(28.2,28.3]	0.8641421	0.8264137	0.9172958
temp + silicate	Indian	(28.3, Inf]	0.6041353	0.5519033	0.6746070
temp + silicate	Pacific	(-Inf,26]	-0.7259344	-0.7508750	-0.6922976
temp + silicate	Pacific	(26,26.5]	-0.6971770	-0.7247121	-0.6773708
temp + silicate	Pacific	(26.5,26.75]	-0.6265033	-0.7435417	-0.5376378
temp + silicate	Pacific	(26.75,27]	-0.6799126	-0.7148016	-0.6414472
temp + silicate	Pacific	(27,27.25]	-0.7716340	-0.7815442	-0.7598642
temp + silicate	Pacific	(27.25,27.5]	-0.7439394	-0.8013679	-0.6474528
temp + silicate	Pacific	(27.5,27.75]	-0.2957392	-0.4188781	-0.1489582
temp + silicate	Pacific	(27.75,27.85]	0.4227092	0.2623902	0.6088167
temp + silicate	Pacific	(27.85,27.95]	0.6591971	0.5682919	0.7107927
temp + silicate	Pacific	(27.95,28.05]	0.7831923	0.7046259	0.8761091
temp + silicate	Pacific	(28.05,28.1]	0.8204922	0.7686874	0.8774400
temp + silicate	Pacific	(28.1,28.2]	0.7852198	0.7020620	0.8539859
temp + silicate	Pacific	(28.2,28.3]	0.8373439	0.7775150	0.8807896
temp + silicate	Pacific	(28.3, Inf]	0.8744569	0.8528541	0.8975343

rm(cor_predictors, cor_predictors_stats)

2.2.3 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
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.1892332	-0.1950518	0.5460197
aou	Atlantic	(26,26.5]	0.1360350	-0.0185736	0.2651377
aou	Atlantic	(26.5,26.75]	-0.3141060	-0.3327798	-0.2890340
aou	Atlantic	(26.75,27]	-0.3702679	-0.4047820	-0.3294754
aou	Atlantic	(27,27.25]	-0.5167297	-0.5801000	-0.4053103
aou	Atlantic	(27.25,27.5]	-0.6680965	-0.7164727	-0.5922652
aou	Atlantic	(27.5,27.75]	-0.5495206	-0.5995694	-0.5198025
aou	Atlantic	(27.75,27.85]	-0.4524298	-0.4889254	-0.4039253
aou	Atlantic	(27.85,27.95]	-0.6064607	-0.7322640	-0.4721244
aou	Atlantic	(27.95,28.05]	-0.7657993	-0.8095784	-0.6856114
aou	Atlantic	(28.05,28.1]	-0.9340994	-0.9519766	-0.9237166
aou	Atlantic	(28.1,28.15]	-0.9460102	-0.9697183	-0.9060625
aou	Atlantic	(28.15,28.2]	-0.9567053	-0.9724164	-0.9349481
aou	Atlantic	(28.2, Inf]	-0.8050185	-0.8688152	-0.7587872
aou	Indian	(-Inf,26]	-0.2293546	-0.5989946	0.1301102
aou	Indian	(26,26.5]	-0.7222438	-0.7459719	-0.6856276
aou	Indian	(26.5,26.75]	-0.8856430	-0.9063782	-0.8450818
aou	Indian	(26.75,27]	-0.9239102	-0.9481817	-0.9041641
aou	Indian	(27,27.25]	-0.8758502	-0.9503907	-0.8306104
aou	Indian	(27.25,27.5]	-0.6947017	-0.8658627	-0.5759386
aou	Indian	(27.5,27.75]	-0.2839908	-0.6514514	0.2616336
aou	Indian	(27.75,27.85]	-0.1577109	-0.7160711	0.6701781
aou	Indian	(27.85,27.95]	-0.3357727	-0.7248032	0.3379584
aou	Indian	(27.95,28.05]	-0.5419459	-0.7733278	-0.2081514
aou	Indian	(28.05,28.1]	-0.7581880	-0.8798136	-0.6440874
aou	Indian	(28.1,28.2]	-0.8672699	-0.9365731	-0.8159205
aou	Indian	(28.2,28.3]	-0.8753991	-0.9560794	-0.8226480
aou	Indian	(28.3, Inf]	0.4448017	0.2920060	0.6198357
aou	Pacific	(-Inf,26]	0.2290604	0.0472692	0.4252712
aou	Pacific	(26,26.5]	-0.3493410	-0.4597320	-0.1912014
aou	Pacific	(26.5,26.75]	-0.5288467	-0.6138043	-0.4588931
aou	Pacific	(26.75,27]	-0.6772278	-0.7398680	-0.6148569
aou	Pacific	(27,27.25]	-0.4968360	-0.7139388	-0.2990492
aou	Pacific	(27.25,27.5]	-0.3201321	-0.4959454	-0.1833511
aou	Pacific	(27.5,27.75]	0.1554690	0.0077984	0.3568895
aou	Pacific	(27.75,27.85]	0.5296253	0.4321157	0.6389684
aou	Pacific	(27.85,27.95]	0.5003137	0.1246512	0.7400394
aou	Pacific	(27.95,28.05]	0.4549274	-0.0616854	0.7672145
aou	Pacific	(28.05,28.1]	0.5935894	0.2927581	0.7478301
aou	Pacific	(28.1,28.2]	0.6543184	0.5235341	0.7566942
aou	Pacific	(28.2,28.3]	0.6948618	0.5516851	0.8159436
aou	Pacific	(28.3, Inf]	0.1107795	-0.2727303	0.6241848
nitrate	Atlantic	(-Inf,26]	-0.1401512	-0.6676609	0.3066229
nitrate	Atlantic	(26,26.5]	-0.1806111	-0.3397954	-0.0144146
nitrate	Atlantic	(26.5,26.75]	-0.4539272	-0.4623513	-0.4470898
nitrate	Atlantic	(26.75,27]	-0.4970471	-0.5328913	-0.4761004
nitrate	Atlantic	(27,27.25]	-0.6894215	-0.7560511	-0.6057167
nitrate	Atlantic	(27.25,27.5]	-0.8683356	-0.9093258	-0.8218840
nitrate	Atlantic	(27.5,27.75]	-0.9042787	-0.9191665	-0.8786066
nitrate	Atlantic	(27.75,27.85]	-0.9552359	-0.9657239	-0.9443134
nitrate	Atlantic	(27.85,27.95]	-0.9757683	-0.9797350	-0.9716594
nitrate	Atlantic	(27.95,28.05]	-0.9502763	-0.9596875	-0.9425521
nitrate	Atlantic	(28.05,28.1]	-0.9921582	-0.9940058	-0.9902597
nitrate	Atlantic	(28.1,28.15]	-0.9912804	-0.9921298	-0.9903625
nitrate	Atlantic	(28.15,28.2]	-0.9915499	-0.9926886	-0.9905123
nitrate	Atlantic	(28.2, Inf]	-0.9668833	-0.9804472	-0.9575739
nitrate	Indian	(-Inf,26]	-0.1795122	-0.5463198	0.1156541
nitrate	Indian	(26,26.5]	-0.5678015	-0.6322770	-0.4577136
nitrate	Indian	(26.5,26.75]	-0.8015165	-0.8671945	-0.7422169
nitrate	Indian	(26.75,27]	-0.8977573	-0.9434951	-0.8425662
nitrate	Indian	(27,27.25]	-0.9301750	-0.9572559	-0.9034494
nitrate	Indian	(27.25,27.5]	-0.8316703	-0.9451801	-0.7122514
nitrate	Indian	(27.5,27.75]	-0.4506579	-0.7656452	0.0572414
nitrate	Indian	(27.75,27.85]	-0.1334169	-0.6846816	0.6223385
nitrate	Indian	(27.85,27.95]	-0.2884165	-0.6633454	0.3076694
nitrate	Indian	(27.95,28.05]	-0.5112808	-0.7163461	-0.2246440
nitrate	Indian	(28.05,28.1]	-0.7273604	-0.8304757	-0.6461795
nitrate	Indian	(28.1,28.2]	-0.8699819	-0.8998969	-0.8506057
nitrate	Indian	(28.2,28.3]	-0.9313422	-0.9417611	-0.9236542
nitrate	Indian	(28.3, Inf]	-0.1184032	-0.2536632	0.0734265
nitrate	Pacific	(-Inf,26]	0.2651722	0.1293768	0.4248568
nitrate	Pacific	(26,26.5]	-0.4015476	-0.5335425	-0.2737859
nitrate	Pacific	(26.5,26.75]	-0.4450939	-0.6198735	-0.3284234
nitrate	Pacific	(26.75,27]	-0.3970564	-0.6003458	-0.2071243
nitrate	Pacific	(27,27.25]	-0.2779998	-0.5243480	-0.0437230
nitrate	Pacific	(27.25,27.5]	-0.2057815	-0.3789982	-0.0454504
nitrate	Pacific	(27.5,27.75]	0.1905546	0.0576951	0.3822535
nitrate	Pacific	(27.75,27.85]	0.5471837	0.4477025	0.6553069
nitrate	Pacific	(27.85,27.95]	0.5212749	0.1650386	0.7461415
nitrate	Pacific	(27.95,28.05]	0.4697028	-0.0285528	0.7660776
nitrate	Pacific	(28.05,28.1]	0.6038062	0.3149106	0.7499856
nitrate	Pacific	(28.1,28.2]	0.6676508	0.5432134	0.7490018
nitrate	Pacific	(28.2,28.3]	0.7221465	0.6334490	0.8012080
nitrate	Pacific	(28.3, Inf]	0.1435294	-0.1787517	0.6066862
phosphate	Atlantic	(-Inf,26]	0.3567055	0.1828697	0.5301524
phosphate	Atlantic	(26,26.5]	0.1758803	0.0726878	0.2649798
phosphate	Atlantic	(26.5,26.75]	-0.4069558	-0.4435894	-0.3832090
phosphate	Atlantic	(26.75,27]	-0.4660168	-0.5347133	-0.3952244
phosphate	Atlantic	(27,27.25]	-0.6820484	-0.7022644	-0.6502507
phosphate	Atlantic	(27.25,27.5]	-0.8544391	-0.8805263	-0.8274565
phosphate	Atlantic	(27.5,27.75]	-0.9077638	-0.9198374	-0.8937650
phosphate	Atlantic	(27.75,27.85]	-0.9640790	-0.9694467	-0.9569293
phosphate	Atlantic	(27.85,27.95]	-0.9786950	-0.9827491	-0.9749631
phosphate	Atlantic	(27.95,28.05]	-0.9543967	-0.9626258	-0.9465257
phosphate	Atlantic	(28.05,28.1]	-0.9916903	-0.9933123	-0.9902331
phosphate	Atlantic	(28.1,28.15]	-0.9910049	-0.9915528	-0.9900334
phosphate	Atlantic	(28.15,28.2]	-0.9911667	-0.9926093	-0.9899373
phosphate	Atlantic	(28.2, Inf]	-0.9783636	-0.9792069	-0.9771312
phosphate	Indian	(-Inf,26]	-0.3159198	-0.6539578	-0.0166266
phosphate	Indian	(26,26.5]	-0.7997926	-0.8226380	-0.7688850
phosphate	Indian	(26.5,26.75]	-0.9333906	-0.9500458	-0.9020388
phosphate	Indian	(26.75,27]	-0.9676867	-0.9806219	-0.9518464
phosphate	Indian	(27,27.25]	-0.9361536	-0.9779684	-0.9079502
phosphate	Indian	(27.25,27.5]	-0.8180519	-0.9324456	-0.7130972
phosphate	Indian	(27.5,27.75]	-0.4007194	-0.7269236	0.1170486
phosphate	Indian	(27.75,27.85]	-0.0937167	-0.6598637	0.6861461
phosphate	Indian	(27.85,27.95]	-0.2548421	-0.6411829	0.3526346
phosphate	Indian	(27.95,28.05]	-0.4850931	-0.6979099	-0.1800520
phosphate	Indian	(28.05,28.1]	-0.7138340	-0.8207939	-0.6237892
phosphate	Indian	(28.1,28.2]	-0.8647785	-0.8964824	-0.8363788
phosphate	Indian	(28.2,28.3]	-0.9261478	-0.9391715	-0.9032280
phosphate	Indian	(28.3, Inf]	-0.2362648	-0.4104423	-0.0165996
phosphate	Pacific	(-Inf,26]	0.2971507	0.1759835	0.4623607
phosphate	Pacific	(26,26.5]	-0.3562246	-0.4997154	-0.2210652
phosphate	Pacific	(26.5,26.75]	-0.5400794	-0.6390952	-0.4787914
phosphate	Pacific	(26.75,27]	-0.6136684	-0.7136992	-0.5186420
phosphate	Pacific	(27,27.25]	-0.4776351	-0.7034795	-0.2696279
phosphate	Pacific	(27.25,27.5]	-0.3530148	-0.5297862	-0.2179859
phosphate	Pacific	(27.5,27.75]	0.1421869	-0.0109739	0.3376818
phosphate	Pacific	(27.75,27.85]	0.5454137	0.4467608	0.6525472
phosphate	Pacific	(27.85,27.95]	0.5270637	0.1746631	0.7477728
phosphate	Pacific	(27.95,28.05]	0.4742874	-0.0237704	0.7704060
phosphate	Pacific	(28.05,28.1]	0.6070557	0.3165618	0.7545920
phosphate	Pacific	(28.1,28.2]	0.6698498	0.5403078	0.7524706
phosphate	Pacific	(28.2,28.3]	0.7254866	0.6368433	0.8164271
phosphate	Pacific	(28.3, Inf]	0.0875643	-0.2136392	0.5468482
phosphate_star	Atlantic	(-Inf,26]	0.4923764	0.0958506	0.9432183
phosphate_star	Atlantic	(26,26.5]	0.2539058	0.1525773	0.4089864
phosphate_star	Atlantic	(26.5,26.75]	-0.0380552	-0.4255840	0.2618507
phosphate_star	Atlantic	(26.75,27]	-0.0566657	-0.2231613	0.2583235
phosphate_star	Atlantic	(27,27.25]	-0.3422645	-0.6969755	-0.1262203
phosphate_star	Atlantic	(27.25,27.5]	-0.4075608	-0.6065359	-0.2643624
phosphate_star	Atlantic	(27.5,27.75]	-0.7130819	-0.7973404	-0.6629801
phosphate_star	Atlantic	(27.75,27.85]	-0.9106676	-0.9301611	-0.8963994
phosphate_star	Atlantic	(27.85,27.95]	-0.9169601	-0.9393884	-0.9054111
phosphate_star	Atlantic	(27.95,28.05]	-0.8951417	-0.9020775	-0.8900641
phosphate_star	Atlantic	(28.05,28.1]	-0.9649165	-0.9719143	-0.9553009
phosphate_star	Atlantic	(28.1,28.15]	-0.9684356	-0.9793259	-0.9606927
phosphate_star	Atlantic	(28.15,28.2]	-0.9801734	-0.9853445	-0.9759121
phosphate_star	Atlantic	(28.2, Inf]	-0.9793621	-0.9852506	-0.9717525
phosphate_star	Indian	(-Inf,26]	-0.3908172	-0.6049546	-0.2684892
phosphate_star	Indian	(26,26.5]	-0.8232564	-0.8599854	-0.8012759
phosphate_star	Indian	(26.5,26.75]	-0.8472137	-0.8830610	-0.7779800
phosphate_star	Indian	(26.75,27]	-0.7063428	-0.7758590	-0.6448750
phosphate_star	Indian	(27,27.25]	-0.6173501	-0.7276893	-0.5578236
phosphate_star	Indian	(27.25,27.5]	-0.3746160	-0.5712299	-0.1692284
phosphate_star	Indian	(27.5,27.75]	-0.3413202	-0.7774652	0.0415900
phosphate_star	Indian	(27.75,27.85]	0.3092406	-0.4864985	0.7769196
phosphate_star	Indian	(27.85,27.95]	0.4776588	-0.1688031	0.8277583
phosphate_star	Indian	(27.95,28.05]	0.5864947	0.3250729	0.8164670
phosphate_star	Indian	(28.05,28.1]	0.5888574	0.4202701	0.8349831
phosphate_star	Indian	(28.1,28.2]	0.4771574	0.2217364	0.7317109
phosphate_star	Indian	(28.2,28.3]	0.2045347	-0.2807703	0.5771293
phosphate_star	Indian	(28.3, Inf]	-0.8331340	-0.9310140	-0.7475105
phosphate_star	Pacific	(-Inf,26]	0.4717153	0.3985489	0.5085928
phosphate_star	Pacific	(26,26.5]	-0.1520440	-0.3310572	-0.0136288
phosphate_star	Pacific	(26.5,26.75]	-0.2026311	-0.3300676	-0.0802799
phosphate_star	Pacific	(26.75,27]	-0.0699796	-0.3338291	0.2055310
phosphate_star	Pacific	(27,27.25]	-0.1043636	-0.3802373	0.1672900
phosphate_star	Pacific	(27.25,27.5]	-0.2390515	-0.4083025	-0.1073339
phosphate_star	Pacific	(27.5,27.75]	0.0276332	-0.0338872	0.1118376
phosphate_star	Pacific	(27.75,27.85]	0.1717806	-0.1235898	0.3761154
phosphate_star	Pacific	(27.85,27.95]	0.1427771	-0.1602650	0.4652904
phosphate_star	Pacific	(27.95,28.05]	0.1190484	-0.1734190	0.4804069
phosphate_star	Pacific	(28.05,28.1]	0.0921399	-0.0503929	0.2674520
phosphate_star	Pacific	(28.1,28.2]	0.2123417	0.1600715	0.2625754
phosphate_star	Pacific	(28.2,28.3]	0.1963963	0.0910739	0.3192830
phosphate_star	Pacific	(28.3, Inf]	-0.1281270	-0.6443567	0.3088089
sal	Atlantic	(-Inf,26]	0.0022302	-0.8210126	0.8040543
sal	Atlantic	(26,26.5]	-0.1728797	-0.4448911	0.0131991
sal	Atlantic	(26.5,26.75]	-0.4352755	-0.7720068	0.1199578
sal	Atlantic	(26.75,27]	-0.6525848	-0.8369362	-0.4626131
sal	Atlantic	(27,27.25]	-0.4789666	-0.6872851	-0.1803258
sal	Atlantic	(27.25,27.5]	-0.4156453	-0.5389916	-0.1734400
sal	Atlantic	(27.5,27.75]	-0.3323170	-0.4301307	-0.1862624
sal	Atlantic	(27.75,27.85]	0.2445557	0.1608757	0.3167130
sal	Atlantic	(27.85,27.95]	0.3999344	0.2632669	0.5166751
sal	Atlantic	(27.95,28.05]	0.4739413	0.3044537	0.6482737
sal	Atlantic	(28.05,28.1]	0.8717613	0.8539104	0.8883473
sal	Atlantic	(28.1,28.15]	0.9181613	0.9120552	0.9243559
sal	Atlantic	(28.15,28.2]	0.9104554	0.9029937	0.9164317
sal	Atlantic	(28.2, Inf]	0.8435351	0.8043726	0.8837473
sal	Indian	(-Inf,26]	0.5891338	0.1655140	0.9224049
sal	Indian	(26,26.5]	0.5530291	0.3035464	0.8029820
sal	Indian	(26.5,26.75]	0.6299217	0.5554265	0.7233606
sal	Indian	(26.75,27]	0.4692693	0.3695808	0.5988723
sal	Indian	(27,27.25]	0.2914173	0.1407045	0.4136122
sal	Indian	(27.25,27.5]	-0.0582748	-0.2937203	0.0609977
sal	Indian	(27.5,27.75]	-0.0044707	-0.4104918	0.5310140
sal	Indian	(27.75,27.85]	-0.2284597	-0.7700708	0.6240371
sal	Indian	(27.85,27.95]	-0.3722286	-0.7823505	0.3461783
sal	Indian	(27.95,28.05]	-0.5277569	-0.7788823	-0.1830352
sal	Indian	(28.05,28.1]	-0.7240464	-0.8856488	-0.6005221
sal	Indian	(28.1,28.2]	-0.7924226	-0.9292440	-0.6854666
sal	Indian	(28.2,28.3]	-0.7338806	-0.9248031	-0.5741642
sal	Indian	(28.3, Inf]	0.2258335	-0.0060684	0.4585381
sal	Pacific	(-Inf,26]	-0.3189872	-0.4765875	-0.2081673
sal	Pacific	(26,26.5]	0.0322276	-0.1043176	0.2193581
sal	Pacific	(26.5,26.75]	0.0042151	-0.2020644	0.1951442
sal	Pacific	(26.75,27]	-0.1402307	-0.4628399	0.1512341
sal	Pacific	(27,27.25]	-0.1694612	-0.4684078	0.1184516
sal	Pacific	(27.25,27.5]	-0.3144624	-0.5567367	-0.0825159
sal	Pacific	(27.5,27.75]	-0.7257003	-0.7854002	-0.6755069
sal	Pacific	(27.75,27.85]	-0.2350170	-0.5036325	0.1117746
sal	Pacific	(27.85,27.95]	0.0156481	-0.3910875	0.3710197
sal	Pacific	(27.95,28.05]	0.1583153	-0.3399889	0.5398707
sal	Pacific	(28.05,28.1]	0.3911647	0.0626013	0.5972690
sal	Pacific	(28.1,28.2]	0.5590545	0.4007512	0.6401516
sal	Pacific	(28.2,28.3]	0.4806340	0.4104034	0.5313841
sal	Pacific	(28.3, Inf]	0.3015469	-0.1595328	0.5718882
silicate	Atlantic	(-Inf,26]	-0.2216326	-0.8395085	0.2774079
silicate	Atlantic	(26,26.5]	-0.4737826	-0.5429928	-0.4031018
silicate	Atlantic	(26.5,26.75]	-0.4274076	-0.5349440	-0.3122949
silicate	Atlantic	(26.75,27]	-0.6461794	-0.7038353	-0.5976184
silicate	Atlantic	(27,27.25]	-0.8422383	-0.8537376	-0.8363537
silicate	Atlantic	(27.25,27.5]	-0.8999109	-0.9217601	-0.8875623
silicate	Atlantic	(27.5,27.75]	-0.9037802	-0.9312811	-0.8847229
silicate	Atlantic	(27.75,27.85]	-0.9397028	-0.9451469	-0.9340753
silicate	Atlantic	(27.85,27.95]	-0.9199992	-0.9332176	-0.9001663
silicate	Atlantic	(27.95,28.05]	-0.8780693	-0.9032548	-0.8568395
silicate	Atlantic	(28.05,28.1]	-0.9524614	-0.9587987	-0.9412146
silicate	Atlantic	(28.1,28.15]	-0.9653547	-0.9696409	-0.9581419
silicate	Atlantic	(28.15,28.2]	-0.9553454	-0.9634876	-0.9493757
silicate	Atlantic	(28.2, Inf]	-0.8664858	-0.8861716	-0.8321558
silicate	Indian	(-Inf,26]	-0.5294400	-0.7146975	-0.4115107
silicate	Indian	(26,26.5]	-0.8838630	-0.9133545	-0.8589324
silicate	Indian	(26.5,26.75]	-0.9565890	-0.9678396	-0.9463776
silicate	Indian	(26.75,27]	-0.9603864	-0.9781015	-0.9395322
silicate	Indian	(27,27.25]	-0.9393264	-0.9774630	-0.9191566
silicate	Indian	(27.25,27.5]	-0.8323369	-0.9453132	-0.7409984
silicate	Indian	(27.5,27.75]	-0.4829597	-0.8070861	0.0194104
silicate	Indian	(27.75,27.85]	-0.1664737	-0.7161119	0.5858407
silicate	Indian	(27.85,27.95]	-0.2946833	-0.6673831	0.2808273
silicate	Indian	(27.95,28.05]	-0.5059722	-0.7128186	-0.2174310
silicate	Indian	(28.05,28.1]	-0.7310816	-0.8387995	-0.6410493
silicate	Indian	(28.1,28.2]	-0.8549858	-0.9110127	-0.8062443
silicate	Indian	(28.2,28.3]	-0.8659699	-0.9376260	-0.8033445
silicate	Indian	(28.3, Inf]	-0.4321693	-0.6336942	-0.1999411
silicate	Pacific	(-Inf,26]	0.2637487	0.1801900	0.4247829
silicate	Pacific	(26,26.5]	-0.4965953	-0.6174224	-0.4076560
silicate	Pacific	(26.5,26.75]	-0.5871828	-0.7456284	-0.4740085
silicate	Pacific	(26.75,27]	-0.4534161	-0.6665423	-0.2167586
silicate	Pacific	(27,27.25]	-0.3159002	-0.5742732	-0.0347888
silicate	Pacific	(27.25,27.5]	-0.1777527	-0.3784949	0.0160368
silicate	Pacific	(27.5,27.75]	0.2609233	0.0924810	0.4871802
silicate	Pacific	(27.75,27.85]	0.6065607	0.4955573	0.7315175
silicate	Pacific	(27.85,27.95]	0.5635350	0.1924824	0.8006585
silicate	Pacific	(27.95,28.05]	0.4956830	-0.0161647	0.8091932
silicate	Pacific	(28.05,28.1]	0.6324545	0.3303062	0.7852951
silicate	Pacific	(28.1,28.2]	0.7246745	0.5784937	0.8282232
silicate	Pacific	(28.2,28.3]	0.7521883	0.6526473	0.8936161
silicate	Pacific	(28.3, Inf]	-0.0258761	-0.2878366	0.4176319
temp	Atlantic	(-Inf,26]	-0.4108217	-0.9556789	0.1344336
temp	Atlantic	(26,26.5]	-0.3409118	-0.5516313	-0.2017316
temp	Atlantic	(26.5,26.75]	-0.4367222	-0.7599507	0.1050125
temp	Atlantic	(26.75,27]	-0.6297733	-0.8229321	-0.4280048
temp	Atlantic	(27,27.25]	-0.4790405	-0.6939732	-0.1588360
temp	Atlantic	(27.25,27.5]	-0.4476373	-0.5627589	-0.2230268
temp	Atlantic	(27.5,27.75]	-0.3220818	-0.4076376	-0.1962379
temp	Atlantic	(27.75,27.85]	0.3273195	0.2706873	0.3870891
temp	Atlantic	(27.85,27.95]	0.4497718	0.3384945	0.5482564
temp	Atlantic	(27.95,28.05]	0.4875282	0.3330185	0.6378098
temp	Atlantic	(28.05,28.1]	0.8150893	0.7983325	0.8248091
temp	Atlantic	(28.1,28.15]	0.8579164	0.8545735	0.8626966
temp	Atlantic	(28.15,28.2]	0.8847847	0.8825010	0.8881994
temp	Atlantic	(28.2, Inf]	0.8153719	0.7216580	0.9036884
temp	Indian	(-Inf,26]	-0.2610694	-0.4821950	-0.0445785
temp	Indian	(26,26.5]	0.4097850	0.2455378	0.5462935
temp	Indian	(26.5,26.75]	0.5475881	0.5034499	0.6034507
temp	Indian	(26.75,27]	0.3930372	0.3003028	0.4560734
temp	Indian	(27,27.25]	0.3011326	0.1572190	0.4313556
temp	Indian	(27.25,27.5]	0.2241232	0.0074286	0.3516054
temp	Indian	(27.5,27.75]	0.3505616	-0.0520889	0.7833237
temp	Indian	(27.75,27.85]	-0.2259271	-0.7390872	0.6150795
temp	Indian	(27.85,27.95]	-0.4189880	-0.7993699	0.2718905
temp	Indian	(27.95,28.05]	-0.6065152	-0.8183964	-0.3058938
temp	Indian	(28.05,28.1]	-0.7761475	-0.9161823	-0.6625079
temp	Indian	(28.1,28.2]	-0.8239928	-0.9397534	-0.7218588
temp	Indian	(28.2,28.3]	-0.7674806	-0.9326542	-0.6176602
temp	Indian	(28.3, Inf]	0.3056509	0.0994517	0.4929109
temp	Pacific	(-Inf,26]	-0.6319804	-0.6678923	-0.5866670
temp	Pacific	(26,26.5]	-0.0415865	-0.1495646	0.1135847
temp	Pacific	(26.5,26.75]	-0.0185289	-0.1891296	0.1439926
temp	Pacific	(26.75,27]	-0.1551688	-0.4602424	0.1269638
temp	Pacific	(27,27.25]	-0.1499535	-0.4402367	0.1340096
temp	Pacific	(27.25,27.5]	-0.0861866	-0.3126683	0.1344834
temp	Pacific	(27.5,27.75]	-0.2568567	-0.2937855	-0.2018688
temp	Pacific	(27.75,27.85]	-0.1902707	-0.3995234	0.1040574
temp	Pacific	(27.85,27.95]	-0.0526116	-0.4191842	0.2726210
temp	Pacific	(27.95,28.05]	0.0556585	-0.3929365	0.4113785
temp	Pacific	(28.05,28.1]	0.2345257	-0.0476511	0.4245583
temp	Pacific	(28.1,28.2]	0.3381711	0.2261358	0.4015926
temp	Pacific	(28.2,28.3]	0.5124972	0.4248563	0.6588291
temp	Pacific	(28.3, Inf]	0.0390202	-0.1586092	0.4056184

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1