eMLR - assumption testing

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Last updated: 2021-06-07

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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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

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
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
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
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75dda4d	Donghe-Zhu	2021-03-27
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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
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
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

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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
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	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	N_Atlantic	(-Inf,26]	0.8727939	0.8087402	0.9145718
aou + nitrate	N_Atlantic	(26,26.5]	0.9173012	0.8584626	0.9639444
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9816761	0.9782601	0.9835571
aou + nitrate	N_Atlantic	(26.75,27]	0.9885522	0.9859642	0.9926479
aou + nitrate	N_Atlantic	(27,27.25]	0.9921131	0.9889943	0.9954922
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9889867	0.9835220	0.9926731
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9861390	0.9760955	0.9919220
aou + nitrate	N_Atlantic	(27.75,27.85]	0.9822555	0.9689761	0.9894797
aou + nitrate	N_Atlantic	(27.85,27.95]	0.9740381	0.9638620	0.9832025
aou + nitrate	N_Atlantic	(27.95,28.05]	0.9347206	0.9121076	0.9555149
aou + nitrate	N_Atlantic	(28.05,28.1]	0.8469973	0.7084622	0.9258735
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8220479	0.7407241	0.8769342
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9737910	0.9674004	0.9828051
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9306530	0.8986867	0.9840782
aou + nitrate	N_Pacific	(-Inf,26]	0.9260324	0.9035926	0.9503232
aou + nitrate	N_Pacific	(26,26.5]	0.8782008	0.8472475	0.8957956
aou + nitrate	N_Pacific	(26.5,26.75]	0.6937241	0.6007773	0.8541143
aou + nitrate	N_Pacific	(26.75,27]	0.2085669	0.0452180	0.4026370
aou + nitrate	N_Pacific	(27,27.25]	0.1934713	0.0653004	0.3080494
aou + nitrate	N_Pacific	(27.25,27.5]	0.3502136	0.3214405	0.4038406
aou + nitrate	N_Pacific	(27.5,27.75]	0.3925572	0.3419011	0.4460858
aou + nitrate	N_Pacific	(27.75,27.85]	0.7579987	0.6744169	0.8094275
aou + nitrate	N_Pacific	(27.85,27.95]	0.8944417	0.8703781	0.9082494
aou + nitrate	N_Pacific	(27.95,28.05]	0.9542211	0.9449302	0.9638963
aou + nitrate	N_Pacific	(28.05,28.1]	0.9540621	0.9398135	0.9675610
aou + nitrate	N_Pacific	(28.1,28.2]	0.9621336	0.9545561	0.9739086
aou + nitrate	N_Pacific	(28.2,28.3]	0.9964313	0.9956899	0.9975863
aou + nitrate	N_Pacific	(28.3, Inf]	0.9893220	0.9838990	0.9930449
aou + nitrate	S_Atlantic	(-Inf,26]	0.9988888	0.9988888	0.9988888
aou + nitrate	S_Atlantic	(26,26.5]	0.9411974	0.9279731	0.9525895
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9417217	0.9177751	0.9605316
aou + nitrate	S_Atlantic	(26.75,27]	0.9780602	0.9695399	0.9838839
aou + nitrate	S_Atlantic	(27,27.25]	0.9671038	0.9501506	0.9766173
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9327032	0.8838079	0.9633304
aou + nitrate	S_Atlantic	(27.5,27.75]	0.9574314	0.9464463	0.9664329
aou + nitrate	S_Atlantic	(27.75,27.85]	0.7342431	0.6025125	0.8284014
aou + nitrate	S_Atlantic	(27.85,27.95]	-0.1035788	-0.3182317	0.0816454
aou + nitrate	S_Atlantic	(27.95,28.05]	-0.0481149	-0.3245978	0.2406367
aou + nitrate	S_Atlantic	(28.05,28.1]	0.5246279	0.2566193	0.8823934
aou + nitrate	S_Atlantic	(28.1,28.15]	0.7709719	0.4741938	0.9637279
aou + nitrate	S_Atlantic	(28.15,28.2]	0.9014899	0.7749470	0.9800809
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8421092	0.7496368	0.9304453
aou + nitrate	S_Pacific	(-Inf,26]	0.9757766	0.9705541	0.9796166
aou + nitrate	S_Pacific	(26,26.5]	0.9628057	0.9539038	0.9730285
aou + nitrate	S_Pacific	(26.5,26.75]	0.9525437	0.9198597	0.9711077
aou + nitrate	S_Pacific	(26.75,27]	0.9450790	0.9259196	0.9614710
aou + nitrate	S_Pacific	(27,27.25]	0.9558769	0.9469114	0.9615565
aou + nitrate	S_Pacific	(27.25,27.5]	0.9695767	0.9665994	0.9717928
aou + nitrate	S_Pacific	(27.5,27.75]	0.9864055	0.9824917	0.9902005
aou + nitrate	S_Pacific	(27.75,27.85]	0.9969303	0.9963845	0.9974457
aou + nitrate	S_Pacific	(27.85,27.95]	0.9945305	0.9929493	0.9969034
aou + nitrate	S_Pacific	(27.95,28.05]	0.9942257	0.9933941	0.9948578
aou + nitrate	S_Pacific	(28.05,28.1]	0.9923306	0.9909823	0.9937890
aou + nitrate	S_Pacific	(28.1,28.2]	0.9913268	0.9884748	0.9940939
aou + nitrate	S_Pacific	(28.2,28.3]	0.9885678	0.9798093	0.9942071
aou + nitrate	S_Pacific	(28.3, Inf]	0.9635057	0.9601384	0.9660793
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	N_Atlantic	(-Inf,26]	0.9293399	0.8427815	0.9731407
aou + phosphate	N_Atlantic	(26,26.5]	0.9776460	0.9668070	0.9845022
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9876239	0.9831336	0.9944569
aou + phosphate	N_Atlantic	(26.75,27]	0.9924397	0.9917627	0.9928529
aou + phosphate	N_Atlantic	(27,27.25]	0.9912087	0.9884057	0.9935660
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9739396	0.9576775	0.9846809
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9767487	0.9619277	0.9875106
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9764436	0.9582452	0.9861088
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9643286	0.9488852	0.9783964
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9078889	0.8760518	0.9397164
aou + phosphate	N_Atlantic	(28.05,28.1]	0.8325142	0.6872541	0.9157637
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8169444	0.7432722	0.8699172
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9749291	0.9672918	0.9836585
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9332615	0.9034355	0.9884406
aou + phosphate	N_Pacific	(-Inf,26]	0.9336672	0.9190286	0.9481887
aou + phosphate	N_Pacific	(26,26.5]	0.9553254	0.9427861	0.9720411
aou + phosphate	N_Pacific	(26.5,26.75]	0.9755976	0.9728864	0.9783993
aou + phosphate	N_Pacific	(26.75,27]	0.9087719	0.8887432	0.9365934
aou + phosphate	N_Pacific	(27,27.25]	0.9266245	0.9033201	0.9465503
aou + phosphate	N_Pacific	(27.25,27.5]	0.9532589	0.9451818	0.9574512
aou + phosphate	N_Pacific	(27.5,27.75]	0.9439047	0.9408817	0.9456256
aou + phosphate	N_Pacific	(27.75,27.85]	0.9830933	0.9813883	0.9846079
aou + phosphate	N_Pacific	(27.85,27.95]	0.9828787	0.9827032	0.9832185
aou + phosphate	N_Pacific	(27.95,28.05]	0.9863967	0.9856785	0.9869929
aou + phosphate	N_Pacific	(28.05,28.1]	0.9902852	0.9871630	0.9923948
aou + phosphate	N_Pacific	(28.1,28.2]	0.9952030	0.9947280	0.9960625
aou + phosphate	N_Pacific	(28.2,28.3]	0.9990502	0.9989174	0.9991918
aou + phosphate	N_Pacific	(28.3, Inf]	0.9972691	0.9958281	0.9983724
aou + phosphate	S_Atlantic	(-Inf,26]	0.9813864	0.9813864	0.9813864
aou + phosphate	S_Atlantic	(26,26.5]	0.9138526	0.8835080	0.9470412
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9256564	0.9016740	0.9527717
aou + phosphate	S_Atlantic	(26.75,27]	0.9635963	0.9507218	0.9723008
aou + phosphate	S_Atlantic	(27,27.25]	0.9535750	0.9329391	0.9644845
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9158014	0.8592931	0.9518648
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9350933	0.9303408	0.9411577
aou + phosphate	S_Atlantic	(27.75,27.85]	0.5078702	0.2424582	0.7175408
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.2107808	-0.3960310	-0.0125034
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.0629287	-0.3373880	0.2216250
aou + phosphate	S_Atlantic	(28.05,28.1]	0.5228325	0.2533909	0.8812246
aou + phosphate	S_Atlantic	(28.1,28.15]	0.7662545	0.4618609	0.9634930
aou + phosphate	S_Atlantic	(28.15,28.2]	0.8994868	0.7702702	0.9796821
aou + phosphate	S_Atlantic	(28.2, Inf]	0.8041145	0.6831376	0.9265603
aou + phosphate	S_Pacific	(-Inf,26]	0.9390769	0.9271767	0.9552709
aou + phosphate	S_Pacific	(26,26.5]	0.9800488	0.9676274	0.9908222
aou + phosphate	S_Pacific	(26.5,26.75]	0.9896938	0.9865635	0.9933197
aou + phosphate	S_Pacific	(26.75,27]	0.9882648	0.9859771	0.9918702
aou + phosphate	S_Pacific	(27,27.25]	0.9807934	0.9731555	0.9885209
aou + phosphate	S_Pacific	(27.25,27.5]	0.9830468	0.9768886	0.9909900
aou + phosphate	S_Pacific	(27.5,27.75]	0.9911592	0.9891112	0.9948328
aou + phosphate	S_Pacific	(27.75,27.85]	0.9957121	0.9953879	0.9961295
aou + phosphate	S_Pacific	(27.85,27.95]	0.9933415	0.9911263	0.9962603
aou + phosphate	S_Pacific	(27.95,28.05]	0.9938276	0.9932849	0.9945883
aou + phosphate	S_Pacific	(28.05,28.1]	0.9924154	0.9907774	0.9943927
aou + phosphate	S_Pacific	(28.1,28.2]	0.9922183	0.9889850	0.9954126
aou + phosphate	S_Pacific	(28.2,28.3]	0.9901964	0.9816825	0.9957877
aou + phosphate	S_Pacific	(28.3, Inf]	0.9568563	0.9547773	0.9586540
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	N_Atlantic	(-Inf,26]	-0.0062455	-0.3336387	0.4029590
aou + phosphate_star	N_Atlantic	(26,26.5]	0.4383101	0.3086304	0.5320342
aou + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0160110	-0.3026591	0.5145956
aou + phosphate_star	N_Atlantic	(26.75,27]	-0.0260593	-0.2419270	0.3179740
aou + phosphate_star	N_Atlantic	(27,27.25]	0.2002040	-0.2126571	0.6387029
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.0414752	-0.4489717	0.3354727
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.2721648	0.0187797	0.6072766
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8050669	0.6367420	0.8966458
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.7887863	0.6954654	0.8768329
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.6688976	0.5818602	0.7742592
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.6521961	0.4660981	0.7829483
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.5988261	0.4726142	0.6641560
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9161672	0.8889103	0.9431162
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.9125507	0.8716642	0.9687183
aou + phosphate_star	N_Pacific	(-Inf,26]	0.4154965	0.3339709	0.4567349
aou + phosphate_star	N_Pacific	(26,26.5]	0.0479392	-0.1005411	0.1718330
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.1440094	-0.3931190	0.0571538
aou + phosphate_star	N_Pacific	(26.75,27]	-0.2910628	-0.4672388	-0.0662793
aou + phosphate_star	N_Pacific	(27,27.25]	0.2817776	0.0711458	0.4936785
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7595209	0.7309974	0.7748073
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5521858	0.5403706	0.5633249
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.5356492	0.4869121	0.6014680
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.0818026	-0.0115101	0.1599443
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.4063684	-0.4889426	-0.3558451
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.4106565	-0.4405774	-0.3605139
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.6165923	-0.6666432	-0.5608876
aou + phosphate_star	N_Pacific	(28.2,28.3]	-0.2286884	-0.2918031	-0.1350855
aou + phosphate_star	N_Pacific	(28.3, Inf]	-0.9330774	-0.9654528	-0.8986766
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9170873	0.9170873	0.9170873
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5113269	0.4384776	0.5881760
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.3380834	0.0829001	0.5902890
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.1517164	-0.4309932	0.0542575
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.4826434	-0.6037038	-0.3970739
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.7452812	-0.8234599	-0.6574716
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9049874	-0.9402835	-0.8573917
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9316833	-0.9395332	-0.9183027
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.8424779	-0.8926787	-0.8158489
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.4600994	-0.7028852	-0.0924532
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.2943686	-0.0772845	0.7690421
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.5943625	0.1219727	0.9071363
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.7795311	0.5248740	0.9378812
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.6333879	0.4457182	0.8226318
aou + phosphate_star	S_Pacific	(-Inf,26]	0.4042138	0.2380389	0.5188819
aou + phosphate_star	S_Pacific	(26,26.5]	0.5777010	0.4698565	0.7497141
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6249340	0.5616176	0.6746484
aou + phosphate_star	S_Pacific	(26.75,27]	0.6676805	0.6312669	0.7161365
aou + phosphate_star	S_Pacific	(27,27.25]	0.4431154	0.3004466	0.5498581
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.1875672	0.0862657	0.2440046
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.1338944	-0.2523204	-0.0418888
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.5570564	-0.6819082	-0.4238597
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.6369249	-0.7615534	-0.5604833
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.5944643	-0.8065301	-0.4612732
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.4061135	-0.5345714	-0.2605834
aou + phosphate_star	S_Pacific	(28.1,28.2]	-0.1179378	-0.3043797	0.1999520
aou + phosphate_star	S_Pacific	(28.2,28.3]	-0.0280764	-0.3672978	0.4841706
aou + phosphate_star	S_Pacific	(28.3, Inf]	-0.9308941	-0.9530342	-0.9000599
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	N_Atlantic	(-Inf,26]	-0.0819912	-0.5223984	0.2036364
aou + silicate	N_Atlantic	(26,26.5]	0.4254406	0.2754458	0.5036641
aou + silicate	N_Atlantic	(26.5,26.75]	0.6942913	0.6004443	0.7474385
aou + silicate	N_Atlantic	(26.75,27]	0.9009440	0.8785991	0.9190560
aou + silicate	N_Atlantic	(27,27.25]	0.9545438	0.9409610	0.9615639
aou + silicate	N_Atlantic	(27.25,27.5]	0.9691186	0.9544812	0.9767975
aou + silicate	N_Atlantic	(27.5,27.75]	0.9533288	0.9231492	0.9771748
aou + silicate	N_Atlantic	(27.75,27.85]	0.9289395	0.8665190	0.9622634
aou + silicate	N_Atlantic	(27.85,27.95]	0.8149355	0.7357540	0.9005507
aou + silicate	N_Atlantic	(27.95,28.05]	0.4674243	0.3237305	0.6477482
aou + silicate	N_Atlantic	(28.05,28.1]	0.3685694	0.1401178	0.4901307
aou + silicate	N_Atlantic	(28.1,28.15]	0.6365095	0.5914533	0.7050243
aou + silicate	N_Atlantic	(28.15,28.2]	0.9599644	0.9501364	0.9728835
aou + silicate	N_Atlantic	(28.2, Inf]	0.9627484	0.9476233	0.9909287
aou + silicate	N_Pacific	(-Inf,26]	0.8669063	0.8609433	0.8699614
aou + silicate	N_Pacific	(26,26.5]	0.7127859	0.5631280	0.7983221
aou + silicate	N_Pacific	(26.5,26.75]	0.5901045	0.4112918	0.7739079
aou + silicate	N_Pacific	(26.75,27]	0.3191651	0.1335111	0.4243210
aou + silicate	N_Pacific	(27,27.25]	0.5644153	0.5122156	0.6061138
aou + silicate	N_Pacific	(27.25,27.5]	0.8010074	0.7544338	0.8252894
aou + silicate	N_Pacific	(27.5,27.75]	0.7996373	0.7723410	0.8162181
aou + silicate	N_Pacific	(27.75,27.85]	0.8497392	0.8188725	0.8712755
aou + silicate	N_Pacific	(27.85,27.95]	0.7713824	0.7573839	0.7853898
aou + silicate	N_Pacific	(27.95,28.05]	0.6489517	0.6115000	0.6937102
aou + silicate	N_Pacific	(28.05,28.1]	0.8158927	0.7977055	0.8497941
aou + silicate	N_Pacific	(28.1,28.2]	0.3630422	0.3235831	0.4191060
aou + silicate	N_Pacific	(28.2,28.3]	0.8660897	0.8580033	0.8748974
aou + silicate	N_Pacific	(28.3, Inf]	0.9719397	0.9598324	0.9788209
aou + silicate	S_Atlantic	(-Inf,26]	0.5446681	0.5446681	0.5446681
aou + silicate	S_Atlantic	(26,26.5]	0.8646270	0.8172617	0.9231697
aou + silicate	S_Atlantic	(26.5,26.75]	0.8584819	0.8161936	0.9137559
aou + silicate	S_Atlantic	(26.75,27]	0.7320149	0.6652973	0.7746636
aou + silicate	S_Atlantic	(27,27.25]	0.5081150	0.4080756	0.5672385
aou + silicate	S_Atlantic	(27.25,27.5]	0.2097859	-0.0546233	0.5119115
aou + silicate	S_Atlantic	(27.5,27.75]	0.0468112	-0.2773638	0.4624545
aou + silicate	S_Atlantic	(27.75,27.85]	-0.2444911	-0.5568866	0.1122780
aou + silicate	S_Atlantic	(27.85,27.95]	-0.3950213	-0.5552255	-0.1900187
aou + silicate	S_Atlantic	(27.95,28.05]	-0.0758570	-0.3224751	0.1348340
aou + silicate	S_Atlantic	(28.05,28.1]	0.5413883	0.2920785	0.8672267
aou + silicate	S_Atlantic	(28.1,28.15]	0.7654959	0.4485558	0.9632084
aou + silicate	S_Atlantic	(28.15,28.2]	0.9069293	0.7948172	0.9762424
aou + silicate	S_Atlantic	(28.2, Inf]	0.4687296	0.2449786	0.7495327
aou + silicate	S_Pacific	(-Inf,26]	0.8401714	0.7702386	0.8816902
aou + silicate	S_Pacific	(26,26.5]	0.9503253	0.9263868	0.9708547
aou + silicate	S_Pacific	(26.5,26.75]	0.9659115	0.9633984	0.9671699
aou + silicate	S_Pacific	(26.75,27]	0.9512413	0.9240803	0.9707378
aou + silicate	S_Pacific	(27,27.25]	0.9602329	0.9498315	0.9727505
aou + silicate	S_Pacific	(27.25,27.5]	0.9534360	0.9465169	0.9652348
aou + silicate	S_Pacific	(27.5,27.75]	0.9644923	0.9551126	0.9748971
aou + silicate	S_Pacific	(27.75,27.85]	0.9865897	0.9837740	0.9885459
aou + silicate	S_Pacific	(27.85,27.95]	0.9865643	0.9834901	0.9886353
aou + silicate	S_Pacific	(27.95,28.05]	0.9881784	0.9851738	0.9903734
aou + silicate	S_Pacific	(28.05,28.1]	0.9914310	0.9908037	0.9925353
aou + silicate	S_Pacific	(28.1,28.2]	0.9837905	0.9807442	0.9881266
aou + silicate	S_Pacific	(28.2,28.3]	0.9516669	0.9319635	0.9687198
aou + silicate	S_Pacific	(28.3, Inf]	0.9164454	0.9012977	0.9366393
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	N_Atlantic	(-Inf,26]	0.7407221	0.5115602	0.8707344
nitrate + phosphate	N_Atlantic	(26,26.5]	0.8910611	0.7735594	0.9733586
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9744004	0.9634373	0.9913241
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9857568	0.9824730	0.9909690
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9893677	0.9805049	0.9959156
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9886163	0.9819422	0.9932774
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9951903	0.9935264	0.9975924
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9992644	0.9986696	0.9995705
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9988831	0.9982409	0.9994784
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9958884	0.9942996	0.9976019
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9949607	0.9917320	0.9972678
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9905168	0.9871388	0.9927041
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9980267	0.9975387	0.9985869
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9987220	0.9985247	0.9988901
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9786480	0.9725537	0.9817542
nitrate + phosphate	N_Pacific	(26,26.5]	0.8804578	0.8526323	0.8994109
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.6854581	0.5848114	0.8436763
nitrate + phosphate	N_Pacific	(26.75,27]	0.2120822	0.0755310	0.4087043
nitrate + phosphate	N_Pacific	(27,27.25]	0.2038104	0.0783064	0.3244463
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.2322077	0.1859392	0.2861301
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.2834305	0.2446194	0.3556766
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.6941926	0.5914064	0.7491959
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.8734710	0.8397492	0.8952702
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9779114	0.9726414	0.9842955
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9820479	0.9767007	0.9889978
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9782066	0.9723149	0.9875777
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9970764	0.9962932	0.9984758
nitrate + phosphate	N_Pacific	(28.3, Inf]	0.9917865	0.9911066	0.9922012
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9843734	0.9843734	0.9843734
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9900235	0.9873414	0.9924020
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9932063	0.9913084	0.9946146
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9863852	0.9830987	0.9898697
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9875045	0.9809062	0.9909662
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9960396	0.9955171	0.9970203
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9931822	0.9919420	0.9949970
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9496802	0.9144556	0.9804862
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9868973	0.9721433	0.9946427
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9991765	0.9991110	0.9992167
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9997121	0.9995999	0.9997836
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9997740	0.9996558	0.9998656
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9997525	0.9997102	0.9997768
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9894265	0.9876187	0.9920824
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9785745	0.9758409	0.9838495
nitrate + phosphate	S_Pacific	(26,26.5]	0.9695298	0.9522755	0.9883015
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9598828	0.9169098	0.9842537
nitrate + phosphate	S_Pacific	(26.75,27]	0.9581406	0.9373883	0.9739166
nitrate + phosphate	S_Pacific	(27,27.25]	0.9721959	0.9609886	0.9792702
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9854179	0.9817844	0.9885832
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9951714	0.9943791	0.9956449
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9990032	0.9988443	0.9991103
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9996617	0.9996167	0.9996955
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9997659	0.9997038	0.9997992
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9996585	0.9994770	0.9997609
nitrate + phosphate	S_Pacific	(28.1,28.2]	0.9993959	0.9989725	0.9996540
nitrate + phosphate	S_Pacific	(28.2,28.3]	0.9983687	0.9976760	0.9988062
nitrate + phosphate	S_Pacific	(28.3, Inf]	0.9932680	0.9918257	0.9946625
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	N_Atlantic	(-Inf,26]	0.0090595	-0.7232622	0.6607966
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.4654050	0.0835039	0.6863237
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0363162	-0.3667179	0.5671528
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.0580658	-0.3123290	0.3079458
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.1920307	-0.2646701	0.6745554
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.0219522	-0.3639889	0.4159248
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3400911	0.1141698	0.6584896
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8762025	0.7681468	0.9361838
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.8941074	0.8473252	0.9403330
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8788466	0.8520164	0.9177369
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9333795	0.9245890	0.9495321
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9249864	0.9131027	0.9387780
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9793374	0.9717342	0.9857248
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9962602	0.9955315	0.9967136
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.6619661	0.6223900	0.7103896
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.2154071	0.0932440	0.3048408
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.0607452	-0.0451214	0.1953185
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.1532245	0.0670409	0.2103802
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.3663903	0.3436906	0.3796172
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.3118192	0.2902234	0.3239126
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.2495291	0.1875995	0.3112007
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.3988753	0.2970107	0.4823279
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.1920382	0.0778848	0.2515813
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.1721373	-0.2758408	-0.0856586
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.1587345	-0.2240218	-0.0631278
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.4263418	-0.4761353	-0.3541839
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1819913	-0.2430196	-0.0840239
nitrate + phosphate_star	N_Pacific	(28.3, Inf]	-0.8937821	-0.9421244	-0.8469017
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.9189020	0.9189020	0.9189020
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.7559637	0.7219282	0.8116623
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5986663	0.3311711	0.8499760
nitrate + phosphate_star	S_Atlantic	(26.75,27]	0.0105395	-0.2787084	0.2623760
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.2763657	-0.4321417	-0.1310267
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4649111	-0.6436636	-0.2316307
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7467241	-0.8233192	-0.6468815
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.4462325	-0.5403076	-0.2883682
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.6061258	0.5068548	0.8030783
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8953393	0.8431948	0.9431811
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9629520	0.9432421	0.9789204
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9648288	0.9309719	0.9861448
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9713890	0.9441749	0.9874394
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9440698	0.9228160	0.9665696
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.5648821	0.4347377	0.6544905
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.6748214	0.6010395	0.7661615
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.6903228	0.6648115	0.7125522
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.7578344	0.7329557	0.7839128
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.5929232	0.4776940	0.6713034
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	0.3624505	0.2808292	0.4328815
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	0.0034721	-0.1107992	0.1192619
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4974577	-0.6325696	-0.3549901
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5579519	-0.6813164	-0.4663050
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	-0.5093653	-0.7415209	-0.3706104
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2941715	-0.4188808	-0.1551175
nitrate + phosphate_star	S_Pacific	(28.1,28.2]	0.0048412	-0.1587044	0.2971667
nitrate + phosphate_star	S_Pacific	(28.2,28.3]	0.1001758	-0.1800899	0.5604980
nitrate + phosphate_star	S_Pacific	(28.3, Inf]	-0.8101524	-0.8522905	-0.7634820
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	N_Atlantic	(-Inf,26]	0.1701194	-0.4641316	0.5340394
nitrate + silicate	N_Atlantic	(26,26.5]	0.6699610	0.5845268	0.7388511
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.7945473	0.7205884	0.8338552
nitrate + silicate	N_Atlantic	(26.75,27]	0.9371853	0.9245649	0.9467373
nitrate + silicate	N_Atlantic	(27,27.25]	0.9779214	0.9689667	0.9839837
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9877076	0.9812136	0.9922901
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9842428	0.9757454	0.9932285
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9692387	0.9412170	0.9846620
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.8941440	0.8553505	0.9431509
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.6703738	0.5971066	0.7882912
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.3527417	0.1676352	0.4756234
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6195851	0.5560616	0.6657705
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9761652	0.9724242	0.9826132
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9890065	0.9842310	0.9983757
nitrate + silicate	N_Pacific	(-Inf,26]	0.9477381	0.9386927	0.9618325
nitrate + silicate	N_Pacific	(26,26.5]	0.8177015	0.7011584	0.8867414
nitrate + silicate	N_Pacific	(26.5,26.75]	0.7363003	0.6684520	0.8564819
nitrate + silicate	N_Pacific	(26.75,27]	0.6050951	0.5722009	0.6405707
nitrate + silicate	N_Pacific	(27,27.25]	0.6456982	0.5924948	0.7133356
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6663685	0.6472619	0.6892191
nitrate + silicate	N_Pacific	(27.5,27.75]	0.6948147	0.6613716	0.7241084
nitrate + silicate	N_Pacific	(27.75,27.85]	0.8655572	0.8347069	0.8852166
nitrate + silicate	N_Pacific	(27.85,27.95]	0.8291316	0.7926951	0.8572796
nitrate + silicate	N_Pacific	(27.95,28.05]	0.6407790	0.6062640	0.6815361
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6689779	0.5962949	0.7609022
nitrate + silicate	N_Pacific	(28.1,28.2]	0.2626876	0.1857070	0.3351489
nitrate + silicate	N_Pacific	(28.2,28.3]	0.8335872	0.8191693	0.8529976
nitrate + silicate	N_Pacific	(28.3, Inf]	0.9328492	0.9029608	0.9514309
nitrate + silicate	S_Atlantic	(-Inf,26]	0.5551933	0.5551933	0.5551933
nitrate + silicate	S_Atlantic	(26,26.5]	0.9589735	0.9360546	0.9763612
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.9486619	0.9197737	0.9735354
nitrate + silicate	S_Atlantic	(26.75,27]	0.8209105	0.7687451	0.8599966
nitrate + silicate	S_Atlantic	(27,27.25]	0.6611780	0.5662448	0.7376491
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.3661283	0.0797897	0.7020606
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.1980348	-0.1334311	0.6131785
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.3644182	0.2526934	0.5722517
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.8921068	0.8202096	0.9343148
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.9660248	0.9633922	0.9698401
nitrate + silicate	S_Atlantic	(28.05,28.1]	0.9872951	0.9839226	0.9898134
nitrate + silicate	S_Atlantic	(28.1,28.15]	0.9876917	0.9843272	0.9919060
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.9825064	0.9777613	0.9864785
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.7201650	0.6770775	0.7909664
nitrate + silicate	S_Pacific	(-Inf,26]	0.8962060	0.8507639	0.9200880
nitrate + silicate	S_Pacific	(26,26.5]	0.9548210	0.9455018	0.9631942
nitrate + silicate	S_Pacific	(26.5,26.75]	0.9647187	0.9449633	0.9776239
nitrate + silicate	S_Pacific	(26.75,27]	0.9602040	0.9507605	0.9687618
nitrate + silicate	S_Pacific	(27,27.25]	0.9755218	0.9720321	0.9782348
nitrate + silicate	S_Pacific	(27.25,27.5]	0.9871444	0.9846888	0.9891022
nitrate + silicate	S_Pacific	(27.5,27.75]	0.9884810	0.9851291	0.9914221
nitrate + silicate	S_Pacific	(27.75,27.85]	0.9898485	0.9867041	0.9921250
nitrate + silicate	S_Pacific	(27.85,27.95]	0.9906136	0.9887587	0.9921393
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9915572	0.9886467	0.9947086
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9953610	0.9935807	0.9967981
nitrate + silicate	S_Pacific	(28.1,28.2]	0.9879176	0.9831189	0.9917640
nitrate + silicate	S_Pacific	(28.2,28.3]	0.9554158	0.9321996	0.9715267
nitrate + silicate	S_Pacific	(28.3, Inf]	0.9409645	0.9302689	0.9542570
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	N_Atlantic	(-Inf,26]	0.1752169	-0.0099480	0.5275309
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5889685	0.5001951	0.6566442
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.1085935	-0.1460879	0.5826754
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.0717750	-0.1532244	0.4141176
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.3026703	-0.0868010	0.7102553
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.1500559	-0.2008243	0.5093342
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4200367	0.2156703	0.7042612
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8924330	0.7977959	0.9452886
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9133075	0.8762916	0.9500105
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9120688	0.8956761	0.9378257
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9543930	0.9456955	0.9641521
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9463601	0.9350297	0.9586217
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9817959	0.9755175	0.9873134
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9963326	0.9940272	0.9989003
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.7022836	0.6687892	0.7328598
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.3228325	0.1231918	0.4558902
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0625686	-0.1901899	0.2495832
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1154279	-0.0201763	0.2755008
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.5924748	0.4668071	0.7233816
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8921884	0.8719143	0.9059031
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.7766730	0.7655927	0.7861576
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.6616663	0.6213018	0.7133937
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.2443696	0.1509878	0.3170690
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.2658709	-0.3508555	-0.2135671
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.2892397	-0.3333796	-0.2132849
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.5440172	-0.5957218	-0.4782192
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1922757	-0.2561750	-0.0947907
phosphate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9322106	-0.9703543	-0.8905332
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9234375	0.9234375	0.9234375
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.7983951	0.7414221	0.8623404
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6417329	0.3758089	0.8746096
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.1080342	-0.2098725	0.3600772
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.2011293	-0.3719805	-0.0403347
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4223137	-0.6102598	-0.1798899
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7015034	-0.7747362	-0.6119400
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1767539	-0.3878633	0.1087354
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.6907323	0.5856505	0.8501945
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9017330	0.8497084	0.9498531
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9632664	0.9437053	0.9792860
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9664695	0.9355121	0.9860622
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9723426	0.9461790	0.9878630
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9647959	0.9541893	0.9743020
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.6380504	0.5300666	0.6962880
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7208350	0.6625553	0.8279415
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7286113	0.6882495	0.7542286
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.7727729	0.7514313	0.7985401
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.6072546	0.5114631	0.6693119
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.3609573	0.2968222	0.4258572
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0042609	-0.1111163	0.1049344
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4798028	-0.6163895	-0.3381486
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5482741	-0.6696044	-0.4571229
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.5063154	-0.7365354	-0.3676605
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2946580	-0.4178483	-0.1587524
phosphate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0005793	-0.1621152	0.2903330
phosphate + phosphate_star	S_Pacific	(28.2,28.3]	0.0948910	-0.1861587	0.5597517
phosphate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7916105	-0.8254300	-0.7443938
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	N_Atlantic	(-Inf,26]	-0.0791311	-0.3729429	0.4998779
sal + aou	N_Atlantic	(26,26.5]	-0.3319219	-0.6534239	0.0097388
sal + aou	N_Atlantic	(26.5,26.75]	0.3706449	0.0770142	0.5886821
sal + aou	N_Atlantic	(26.75,27]	0.5089691	0.3339777	0.7172217
sal + aou	N_Atlantic	(27,27.25]	0.4862547	0.4423110	0.5695267
sal + aou	N_Atlantic	(27.25,27.5]	0.5564132	0.3819576	0.7102419
sal + aou	N_Atlantic	(27.5,27.75]	0.5906731	0.4681817	0.6886931
sal + aou	N_Atlantic	(27.75,27.85]	0.5524532	0.5127612	0.6089980
sal + aou	N_Atlantic	(27.85,27.95]	0.6639539	0.6156961	0.7285820
sal + aou	N_Atlantic	(27.95,28.05]	0.6695254	0.6283673	0.7253082
sal + aou	N_Atlantic	(28.05,28.1]	0.3702068	0.2959663	0.4411162
sal + aou	N_Atlantic	(28.1,28.15]	-0.1011746	-0.2597736	0.0317845
sal + aou	N_Atlantic	(28.15,28.2]	-0.6740748	-0.8013521	-0.5532314
sal + aou	N_Atlantic	(28.2, Inf]	-0.8384872	-0.9501101	-0.7409766
sal + aou	N_Pacific	(-Inf,26]	-0.0204257	-0.0892601	0.0342453
sal + aou	N_Pacific	(26,26.5]	0.2156329	-0.0578246	0.4820606
sal + aou	N_Pacific	(26.5,26.75]	0.4503697	0.3266291	0.6802389
sal + aou	N_Pacific	(26.75,27]	0.5465972	0.3475607	0.6977324
sal + aou	N_Pacific	(27,27.25]	0.0205354	-0.1718315	0.1754757
sal + aou	N_Pacific	(27.25,27.5]	-0.6067012	-0.6657366	-0.5668978
sal + aou	N_Pacific	(27.5,27.75]	-0.6177413	-0.6395510	-0.5871072
sal + aou	N_Pacific	(27.75,27.85]	-0.6887171	-0.7271998	-0.6191483
sal + aou	N_Pacific	(27.85,27.95]	-0.5301661	-0.5821634	-0.4803631
sal + aou	N_Pacific	(27.95,28.05]	-0.4309547	-0.4962130	-0.3791928
sal + aou	N_Pacific	(28.05,28.1]	0.0842678	-0.0951479	0.1834305
sal + aou	N_Pacific	(28.1,28.2]	-0.6477207	-0.6593138	-0.6397018
sal + aou	N_Pacific	(28.2,28.3]	-0.1772819	-0.2225468	-0.1449914
sal + aou	N_Pacific	(28.3, Inf]	0.9022998	0.8500510	0.9405440
sal + aou	S_Atlantic	(-Inf,26]	-0.8601567	-0.8601567	-0.8601567
sal + aou	S_Atlantic	(26,26.5]	-0.3351521	-0.5081545	-0.1655477
sal + aou	S_Atlantic	(26.5,26.75]	-0.0370927	-0.4089350	0.3057376
sal + aou	S_Atlantic	(26.75,27]	0.4361835	0.2716388	0.5903263
sal + aou	S_Atlantic	(27,27.25]	0.6869621	0.5964219	0.7854400
sal + aou	S_Atlantic	(27.25,27.5]	0.8550116	0.7971503	0.9030069
sal + aou	S_Atlantic	(27.5,27.75]	0.9585694	0.9388308	0.9762689
sal + aou	S_Atlantic	(27.75,27.85]	0.9521087	0.9405694	0.9602859
sal + aou	S_Atlantic	(27.85,27.95]	0.8669076	0.8393041	0.9119792
sal + aou	S_Atlantic	(27.95,28.05]	0.4763947	0.1108412	0.7128235
sal + aou	S_Atlantic	(28.05,28.1]	-0.2826892	-0.7610013	0.0846864
sal + aou	S_Atlantic	(28.1,28.15]	-0.6302421	-0.9003405	-0.2488873
sal + aou	S_Atlantic	(28.15,28.2]	-0.7954119	-0.9385474	-0.5686907
sal + aou	S_Atlantic	(28.2, Inf]	-0.7569934	-0.8285542	-0.6633636
sal + aou	S_Pacific	(-Inf,26]	-0.2118398	-0.3491161	-0.0823012
sal + aou	S_Pacific	(26,26.5]	0.0137581	-0.2854153	0.3121529
sal + aou	S_Pacific	(26.5,26.75]	-0.3457117	-0.4205343	-0.2397858
sal + aou	S_Pacific	(26.75,27]	-0.5469172	-0.5922448	-0.5095983
sal + aou	S_Pacific	(27,27.25]	-0.3762371	-0.4812109	-0.2389159
sal + aou	S_Pacific	(27.25,27.5]	0.0557031	-0.0939376	0.1312322
sal + aou	S_Pacific	(27.5,27.75]	0.6954690	0.6007138	0.7542520
sal + aou	S_Pacific	(27.75,27.85]	0.8689267	0.8326319	0.8920081
sal + aou	S_Pacific	(27.85,27.95]	0.9045050	0.8936419	0.9188991
sal + aou	S_Pacific	(27.95,28.05]	0.9327992	0.9220840	0.9527299
sal + aou	S_Pacific	(28.05,28.1]	0.9301238	0.9198210	0.9368777
sal + aou	S_Pacific	(28.1,28.2]	0.8949811	0.8731684	0.9144195
sal + aou	S_Pacific	(28.2,28.3]	0.8033223	0.7244893	0.8835416
sal + aou	S_Pacific	(28.3, Inf]	0.7311359	0.2974887	0.9629464
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	N_Atlantic	(-Inf,26]	-0.1600842	-0.6610500	0.8104698
sal + nitrate	N_Atlantic	(26,26.5]	-0.4106489	-0.7876026	0.1539659
sal + nitrate	N_Atlantic	(26.5,26.75]	0.4304168	0.0984174	0.6605182
sal + nitrate	N_Atlantic	(26.75,27]	0.5772349	0.3913962	0.7544949
sal + nitrate	N_Atlantic	(27,27.25]	0.5302109	0.4636998	0.6493221
sal + nitrate	N_Atlantic	(27.25,27.5]	0.5256743	0.3204544	0.6735264
sal + nitrate	N_Atlantic	(27.5,27.75]	0.5977930	0.4599609	0.6993799
sal + nitrate	N_Atlantic	(27.75,27.85]	0.6168198	0.5547400	0.6874005
sal + nitrate	N_Atlantic	(27.85,27.95]	0.7208960	0.6749071	0.7686314
sal + nitrate	N_Atlantic	(27.95,28.05]	0.8049948	0.7624766	0.8713574
sal + nitrate	N_Atlantic	(28.05,28.1]	0.6340907	0.5784181	0.7115217
sal + nitrate	N_Atlantic	(28.1,28.15]	0.0407041	-0.2702584	0.2769538
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7576479	-0.8648799	-0.6634314
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.8035308	-0.9836277	-0.6667805
sal + nitrate	N_Pacific	(-Inf,26]	-0.2047521	-0.2816444	-0.0903047
sal + nitrate	N_Pacific	(26,26.5]	0.0563955	-0.1911575	0.3053937
sal + nitrate	N_Pacific	(26.5,26.75]	0.0448200	-0.1252906	0.1498149
sal + nitrate	N_Pacific	(26.75,27]	-0.2243503	-0.2812003	-0.1757334
sal + nitrate	N_Pacific	(27,27.25]	-0.4972635	-0.5178459	-0.4859163
sal + nitrate	N_Pacific	(27.25,27.5]	-0.6299498	-0.6836254	-0.5966531
sal + nitrate	N_Pacific	(27.5,27.75]	-0.5419890	-0.5632152	-0.5208596
sal + nitrate	N_Pacific	(27.75,27.85]	-0.8018935	-0.8171094	-0.7921989
sal + nitrate	N_Pacific	(27.85,27.95]	-0.5739807	-0.6022047	-0.5509930
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2847692	-0.3563485	-0.2463214
sal + nitrate	N_Pacific	(28.05,28.1]	0.0792306	-0.0669821	0.1931606
sal + nitrate	N_Pacific	(28.1,28.2]	-0.6414328	-0.6818417	-0.6126635
sal + nitrate	N_Pacific	(28.2,28.3]	-0.2182493	-0.2587198	-0.1830613
sal + nitrate	N_Pacific	(28.3, Inf]	0.8406935	0.7596543	0.9004304
sal + nitrate	S_Atlantic	(-Inf,26]	-0.8594769	-0.8594769	-0.8594769
sal + nitrate	S_Atlantic	(26,26.5]	-0.5529207	-0.7118807	-0.4051979
sal + nitrate	S_Atlantic	(26.5,26.75]	-0.2773872	-0.6428600	0.1009111
sal + nitrate	S_Atlantic	(26.75,27]	0.2981579	0.0863862	0.4653726
sal + nitrate	S_Atlantic	(27,27.25]	0.5228668	0.3770067	0.6528023
sal + nitrate	S_Atlantic	(27.25,27.5]	0.6222465	0.4309813	0.7602578
sal + nitrate	S_Atlantic	(27.5,27.75]	0.8412513	0.7844796	0.8921862
sal + nitrate	S_Atlantic	(27.75,27.85]	0.5020616	0.3424151	0.5948812
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.5646051	-0.7796842	-0.4529262
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.8813292	-0.9353951	-0.8225209
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9553863	-0.9745682	-0.9344637
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.9690953	-0.9814814	-0.9568747
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.9717378	-0.9851632	-0.9499083
sal + nitrate	S_Atlantic	(28.2, Inf]	-0.9011427	-0.9360910	-0.8705803
sal + nitrate	S_Pacific	(-Inf,26]	-0.2504112	-0.3778007	-0.1306035
sal + nitrate	S_Pacific	(26,26.5]	-0.0850756	-0.3343123	0.1860530
sal + nitrate	S_Pacific	(26.5,26.75]	-0.4321952	-0.4826497	-0.3684509
sal + nitrate	S_Pacific	(26.75,27]	-0.6450366	-0.7044899	-0.6014195
sal + nitrate	S_Pacific	(27,27.25]	-0.5157331	-0.6165110	-0.3992105
sal + nitrate	S_Pacific	(27.25,27.5]	-0.0908479	-0.2570928	0.0152138
sal + nitrate	S_Pacific	(27.5,27.75]	0.6248786	0.5080087	0.7092298
sal + nitrate	S_Pacific	(27.75,27.85]	0.8411705	0.8008150	0.8664924
sal + nitrate	S_Pacific	(27.85,27.95]	0.8646893	0.8477789	0.8732566
sal + nitrate	S_Pacific	(27.95,28.05]	0.8975395	0.8823188	0.9240410
sal + nitrate	S_Pacific	(28.05,28.1]	0.8891290	0.8768227	0.8961933
sal + nitrate	S_Pacific	(28.1,28.2]	0.8583475	0.8386469	0.8736920
sal + nitrate	S_Pacific	(28.2,28.3]	0.7829010	0.7037024	0.8473987
sal + nitrate	S_Pacific	(28.3, Inf]	0.7387104	0.3675036	0.9331838
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	N_Atlantic	(-Inf,26]	-0.0852655	-0.2391329	0.2035406
sal + phosphate	N_Atlantic	(26,26.5]	-0.3900991	-0.6696091	-0.1266422
sal + phosphate	N_Atlantic	(26.5,26.75]	0.2890451	0.0568136	0.4692057
sal + phosphate	N_Atlantic	(26.75,27]	0.4599496	0.2759375	0.6618843
sal + phosphate	N_Atlantic	(27,27.25]	0.4258010	0.3675826	0.5019437
sal + phosphate	N_Atlantic	(27.25,27.5]	0.4109329	0.2191170	0.5406583
sal + phosphate	N_Atlantic	(27.5,27.75]	0.5334642	0.4045872	0.6355558
sal + phosphate	N_Atlantic	(27.75,27.85]	0.6095700	0.5465286	0.6778221
sal + phosphate	N_Atlantic	(27.85,27.95]	0.7132444	0.6710363	0.7550682
sal + phosphate	N_Atlantic	(27.95,28.05]	0.8126340	0.7744341	0.8719229
sal + phosphate	N_Atlantic	(28.05,28.1]	0.6535023	0.5945190	0.7399318
sal + phosphate	N_Atlantic	(28.1,28.15]	0.1358028	-0.1622716	0.3789320
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7329722	-0.8469755	-0.6372913
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.7830095	-0.9731693	-0.6367964
sal + phosphate	N_Pacific	(-Inf,26]	-0.2725034	-0.3334317	-0.1656702
sal + phosphate	N_Pacific	(26,26.5]	0.0372342	-0.2260875	0.3526264
sal + phosphate	N_Pacific	(26.5,26.75]	0.3125354	0.1933907	0.5508137
sal + phosphate	N_Pacific	(26.75,27]	0.2507682	0.1000583	0.3700124
sal + phosphate	N_Pacific	(27,27.25]	-0.2143434	-0.3317035	-0.1273759
sal + phosphate	N_Pacific	(27.25,27.5]	-0.4365783	-0.4889236	-0.3942508
sal + phosphate	N_Pacific	(27.5,27.75]	-0.3705676	-0.3913037	-0.3441855
sal + phosphate	N_Pacific	(27.75,27.85]	-0.5616937	-0.6064164	-0.4769101
sal + phosphate	N_Pacific	(27.85,27.95]	-0.3862817	-0.4429955	-0.3318861
sal + phosphate	N_Pacific	(27.95,28.05]	-0.3166110	-0.3767192	-0.2537692
sal + phosphate	N_Pacific	(28.05,28.1]	0.0888708	-0.0715368	0.1966037
sal + phosphate	N_Pacific	(28.1,28.2]	-0.6624778	-0.6846116	-0.6498201
sal + phosphate	N_Pacific	(28.2,28.3]	-0.2076429	-0.2501045	-0.1767800
sal + phosphate	N_Pacific	(28.3, Inf]	0.8973991	0.8314345	0.9454885
sal + phosphate	S_Atlantic	(-Inf,26]	-0.8213314	-0.8213314	-0.8213314
sal + phosphate	S_Atlantic	(26,26.5]	-0.5757486	-0.7411543	-0.3862968
sal + phosphate	S_Atlantic	(26.5,26.75]	-0.3223745	-0.6760116	0.0689138
sal + phosphate	S_Atlantic	(26.75,27]	0.2102481	-0.0152054	0.4143358
sal + phosphate	S_Atlantic	(27,27.25]	0.4490605	0.2784963	0.6011186
sal + phosphate	S_Atlantic	(27.25,27.5]	0.5825076	0.3804168	0.7308811
sal + phosphate	S_Atlantic	(27.5,27.75]	0.8035544	0.7548150	0.8526883
sal + phosphate	S_Atlantic	(27.75,27.85]	0.2404769	-0.0508363	0.4503605
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.6520933	-0.8285692	-0.5338717
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.8865717	-0.9408600	-0.8279067
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9550104	-0.9742289	-0.9340418
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9692570	-0.9809528	-0.9580984
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9713341	-0.9842513	-0.9503277
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.8404969	-0.8936778	-0.7970618
sal + phosphate	S_Pacific	(-Inf,26]	-0.1677530	-0.2686518	-0.0375258
sal + phosphate	S_Pacific	(26,26.5]	-0.1052856	-0.3536678	0.1967475
sal + phosphate	S_Pacific	(26.5,26.75]	-0.4451890	-0.5224684	-0.3671029
sal + phosphate	S_Pacific	(26.75,27]	-0.6444731	-0.6612750	-0.6254580
sal + phosphate	S_Pacific	(27,27.25]	-0.5297157	-0.6255554	-0.4414174
sal + phosphate	S_Pacific	(27.25,27.5]	-0.1123818	-0.2710649	0.0085558
sal + phosphate	S_Pacific	(27.5,27.75]	0.6074886	0.4912867	0.6943186
sal + phosphate	S_Pacific	(27.75,27.85]	0.8268800	0.7841888	0.8551386
sal + phosphate	S_Pacific	(27.85,27.95]	0.8572589	0.8405166	0.8666551
sal + phosphate	S_Pacific	(27.95,28.05]	0.8964971	0.8830919	0.9214153
sal + phosphate	S_Pacific	(28.05,28.1]	0.8913063	0.8815232	0.8963315
sal + phosphate	S_Pacific	(28.1,28.2]	0.8653783	0.8482379	0.8797122
sal + phosphate	S_Pacific	(28.2,28.3]	0.8030973	0.7306807	0.8661836
sal + phosphate	S_Pacific	(28.3, Inf]	0.7573727	0.3843048	0.9558294
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	N_Atlantic	(-Inf,26]	-0.4802837	-0.9377327	-0.1966943
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7049234	-0.8489374	-0.6128480
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8127640	-0.9259808	-0.5941674
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.7419617	-0.8553702	-0.6572039
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.5977270	-0.8319281	-0.2364417
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7916630	-0.9013778	-0.7010612
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4419369	-0.5951119	-0.3006924
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.3687948	0.3186243	0.4562921
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5420574	0.5086039	0.5614509
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7270269	0.6851994	0.7509485
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.6658753	0.6341709	0.7180929
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.2107699	-0.0534177	0.4376361
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7707374	-0.8705251	-0.6920097
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.7695539	-0.9831232	-0.6133900
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7702510	-0.8504418	-0.6765729
sal + phosphate_star	N_Pacific	(26,26.5]	-0.7600140	-0.8099676	-0.7277419
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.8115915	-0.8515602	-0.7855196
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8471234	-0.8812269	-0.8114226
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8211152	-0.8516149	-0.7848026
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.3882357	-0.4324011	-0.3449607
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.0597424	0.0109526	0.0926663
sal + phosphate_star	N_Pacific	(27.75,27.85]	-0.0047372	-0.0537564	0.0772906
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.5384290	0.4936790	0.6118307
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.8173228	0.7714730	0.8408146
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.0991878	-0.1140814	0.2992215
sal + phosphate_star	N_Pacific	(28.1,28.2]	0.4261744	0.2816440	0.5391383
sal + phosphate_star	N_Pacific	(28.2,28.3]	-0.6251508	-0.6594924	-0.5937228
sal + phosphate_star	N_Pacific	(28.3, Inf]	-0.9753087	-0.9881427	-0.9544105
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.9568989	-0.9568989	-0.9568989
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8822427	-0.9182846	-0.8551975
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8604480	-0.8971124	-0.7993629
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8840071	-0.9086857	-0.8574730
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9403887	-0.9472885	-0.9289251
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9773478	-0.9823639	-0.9725086
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9829956	-0.9882696	-0.9728471
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9952843	-0.9971231	-0.9933483
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9954171	-0.9970728	-0.9943886
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9937172	-0.9958923	-0.9919441
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9948472	-0.9971328	-0.9930744
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9897960	-0.9966603	-0.9794246
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9909333	-0.9944836	-0.9852551
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.8168445	-0.8957960	-0.7579932
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.3781042	-0.4065004	-0.3608600
sal + phosphate_star	S_Pacific	(26,26.5]	-0.6116321	-0.6969643	-0.4503849
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.8254090	-0.8702187	-0.7703836
sal + phosphate_star	S_Pacific	(26.75,27]	-0.8921459	-0.9096642	-0.8605857
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9164573	-0.9394836	-0.8881792
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.8901079	-0.9152370	-0.8430642
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.6895296	-0.7525055	-0.6135035
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.8369728	-0.9034539	-0.7844915
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.8626344	-0.9306694	-0.8228795
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.7822658	-0.9107886	-0.7003063
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.6369760	-0.7138096	-0.5622534
sal + phosphate_star	S_Pacific	(28.1,28.2]	-0.2989695	-0.4495938	-0.0302882
sal + phosphate_star	S_Pacific	(28.2,28.3]	-0.0601359	-0.3289626	0.3791059
sal + phosphate_star	S_Pacific	(28.3, Inf]	-0.6303222	-0.8653053	-0.1848648
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	N_Atlantic	(-Inf,26]	-0.8526270	-0.9404492	-0.7256601
sal + silicate	N_Atlantic	(26,26.5]	-0.6023260	-0.8866298	-0.0818319
sal + silicate	N_Atlantic	(26.5,26.75]	0.5020090	0.0660357	0.8027284
sal + silicate	N_Atlantic	(26.75,27]	0.6707746	0.5103163	0.8015292
sal + silicate	N_Atlantic	(27,27.25]	0.5767228	0.4883870	0.7154920
sal + silicate	N_Atlantic	(27.25,27.5]	0.5132315	0.2930523	0.6880678
sal + silicate	N_Atlantic	(27.5,27.75]	0.5804516	0.4386556	0.6544127
sal + silicate	N_Atlantic	(27.75,27.85]	0.5656223	0.5159325	0.6283897
sal + silicate	N_Atlantic	(27.85,27.95]	0.5254905	0.5077657	0.5498833
sal + silicate	N_Atlantic	(27.95,28.05]	0.5725405	0.4520995	0.6760533
sal + silicate	N_Atlantic	(28.05,28.1]	0.2897765	0.1637405	0.4450676
sal + silicate	N_Atlantic	(28.1,28.15]	0.5149983	0.3366325	0.6808052
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7272965	-0.8429451	-0.6222295
sal + silicate	N_Atlantic	(28.2, Inf]	-0.7999316	-0.9751154	-0.6493629
sal + silicate	N_Pacific	(-Inf,26]	-0.3157870	-0.3803697	-0.2834037
sal + silicate	N_Pacific	(26,26.5]	0.0138982	-0.1577434	0.1606861
sal + silicate	N_Pacific	(26.5,26.75]	-0.0009987	-0.1238777	0.1653307
sal + silicate	N_Pacific	(26.75,27]	-0.1966342	-0.3718953	-0.0388771
sal + silicate	N_Pacific	(27,27.25]	-0.4482537	-0.5306711	-0.3362694
sal + silicate	N_Pacific	(27.25,27.5]	-0.6810616	-0.7520849	-0.5968864
sal + silicate	N_Pacific	(27.5,27.75]	-0.5813899	-0.6732943	-0.5232866
sal + silicate	N_Pacific	(27.75,27.85]	-0.7312474	-0.7653947	-0.6995271
sal + silicate	N_Pacific	(27.85,27.95]	-0.3989710	-0.4649794	-0.3373530
sal + silicate	N_Pacific	(27.95,28.05]	0.0413912	-0.0447188	0.1180163
sal + silicate	N_Pacific	(28.05,28.1]	0.3230877	0.1914529	0.4037494
sal + silicate	N_Pacific	(28.1,28.2]	0.3552056	0.2710951	0.4351418
sal + silicate	N_Pacific	(28.2,28.3]	0.2203829	0.1633627	0.2673385
sal + silicate	N_Pacific	(28.3, Inf]	0.9696815	0.9491126	0.9838460
sal + silicate	S_Atlantic	(-Inf,26]	-0.0913001	-0.0913001	-0.0913001
sal + silicate	S_Atlantic	(26,26.5]	-0.5338907	-0.6725206	-0.3937279
sal + silicate	S_Atlantic	(26.5,26.75]	-0.3530976	-0.5325129	-0.0779227
sal + silicate	S_Atlantic	(26.75,27]	-0.1623892	-0.2846811	-0.0666679
sal + silicate	S_Atlantic	(27,27.25]	-0.1903255	-0.2135373	-0.1785364
sal + silicate	S_Atlantic	(27.25,27.5]	-0.1050840	-0.2850179	0.1108144
sal + silicate	S_Atlantic	(27.5,27.75]	-0.1127548	-0.3829763	0.2500856
sal + silicate	S_Atlantic	(27.75,27.85]	-0.4617524	-0.7496109	-0.1645438
sal + silicate	S_Atlantic	(27.85,27.95]	-0.7572978	-0.8920001	-0.6598931
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8526134	-0.9375266	-0.7713855
sal + silicate	S_Atlantic	(28.05,28.1]	-0.9308453	-0.9652849	-0.8957695
sal + silicate	S_Atlantic	(28.1,28.15]	-0.9447887	-0.9654428	-0.9296514
sal + silicate	S_Atlantic	(28.15,28.2]	-0.9310443	-0.9563842	-0.8916934
sal + silicate	S_Atlantic	(28.2, Inf]	-0.4023848	-0.5682745	-0.2874122
sal + silicate	S_Pacific	(-Inf,26]	-0.3825315	-0.4439836	-0.2904312
sal + silicate	S_Pacific	(26,26.5]	-0.1422177	-0.3817298	0.1408549
sal + silicate	S_Pacific	(26.5,26.75]	-0.3965207	-0.4613709	-0.2958867
sal + silicate	S_Pacific	(26.75,27]	-0.5731855	-0.6336313	-0.5178786
sal + silicate	S_Pacific	(27,27.25]	-0.5165600	-0.5848000	-0.4488701
sal + silicate	S_Pacific	(27.25,27.5]	-0.1388083	-0.2896578	-0.0270059
sal + silicate	S_Pacific	(27.5,27.75]	0.6197605	0.5037604	0.7051293
sal + silicate	S_Pacific	(27.75,27.85]	0.8669371	0.8397096	0.8867399
sal + silicate	S_Pacific	(27.85,27.95]	0.8857280	0.8740317	0.8922130
sal + silicate	S_Pacific	(27.95,28.05]	0.9180316	0.9092592	0.9343910
sal + silicate	S_Pacific	(28.05,28.1]	0.9085058	0.9029594	0.9130949
sal + silicate	S_Pacific	(28.1,28.2]	0.9040838	0.8957053	0.9112346
sal + silicate	S_Pacific	(28.2,28.3]	0.8597595	0.8212450	0.9032493
sal + silicate	S_Pacific	(28.3, Inf]	0.7650149	0.3895508	0.9655689
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	N_Atlantic	(-Inf,26]	0.7718503	0.6385580	0.8777903
sal + temp	N_Atlantic	(26,26.5]	0.8521125	0.7992657	0.9507834
sal + temp	N_Atlantic	(26.5,26.75]	0.9847182	0.9684067	0.9939435
sal + temp	N_Atlantic	(26.75,27]	0.9879249	0.9846911	0.9910040
sal + temp	N_Atlantic	(27,27.25]	0.9838604	0.9715268	0.9904667
sal + temp	N_Atlantic	(27.25,27.5]	0.9902471	0.9871313	0.9927023
sal + temp	N_Atlantic	(27.5,27.75]	0.9748532	0.9705977	0.9815981
sal + temp	N_Atlantic	(27.75,27.85]	0.9530858	0.9513551	0.9552988
sal + temp	N_Atlantic	(27.85,27.95]	0.9003699	0.8998779	0.9008338
sal + temp	N_Atlantic	(27.95,28.05]	0.7821830	0.7394694	0.8332060
sal + temp	N_Atlantic	(28.05,28.1]	0.3863114	0.2206402	0.5440382
sal + temp	N_Atlantic	(28.1,28.15]	0.0681637	-0.3111397	0.3526041
sal + temp	N_Atlantic	(28.15,28.2]	0.8078267	0.7432167	0.8482646
sal + temp	N_Atlantic	(28.2, Inf]	0.2207592	-0.3195849	0.9244632
sal + temp	N_Pacific	(-Inf,26]	0.8457340	0.7605736	0.9314677
sal + temp	N_Pacific	(26,26.5]	0.9089476	0.8956041	0.9308247
sal + temp	N_Pacific	(26.5,26.75]	0.9626052	0.9527975	0.9757551
sal + temp	N_Pacific	(26.75,27]	0.9671814	0.9543072	0.9774475
sal + temp	N_Pacific	(27,27.25]	0.9586576	0.9462134	0.9674862
sal + temp	N_Pacific	(27.25,27.5]	0.8099176	0.7572578	0.8594452
sal + temp	N_Pacific	(27.5,27.75]	0.4583855	0.3688379	0.6077729
sal + temp	N_Pacific	(27.75,27.85]	0.6038648	0.5509225	0.6839898
sal + temp	N_Pacific	(27.85,27.95]	0.0651072	-0.0171104	0.2126802
sal + temp	N_Pacific	(27.95,28.05]	-0.6074175	-0.6553882	-0.5811570
sal + temp	N_Pacific	(28.05,28.1]	-0.2592814	-0.3876217	-0.1837827
sal + temp	N_Pacific	(28.1,28.2]	-0.7922194	-0.8294832	-0.7533435
sal + temp	N_Pacific	(28.2,28.3]	-0.0518409	-0.1414833	0.0298748
sal + temp	N_Pacific	(28.3, Inf]	0.8513823	0.7436244	0.9117095
sal + temp	S_Atlantic	(-Inf,26]	0.9842009	0.9842009	0.9842009
sal + temp	S_Atlantic	(26,26.5]	0.9793176	0.9695694	0.9857590
sal + temp	S_Atlantic	(26.5,26.75]	0.9642576	0.9599851	0.9711693
sal + temp	S_Atlantic	(26.75,27]	0.9545460	0.9496134	0.9593060
sal + temp	S_Atlantic	(27,27.25]	0.9468166	0.9411134	0.9524580
sal + temp	S_Atlantic	(27.25,27.5]	0.9513442	0.9471223	0.9557164
sal + temp	S_Atlantic	(27.5,27.75]	0.9164568	0.8912829	0.9318340
sal + temp	S_Atlantic	(27.75,27.85]	0.9734613	0.9615067	0.9813460
sal + temp	S_Atlantic	(27.85,27.95]	0.9705146	0.9602850	0.9761956
sal + temp	S_Atlantic	(27.95,28.05]	0.9702472	0.9625326	0.9777412
sal + temp	S_Atlantic	(28.05,28.1]	0.9794460	0.9775092	0.9806062
sal + temp	S_Atlantic	(28.1,28.15]	0.9793451	0.9792685	0.9794820
sal + temp	S_Atlantic	(28.15,28.2]	0.9775120	0.9748209	0.9796698
sal + temp	S_Atlantic	(28.2, Inf]	0.9180845	0.8930987	0.9451340
sal + temp	S_Pacific	(-Inf,26]	0.7143702	0.5671230	0.8476889
sal + temp	S_Pacific	(26,26.5]	0.8768430	0.8464368	0.9058177
sal + temp	S_Pacific	(26.5,26.75]	0.9127797	0.8779945	0.9334140
sal + temp	S_Pacific	(26.75,27]	0.9109952	0.8880590	0.9260701
sal + temp	S_Pacific	(27,27.25]	0.8887374	0.8712319	0.9127987
sal + temp	S_Pacific	(27.25,27.5]	0.8675276	0.8541282	0.8788319
sal + temp	S_Pacific	(27.5,27.75]	0.7304845	0.7257043	0.7390753
sal + temp	S_Pacific	(27.75,27.85]	0.9210245	0.8949748	0.9589242
sal + temp	S_Pacific	(27.85,27.95]	0.9507986	0.9287022	0.9699422
sal + temp	S_Pacific	(27.95,28.05]	0.9378441	0.9153581	0.9646038
sal + temp	S_Pacific	(28.05,28.1]	0.9495751	0.9371856	0.9566374
sal + temp	S_Pacific	(28.1,28.2]	0.8430565	0.7828301	0.8861347
sal + temp	S_Pacific	(28.2,28.3]	0.8120566	0.6882535	0.9052691
sal + temp	S_Pacific	(28.3, Inf]	0.6060063	0.4129138	0.7479984
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	N_Atlantic	(-Inf,26]	-0.1579819	-0.4678968	0.0954383
silicate + phosphate	N_Atlantic	(26,26.5]	0.4307987	0.2705556	0.5311286
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6889990	0.6475212	0.7390163
silicate + phosphate	N_Atlantic	(26.75,27]	0.9032686	0.8834593	0.9175487
silicate + phosphate	N_Atlantic	(27,27.25]	0.9613216	0.9401737	0.9768492
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9818582	0.9672582	0.9913745
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9879037	0.9772422	0.9943774
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9763914	0.9544055	0.9885096
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9113191	0.8812783	0.9515079
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.7206049	0.6642405	0.8189614
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.4312037	0.2833265	0.5292415
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7106701	0.6726343	0.7439449
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9841290	0.9818643	0.9883643
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9914532	0.9875493	0.9992244
silicate + phosphate	N_Pacific	(-Inf,26]	0.9577002	0.9558396	0.9604701
silicate + phosphate	N_Pacific	(26,26.5]	0.7778824	0.6514025	0.8452754
silicate + phosphate	N_Pacific	(26.5,26.75]	0.6387815	0.5060183	0.7834553
silicate + phosphate	N_Pacific	(26.75,27]	0.4362038	0.3547583	0.4873527
silicate + phosphate	N_Pacific	(27,27.25]	0.6408596	0.6168393	0.6585268
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7810021	0.7253934	0.8174388
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7954570	0.7271286	0.8319044
silicate + phosphate	N_Pacific	(27.75,27.85]	0.8199302	0.7823281	0.8608241
silicate + phosphate	N_Pacific	(27.85,27.95]	0.7614446	0.7168590	0.8120825
silicate + phosphate	N_Pacific	(27.95,28.05]	0.6448444	0.6275360	0.6600350
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7630930	0.7245745	0.8132729
silicate + phosphate	N_Pacific	(28.1,28.2]	0.3307627	0.2874649	0.3806658
silicate + phosphate	N_Pacific	(28.2,28.3]	0.8581034	0.8512485	0.8645045
silicate + phosphate	N_Pacific	(28.3, Inf]	0.9671846	0.9463573	0.9804926
silicate + phosphate	S_Atlantic	(-Inf,26]	0.6196392	0.6196392	0.6196392
silicate + phosphate	S_Atlantic	(26,26.5]	0.9561917	0.9378151	0.9684677
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9524806	0.9242067	0.9685951
silicate + phosphate	S_Atlantic	(26.75,27]	0.8676441	0.8055979	0.9024914
silicate + phosphate	S_Atlantic	(27,27.25]	0.7057075	0.6118254	0.7768313
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.4057050	0.1263746	0.7219920
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.2891965	-0.0228836	0.6696468
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.6230040	0.5349817	0.7169000
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9444667	0.9136084	0.9646388
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9738483	0.9716899	0.9779487
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9900415	0.9874661	0.9922824
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9901358	0.9876998	0.9935960
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9855884	0.9811023	0.9893027
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8122794	0.7834727	0.8609002
silicate + phosphate	S_Pacific	(-Inf,26]	0.9214142	0.8969177	0.9440360
silicate + phosphate	S_Pacific	(26,26.5]	0.9713466	0.9652990	0.9784703
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9752177	0.9712547	0.9777063
silicate + phosphate	S_Pacific	(26.75,27]	0.9611399	0.9267443	0.9837854
silicate + phosphate	S_Pacific	(27,27.25]	0.9832415	0.9776343	0.9867635
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9820205	0.9802403	0.9835235
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9787328	0.9741878	0.9833348
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9866164	0.9829659	0.9900471
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9894568	0.9872272	0.9910955
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9924491	0.9900191	0.9952877
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9968982	0.9958102	0.9978666
silicate + phosphate	S_Pacific	(28.1,28.2]	0.9895614	0.9854857	0.9932584
silicate + phosphate	S_Pacific	(28.2,28.3]	0.9659569	0.9467563	0.9784979
silicate + phosphate	S_Pacific	(28.3, Inf]	0.9698305	0.9653728	0.9783389
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	N_Atlantic	(-Inf,26]	0.3444106	0.1506678	0.5485860
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.4258060	0.1868063	0.6369304
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1321519	-0.5884704	0.5642351
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.1277238	-0.3802403	0.2202180
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.1820757	-0.3005915	0.6913132
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.0555661	-0.3515374	0.4558635
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3976288	0.1463262	0.6907221
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9325189	0.8668477	0.9749793
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9649325	0.9565601	0.9741922
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8624553	0.8388704	0.9072283
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.4603159	0.3296423	0.5622847
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.6591312	0.5965270	0.6904667
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9686195	0.9597748	0.9768507
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9860292	0.9786689	0.9925815
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.7333385	0.6522719	0.7812622
silicate + phosphate_star	N_Pacific	(26,26.5]	0.3590118	0.2626597	0.4534842
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.2321860	0.0594998	0.3270453
silicate + phosphate_star	N_Pacific	(26.75,27]	0.2878015	0.1348688	0.4497580
silicate + phosphate_star	N_Pacific	(27,27.25]	0.5743429	0.5182684	0.6137714
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8003778	0.7809401	0.8169416
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7104707	0.6379880	0.7481982
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.5806123	0.5409715	0.6298725
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.3121764	0.2126532	0.4686278
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.0210756	-0.1206176	0.2528475
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5115417	-0.5594143	-0.4666275
silicate + phosphate_star	N_Pacific	(28.1,28.2]	-0.2401611	-0.3680161	-0.1040753
silicate + phosphate_star	N_Pacific	(28.2,28.3]	-0.3765619	-0.4587105	-0.2707257
silicate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9673384	-0.9829874	-0.9390008
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.2917853	0.2917853	0.2917853
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.7703068	0.7123594	0.8450535
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6874329	0.5369742	0.7874871
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.4886735	0.3216208	0.6253628
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.4153657	0.4096030	0.4253162
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	0.2317847	0.0795874	0.3633286
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.2312906	-0.0838774	0.4713144
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.5230309	0.2376281	0.7885099
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.7937391	0.7055115	0.9130667
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8803017	0.8087890	0.9557259
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9445284	0.9137843	0.9734849
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9516905	0.9235490	0.9744644
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9443976	0.9040286	0.9697936
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8289279	0.8211429	0.8416428
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.7521487	0.6991978	0.7909920
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7120531	0.6488739	0.8142405
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7046226	0.6380708	0.7623723
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7375618	0.6744453	0.8092542
silicate + phosphate_star	S_Pacific	(27,27.25]	0.6175241	0.5401137	0.6796380
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.4253433	0.3583258	0.4879021
silicate + phosphate_star	S_Pacific	(27.5,27.75]	0.0489661	-0.0617569	0.1716565
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.5113948	-0.6307204	-0.3798750
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5700095	-0.6945366	-0.4778280
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.5191126	-0.7445179	-0.3859192
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.3153258	-0.4357777	-0.1850031
silicate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0099074	-0.1810031	0.2995649
silicate + phosphate_star	S_Pacific	(28.2,28.3]	0.1226328	-0.1805433	0.6181158
silicate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7469892	-0.7913089	-0.6886124
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	N_Atlantic	(-Inf,26]	-0.3705448	-0.6851943	0.1407728
temp + aou	N_Atlantic	(26,26.5]	-0.4558991	-0.7241315	-0.1121393
temp + aou	N_Atlantic	(26.5,26.75]	0.3041379	-0.0254216	0.5312583
temp + aou	N_Atlantic	(26.75,27]	0.4634460	0.2552407	0.6714640
temp + aou	N_Atlantic	(27,27.25]	0.4776850	0.4125923	0.5728990
temp + aou	N_Atlantic	(27.25,27.5]	0.5674372	0.4107121	0.7059185
temp + aou	N_Atlantic	(27.5,27.75]	0.5636597	0.4599504	0.6754824
temp + aou	N_Atlantic	(27.75,27.85]	0.5663139	0.5102693	0.6392226
temp + aou	N_Atlantic	(27.85,27.95]	0.6660168	0.5978367	0.7488563
temp + aou	N_Atlantic	(27.95,28.05]	0.7469625	0.6935075	0.8279690
temp + aou	N_Atlantic	(28.05,28.1]	0.3109645	0.2605370	0.3666298
temp + aou	N_Atlantic	(28.1,28.15]	-0.1115891	-0.1671356	-0.0461212
temp + aou	N_Atlantic	(28.15,28.2]	-0.6375009	-0.7393770	-0.5158315
temp + aou	N_Atlantic	(28.2, Inf]	-0.1846897	-0.8920518	0.3981819
temp + aou	N_Pacific	(-Inf,26]	-0.3381008	-0.4270144	-0.1935393
temp + aou	N_Pacific	(26,26.5]	0.0552414	-0.1644908	0.2719761
temp + aou	N_Pacific	(26.5,26.75]	0.3706042	0.2410997	0.5978834
temp + aou	N_Pacific	(26.75,27]	0.4722732	0.2588871	0.6301288
temp + aou	N_Pacific	(27,27.25]	-0.0930856	-0.2737247	0.0696780
temp + aou	N_Pacific	(27.25,27.5]	-0.7135809	-0.7571642	-0.6509373
temp + aou	N_Pacific	(27.5,27.75]	-0.6176412	-0.6324109	-0.6013850
temp + aou	N_Pacific	(27.75,27.85]	-0.6216381	-0.7366650	-0.5152080
temp + aou	N_Pacific	(27.85,27.95]	-0.2452450	-0.4051423	-0.0765891
temp + aou	N_Pacific	(27.95,28.05]	0.2534984	0.0766502	0.4077905
temp + aou	N_Pacific	(28.05,28.1]	0.3807800	0.3108742	0.4941928
temp + aou	N_Pacific	(28.1,28.2]	0.8354240	0.8050475	0.8869075
temp + aou	N_Pacific	(28.2,28.3]	0.7451272	0.7168029	0.8016227
temp + aou	N_Pacific	(28.3, Inf]	0.8035046	0.7495968	0.8381948
temp + aou	S_Atlantic	(-Inf,26]	-0.8286838	-0.8286838	-0.8286838
temp + aou	S_Atlantic	(26,26.5]	-0.3761709	-0.5721928	-0.2125768
temp + aou	S_Atlantic	(26.5,26.75]	-0.1011208	-0.4122326	0.2210191
temp + aou	S_Atlantic	(26.75,27]	0.3151663	0.1500548	0.4651921
temp + aou	S_Atlantic	(27,27.25]	0.5225221	0.4611558	0.6144619
temp + aou	S_Atlantic	(27.25,27.5]	0.6803477	0.5953514	0.7534425
temp + aou	S_Atlantic	(27.5,27.75]	0.8039508	0.7258755	0.8570418
temp + aou	S_Atlantic	(27.75,27.85]	0.9336810	0.9103267	0.9484903
temp + aou	S_Atlantic	(27.85,27.95]	0.8836644	0.8581392	0.9187472
temp + aou	S_Atlantic	(27.95,28.05]	0.5667629	0.2458017	0.7702164
temp + aou	S_Atlantic	(28.05,28.1]	-0.1931083	-0.6772519	0.1666667
temp + aou	S_Atlantic	(28.1,28.15]	-0.5560770	-0.8499262	-0.1422638
temp + aou	S_Atlantic	(28.15,28.2]	-0.7554692	-0.8958021	-0.5352255
temp + aou	S_Atlantic	(28.2, Inf]	-0.6796549	-0.7919762	-0.5564478
temp + aou	S_Pacific	(-Inf,26]	-0.1837030	-0.2236485	-0.1039765
temp + aou	S_Pacific	(26,26.5]	-0.1488557	-0.4173980	0.0784113
temp + aou	S_Pacific	(26.5,26.75]	-0.3179721	-0.3927375	-0.2384718
temp + aou	S_Pacific	(26.75,27]	-0.4687362	-0.4779667	-0.4602889
temp + aou	S_Pacific	(27,27.25]	-0.2495392	-0.3378589	-0.1407151
temp + aou	S_Pacific	(27.25,27.5]	-0.0016267	-0.0911498	0.0524490
temp + aou	S_Pacific	(27.5,27.75]	0.2999868	0.2068337	0.3635488
temp + aou	S_Pacific	(27.75,27.85]	0.7597406	0.6958882	0.8210061
temp + aou	S_Pacific	(27.85,27.95]	0.8309147	0.7918846	0.8650404
temp + aou	S_Pacific	(27.95,28.05]	0.8688957	0.8254189	0.9243921
temp + aou	S_Pacific	(28.05,28.1]	0.8695823	0.8481808	0.8916313
temp + aou	S_Pacific	(28.1,28.2]	0.8533530	0.8274069	0.8716576
temp + aou	S_Pacific	(28.2,28.3]	0.8966576	0.8640938	0.9171123
temp + aou	S_Pacific	(28.3, Inf]	0.6459153	0.4660792	0.7537534
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	N_Atlantic	(-Inf,26]	-0.3686007	-0.9131852	0.6096252
temp + nitrate	N_Atlantic	(26,26.5]	-0.5290837	-0.8497118	0.0053835
temp + nitrate	N_Atlantic	(26.5,26.75]	0.3582428	-0.0086272	0.6004095
temp + nitrate	N_Atlantic	(26.75,27]	0.5225636	0.3024582	0.6988522
temp + nitrate	N_Atlantic	(27,27.25]	0.5101715	0.4118041	0.6437521
temp + nitrate	N_Atlantic	(27.25,27.5]	0.5361434	0.3493465	0.6693704
temp + nitrate	N_Atlantic	(27.5,27.75]	0.5562072	0.4345213	0.6744565
temp + nitrate	N_Atlantic	(27.75,27.85]	0.5852847	0.5156902	0.6582092
temp + nitrate	N_Atlantic	(27.85,27.95]	0.6321781	0.5857176	0.6798858
temp + nitrate	N_Atlantic	(27.95,28.05]	0.6647948	0.5887878	0.7124129
temp + nitrate	N_Atlantic	(28.05,28.1]	0.2639839	0.1811097	0.3263043
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.2335208	-0.4657040	-0.0505854
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.7444797	-0.8275270	-0.6619250
temp + nitrate	N_Atlantic	(28.2, Inf]	0.0522513	-0.9043478	0.7297188
temp + nitrate	N_Pacific	(-Inf,26]	-0.5758945	-0.6357288	-0.4804331
temp + nitrate	N_Pacific	(26,26.5]	-0.1561392	-0.3391318	0.0356881
temp + nitrate	N_Pacific	(26.5,26.75]	-0.0205589	-0.1851915	0.0705721
temp + nitrate	N_Pacific	(26.75,27]	-0.2657513	-0.3055916	-0.2040059
temp + nitrate	N_Pacific	(27,27.25]	-0.5670969	-0.6001855	-0.5385548
temp + nitrate	N_Pacific	(27.25,27.5]	-0.7440197	-0.7687888	-0.7282155
temp + nitrate	N_Pacific	(27.5,27.75]	-0.7674124	-0.7872869	-0.7525557
temp + nitrate	N_Pacific	(27.75,27.85]	-0.8467131	-0.8797465	-0.8156540
temp + nitrate	N_Pacific	(27.85,27.95]	-0.5147687	-0.6205306	-0.3938806
temp + nitrate	N_Pacific	(27.95,28.05]	0.0857042	-0.0763529	0.2479147
temp + nitrate	N_Pacific	(28.05,28.1]	0.3194685	0.2585069	0.4133299
temp + nitrate	N_Pacific	(28.1,28.2]	0.7551421	0.7174748	0.8037876
temp + nitrate	N_Pacific	(28.2,28.3]	0.7225683	0.6892463	0.7805522
temp + nitrate	N_Pacific	(28.3, Inf]	0.7942638	0.7659766	0.8179389
temp + nitrate	S_Atlantic	(-Inf,26]	-0.8229905	-0.8229905	-0.8229905
temp + nitrate	S_Atlantic	(26,26.5]	-0.5894207	-0.7652165	-0.4461280
temp + nitrate	S_Atlantic	(26.5,26.75]	-0.3449045	-0.6582636	0.0053211
temp + nitrate	S_Atlantic	(26.75,27]	0.1535612	-0.0605549	0.3152103
temp + nitrate	S_Atlantic	(27,27.25]	0.3117241	0.1887236	0.4383741
temp + nitrate	S_Atlantic	(27.25,27.5]	0.3809578	0.1523462	0.5519632
temp + nitrate	S_Atlantic	(27.5,27.75]	0.6202057	0.4763724	0.7274598
temp + nitrate	S_Atlantic	(27.75,27.85]	0.5090390	0.3682434	0.5827077
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.4920366	-0.7031332	-0.3752948
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.8074981	-0.8639560	-0.7302451
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.9141383	-0.9321755	-0.8915924
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.9335151	-0.9479767	-0.9145403
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.9465664	-0.9549118	-0.9301844
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.9205267	-0.9359639	-0.9055031
temp + nitrate	S_Pacific	(-Inf,26]	-0.2372793	-0.2961952	-0.1399810
temp + nitrate	S_Pacific	(26,26.5]	-0.2932537	-0.4919168	-0.0984057
temp + nitrate	S_Pacific	(26.5,26.75]	-0.4319583	-0.4851121	-0.3904100
temp + nitrate	S_Pacific	(26.75,27]	-0.6179056	-0.6288425	-0.6004632
temp + nitrate	S_Pacific	(27,27.25]	-0.4497838	-0.5325321	-0.3530251
temp + nitrate	S_Pacific	(27.25,27.5]	-0.2060728	-0.3095219	-0.1263573
temp + nitrate	S_Pacific	(27.5,27.75]	0.1557852	0.0362586	0.2500110
temp + nitrate	S_Pacific	(27.75,27.85]	0.7133746	0.6406025	0.7832159
temp + nitrate	S_Pacific	(27.85,27.95]	0.7755046	0.7253578	0.8052409
temp + nitrate	S_Pacific	(27.95,28.05]	0.8204783	0.7649582	0.8907763
temp + nitrate	S_Pacific	(28.05,28.1]	0.8147022	0.7937346	0.8419300
temp + nitrate	S_Pacific	(28.1,28.2]	0.7964807	0.7793058	0.8167514
temp + nitrate	S_Pacific	(28.2,28.3]	0.8529082	0.8205861	0.8778658
temp + nitrate	S_Pacific	(28.3, Inf]	0.7441257	0.6175337	0.8212969
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	N_Atlantic	(-Inf,26]	-0.4397977	-0.6828970	-0.1622604
temp + phosphate	N_Atlantic	(26,26.5]	-0.5310765	-0.7732771	-0.2432525
temp + phosphate	N_Atlantic	(26.5,26.75]	0.2160421	-0.0491706	0.4047200
temp + phosphate	N_Atlantic	(26.75,27]	0.4042589	0.1864877	0.6065464
temp + phosphate	N_Atlantic	(27,27.25]	0.4080777	0.3615836	0.4973284
temp + phosphate	N_Atlantic	(27.25,27.5]	0.4225828	0.2483021	0.5378413
temp + phosphate	N_Atlantic	(27.5,27.75]	0.4909439	0.3793570	0.6102905
temp + phosphate	N_Atlantic	(27.75,27.85]	0.5688549	0.5005183	0.6361465
temp + phosphate	N_Atlantic	(27.85,27.95]	0.6067723	0.5692961	0.6443438
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6300512	0.5518303	0.6758931
temp + phosphate	N_Atlantic	(28.05,28.1]	0.2001434	0.1086884	0.2601504
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.2953468	-0.5427711	-0.0993163
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.7470448	-0.8274267	-0.6689892
temp + phosphate	N_Atlantic	(28.2, Inf]	0.0540390	-0.8906982	0.7271533
temp + phosphate	N_Pacific	(-Inf,26]	-0.5978467	-0.6392810	-0.5186515
temp + phosphate	N_Pacific	(26,26.5]	-0.1790322	-0.4001682	0.0923402
temp + phosphate	N_Pacific	(26.5,26.75]	0.2081474	0.0877147	0.4466589
temp + phosphate	N_Pacific	(26.75,27]	0.1254529	-0.0393651	0.2510363
temp + phosphate	N_Pacific	(27,27.25]	-0.3653903	-0.4738219	-0.2760625
temp + phosphate	N_Pacific	(27.25,27.5]	-0.6888298	-0.7477562	-0.6130329
temp + phosphate	N_Pacific	(27.5,27.75]	-0.6592065	-0.6939414	-0.6085709
temp + phosphate	N_Pacific	(27.75,27.85]	-0.6167582	-0.7074854	-0.5015701
temp + phosphate	N_Pacific	(27.85,27.95]	-0.2930976	-0.4139103	-0.1222766
temp + phosphate	N_Pacific	(27.95,28.05]	0.1846590	0.0151010	0.3560966
temp + phosphate	N_Pacific	(28.05,28.1]	0.3631708	0.3057406	0.4630582
temp + phosphate	N_Pacific	(28.1,28.2]	0.8213949	0.7860996	0.8726384
temp + phosphate	N_Pacific	(28.2,28.3]	0.7452731	0.7140080	0.8038424
temp + phosphate	N_Pacific	(28.3, Inf]	0.8350700	0.7907477	0.8640636
temp + phosphate	S_Atlantic	(-Inf,26]	-0.7694371	-0.7694371	-0.7694371
temp + phosphate	S_Atlantic	(26,26.5]	-0.5978476	-0.7736073	-0.4151047
temp + phosphate	S_Atlantic	(26.5,26.75]	-0.3752124	-0.6735964	-0.0139377
temp + phosphate	S_Atlantic	(26.75,27]	0.0739375	-0.1466064	0.2660850
temp + phosphate	S_Atlantic	(27,27.25]	0.2500856	0.1153505	0.3885888
temp + phosphate	S_Atlantic	(27.25,27.5]	0.3418491	0.1052422	0.5199912
temp + phosphate	S_Atlantic	(27.5,27.75]	0.5896979	0.4550632	0.6953375
temp + phosphate	S_Atlantic	(27.75,27.85]	0.2675147	-0.0086452	0.4624512
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.5769352	-0.7563476	-0.4468576
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.8144861	-0.8731982	-0.7357733
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.9125211	-0.9312628	-0.8888954
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9331254	-0.9462856	-0.9159620
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9457954	-0.9544977	-0.9292298
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.8948831	-0.9156480	-0.8782712
temp + phosphate	S_Pacific	(-Inf,26]	-0.1635030	-0.2306730	-0.0590636
temp + phosphate	S_Pacific	(26,26.5]	-0.2892384	-0.4924397	-0.0713193
temp + phosphate	S_Pacific	(26.5,26.75]	-0.4366519	-0.5124511	-0.3832953
temp + phosphate	S_Pacific	(26.75,27]	-0.5910305	-0.6085477	-0.5680346
temp + phosphate	S_Pacific	(27,27.25]	-0.4239961	-0.5084759	-0.3579008
temp + phosphate	S_Pacific	(27.25,27.5]	-0.1757107	-0.2756485	-0.0767472
temp + phosphate	S_Pacific	(27.5,27.75]	0.1788335	0.0660553	0.2715501
temp + phosphate	S_Pacific	(27.75,27.85]	0.7044010	0.6311049	0.7757447
temp + phosphate	S_Pacific	(27.85,27.95]	0.7699107	0.7208240	0.7968086
temp + phosphate	S_Pacific	(27.95,28.05]	0.8207198	0.7669983	0.8894966
temp + phosphate	S_Pacific	(28.05,28.1]	0.8182047	0.7998004	0.8442053
temp + phosphate	S_Pacific	(28.1,28.2]	0.8039068	0.7893606	0.8232101
temp + phosphate	S_Pacific	(28.2,28.3]	0.8645388	0.8351477	0.8887122
temp + phosphate	S_Pacific	(28.3, Inf]	0.7776830	0.6681982	0.8417037
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	N_Atlantic	(-Inf,26]	-0.7662900	-0.9750665	-0.4940987
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8648762	-0.8956175	-0.8274696
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8599468	-0.9546368	-0.6810954
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.8093685	-0.8987988	-0.7488901
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.6473939	-0.8603022	-0.3271069
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7902545	-0.9086078	-0.6894531
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.5095340	-0.6827670	-0.3623287
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.2359198	0.1518293	0.3410814
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.2961354	0.2416681	0.3464318
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3198281	0.2083825	0.4525542
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.0036732	-0.1284842	0.0720792
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.4477477	-0.7435599	-0.2227704
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8325760	-0.8929242	-0.7872258
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.0584972	-0.9052617	0.7291386
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9493651	-0.9538636	-0.9446989
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9339222	-0.9501333	-0.9180404
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.9033403	-0.9172317	-0.8827882
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9380761	-0.9504686	-0.9302889
temp + phosphate_star	N_Pacific	(27,27.25]	-0.9262319	-0.9420271	-0.9095635
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.7916731	-0.8061552	-0.7739808
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.7514433	-0.7938667	-0.6763346
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.6741249	-0.7618820	-0.6229115
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.6828806	-0.8069379	-0.5738705
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.7810879	-0.8705569	-0.7169666
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.5469676	-0.6631434	-0.4430475
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.7648944	-0.8276858	-0.6915290
temp + phosphate_star	N_Pacific	(28.2,28.3]	-0.4851842	-0.5316342	-0.4483512
temp + phosphate_star	N_Pacific	(28.3, Inf]	-0.8967442	-0.9252162	-0.8465036
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.9260855	-0.9260855	-0.9260855
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8808119	-0.9109984	-0.8536795
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8727490	-0.9024326	-0.8278523
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9418396	-0.9578727	-0.9200983
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9903195	-0.9925786	-0.9874091
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9908553	-0.9930758	-0.9893179
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9564837	-0.9606641	-0.9517131
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9740641	-0.9823124	-0.9650230
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9746548	-0.9788508	-0.9663977
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9761444	-0.9823702	-0.9701545
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9822951	-0.9848772	-0.9800930
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9814529	-0.9841066	-0.9800879
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9829474	-0.9853919	-0.9815608
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9223065	-0.9513833	-0.9019487
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.5489300	-0.6009119	-0.5119189
temp + phosphate_star	S_Pacific	(26,26.5]	-0.8029857	-0.8486836	-0.7382287
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.9043463	-0.9336824	-0.8663644
temp + phosphate_star	S_Pacific	(26.75,27]	-0.9532853	-0.9661495	-0.9282533
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9579211	-0.9707735	-0.9324263
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9638056	-0.9778521	-0.9405334
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9624711	-0.9701796	-0.9471484
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.9323583	-0.9496476	-0.9227459
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.9335271	-0.9709450	-0.9098608
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.8727944	-0.9324354	-0.8225816
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.7411967	-0.7790954	-0.6712768
temp + phosphate_star	S_Pacific	(28.1,28.2]	-0.5115277	-0.6535758	-0.2722103
temp + phosphate_star	S_Pacific	(28.2,28.3]	-0.2890473	-0.5070620	0.0918604
temp + phosphate_star	S_Pacific	(28.3, Inf]	-0.4736484	-0.6266283	-0.2797815
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	N_Atlantic	(-Inf,26]	-0.5686485	-0.6614418	-0.4457696
temp + silicate	N_Atlantic	(26,26.5]	-0.5212618	-0.7567933	-0.1051029
temp + silicate	N_Atlantic	(26.5,26.75]	0.4394832	-0.0076016	0.7603347
temp + silicate	N_Atlantic	(26.75,27]	0.6046665	0.4103232	0.7438940
temp + silicate	N_Atlantic	(27,27.25]	0.5428932	0.4189883	0.7025923
temp + silicate	N_Atlantic	(27.25,27.5]	0.5195456	0.3163083	0.6792452
temp + silicate	N_Atlantic	(27.5,27.75]	0.5335970	0.4063246	0.6166674
temp + silicate	N_Atlantic	(27.75,27.85]	0.4840212	0.4401596	0.5307459
temp + silicate	N_Atlantic	(27.85,27.95]	0.3131542	0.2831257	0.3663866
temp + silicate	N_Atlantic	(27.95,28.05]	0.1190290	-0.0659737	0.3333174
temp + silicate	N_Atlantic	(28.05,28.1]	-0.3717177	-0.4862722	-0.2093052
temp + silicate	N_Atlantic	(28.1,28.15]	-0.3530898	-0.5887026	-0.1912800
temp + silicate	N_Atlantic	(28.15,28.2]	-0.7675105	-0.8364608	-0.6850723
temp + silicate	N_Atlantic	(28.2, Inf]	-0.0331185	-0.9010888	0.6201583
temp + silicate	N_Pacific	(-Inf,26]	-0.6406155	-0.7259899	-0.5180807
temp + silicate	N_Pacific	(26,26.5]	-0.2326929	-0.4024050	-0.1088615
temp + silicate	N_Pacific	(26.5,26.75]	-0.0802100	-0.2008471	0.0830425
temp + silicate	N_Pacific	(26.75,27]	-0.2530793	-0.4216910	-0.0955705
temp + silicate	N_Pacific	(27,27.25]	-0.5610337	-0.6227629	-0.4716092
temp + silicate	N_Pacific	(27.25,27.5]	-0.9116940	-0.9346475	-0.8799748
temp + silicate	N_Pacific	(27.5,27.75]	-0.9431343	-0.9505015	-0.9340768
temp + silicate	N_Pacific	(27.75,27.85]	-0.8858196	-0.9366020	-0.8506415
temp + silicate	N_Pacific	(27.85,27.95]	-0.6912353	-0.7947883	-0.5560495
temp + silicate	N_Pacific	(27.95,28.05]	-0.4322050	-0.5109019	-0.3230672
temp + silicate	N_Pacific	(28.05,28.1]	0.0691863	0.0163475	0.1572057
temp + silicate	N_Pacific	(28.1,28.2]	-0.0034593	-0.1197677	0.1491199
temp + silicate	N_Pacific	(28.2,28.3]	0.6887011	0.6485567	0.7366494
temp + silicate	N_Pacific	(28.3, Inf]	0.8325339	0.7417887	0.8825812
temp + silicate	S_Atlantic	(-Inf,26]	0.0032624	0.0032624	0.0032624
temp + silicate	S_Atlantic	(26,26.5]	-0.5687520	-0.7305754	-0.4285745
temp + silicate	S_Atlantic	(26.5,26.75]	-0.4136909	-0.5485716	-0.1719718
temp + silicate	S_Atlantic	(26.75,27]	-0.3091430	-0.4203518	-0.2350078
temp + silicate	S_Atlantic	(27,27.25]	-0.3781922	-0.3868476	-0.3617403
temp + silicate	S_Atlantic	(27.25,27.5]	-0.2846055	-0.3980349	-0.1523638
temp + silicate	S_Atlantic	(27.5,27.75]	-0.2355451	-0.4080777	0.0000683
temp + silicate	S_Atlantic	(27.75,27.85]	-0.4049330	-0.7141177	-0.0882691
temp + silicate	S_Atlantic	(27.85,27.95]	-0.6927340	-0.8461599	-0.5677016
temp + silicate	S_Atlantic	(27.95,28.05]	-0.7995333	-0.8991415	-0.6945016
temp + silicate	S_Atlantic	(28.05,28.1]	-0.8851956	-0.9231644	-0.8435191
temp + silicate	S_Atlantic	(28.1,28.15]	-0.9089866	-0.9267642	-0.8912947
temp + silicate	S_Atlantic	(28.15,28.2]	-0.9069354	-0.9266287	-0.8729506
temp + silicate	S_Atlantic	(28.2, Inf]	-0.5959017	-0.6843160	-0.5442670
temp + silicate	S_Pacific	(-Inf,26]	-0.3676029	-0.4086922	-0.3267008
temp + silicate	S_Pacific	(26,26.5]	-0.3096980	-0.5080931	-0.0958155
temp + silicate	S_Pacific	(26.5,26.75]	-0.4104738	-0.4684888	-0.3194407
temp + silicate	S_Pacific	(26.75,27]	-0.5600422	-0.5892944	-0.5208243
temp + silicate	S_Pacific	(27,27.25]	-0.4519943	-0.5156458	-0.3986161
temp + silicate	S_Pacific	(27.25,27.5]	-0.2688134	-0.3647078	-0.1791109
temp + silicate	S_Pacific	(27.5,27.75]	0.1008810	-0.0283888	0.2072653
temp + silicate	S_Pacific	(27.75,27.85]	0.7193755	0.6504121	0.7819054
temp + silicate	S_Pacific	(27.85,27.95]	0.7826413	0.7307625	0.8153254
temp + silicate	S_Pacific	(27.95,28.05]	0.8258756	0.7710506	0.8953194
temp + silicate	S_Pacific	(28.05,28.1]	0.8334846	0.8175236	0.8576841
temp + silicate	S_Pacific	(28.1,28.2]	0.7902560	0.7515523	0.8239781
temp + silicate	S_Pacific	(28.2,28.3]	0.8243899	0.7552079	0.8704027
temp + silicate	S_Pacific	(28.3, Inf]	0.7821187	0.6920849	0.8379339

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
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	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	N_Atlantic	(-Inf,26]	0.1785014	-0.1950518	0.5138242
aou	N_Atlantic	(26,26.5]	0.3149095	0.0579886	0.5275182
aou	N_Atlantic	(26.5,26.75]	-0.2884177	-0.3634031	-0.1439919
aou	N_Atlantic	(26.75,27]	-0.4824174	-0.6350017	-0.3760904
aou	N_Atlantic	(27,27.25]	-0.7246451	-0.7572256	-0.6743467
aou	N_Atlantic	(27.25,27.5]	-0.8649565	-0.8751859	-0.8552719
aou	N_Atlantic	(27.5,27.75]	-0.8438088	-0.8800948	-0.7879558
aou	N_Atlantic	(27.75,27.85]	-0.8521828	-0.8940750	-0.8032452
aou	N_Atlantic	(27.85,27.95]	-0.8745270	-0.8982633	-0.8518623
aou	N_Atlantic	(27.95,28.05]	-0.7553876	-0.7842651	-0.7039261
aou	N_Atlantic	(28.05,28.1]	-0.6950049	-0.8212643	-0.5055191
aou	N_Atlantic	(28.1,28.15]	-0.5739987	-0.6813786	-0.3923741
aou	N_Atlantic	(28.15,28.2]	-0.9097422	-0.9436203	-0.8855657
aou	N_Atlantic	(28.2, Inf]	-0.8773141	-0.9704848	-0.8051842
aou	N_Pacific	(-Inf,26]	0.3038329	0.1050962	0.5078238
aou	N_Pacific	(26,26.5]	0.1004460	-0.1291694	0.2247040
aou	N_Pacific	(26.5,26.75]	-0.2663656	-0.3191488	-0.1971803
aou	N_Pacific	(26.75,27]	-0.5410353	-0.6705353	-0.3703307
aou	N_Pacific	(27,27.25]	-0.1467691	-0.2132187	-0.0560117
aou	N_Pacific	(27.25,27.5]	0.4213168	0.3973899	0.4464549
aou	N_Pacific	(27.5,27.75]	0.5930741	0.5560667	0.6199350
aou	N_Pacific	(27.75,27.85]	0.8115068	0.7649279	0.8384396
aou	N_Pacific	(27.85,27.95]	0.8327343	0.8112870	0.8674670
aou	N_Pacific	(27.95,28.05]	0.7839615	0.7741179	0.7982901
aou	N_Pacific	(28.05,28.1]	0.8342113	0.8145012	0.8532945
aou	N_Pacific	(28.1,28.2]	0.4119170	0.3880960	0.4288013
aou	N_Pacific	(28.2,28.3]	0.9067094	0.9025886	0.9142420
aou	N_Pacific	(28.3, Inf]	0.9932142	0.9907444	0.9954786
aou	S_Atlantic	(-Inf,26]	0.7496237	0.7496237	0.7496237
aou	S_Atlantic	(26,26.5]	-0.0614106	-0.2189646	0.0357179
aou	S_Atlantic	(26.5,26.75]	-0.3392105	-0.5469178	0.0723083
aou	S_Atlantic	(26.75,27]	0.0191006	-0.3394469	0.5876215
aou	S_Atlantic	(27,27.25]	0.1172634	-0.2081530	0.5569364
aou	S_Atlantic	(27.25,27.5]	0.4858183	0.3082253	0.8342723
aou	S_Atlantic	(27.5,27.75]	0.6154119	0.4526206	0.8689114
aou	S_Atlantic	(27.75,27.85]	0.5984103	0.4517506	0.8386907
aou	S_Atlantic	(27.85,27.95]	0.5361800	0.4555260	0.6842111
aou	S_Atlantic	(27.95,28.05]	0.1174932	-0.0940247	0.2651322
aou	S_Atlantic	(28.05,28.1]	-0.5303121	-0.8611980	-0.2270895
aou	S_Atlantic	(28.1,28.15]	-0.7814078	-0.9529191	-0.4950557
aou	S_Atlantic	(28.15,28.2]	-0.8947136	-0.9734127	-0.7561659
aou	S_Atlantic	(28.2, Inf]	-0.6607097	-0.8587327	-0.4901119
aou	S_Pacific	(-Inf,26]	-0.1184113	-0.2560381	0.0805195
aou	S_Pacific	(26,26.5]	-0.6355349	-0.8119235	-0.4899724
aou	S_Pacific	(26.5,26.75]	-0.7742757	-0.8560495	-0.6750994
aou	S_Pacific	(26.75,27]	-0.8583139	-0.8628727	-0.8544130
aou	S_Pacific	(27,27.25]	-0.8398360	-0.8759082	-0.8196367
aou	S_Pacific	(27.25,27.5]	-0.7808669	-0.7952058	-0.7587512
aou	S_Pacific	(27.5,27.75]	-0.6170235	-0.7660496	-0.3962856
aou	S_Pacific	(27.75,27.85]	-0.3271922	-0.5289808	0.0735728
aou	S_Pacific	(27.85,27.95]	-0.1931161	-0.7272751	0.4337198
aou	S_Pacific	(27.95,28.05]	-0.1004561	-0.7698552	0.6081194
aou	S_Pacific	(28.05,28.1]	0.0109711	-0.6592102	0.4736908
aou	S_Pacific	(28.1,28.2]	0.2070013	-0.3536438	0.5243695
aou	S_Pacific	(28.2,28.3]	0.4493118	0.2152324	0.7652395
aou	S_Pacific	(28.3, Inf]	0.0551588	-0.3162557	0.5601119
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	N_Atlantic	(-Inf,26]	-0.1592212	-0.6676609	0.2494129
nitrate	N_Atlantic	(26,26.5]	0.0857883	-0.2566361	0.3062554
nitrate	N_Atlantic	(26.5,26.75]	-0.4344374	-0.5017274	-0.3092195
nitrate	N_Atlantic	(26.75,27]	-0.5739997	-0.6989012	-0.5051518
nitrate	N_Atlantic	(27,27.25]	-0.7806939	-0.8035590	-0.7553004
nitrate	N_Atlantic	(27.25,27.5]	-0.8832265	-0.8857673	-0.8806625
nitrate	N_Atlantic	(27.5,27.75]	-0.8850796	-0.9008886	-0.8546578
nitrate	N_Atlantic	(27.75,27.85]	-0.9184185	-0.9355508	-0.9015507
nitrate	N_Atlantic	(27.85,27.95]	-0.9506406	-0.9620716	-0.9347579
nitrate	N_Atlantic	(27.95,28.05]	-0.8903279	-0.9224867	-0.8588843
nitrate	N_Atlantic	(28.05,28.1]	-0.9637788	-0.9734479	-0.9585292
nitrate	N_Atlantic	(28.1,28.15]	-0.9303885	-0.9486310	-0.8970297
nitrate	N_Atlantic	(28.15,28.2]	-0.9782872	-0.9873890	-0.9718858
nitrate	N_Atlantic	(28.2, Inf]	-0.9886978	-0.9973919	-0.9798045
nitrate	N_Pacific	(-Inf,26]	0.3559728	0.1952194	0.5184417
nitrate	N_Pacific	(26,26.5]	0.1525540	-0.0586245	0.2827793
nitrate	N_Pacific	(26.5,26.75]	-0.0033296	-0.2035501	0.1548121
nitrate	N_Pacific	(26.75,27]	0.1997295	0.1228530	0.2788075
nitrate	N_Pacific	(27,27.25]	0.5219793	0.5171360	0.5294148
nitrate	N_Pacific	(27.25,27.5]	0.6699404	0.6267692	0.7455852
nitrate	N_Pacific	(27.5,27.75]	0.7007125	0.6646121	0.7269386
nitrate	N_Pacific	(27.75,27.85]	0.8834501	0.8737563	0.9021818
nitrate	N_Pacific	(27.85,27.95]	0.8642751	0.8307408	0.8907343
nitrate	N_Pacific	(27.95,28.05]	0.7337254	0.6889413	0.7837073
nitrate	N_Pacific	(28.05,28.1]	0.6777934	0.6103747	0.7391089
nitrate	N_Pacific	(28.1,28.2]	0.3032319	0.2802653	0.3406849
nitrate	N_Pacific	(28.2,28.3]	0.8844806	0.8756603	0.8930346
nitrate	N_Pacific	(28.3, Inf]	0.9833239	0.9802843	0.9873005
nitrate	S_Atlantic	(-Inf,26]	0.7432035	0.7432035	0.7432035
nitrate	S_Atlantic	(26,26.5]	-0.1789704	-0.2248748	-0.1534363
nitrate	S_Atlantic	(26.5,26.75]	-0.4757097	-0.7178463	-0.0790798
nitrate	S_Atlantic	(26.75,27]	-0.1177219	-0.4599210	0.4732594
nitrate	S_Atlantic	(27,27.25]	-0.0900711	-0.3955378	0.3859434
nitrate	S_Atlantic	(27.25,27.5]	0.2275594	-0.0960025	0.6952699
nitrate	S_Atlantic	(27.5,27.75]	0.4781845	0.2756819	0.7729769
nitrate	S_Atlantic	(27.75,27.85]	0.0207335	-0.0728846	0.1028157
nitrate	S_Atlantic	(27.85,27.95]	-0.8271849	-0.8887125	-0.7944891
nitrate	S_Atlantic	(27.95,28.05]	-0.9659717	-0.9804387	-0.9579613
nitrate	S_Atlantic	(28.05,28.1]	-0.9800460	-0.9940295	-0.9701700
nitrate	S_Atlantic	(28.1,28.15]	-0.9888549	-0.9948328	-0.9851204
nitrate	S_Atlantic	(28.15,28.2]	-0.9909476	-0.9967455	-0.9864885
nitrate	S_Atlantic	(28.2, Inf]	-0.9387954	-0.9803275	-0.9119059
nitrate	S_Pacific	(-Inf,26]	-0.0964821	-0.2597185	0.1117632
nitrate	S_Pacific	(26,26.5]	-0.6283894	-0.7826531	-0.5021417
nitrate	S_Pacific	(26.5,26.75]	-0.8256720	-0.9077522	-0.7180875
nitrate	S_Pacific	(26.75,27]	-0.9225916	-0.9400028	-0.9097286
nitrate	S_Pacific	(27,27.25]	-0.9184017	-0.9448184	-0.9007143
nitrate	S_Pacific	(27.25,27.5]	-0.8707752	-0.8860358	-0.8411244
nitrate	S_Pacific	(27.5,27.75]	-0.6693922	-0.8085585	-0.4609802
nitrate	S_Pacific	(27.75,27.85]	-0.3136024	-0.5172396	0.0838529
nitrate	S_Pacific	(27.85,27.95]	-0.1493583	-0.6760634	0.4584614
nitrate	S_Pacific	(27.95,28.05]	-0.0589494	-0.7284030	0.6279940
nitrate	S_Pacific	(28.05,28.1]	0.0584012	-0.6039514	0.5168943
nitrate	S_Pacific	(28.1,28.2]	0.2636023	-0.2857213	0.5512935
nitrate	S_Pacific	(28.2,28.3]	0.5241421	0.2915086	0.7769832
nitrate	S_Pacific	(28.3, Inf]	0.0739453	-0.2351080	0.5333486
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	N_Atlantic	(-Inf,26]	0.3852346	0.1828697	0.6157397
phosphate	N_Atlantic	(26,26.5]	0.3218106	0.1039128	0.5119922
phosphate	N_Atlantic	(26.5,26.75]	-0.2590494	-0.3026496	-0.2056874
phosphate	N_Atlantic	(26.75,27]	-0.4606246	-0.6040882	-0.3611810
phosphate	N_Atlantic	(27,27.25]	-0.7033117	-0.7664576	-0.6349372
phosphate	N_Atlantic	(27.25,27.5]	-0.8195478	-0.8333052	-0.8012626
phosphate	N_Atlantic	(27.5,27.75]	-0.8570945	-0.8781628	-0.8192188
phosphate	N_Atlantic	(27.75,27.85]	-0.9192895	-0.9349210	-0.9034810
phosphate	N_Atlantic	(27.85,27.95]	-0.9550638	-0.9688392	-0.9390295
phosphate	N_Atlantic	(27.95,28.05]	-0.9172346	-0.9484326	-0.8908479
phosphate	N_Atlantic	(28.05,28.1]	-0.9673138	-0.9763605	-0.9624455
phosphate	N_Atlantic	(28.1,28.15]	-0.9333942	-0.9530709	-0.8992600
phosphate	N_Atlantic	(28.15,28.2]	-0.9775832	-0.9866919	-0.9728197
phosphate	N_Atlantic	(28.2, Inf]	-0.9886088	-0.9935065	-0.9800401
phosphate	N_Pacific	(-Inf,26]	0.4031783	0.2733810	0.5592834
phosphate	N_Pacific	(26,26.5]	0.1699693	-0.0009034	0.2657782
phosphate	N_Pacific	(26.5,26.75]	-0.2181987	-0.2590808	-0.1388648
phosphate	N_Pacific	(26.75,27]	-0.3618006	-0.4425659	-0.2277662
phosphate	N_Pacific	(27,27.25]	0.0271006	0.0087855	0.0429173
phosphate	N_Pacific	(27.25,27.5]	0.2057185	0.1691516	0.2268115
phosphate	N_Pacific	(27.5,27.75]	0.3576416	0.3077124	0.3936821
phosphate	N_Pacific	(27.75,27.85]	0.7270845	0.6687560	0.7636512
phosphate	N_Pacific	(27.85,27.95]	0.7771444	0.7392350	0.8331862
phosphate	N_Pacific	(27.95,28.05]	0.7505137	0.7310581	0.7727425
phosphate	N_Pacific	(28.05,28.1]	0.7665138	0.7251327	0.8002690
phosphate	N_Pacific	(28.1,28.2]	0.3585999	0.3484572	0.3659384
phosphate	N_Pacific	(28.2,28.3]	0.8923378	0.8870192	0.9021465
phosphate	N_Pacific	(28.3, Inf]	0.9926548	0.9895743	0.9960417
phosphate	S_Atlantic	(-Inf,26]	0.6765539	0.6765539	0.6765539
phosphate	S_Atlantic	(26,26.5]	-0.2120544	-0.2580800	-0.1793261
phosphate	S_Atlantic	(26.5,26.75]	-0.4998139	-0.7438243	-0.1257633
phosphate	S_Atlantic	(26.75,27]	-0.1791650	-0.5196518	0.4097091
phosphate	S_Atlantic	(27,27.25]	-0.1190928	-0.4231838	0.3367821
phosphate	S_Atlantic	(27.25,27.5]	0.1908680	-0.1324145	0.6600792
phosphate	S_Atlantic	(27.5,27.75]	0.4002186	0.2128079	0.6963491
phosphate	S_Atlantic	(27.75,27.85]	-0.2743087	-0.3546240	-0.1627110
phosphate	S_Atlantic	(27.85,27.95]	-0.8894772	-0.9284606	-0.8572691
phosphate	S_Atlantic	(27.95,28.05]	-0.9717921	-0.9859687	-0.9638184
phosphate	S_Atlantic	(28.05,28.1]	-0.9825090	-0.9955163	-0.9741548
phosphate	S_Atlantic	(28.1,28.15]	-0.9901189	-0.9958750	-0.9867183
phosphate	S_Atlantic	(28.15,28.2]	-0.9923003	-0.9974413	-0.9884343
phosphate	S_Atlantic	(28.2, Inf]	-0.9672906	-0.9822937	-0.9591641
phosphate	S_Pacific	(-Inf,26]	-0.1499304	-0.3083171	0.0423054
phosphate	S_Pacific	(26,26.5]	-0.5961927	-0.7749939	-0.4606842
phosphate	S_Pacific	(26.5,26.75]	-0.7919146	-0.8658022	-0.7131520
phosphate	S_Pacific	(26.75,27]	-0.8924034	-0.8985142	-0.8842077
phosphate	S_Pacific	(27,27.25]	-0.9052150	-0.9323129	-0.8812301
phosphate	S_Pacific	(27.25,27.5]	-0.8368765	-0.8567192	-0.8028427
phosphate	S_Pacific	(27.5,27.75]	-0.6243079	-0.7705476	-0.4120372
phosphate	S_Pacific	(27.75,27.85]	-0.2846815	-0.4862392	0.1101443
phosphate	S_Pacific	(27.85,27.95]	-0.1368124	-0.6610283	0.4655987
phosphate	S_Pacific	(27.95,28.05]	-0.0579815	-0.7243714	0.6261869
phosphate	S_Pacific	(28.05,28.1]	0.0561490	-0.6057638	0.5176565
phosphate	S_Pacific	(28.1,28.2]	0.2595538	-0.2951630	0.5485915
phosphate	S_Pacific	(28.2,28.3]	0.5235429	0.2816627	0.7819457
phosphate	S_Pacific	(28.3, Inf]	0.0004915	-0.2755412	0.4555086
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	N_Atlantic	(-Inf,26]	0.3464130	0.0001702	0.9432183
phosphate_star	N_Atlantic	(26,26.5]	0.2330370	0.1000394	0.4672066
phosphate_star	N_Atlantic	(26.5,26.75]	0.4411853	-0.2224262	0.7853935
phosphate_star	N_Atlantic	(26.75,27]	0.5703692	0.3516243	0.7696875
phosphate_star	N_Atlantic	(27,27.25]	0.2296004	-0.3329067	0.6841773
phosphate_star	N_Atlantic	(27.25,27.5]	0.3059538	-0.0582806	0.6177187
phosphate_star	N_Atlantic	(27.5,27.75]	-0.0575103	-0.3718221	0.1979097
phosphate_star	N_Atlantic	(27.75,27.85]	-0.7864950	-0.8494072	-0.6785581
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8906801	-0.9179596	-0.8706215
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8790499	-0.8976907	-0.8640422
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9667067	-0.9773577	-0.9534465
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9745458	-0.9837013	-0.9647959
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9948984	-0.9979858	-0.9916568
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9947997	-0.9989247	-0.9902753
phosphate_star	N_Pacific	(-Inf,26]	0.5839419	0.5522418	0.6132650
phosphate_star	N_Pacific	(26,26.5]	0.4566539	0.3966524	0.5432155
phosphate_star	N_Pacific	(26.5,26.75]	0.4493342	0.3854318	0.5134739
phosphate_star	N_Pacific	(26.75,27]	0.6177664	0.5524420	0.7192072
phosphate_star	N_Pacific	(27,27.25]	0.6462968	0.5289936	0.7440276
phosphate_star	N_Pacific	(27.25,27.5]	0.1510252	0.0213497	0.2509159
phosphate_star	N_Pacific	(27.5,27.75]	0.0003601	-0.0880344	0.0740677
phosphate_star	N_Pacific	(27.75,27.85]	0.3088046	0.2482390	0.3645811
phosphate_star	N_Pacific	(27.85,27.95]	0.0616120	-0.0357510	0.1497608
phosphate_star	N_Pacific	(27.95,28.05]	-0.2162043	-0.3088547	-0.0581292
phosphate_star	N_Pacific	(28.05,28.1]	-0.6339582	-0.6695064	-0.6037213
phosphate_star	N_Pacific	(28.1,28.2]	-0.4439459	-0.5602082	-0.2999878
phosphate_star	N_Pacific	(28.2,28.3]	-0.5212915	-0.5887112	-0.4525499
phosphate_star	N_Pacific	(28.3, Inf]	-0.9500639	-0.9763554	-0.9215154
phosphate_star	S_Atlantic	(-Inf,26]	0.8677845	0.8677845	0.8677845
phosphate_star	S_Atlantic	(26,26.5]	-0.1837881	-0.3352649	-0.0595062
phosphate_star	S_Atlantic	(26.5,26.75]	-0.5645732	-0.7217939	-0.4771691
phosphate_star	S_Atlantic	(26.75,27]	-0.7779353	-0.8422129	-0.7176830
phosphate_star	S_Atlantic	(27,27.25]	-0.7718642	-0.9401952	-0.6639824
phosphate_star	S_Atlantic	(27.25,27.5]	-0.8097839	-0.9303686	-0.7083870
phosphate_star	S_Atlantic	(27.5,27.75]	-0.7486341	-0.9107409	-0.6571391
phosphate_star	S_Atlantic	(27.75,27.85]	-0.7831941	-0.9634287	-0.6512201
phosphate_star	S_Atlantic	(27.85,27.95]	-0.8605835	-0.9672913	-0.7635996
phosphate_star	S_Atlantic	(27.95,28.05]	-0.8956608	-0.9740583	-0.8418266
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9391153	-0.9790506	-0.9185742
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9449791	-0.9826344	-0.9058385
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9602718	-0.9855955	-0.9335549
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9799206	-0.9893847	-0.9723026
phosphate_star	S_Pacific	(-Inf,26]	0.2622775	0.1697923	0.3469827
phosphate_star	S_Pacific	(26,26.5]	-0.1512632	-0.2329333	-0.0794013
phosphate_star	S_Pacific	(26.5,26.75]	-0.5938461	-0.6870030	-0.5400719
phosphate_star	S_Pacific	(26.75,27]	-0.7892102	-0.8659270	-0.7386428
phosphate_star	S_Pacific	(27,27.25]	-0.7554961	-0.8237193	-0.6857289
phosphate_star	S_Pacific	(27.25,27.5]	-0.5358938	-0.5681710	-0.4844401
phosphate_star	S_Pacific	(27.5,27.75]	-0.0639868	-0.1708121	0.0598690
phosphate_star	S_Pacific	(27.75,27.85]	0.5059758	0.2321435	0.6764175
phosphate_star	S_Pacific	(27.85,27.95]	0.5370011	0.0994118	0.8609714
phosphate_star	S_Pacific	(27.95,28.05]	0.4757275	-0.0435963	0.8687194
phosphate_star	S_Pacific	(28.05,28.1]	0.4231838	0.1681414	0.7041776
phosphate_star	S_Pacific	(28.1,28.2]	0.4835665	0.3792378	0.6018747
phosphate_star	S_Pacific	(28.2,28.3]	0.5724610	0.5495080	0.5984452
phosphate_star	S_Pacific	(28.3, Inf]	-0.1063048	-0.6173523	0.3252657
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	N_Atlantic	(-Inf,26]	0.1604393	-0.8210126	0.8040543
sal	N_Atlantic	(26,26.5]	0.0693402	-0.4702887	0.3685882
sal	N_Atlantic	(26.5,26.75]	-0.7008571	-0.9085833	-0.3229323
sal	N_Atlantic	(26.75,27]	-0.9277069	-0.9627513	-0.8805893
sal	N_Atlantic	(27,27.25]	-0.8890116	-0.9625442	-0.8217521
sal	N_Atlantic	(27.25,27.5]	-0.7994411	-0.8843022	-0.6534476
sal	N_Atlantic	(27.5,27.75]	-0.8512849	-0.8995770	-0.7609252
sal	N_Atlantic	(27.75,27.85]	-0.8476194	-0.9001858	-0.7908229
sal	N_Atlantic	(27.85,27.95]	-0.8371483	-0.8832361	-0.7955215
sal	N_Atlantic	(27.95,28.05]	-0.8577685	-0.8704129	-0.8475007
sal	N_Atlantic	(28.05,28.1]	-0.7616859	-0.8426243	-0.7172272
sal	N_Atlantic	(28.1,28.15]	-0.2239944	-0.5103568	0.1435366
sal	N_Atlantic	(28.15,28.2]	0.7526997	0.6665042	0.8703361
sal	N_Atlantic	(28.2, Inf]	0.7257342	0.5554062	0.9866222
sal	N_Pacific	(-Inf,26]	-0.6448150	-0.7981458	-0.4880898
sal	N_Pacific	(26,26.5]	-0.7002411	-0.8263342	-0.5048093
sal	N_Pacific	(26.5,26.75]	-0.7152620	-0.7769983	-0.5953527
sal	N_Pacific	(26.75,27]	-0.8814752	-0.9078749	-0.8620753
sal	N_Pacific	(27,27.25]	-0.9475811	-0.9704564	-0.9169398
sal	N_Pacific	(27.25,27.5]	-0.9523334	-0.9671315	-0.9274167
sal	N_Pacific	(27.5,27.75]	-0.9555427	-0.9605693	-0.9494159
sal	N_Pacific	(27.75,27.85]	-0.8943291	-0.9039693	-0.8821894
sal	N_Pacific	(27.85,27.95]	-0.6250491	-0.6421903	-0.6119936
sal	N_Pacific	(27.95,28.05]	-0.1937602	-0.2109278	-0.1826196
sal	N_Pacific	(28.05,28.1]	0.2857697	0.1120293	0.4000094
sal	N_Pacific	(28.1,28.2]	0.3331301	0.3140987	0.3696528
sal	N_Pacific	(28.2,28.3]	0.2312768	0.1708110	0.2706026
sal	N_Pacific	(28.3, Inf]	0.9077756	0.8514028	0.9473506
sal	S_Atlantic	(-Inf,26]	-0.9556465	-0.9556465	-0.9556465
sal	S_Atlantic	(26,26.5]	-0.1526741	-0.2764592	0.0138744
sal	S_Atlantic	(26.5,26.75]	0.2140185	0.1040995	0.4273752
sal	S_Atlantic	(26.75,27]	0.5550122	0.4064717	0.7317291
sal	S_Atlantic	(27,27.25]	0.6421397	0.4459821	0.8961445
sal	S_Atlantic	(27.25,27.5]	0.7436079	0.6180304	0.9343825
sal	S_Atlantic	(27.5,27.75]	0.6983521	0.5775538	0.8980173
sal	S_Atlantic	(27.75,27.85]	0.7445009	0.5925445	0.9499123
sal	S_Atlantic	(27.85,27.95]	0.8460426	0.7426559	0.9619160
sal	S_Atlantic	(27.95,28.05]	0.8921823	0.8382937	0.9698040
sal	S_Atlantic	(28.05,28.1]	0.9396762	0.9208500	0.9750423
sal	S_Atlantic	(28.1,28.15]	0.9551931	0.9433456	0.9787347
sal	S_Atlantic	(28.15,28.2]	0.9650663	0.9503387	0.9815933
sal	S_Atlantic	(28.2, Inf]	0.7585873	0.6638261	0.8974133
sal	S_Pacific	(-Inf,26]	-0.3183961	-0.4631579	-0.0553807
sal	S_Pacific	(26,26.5]	-0.4954921	-0.5985153	-0.4183761
sal	S_Pacific	(26.5,26.75]	0.2370219	0.1969709	0.2593519
sal	S_Pacific	(26.75,27]	0.6565819	0.6091852	0.7260833
sal	S_Pacific	(27,27.25]	0.6995072	0.6345955	0.7391116
sal	S_Pacific	(27.25,27.5]	0.2840227	0.2280750	0.3869863
sal	S_Pacific	(27.5,27.75]	-0.4617205	-0.5860138	-0.3037436
sal	S_Pacific	(27.75,27.85]	-0.5326393	-0.7581566	-0.1194302
sal	S_Pacific	(27.85,27.95]	-0.4178084	-0.8780620	0.1792046
sal	S_Pacific	(27.95,28.05]	-0.2525227	-0.8718840	0.4783677
sal	S_Pacific	(28.05,28.1]	-0.1359531	-0.7791237	0.3784783
sal	S_Pacific	(28.1,28.2]	0.1500133	-0.4762119	0.4673040
sal	S_Pacific	(28.2,28.3]	0.3451802	0.0234320	0.5739433
sal	S_Pacific	(28.3, Inf]	0.2427908	-0.2669318	0.5954837
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	N_Atlantic	(-Inf,26]	-0.4071490	-0.8395085	0.2774079
silicate	N_Atlantic	(26,26.5]	-0.5063205	-0.6141007	-0.4469306
silicate	N_Atlantic	(26.5,26.75]	-0.7897073	-0.8198148	-0.7620499
silicate	N_Atlantic	(26.75,27]	-0.7462950	-0.8277549	-0.6932247
silicate	N_Atlantic	(27,27.25]	-0.8465823	-0.8554959	-0.8403248
silicate	N_Atlantic	(27.25,27.5]	-0.8898190	-0.9086226	-0.8799723
silicate	N_Atlantic	(27.5,27.75]	-0.8918945	-0.8975002	-0.8867919
silicate	N_Atlantic	(27.75,27.85]	-0.8979246	-0.9201791	-0.8766866
silicate	N_Atlantic	(27.85,27.95]	-0.8675133	-0.8974798	-0.8237628
silicate	N_Atlantic	(27.95,28.05]	-0.7041062	-0.7989389	-0.6341058
silicate	N_Atlantic	(28.05,28.1]	-0.3364646	-0.4412358	-0.2313987
silicate	N_Atlantic	(28.1,28.15]	-0.5783042	-0.6242318	-0.5050736
silicate	N_Atlantic	(28.15,28.2]	-0.9533017	-0.9681286	-0.9455154
silicate	N_Atlantic	(28.2, Inf]	-0.9683295	-0.9928499	-0.9438177
silicate	N_Pacific	(-Inf,26]	0.3702214	0.2274438	0.5471514
silicate	N_Pacific	(26,26.5]	-0.1471350	-0.3188067	-0.0411352
silicate	N_Pacific	(26.5,26.75]	-0.3533275	-0.4783761	-0.2692099
silicate	N_Pacific	(26.75,27]	-0.0838926	-0.2086585	0.1381934
silicate	N_Pacific	(27,27.25]	0.2906517	0.1902644	0.3949394
silicate	N_Pacific	(27.25,27.5]	0.5331605	0.4657917	0.6617644
silicate	N_Pacific	(27.5,27.75]	0.6738513	0.5764371	0.7881142
silicate	N_Pacific	(27.75,27.85]	0.9427202	0.9268499	0.9635059
silicate	N_Pacific	(27.85,27.95]	0.9527176	0.9343482	0.9689662
silicate	N_Pacific	(27.95,28.05]	0.9523528	0.9391153	0.9685913
silicate	N_Pacific	(28.05,28.1]	0.9653017	0.9595259	0.9736710
silicate	N_Pacific	(28.1,28.2]	0.9250345	0.9075728	0.9557301
silicate	N_Pacific	(28.2,28.3]	0.9394169	0.9280582	0.9459089
silicate	N_Pacific	(28.3, Inf]	0.9743837	0.9574104	0.9838267
silicate	S_Atlantic	(-Inf,26]	-0.1422843	-0.1422843	-0.1422843
silicate	S_Atlantic	(26,26.5]	-0.3729988	-0.4336622	-0.3324787
silicate	S_Atlantic	(26.5,26.75]	-0.6406562	-0.8299829	-0.3479252
silicate	S_Atlantic	(26.75,27]	-0.5701993	-0.7924645	-0.1663473
silicate	S_Atlantic	(27,27.25]	-0.7200225	-0.8709512	-0.5103018
silicate	S_Atlantic	(27.25,27.5]	-0.6313446	-0.7685591	-0.5503600
silicate	S_Atlantic	(27.5,27.75]	-0.6805666	-0.8353203	-0.5344274
silicate	S_Atlantic	(27.75,27.85]	-0.8777646	-0.9575394	-0.7726414
silicate	S_Atlantic	(27.85,27.95]	-0.9506329	-0.9676455	-0.9267876
silicate	S_Atlantic	(27.95,28.05]	-0.9619329	-0.9815792	-0.9406598
silicate	S_Atlantic	(28.05,28.1]	-0.9802750	-0.9934234	-0.9681604
silicate	S_Atlantic	(28.1,28.15]	-0.9845799	-0.9923748	-0.9769384
silicate	S_Atlantic	(28.15,28.2]	-0.9822184	-0.9891436	-0.9714456
silicate	S_Atlantic	(28.2, Inf]	-0.8642769	-0.8928660	-0.8274669
silicate	S_Pacific	(-Inf,26]	-0.0071222	-0.0694540	0.0851723
silicate	S_Pacific	(26,26.5]	-0.5909483	-0.7385563	-0.4747136
silicate	S_Pacific	(26.5,26.75]	-0.8357033	-0.8901012	-0.7810294
silicate	S_Pacific	(26.75,27]	-0.9285789	-0.9436556	-0.9129548
silicate	S_Pacific	(27,27.25]	-0.8976035	-0.9189648	-0.8735863
silicate	S_Pacific	(27.25,27.5]	-0.8445654	-0.8721654	-0.8069400
silicate	S_Pacific	(27.5,27.75]	-0.6629918	-0.8046743	-0.4507016
silicate	S_Pacific	(27.75,27.85]	-0.3547106	-0.5614589	0.0453759
silicate	S_Pacific	(27.85,27.95]	-0.1929501	-0.7081121	0.4113184
silicate	S_Pacific	(27.95,28.05]	-0.0841253	-0.7466302	0.6079812
silicate	S_Pacific	(28.05,28.1]	0.0401527	-0.6241355	0.5149229
silicate	S_Pacific	(28.1,28.2]	0.2882920	-0.2918969	0.6049788
silicate	S_Pacific	(28.2,28.3]	0.5856659	0.3492329	0.8775130
silicate	S_Pacific	(28.3, Inf]	-0.1604476	-0.3845013	0.2667871
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	N_Atlantic	(-Inf,26]	-0.2801066	-0.9556789	0.1344336
temp	N_Atlantic	(26,26.5]	-0.2907361	-0.5710321	-0.1314596
temp	N_Atlantic	(26.5,26.75]	-0.6914529	-0.8826987	-0.3209675
temp	N_Atlantic	(26.75,27]	-0.8910280	-0.9401920	-0.8194077
temp	N_Atlantic	(27,27.25]	-0.8503452	-0.9462773	-0.7496152
temp	N_Atlantic	(27.25,27.5]	-0.8026859	-0.8776112	-0.6743112
temp	N_Atlantic	(27.5,27.75]	-0.8071915	-0.8641404	-0.7229141
temp	N_Atlantic	(27.75,27.85]	-0.7674521	-0.8134688	-0.7137555
temp	N_Atlantic	(27.85,27.95]	-0.6799013	-0.7163312	-0.6438510
temp	N_Atlantic	(27.95,28.05]	-0.6370730	-0.7042684	-0.5694241
temp	N_Atlantic	(28.05,28.1]	-0.2346209	-0.3560050	-0.1032312
temp	N_Atlantic	(28.1,28.15]	0.2687261	0.0168141	0.6370511
temp	N_Atlantic	(28.15,28.2]	0.8002831	0.7506396	0.8842272
temp	N_Atlantic	(28.2, Inf]	-0.1082547	-0.7768970	0.9119046
temp	N_Pacific	(-Inf,26]	-0.7399684	-0.7784299	-0.7088403
temp	N_Pacific	(26,26.5]	-0.6447572	-0.7251023	-0.5866659
temp	N_Pacific	(26.5,26.75]	-0.6816327	-0.7555837	-0.5895117
temp	N_Pacific	(26.75,27]	-0.8140838	-0.8670894	-0.7720238
temp	N_Pacific	(27,27.25]	-0.8630822	-0.9105311	-0.7995600
temp	N_Pacific	(27.25,27.5]	-0.6796260	-0.7775857	-0.5558816
temp	N_Pacific	(27.5,27.75]	-0.5723046	-0.7288684	-0.4351605
temp	N_Pacific	(27.75,27.85]	-0.7946963	-0.8890701	-0.7240761
temp	N_Pacific	(27.85,27.95]	-0.5472284	-0.7056690	-0.4232519
temp	N_Pacific	(27.95,28.05]	-0.2265524	-0.3184370	-0.1134343
temp	N_Pacific	(28.05,28.1]	0.1524562	0.0802691	0.2514911
temp	N_Pacific	(28.1,28.2]	0.0907762	0.0036504	0.1788758
temp	N_Pacific	(28.2,28.3]	0.7398094	0.7055725	0.7708269
temp	N_Pacific	(28.3, Inf]	0.8358999	0.7927220	0.8652154
temp	S_Atlantic	(-Inf,26]	-0.9850165	-0.9850165	-0.9850165
temp	S_Atlantic	(26,26.5]	-0.1637275	-0.3009604	0.0308260
temp	S_Atlantic	(26.5,26.75]	0.1902319	0.0778704	0.4113866
temp	S_Atlantic	(26.75,27]	0.6176616	0.5135639	0.7263784
temp	S_Atlantic	(27,27.25]	0.7721898	0.6635170	0.9307422
temp	S_Atlantic	(27.25,27.5]	0.8273014	0.7536702	0.9035893
temp	S_Atlantic	(27.5,27.75]	0.6688222	0.6121816	0.7743115
temp	S_Atlantic	(27.75,27.85]	0.6627337	0.5062189	0.9056044
temp	S_Atlantic	(27.85,27.95]	0.7544095	0.6459826	0.9043690
temp	S_Atlantic	(27.95,28.05]	0.8040895	0.7486156	0.9087303
temp	S_Atlantic	(28.05,28.1]	0.8718818	0.8424100	0.9242299
temp	S_Atlantic	(28.1,28.15]	0.8980165	0.8768190	0.9312309
temp	S_Atlantic	(28.15,28.2]	0.9191357	0.9001609	0.9425652
temp	S_Atlantic	(28.2, Inf]	0.8677634	0.8247896	0.9366342
temp	S_Pacific	(-Inf,26]	-0.7963868	-0.8011818	-0.7884823
temp	S_Pacific	(26,26.5]	-0.3365530	-0.4122010	-0.2747303
temp	S_Pacific	(26.5,26.75]	0.2781596	0.2046780	0.3659821
temp	S_Pacific	(26.75,27]	0.6441876	0.6095578	0.6910858
temp	S_Pacific	(27,27.25]	0.6305575	0.5792627	0.6728994
temp	S_Pacific	(27.25,27.5]	0.4284138	0.3628555	0.4980051
temp	S_Pacific	(27.5,27.75]	0.0466135	-0.0320765	0.1169427
temp	S_Pacific	(27.75,27.85]	-0.4614178	-0.6416452	-0.1048261
temp	S_Pacific	(27.85,27.95]	-0.4563757	-0.8740381	0.0958993
temp	S_Pacific	(27.95,28.05]	-0.3582682	-0.8863645	0.3221367
temp	S_Pacific	(28.05,28.1]	-0.2556706	-0.8084259	0.1971961
temp	S_Pacific	(28.1,28.2]	-0.1006895	-0.6112903	0.1690475
temp	S_Pacific	(28.2,28.3]	0.2693061	0.0019935	0.5170878
temp	S_Pacific	(28.3, Inf]	-0.0817435	-0.2787987	0.2510643

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