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
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
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9179bfe	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
cd5f759	Donghe-Zhu	2021-03-28
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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
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
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7911918	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8612431	0.8544137	0.8747110
aou + nitrate	Atlantic	(26.5,26.75]	0.9688625	0.9633419	0.9750891
aou + nitrate	Atlantic	(26.75,27]	0.9838125	0.9811189	0.9873773
aou + nitrate	Atlantic	(27,27.25]	0.9716991	0.9670989	0.9780015
aou + nitrate	Atlantic	(27.25,27.5]	0.9496432	0.9312313	0.9619438
aou + nitrate	Atlantic	(27.5,27.75]	0.9304774	0.9047017	0.9525322
aou + nitrate	Atlantic	(27.75,27.85]	0.9307064	0.9152450	0.9486907
aou + nitrate	Atlantic	(27.85,27.95]	0.9642533	0.9622485	0.9660810
aou + nitrate	Atlantic	(27.95,28.05]	0.9779506	0.9743131	0.9798138
aou + nitrate	Atlantic	(28.05,28.1]	0.9875294	0.9842057	0.9911233
aou + nitrate	Atlantic	(28.1,28.15]	0.9815318	0.9710818	0.9899871
aou + nitrate	Atlantic	(28.15,28.2]	0.9785413	0.9750476	0.9853605
aou + nitrate	Atlantic	(28.2, Inf]	0.9721802	0.9561863	0.9935379
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9156667	0.9002308	0.9303388
aou + nitrate	Indo-Pacific	(26,26.5]	0.8634034	0.8152360	0.8958648
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8576652	0.8228277	0.8821816
aou + nitrate	Indo-Pacific	(26.75,27]	0.8520998	0.8302118	0.8944458
aou + nitrate	Indo-Pacific	(27,27.25]	0.8890377	0.8602575	0.9140300
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9048380	0.8798008	0.9398264
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9342716	0.9103374	0.9602511
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9787662	0.9669336	0.9877443
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9871739	0.9796378	0.9933142
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9878428	0.9788711	0.9947052
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9893099	0.9847484	0.9941135
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9878215	0.9849518	0.9921471
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839900	0.9750313	0.9899087
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8936264	0.8496127	0.9322240
aou + nitrate	SO	(26,26.5]	0.5366119	-0.0851511	0.8647795
aou + nitrate	SO	(26.5,26.75]	0.6319055	0.2946910	0.8236219
aou + nitrate	SO	(26.75,27]	0.7402460	0.6672721	0.7927457
aou + nitrate	SO	(27,27.25]	0.8096645	0.7695230	0.8437951
aou + nitrate	SO	(27.25,27.5]	0.8180489	0.8028782	0.8439353
aou + nitrate	SO	(27.5,27.75]	0.9202165	0.9024338	0.9317878
aou + nitrate	SO	(27.75,27.85]	0.9680275	0.9600970	0.9731874
aou + nitrate	SO	(27.85,27.95]	0.9430651	0.9233351	0.9532044
aou + nitrate	SO	(27.95,28.05]	0.9050371	0.8376607	0.9638036
aou + nitrate	SO	(28.05,28.1]	0.8788064	0.7970967	0.9316256
aou + nitrate	SO	(28.1,28.15]	0.5388460	0.3624718	0.7476659
aou + nitrate	SO	(28.1,28.2]	0.9217079	0.8998305	0.9466866
aou + nitrate	SO	(28.15,28.2]	0.6257425	0.4319344	0.8812547
aou + nitrate	SO	(28.2, Inf]	0.3969065	0.2254503	0.6915235
aou + nitrate	SO	(28.2,28.3]	0.9321207	0.9144057	0.9584461
aou + nitrate	SO	(28.3, Inf]	0.9301946	0.8999505	0.9547283
aou + phosphate	Atlantic	(-Inf,26]	0.8138220	0.7359829	0.8546664
aou + phosphate	Atlantic	(26,26.5]	0.8855212	0.8577069	0.9011937
aou + phosphate	Atlantic	(26.5,26.75]	0.9258399	0.9124642	0.9380696
aou + phosphate	Atlantic	(26.75,27]	0.9634496	0.9563842	0.9723754
aou + phosphate	Atlantic	(27,27.25]	0.9451477	0.9307790	0.9550281
aou + phosphate	Atlantic	(27.25,27.5]	0.9137946	0.8745694	0.9343507
aou + phosphate	Atlantic	(27.5,27.75]	0.9035335	0.8659039	0.9347608
aou + phosphate	Atlantic	(27.75,27.85]	0.9133687	0.8949145	0.9343441
aou + phosphate	Atlantic	(27.85,27.95]	0.9533043	0.9515051	0.9551944
aou + phosphate	Atlantic	(27.95,28.05]	0.9694046	0.9648296	0.9717609
aou + phosphate	Atlantic	(28.05,28.1]	0.9857971	0.9825874	0.9895022
aou + phosphate	Atlantic	(28.1,28.15]	0.9793131	0.9678150	0.9883202
aou + phosphate	Atlantic	(28.15,28.2]	0.9792463	0.9748307	0.9851267
aou + phosphate	Atlantic	(28.2, Inf]	0.9724602	0.9548982	0.9921496
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9535775	0.9402530	0.9614660
aou + phosphate	Indo-Pacific	(26,26.5]	0.9598283	0.9577931	0.9619605
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9679061	0.9610743	0.9786834
aou + phosphate	Indo-Pacific	(26.75,27]	0.9738005	0.9691225	0.9807539
aou + phosphate	Indo-Pacific	(27,27.25]	0.9824950	0.9762024	0.9889494
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9845828	0.9770639	0.9909816
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9882383	0.9838620	0.9928246
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9946621	0.9910178	0.9976115
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9964063	0.9944560	0.9981509
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9972288	0.9962676	0.9982336
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9982113	0.9978916	0.9985665
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9977168	0.9975801	0.9979603
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9945929	0.9929595	0.9969254
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9521818	0.9396061	0.9697252
aou + phosphate	SO	(26,26.5]	0.4439919	-0.1729557	0.7999756
aou + phosphate	SO	(26.5,26.75]	0.5716250	0.2121700	0.7648855
aou + phosphate	SO	(26.75,27]	0.7382659	0.6473534	0.8073530
aou + phosphate	SO	(27,27.25]	0.7971333	0.7561583	0.8306952
aou + phosphate	SO	(27.25,27.5]	0.8049196	0.7886074	0.8338516
aou + phosphate	SO	(27.5,27.75]	0.9206569	0.9017548	0.9331499
aou + phosphate	SO	(27.75,27.85]	0.9637013	0.9540885	0.9689608
aou + phosphate	SO	(27.85,27.95]	0.9365419	0.9133289	0.9518666
aou + phosphate	SO	(27.95,28.05]	0.9009953	0.8346165	0.9615547
aou + phosphate	SO	(28.05,28.1]	0.8840090	0.8094617	0.9322757
aou + phosphate	SO	(28.1,28.15]	0.5412850	0.3623164	0.7490122
aou + phosphate	SO	(28.1,28.2]	0.9296559	0.9148022	0.9491180
aou + phosphate	SO	(28.15,28.2]	0.6248011	0.4164668	0.8850589
aou + phosphate	SO	(28.2, Inf]	0.2434929	0.0083238	0.6867113
aou + phosphate	SO	(28.2,28.3]	0.9465220	0.9307999	0.9659859
aou + phosphate	SO	(28.3, Inf]	0.8718339	0.8264141	0.9062762
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1245960	-0.4523182	0.4442608
aou + phosphate_star	Atlantic	(26,26.5]	0.2748360	0.1063141	0.3961660
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0123976	-0.2828577	0.2202643
aou + phosphate_star	Atlantic	(26.75,27]	0.0205517	-0.0767886	0.1702918
aou + phosphate_star	Atlantic	(27,27.25]	0.0006743	-0.1572989	0.1978201
aou + phosphate_star	Atlantic	(27.25,27.5]	0.2072723	0.0362904	0.4155996
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4877046	0.3817805	0.5720871
aou + phosphate_star	Atlantic	(27.75,27.85]	0.7159512	0.6838977	0.7442996
aou + phosphate_star	Atlantic	(27.85,27.95]	0.8288913	0.8113702	0.8378299
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8927930	0.8677330	0.9080541
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9554845	0.9500619	0.9634157
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9381318	0.9098585	0.9581741
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9294556	0.9132268	0.9478954
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9617747	0.9494494	0.9789653
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5059682	0.5025671	0.5100292
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4493444	0.3267038	0.5466864
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4545784	0.3338144	0.6668407
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5830399	0.5107233	0.6935509
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6931979	0.6177816	0.7991720
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6531019	0.5659569	0.7747785
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4667673	0.4061524	0.5842698
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.3443334	0.2875775	0.4553969
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3417506	0.2798203	0.4317530
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3701628	0.2713688	0.4386522
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5594840	0.4152196	0.6605651
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.5838194	0.3429391	0.7586311
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3400350	0.0807921	0.5588974
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6702472	-0.7015911	-0.6315215
aou + phosphate_star	SO	(26,26.5]	-0.7072368	-0.8417498	-0.4558532
aou + phosphate_star	SO	(26.5,26.75]	-0.0309435	-0.5079345	0.2486142
aou + phosphate_star	SO	(26.75,27]	0.0178068	-0.1986743	0.1648008
aou + phosphate_star	SO	(27,27.25]	-0.0404704	-0.1089232	-0.0049630
aou + phosphate_star	SO	(27.25,27.5]	-0.5056224	-0.5516728	-0.4137915
aou + phosphate_star	SO	(27.5,27.75]	-0.4091064	-0.4632258	-0.3718920
aou + phosphate_star	SO	(27.75,27.85]	-0.7703274	-0.7829849	-0.7603800
aou + phosphate_star	SO	(27.85,27.95]	-0.7596692	-0.8041091	-0.7212827
aou + phosphate_star	SO	(27.95,28.05]	-0.6972353	-0.8329367	-0.5294263
aou + phosphate_star	SO	(28.05,28.1]	-0.5912074	-0.7340627	-0.3687276
aou + phosphate_star	SO	(28.1,28.15]	0.0109414	-0.3851556	0.4284637
aou + phosphate_star	SO	(28.1,28.2]	-0.6892711	-0.7446524	-0.6293854
aou + phosphate_star	SO	(28.15,28.2]	0.1063186	-0.4410154	0.6866251
aou + phosphate_star	SO	(28.2, Inf]	-0.3130336	-0.6310909	0.1955170
aou + phosphate_star	SO	(28.2,28.3]	-0.7436428	-0.7716879	-0.7073417
aou + phosphate_star	SO	(28.3, Inf]	-0.8320497	-0.8624727	-0.8152523
aou + silicate	Atlantic	(-Inf,26]	0.0344034	-0.7857934	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3144449	0.1969339	0.4189399
aou + silicate	Atlantic	(26.5,26.75]	0.6271635	0.5924666	0.6786693
aou + silicate	Atlantic	(26.75,27]	0.8184627	0.8027729	0.8428664
aou + silicate	Atlantic	(27,27.25]	0.7538178	0.7292948	0.7805441
aou + silicate	Atlantic	(27.25,27.5]	0.7097463	0.6857359	0.7255102
aou + silicate	Atlantic	(27.5,27.75]	0.6877274	0.6518505	0.7222598
aou + silicate	Atlantic	(27.75,27.85]	0.7144412	0.7001122	0.7220091
aou + silicate	Atlantic	(27.85,27.95]	0.7825457	0.7374810	0.8157397
aou + silicate	Atlantic	(27.95,28.05]	0.8345323	0.7796238	0.8709763
aou + silicate	Atlantic	(28.05,28.1]	0.9193145	0.8863850	0.9360640
aou + silicate	Atlantic	(28.1,28.15]	0.9247785	0.8842331	0.9493586
aou + silicate	Atlantic	(28.15,28.2]	0.9327737	0.9257187	0.9378490
aou + silicate	Atlantic	(28.2, Inf]	0.9606727	0.9545951	0.9677735
aou + silicate	Indo-Pacific	(-Inf,26]	0.7957310	0.7630761	0.8478128
aou + silicate	Indo-Pacific	(26,26.5]	0.7979809	0.7711092	0.8210136
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7746230	0.7376788	0.8297543
aou + silicate	Indo-Pacific	(26.75,27]	0.8437869	0.8129943	0.8905931
aou + silicate	Indo-Pacific	(27,27.25]	0.9037165	0.8760080	0.9353286
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9242674	0.8851734	0.9556569
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9306155	0.9045069	0.9559202
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9528844	0.9312299	0.9716285
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9589871	0.9461573	0.9736727
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9600074	0.9493529	0.9734999
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9813310	0.9797403	0.9840247
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9251232	0.8901400	0.9429225
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7881282	0.7557087	0.8133234
aou + silicate	Indo-Pacific	(28.3, Inf]	0.9319997	0.9156653	0.9467295
aou + silicate	SO	(26,26.5]	0.4370641	-0.2295575	0.8046490
aou + silicate	SO	(26.5,26.75]	0.8203420	0.6909773	0.9209161
aou + silicate	SO	(26.75,27]	0.9045810	0.8973452	0.9148099
aou + silicate	SO	(27,27.25]	0.8317880	0.8224122	0.8400637
aou + silicate	SO	(27.25,27.5]	0.7824514	0.7729924	0.7961581
aou + silicate	SO	(27.5,27.75]	0.8914734	0.8632000	0.9110946
aou + silicate	SO	(27.75,27.85]	0.9283623	0.9033578	0.9501501
aou + silicate	SO	(27.85,27.95]	0.9104106	0.8914055	0.9291926
aou + silicate	SO	(27.95,28.05]	0.9183222	0.8867340	0.9552199
aou + silicate	SO	(28.05,28.1]	0.9375427	0.9180566	0.9506891
aou + silicate	SO	(28.1,28.15]	0.7564215	0.7212105	0.8228512
aou + silicate	SO	(28.1,28.2]	0.9553105	0.9514667	0.9589268
aou + silicate	SO	(28.15,28.2]	0.8117726	0.6855535	0.9267078
aou + silicate	SO	(28.2, Inf]	0.0418490	-0.2882034	0.5451137
aou + silicate	SO	(28.2,28.3]	0.9495198	0.9405462	0.9551543
aou + silicate	SO	(28.3, Inf]	0.7077867	0.6502001	0.7397445
nitrate + phosphate	Atlantic	(-Inf,26]	0.3581101	0.3254820	0.4030711
nitrate + phosphate	Atlantic	(26,26.5]	0.7120027	0.6847250	0.7598156
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9374582	0.9290158	0.9481201
nitrate + phosphate	Atlantic	(26.75,27]	0.9772739	0.9735891	0.9836301
nitrate + phosphate	Atlantic	(27,27.25]	0.9828886	0.9740158	0.9902004
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9894425	0.9832652	0.9944932
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9958137	0.9939795	0.9974952
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9988569	0.9986630	0.9989828
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9991198	0.9990772	0.9992017
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9988379	0.9987160	0.9990135
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9993279	0.9991626	0.9994418
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9985602	0.9979097	0.9990124
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9937228	0.9927576	0.9942151
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9971617	0.9962991	0.9978711
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9590367	0.9519765	0.9647243
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9079122	0.8493506	0.9395850
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8963896	0.8552541	0.9176282
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8841005	0.8640373	0.9197142
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9058715	0.8718321	0.9254796
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9083392	0.8908397	0.9399429
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9382800	0.9061129	0.9621434
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9848275	0.9810230	0.9880379
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9937268	0.9917939	0.9955937
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9952214	0.9904658	0.9983837
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9949029	0.9915337	0.9975812
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9926317	0.9898205	0.9959783
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9890391	0.9811035	0.9950032
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9755119	0.9606876	0.9854221
nitrate + phosphate	SO	(26,26.5]	0.9874935	0.9739609	0.9960791
nitrate + phosphate	SO	(26.5,26.75]	0.9782473	0.9588121	0.9887592
nitrate + phosphate	SO	(26.75,27]	0.9878803	0.9861666	0.9894778
nitrate + phosphate	SO	(27,27.25]	0.9971902	0.9965468	0.9975629
nitrate + phosphate	SO	(27.25,27.5]	0.9986200	0.9983883	0.9990012
nitrate + phosphate	SO	(27.5,27.75]	0.9990333	0.9987644	0.9992384
nitrate + phosphate	SO	(27.75,27.85]	0.9989706	0.9987163	0.9992410
nitrate + phosphate	SO	(27.85,27.95]	0.9982782	0.9972829	0.9987961
nitrate + phosphate	SO	(27.95,28.05]	0.9989961	0.9988559	0.9990731
nitrate + phosphate	SO	(28.05,28.1]	0.9985057	0.9984234	0.9985578
nitrate + phosphate	SO	(28.1,28.15]	0.9986383	0.9981307	0.9992464
nitrate + phosphate	SO	(28.1,28.2]	0.9981717	0.9977518	0.9985151
nitrate + phosphate	SO	(28.15,28.2]	0.9982133	0.9969852	0.9993742
nitrate + phosphate	SO	(28.2, Inf]	0.9153808	0.8903267	0.9556894
nitrate + phosphate	SO	(28.2,28.3]	0.9961796	0.9952309	0.9974418
nitrate + phosphate	SO	(28.3, Inf]	0.9799202	0.9733817	0.9849224
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.3659157	-0.8519195	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.1633956	0.0375064	0.2321211
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.0806603	-0.2687408	0.3375486
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0916237	-0.0378961	0.2516901
nitrate + phosphate_star	Atlantic	(27,27.25]	0.1351361	-0.0342623	0.3817618
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4414648	0.3308493	0.6309380
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7384194	0.6950665	0.7709430
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.9158128	0.9122769	0.9224184
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9437038	0.9334403	0.9513827
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9624759	0.9517281	0.9680544
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9862249	0.9827661	0.9881521
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9822650	0.9751328	0.9859979
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9747088	0.9718268	0.9788600
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9930854	0.9915821	0.9945781
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7203962	0.7014064	0.7568211
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6650766	0.5419883	0.7617324
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6565230	0.5428395	0.8113801
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7337914	0.6902788	0.8056976
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7871057	0.7386671	0.8571326
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7154523	0.6553709	0.8055703
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5648807	0.4746336	0.6528227
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4521062	0.3907697	0.5056797
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4539523	0.3887065	0.4988947
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4922732	0.3956857	0.5602506
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6633874	0.5366837	0.7739643
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6757964	0.4774097	0.8300929
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4507458	0.1981105	0.6733950
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2837094	-0.4047585	-0.2051502
nitrate + phosphate_star	SO	(26,26.5]	0.0912427	-0.4107406	0.6345389
nitrate + phosphate_star	SO	(26.5,26.75]	0.7035064	0.6412398	0.7407515
nitrate + phosphate_star	SO	(26.75,27]	0.6639166	0.5821760	0.7139414
nitrate + phosphate_star	SO	(27,27.25]	0.5461063	0.5243703	0.5689580
nitrate + phosphate_star	SO	(27.25,27.5]	0.0782399	0.0449843	0.1377908
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0218901	-0.0375996	0.0040191
nitrate + phosphate_star	SO	(27.75,27.85]	-0.5887410	-0.6206627	-0.5616570
nitrate + phosphate_star	SO	(27.85,27.95]	-0.5127112	-0.6011801	-0.4083819
nitrate + phosphate_star	SO	(27.95,28.05]	-0.3493081	-0.6637876	0.0126794
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1608876	-0.4445407	0.2635600
nitrate + phosphate_star	SO	(28.1,28.15]	0.8304498	0.7168536	0.9194075
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3620610	-0.4954561	-0.2338375
nitrate + phosphate_star	SO	(28.15,28.2]	0.8088750	0.6160346	0.9482049
nitrate + phosphate_star	SO	(28.2, Inf]	0.6850726	0.5877684	0.8046024
nitrate + phosphate_star	SO	(28.2,28.3]	-0.4607848	-0.5383912	-0.3917358
nitrate + phosphate_star	SO	(28.3, Inf]	-0.5818941	-0.6821653	-0.4920719
nitrate + silicate	Atlantic	(-Inf,26]	0.3842423	-0.5985376	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.7134595	0.6336792	0.7782099
nitrate + silicate	Atlantic	(26.5,26.75]	0.7303073	0.7020316	0.7623474
nitrate + silicate	Atlantic	(26.75,27]	0.8759786	0.8599403	0.9053961
nitrate + silicate	Atlantic	(27,27.25]	0.8761024	0.8634131	0.8838325
nitrate + silicate	Atlantic	(27.25,27.5]	0.8836515	0.8781537	0.8897195
nitrate + silicate	Atlantic	(27.5,27.75]	0.8963417	0.8924583	0.9019664
nitrate + silicate	Atlantic	(27.75,27.85]	0.9126091	0.8970360	0.9311594
nitrate + silicate	Atlantic	(27.85,27.95]	0.9073090	0.8769827	0.9250007
nitrate + silicate	Atlantic	(27.95,28.05]	0.9024227	0.8667520	0.9221108
nitrate + silicate	Atlantic	(28.05,28.1]	0.9194908	0.8881253	0.9379689
nitrate + silicate	Atlantic	(28.1,28.15]	0.9234207	0.8816058	0.9494940
nitrate + silicate	Atlantic	(28.15,28.2]	0.9330527	0.9240093	0.9400966
nitrate + silicate	Atlantic	(28.2, Inf]	0.9653006	0.9556125	0.9730671
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8558179	0.7832003	0.9095420
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8842306	0.8147354	0.9221622
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8797055	0.8229131	0.9097070
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9069473	0.8873704	0.9292162
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9326647	0.9196659	0.9438539
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9360675	0.9231202	0.9542777
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9493615	0.9349674	0.9664289
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9736987	0.9660469	0.9802664
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9750471	0.9707052	0.9804657
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9713668	0.9660873	0.9785026
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9788280	0.9772855	0.9805644
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9290317	0.9025136	0.9459805
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8127584	0.7779094	0.8502792
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.7950825	0.7204654	0.8671852
nitrate + silicate	SO	(26,26.5]	0.8433603	0.6716670	0.9892484
nitrate + silicate	SO	(26.5,26.75]	0.4926822	0.1231834	0.6953929
nitrate + silicate	SO	(26.75,27]	0.7834456	0.7501434	0.8074988
nitrate + silicate	SO	(27,27.25]	0.9449024	0.9410739	0.9476135
nitrate + silicate	SO	(27.25,27.5]	0.9696117	0.9677295	0.9713182
nitrate + silicate	SO	(27.5,27.75]	0.9707888	0.9636423	0.9749999
nitrate + silicate	SO	(27.75,27.85]	0.9752649	0.9673699	0.9818775
nitrate + silicate	SO	(27.85,27.95]	0.9762555	0.9639985	0.9825272
nitrate + silicate	SO	(27.95,28.05]	0.9773054	0.9730178	0.9817009
nitrate + silicate	SO	(28.05,28.1]	0.9577939	0.9389021	0.9678916
nitrate + silicate	SO	(28.1,28.15]	0.8803227	0.7888395	0.9441959
nitrate + silicate	SO	(28.1,28.2]	0.9505164	0.9338175	0.9667431
nitrate + silicate	SO	(28.15,28.2]	0.8197937	0.7454312	0.9300871
nitrate + silicate	SO	(28.2, Inf]	0.5809704	0.5061046	0.7062278
nitrate + silicate	SO	(28.2,28.3]	0.9107598	0.8927218	0.9381180
nitrate + silicate	SO	(28.3, Inf]	0.8688943	0.8533035	0.8966224
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2595761	-0.0744298	0.5661272
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6692772	0.5093693	0.7557494
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3440530	0.0208710	0.5921625
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2637388	0.1642735	0.4420837
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2898085	0.1711899	0.4794264
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5549843	0.4794013	0.7008897
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7926768	0.7653183	0.8111800
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9335292	0.9294293	0.9390318
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9564209	0.9476075	0.9627127
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9726122	0.9640564	0.9771099
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9903068	0.9880911	0.9914548
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9877553	0.9832306	0.9902799
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9842961	0.9804666	0.9881707
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9969565	0.9960846	0.9981883
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7250000	0.7044123	0.7529854
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6748570	0.5730785	0.7594142
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6582887	0.5691228	0.8026902
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7482154	0.7028722	0.8179573
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8097888	0.7685402	0.8749798
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7704992	0.7243549	0.8491034
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5921037	0.5385508	0.6743877
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4335124	0.3778821	0.5122756
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4156292	0.3550986	0.4825345
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4342665	0.3398998	0.4879169
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6034999	0.4696309	0.7003632
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6313879	0.4030509	0.7938159
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4255513	0.1520174	0.6476532
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4220559	-0.5142416	-0.3583993
phosphate + phosphate_star	SO	(26,26.5]	0.2159444	-0.2179327	0.7004194
phosphate + phosphate_star	SO	(26.5,26.75]	0.7741061	0.7275395	0.8101481
phosphate + phosphate_star	SO	(26.75,27]	0.6786870	0.6144720	0.7115497
phosphate + phosphate_star	SO	(27,27.25]	0.5680948	0.5492282	0.5883187
phosphate + phosphate_star	SO	(27.25,27.5]	0.1018329	0.0711991	0.1569807
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0239616	-0.0366744	0.0012635
phosphate + phosphate_star	SO	(27.75,27.85]	-0.5775390	-0.6096645	-0.5463374
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4935097	-0.5903286	-0.3847362
phosphate + phosphate_star	SO	(27.95,28.05]	-0.3393223	-0.6571035	0.0185113
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1704358	-0.4466549	0.2429322
phosphate + phosphate_star	SO	(28.1,28.15]	0.8270337	0.7149907	0.9165775
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3793626	-0.5002250	-0.2659158
phosphate + phosphate_star	SO	(28.15,28.2]	0.8091229	0.6279613	0.9445010
phosphate + phosphate_star	SO	(28.2, Inf]	0.8092785	0.7382706	0.8475117
phosphate + phosphate_star	SO	(28.2,28.3]	-0.4937472	-0.5583987	-0.4345227
phosphate + phosphate_star	SO	(28.3, Inf]	-0.4610859	-0.5731909	-0.3527205
sal + aou	Atlantic	(-Inf,26]	-0.1171607	-0.5301569	0.5850416
sal + aou	Atlantic	(26,26.5]	-0.2863226	-0.4392600	-0.1778524
sal + aou	Atlantic	(26.5,26.75]	0.3057596	0.0819575	0.4844248
sal + aou	Atlantic	(26.75,27]	0.4894008	0.3197415	0.7085558
sal + aou	Atlantic	(27,27.25]	0.5530545	0.4999083	0.5904082
sal + aou	Atlantic	(27.25,27.5]	0.4387646	0.2237715	0.5572431
sal + aou	Atlantic	(27.5,27.75]	0.4240131	0.3803821	0.4580543
sal + aou	Atlantic	(27.75,27.85]	0.2284711	0.1564768	0.2752697
sal + aou	Atlantic	(27.85,27.95]	0.1215921	-0.0158875	0.2214515
sal + aou	Atlantic	(27.95,28.05]	-0.1217938	-0.3602789	0.1337089
sal + aou	Atlantic	(28.05,28.1]	-0.7839181	-0.8598410	-0.6846499
sal + aou	Atlantic	(28.1,28.15]	-0.8962301	-0.9500979	-0.8315227
sal + aou	Atlantic	(28.15,28.2]	-0.7378753	-0.7974526	-0.6884825
sal + aou	Atlantic	(28.2, Inf]	-0.9546695	-0.9614724	-0.9451944
sal + aou	Indo-Pacific	(-Inf,26]	-0.0631910	-0.2399782	0.0287724
sal + aou	Indo-Pacific	(26,26.5]	-0.2531064	-0.4119198	-0.0314374
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2802953	-0.5474237	-0.0728486
sal + aou	Indo-Pacific	(26.75,27]	-0.4556854	-0.6229661	-0.3181228
sal + aou	Indo-Pacific	(27,27.25]	-0.5950966	-0.7196097	-0.4923065
sal + aou	Indo-Pacific	(27.25,27.5]	-0.6160207	-0.7679745	-0.4698622
sal + aou	Indo-Pacific	(27.5,27.75]	-0.4402089	-0.6057001	-0.2792235
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1253439	-0.1785889	-0.0766013
sal + aou	Indo-Pacific	(27.85,27.95]	0.0731046	-0.0611102	0.2166224
sal + aou	Indo-Pacific	(27.95,28.05]	0.2490057	0.1364819	0.4427718
sal + aou	Indo-Pacific	(28.05,28.1]	0.3945991	0.1919754	0.6275578
sal + aou	Indo-Pacific	(28.1,28.2]	0.2408379	0.1036343	0.4523386
sal + aou	Indo-Pacific	(28.2,28.3]	-0.1731785	-0.2747406	-0.0976025
sal + aou	Indo-Pacific	(28.3, Inf]	0.7797056	0.7561264	0.7922766
sal + aou	SO	(26,26.5]	0.7927069	0.5107896	0.9346884
sal + aou	SO	(26.5,26.75]	0.0378790	-0.2192099	0.4462209
sal + aou	SO	(26.75,27]	-0.0009188	-0.1287825	0.1853589
sal + aou	SO	(27,27.25]	0.0332217	-0.0422368	0.1601689
sal + aou	SO	(27.25,27.5]	0.6106808	0.4628122	0.7053626
sal + aou	SO	(27.5,27.75]	0.7095134	0.6841607	0.7573909
sal + aou	SO	(27.75,27.85]	0.8465808	0.8222454	0.8651816
sal + aou	SO	(27.85,27.95]	0.8627847	0.8350792	0.8966283
sal + aou	SO	(27.95,28.05]	0.8226436	0.7132709	0.9117359
sal + aou	SO	(28.05,28.1]	0.7661499	0.5786053	0.8856148
sal + aou	SO	(28.1,28.15]	0.0606267	-0.3892509	0.4910486
sal + aou	SO	(28.1,28.2]	0.8521975	0.8139626	0.9001974
sal + aou	SO	(28.15,28.2]	-0.0669748	-0.6485713	0.4284105
sal + aou	SO	(28.2, Inf]	0.0391504	-0.1560746	0.3157981
sal + aou	SO	(28.2,28.3]	0.8635044	0.8144976	0.9070012
sal + aou	SO	(28.3, Inf]	0.7245860	0.4133689	0.9123336
sal + nitrate	Atlantic	(-Inf,26]	-0.1821892	-0.7367410	0.8768457
sal + nitrate	Atlantic	(26,26.5]	-0.2942274	-0.4259472	-0.1844263
sal + nitrate	Atlantic	(26.5,26.75]	0.2887430	0.0047797	0.5284628
sal + nitrate	Atlantic	(26.75,27]	0.5101779	0.3004121	0.7244464
sal + nitrate	Atlantic	(27,27.25]	0.5443584	0.4385036	0.6033402
sal + nitrate	Atlantic	(27.25,27.5]	0.3284136	0.0911360	0.4796405
sal + nitrate	Atlantic	(27.5,27.75]	0.3108020	0.2866045	0.3334227
sal + nitrate	Atlantic	(27.75,27.85]	0.0527442	-0.0385868	0.1139327
sal + nitrate	Atlantic	(27.85,27.95]	-0.0062159	-0.1507891	0.1008911
sal + nitrate	Atlantic	(27.95,28.05]	-0.1107104	-0.3866693	0.1487305
sal + nitrate	Atlantic	(28.05,28.1]	-0.7501908	-0.8509589	-0.6516390
sal + nitrate	Atlantic	(28.1,28.15]	-0.8646039	-0.9460075	-0.7652329
sal + nitrate	Atlantic	(28.15,28.2]	-0.8052584	-0.8513514	-0.7679665
sal + nitrate	Atlantic	(28.2, Inf]	-0.9426654	-0.9770129	-0.9142280
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2400153	-0.4757743	-0.1028953
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5449756	-0.6714102	-0.3806082
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5707166	-0.7633068	-0.4108805
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6978736	-0.7950636	-0.6125326
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7622886	-0.8363252	-0.7102969
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.7359567	-0.8335982	-0.6591364
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.5528907	-0.6668653	-0.4622355
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2518368	-0.2916639	-0.1895545
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.0318475	-0.1571305	0.1662786
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.1533292	-0.0001336	0.4053661
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.2912741	0.0423172	0.5731807
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.1742823	0.0313918	0.4245744
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.2506254	-0.3989528	-0.1262498
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.4380290	0.3672160	0.5310526
sal + nitrate	SO	(26,26.5]	0.1297279	-0.4334728	0.7610199
sal + nitrate	SO	(26.5,26.75]	-0.6561802	-0.6699639	-0.6344369
sal + nitrate	SO	(26.75,27]	-0.5946080	-0.6284398	-0.5293391
sal + nitrate	SO	(27,27.25]	-0.5128659	-0.5539747	-0.4529819
sal + nitrate	SO	(27.25,27.5]	0.0935832	-0.0390885	0.1824419
sal + nitrate	SO	(27.5,27.75]	0.4050263	0.3942042	0.4263807
sal + nitrate	SO	(27.75,27.85]	0.7072824	0.6580102	0.7330421
sal + nitrate	SO	(27.85,27.95]	0.6672092	0.5839992	0.7395035
sal + nitrate	SO	(27.95,28.05]	0.5319275	0.2245319	0.7989335
sal + nitrate	SO	(28.05,28.1]	0.3995280	-0.0257162	0.6813895
sal + nitrate	SO	(28.1,28.15]	-0.7774638	-0.8987225	-0.6197267
sal + nitrate	SO	(28.1,28.2]	0.6378282	0.5170478	0.7693246
sal + nitrate	SO	(28.15,28.2]	-0.7672719	-0.9273265	-0.5736612
sal + nitrate	SO	(28.2, Inf]	-0.2236336	-0.4137177	-0.0744136
sal + nitrate	SO	(28.2,28.3]	0.6770137	0.5767994	0.7972604
sal + nitrate	SO	(28.3, Inf]	0.6919953	0.3696995	0.8628566
sal + phosphate	Atlantic	(-Inf,26]	0.0224636	-0.1414568	0.2303182
sal + phosphate	Atlantic	(26,26.5]	-0.5351051	-0.7254774	-0.4253125
sal + phosphate	Atlantic	(26.5,26.75]	0.0762239	-0.2529062	0.3405318
sal + phosphate	Atlantic	(26.75,27]	0.3716530	0.1229474	0.6424654
sal + phosphate	Atlantic	(27,27.25]	0.4120578	0.3443660	0.4617166
sal + phosphate	Atlantic	(27.25,27.5]	0.2093252	0.0007815	0.3648476
sal + phosphate	Atlantic	(27.5,27.75]	0.2377642	0.2227168	0.2604003
sal + phosphate	Atlantic	(27.75,27.85]	0.0204022	-0.0702273	0.0844947
sal + phosphate	Atlantic	(27.85,27.95]	-0.0350228	-0.1778498	0.0709325
sal + phosphate	Atlantic	(27.95,28.05]	-0.1184259	-0.3970961	0.1361188
sal + phosphate	Atlantic	(28.05,28.1]	-0.7587654	-0.8588562	-0.6687077
sal + phosphate	Atlantic	(28.1,28.15]	-0.8552285	-0.9420864	-0.7548536
sal + phosphate	Atlantic	(28.15,28.2]	-0.7461485	-0.7978423	-0.7063847
sal + phosphate	Atlantic	(28.2, Inf]	-0.9259034	-0.9563187	-0.8970549
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2272986	-0.4310180	-0.1228465
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4638839	-0.6165472	-0.2605568
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4826989	-0.6871329	-0.3071046
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6170129	-0.7421561	-0.5140008
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6987991	-0.7844353	-0.6375619
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6850133	-0.7949120	-0.5917369
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.5076986	-0.6375222	-0.3959419
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.1950969	-0.2420857	-0.1557583
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.0228911	-0.1054888	0.1941489
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.2185204	0.1102380	0.4346453
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.3700782	0.1597257	0.6168983
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2445283	0.0987194	0.4614939
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.1718012	-0.2734394	-0.0841527
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5966249	0.5575098	0.6476358
sal + phosphate	SO	(26,26.5]	0.0233143	-0.5114704	0.6189741
sal + phosphate	SO	(26.5,26.75]	-0.7165665	-0.7349265	-0.6992216
sal + phosphate	SO	(26.75,27]	-0.6123781	-0.6404622	-0.5623565
sal + phosphate	SO	(27,27.25]	-0.5437247	-0.5800106	-0.4852051
sal + phosphate	SO	(27.25,27.5]	0.0629692	-0.0643516	0.1497372
sal + phosphate	SO	(27.5,27.75]	0.4051117	0.3960011	0.4213928
sal + phosphate	SO	(27.75,27.85]	0.7024367	0.6498176	0.7304329
sal + phosphate	SO	(27.85,27.95]	0.6528297	0.5650350	0.7325563
sal + phosphate	SO	(27.95,28.05]	0.5248753	0.2218018	0.7959427
sal + phosphate	SO	(28.05,28.1]	0.4100975	-0.0025030	0.6845745
sal + phosphate	SO	(28.1,28.15]	-0.7736705	-0.8954371	-0.6174161
sal + phosphate	SO	(28.1,28.2]	0.6547019	0.5525990	0.7726059
sal + phosphate	SO	(28.15,28.2]	-0.7626219	-0.9219301	-0.5740272
sal + phosphate	SO	(28.2, Inf]	0.0841704	-0.1838655	0.2315877
sal + phosphate	SO	(28.2,28.3]	0.7174823	0.6390839	0.8146568
sal + phosphate	SO	(28.3, Inf]	0.7230821	0.4121732	0.8816399
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2828185	-0.9810049	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8033868	-0.8510651	-0.7695823
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8057438	-0.8583276	-0.7213432
sal + phosphate_star	Atlantic	(26.75,27]	-0.6146915	-0.7086716	-0.4566545
sal + phosphate_star	Atlantic	(27,27.25]	-0.6232389	-0.7139609	-0.5118256
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6052430	-0.6510199	-0.5493377
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.3042975	-0.3756390	-0.2676258
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.2519151	-0.3220555	-0.1932758
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.2508047	-0.3679546	-0.1643723
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.2109999	-0.4807992	0.0187811
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.7583607	-0.8638926	-0.6849837
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8178575	-0.9209398	-0.7011001
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7466232	-0.7919324	-0.7152747
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9222159	-0.9541041	-0.8892256
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6211979	-0.7660960	-0.4806065
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8954416	-0.9267684	-0.8689205
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9364271	-0.9554637	-0.9156727
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9414246	-0.9581930	-0.9326611
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9319492	-0.9419689	-0.9125663
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8320479	-0.8648632	-0.7917836
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7110771	-0.8120656	-0.6326681
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7876713	-0.8903841	-0.6782490
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6154830	-0.8076647	-0.3973447
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3513717	-0.6335901	-0.0488448
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2725442	-0.4674188	0.0600717
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1529183	-0.0216545	0.4244376
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2053049	-0.3112806	-0.0026686
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9375699	-0.9577732	-0.9225801
sal + phosphate_star	SO	(26,26.5]	-0.9117308	-0.9715073	-0.8489982
sal + phosphate_star	SO	(26.5,26.75]	-0.9541580	-0.9681921	-0.9440218
sal + phosphate_star	SO	(26.75,27]	-0.9413866	-0.9463605	-0.9354969
sal + phosphate_star	SO	(27,27.25]	-0.9540059	-0.9589602	-0.9485378
sal + phosphate_star	SO	(27.25,27.5]	-0.9408096	-0.9485923	-0.9364729
sal + phosphate_star	SO	(27.5,27.75]	-0.8758876	-0.8908693	-0.8537747
sal + phosphate_star	SO	(27.75,27.85]	-0.9430640	-0.9526614	-0.9318191
sal + phosphate_star	SO	(27.85,27.95]	-0.9583125	-0.9609931	-0.9542075
sal + phosphate_star	SO	(27.95,28.05]	-0.9500606	-0.9584747	-0.9448936
sal + phosphate_star	SO	(28.05,28.1]	-0.9399482	-0.9547797	-0.9221474
sal + phosphate_star	SO	(28.1,28.15]	-0.9803441	-0.9901569	-0.9658788
sal + phosphate_star	SO	(28.1,28.2]	-0.8395420	-0.8626045	-0.8270708
sal + phosphate_star	SO	(28.15,28.2]	-0.9572775	-0.9889877	-0.9196513
sal + phosphate_star	SO	(28.2, Inf]	-0.0961835	-0.3041874	0.1521040
sal + phosphate_star	SO	(28.2,28.3]	-0.8386781	-0.8558627	-0.8226806
sal + phosphate_star	SO	(28.3, Inf]	-0.5076391	-0.6399035	-0.2626764
sal + silicate	Atlantic	(-Inf,26]	-0.7647950	-0.7914932	-0.7226283
sal + silicate	Atlantic	(26,26.5]	0.0722346	0.0421284	0.1241743
sal + silicate	Atlantic	(26.5,26.75]	0.2438281	0.1440483	0.3689223
sal + silicate	Atlantic	(26.75,27]	0.4077445	0.1446237	0.6362048
sal + silicate	Atlantic	(27,27.25]	0.3699587	0.1976934	0.4616141
sal + silicate	Atlantic	(27.25,27.5]	0.1135303	-0.1015008	0.2543283
sal + silicate	Atlantic	(27.5,27.75]	0.0842165	0.0778061	0.0907743
sal + silicate	Atlantic	(27.75,27.85]	-0.2261377	-0.3314516	-0.1707884
sal + silicate	Atlantic	(27.85,27.95]	-0.3377866	-0.4500563	-0.2777582
sal + silicate	Atlantic	(27.95,28.05]	-0.3651067	-0.6191269	-0.1718615
sal + silicate	Atlantic	(28.05,28.1]	-0.8596078	-0.9322552	-0.7989373
sal + silicate	Atlantic	(28.1,28.15]	-0.7970973	-0.9075725	-0.6951079
sal + silicate	Atlantic	(28.15,28.2]	-0.6192013	-0.6675635	-0.5826454
sal + silicate	Atlantic	(28.2, Inf]	-0.8987700	-0.9131622	-0.8800385
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4759275	-0.6381309	-0.3507977
sal + silicate	Indo-Pacific	(26,26.5]	-0.6334130	-0.7083454	-0.4913014
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6967980	-0.8231604	-0.5983956
sal + silicate	Indo-Pacific	(26.75,27]	-0.7558073	-0.8216633	-0.7064863
sal + silicate	Indo-Pacific	(27,27.25]	-0.7957587	-0.8330972	-0.7703710
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7933215	-0.8524247	-0.7521080
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.6321161	-0.7130263	-0.5744995
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3353565	-0.3803859	-0.2653736
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0804343	-0.1981122	0.1192650
sal + silicate	Indo-Pacific	(27.95,28.05]	0.1678573	0.0122401	0.4081335
sal + silicate	Indo-Pacific	(28.05,28.1]	0.3242564	0.0928914	0.5854903
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3935288	0.2385451	0.6106723
sal + silicate	Indo-Pacific	(28.2,28.3]	0.1379588	-0.1113996	0.3062596
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8348479	0.8056180	0.8659018
sal + silicate	SO	(26,26.5]	0.2994402	-0.5601956	0.7991702
sal + silicate	SO	(26.5,26.75]	0.1645638	-0.0937354	0.6020949
sal + silicate	SO	(26.75,27]	-0.0761082	-0.1527815	0.0609612
sal + silicate	SO	(27,27.25]	-0.3402836	-0.3975632	-0.2391998
sal + silicate	SO	(27.25,27.5]	0.0838078	-0.0557476	0.1726835
sal + silicate	SO	(27.5,27.75]	0.3916659	0.3847018	0.3998105
sal + silicate	SO	(27.75,27.85]	0.6809345	0.6061791	0.7316104
sal + silicate	SO	(27.85,27.95]	0.6294848	0.5502186	0.7207035
sal + silicate	SO	(27.95,28.05]	0.5916304	0.3624477	0.8227535
sal + silicate	SO	(28.05,28.1]	0.5624445	0.2660199	0.7658704
sal + silicate	SO	(28.1,28.15]	-0.4745407	-0.7581282	-0.1075049
sal + silicate	SO	(28.1,28.2]	0.7796642	0.7499442	0.8312995
sal + silicate	SO	(28.15,28.2]	-0.3733111	-0.7628835	-0.0102029
sal + silicate	SO	(28.2, Inf]	0.4962906	0.2420232	0.6367503
sal + silicate	SO	(28.2,28.3]	0.8572270	0.8496974	0.8697950
sal + silicate	SO	(28.3, Inf]	0.7107697	0.4589151	0.8606324
sal + temp	Atlantic	(-Inf,26]	0.7941438	0.6858358	0.9618835
sal + temp	Atlantic	(26,26.5]	0.9205775	0.9052267	0.9385605
sal + temp	Atlantic	(26.5,26.75]	0.9859966	0.9788674	0.9931219
sal + temp	Atlantic	(26.75,27]	0.9823080	0.9773127	0.9869338
sal + temp	Atlantic	(27,27.25]	0.9850163	0.9756005	0.9900601
sal + temp	Atlantic	(27.25,27.5]	0.9860923	0.9806823	0.9894034
sal + temp	Atlantic	(27.5,27.75]	0.9675514	0.9613063	0.9719297
sal + temp	Atlantic	(27.75,27.85]	0.9549502	0.9529378	0.9577392
sal + temp	Atlantic	(27.85,27.95]	0.9184875	0.9160643	0.9222588
sal + temp	Atlantic	(27.95,28.05]	0.8323121	0.8193133	0.8395631
sal + temp	Atlantic	(28.05,28.1]	0.8229388	0.8075078	0.8438688
sal + temp	Atlantic	(28.1,28.15]	0.7368430	0.6611927	0.7802461
sal + temp	Atlantic	(28.15,28.2]	0.7560458	0.7166321	0.7871815
sal + temp	Atlantic	(28.2, Inf]	0.8299040	0.7003810	0.9655512
sal + temp	Indo-Pacific	(-Inf,26]	0.6251900	0.3412813	0.8075607
sal + temp	Indo-Pacific	(26,26.5]	0.9556693	0.9408801	0.9634910
sal + temp	Indo-Pacific	(26.5,26.75]	0.9820347	0.9777073	0.9855732
sal + temp	Indo-Pacific	(26.75,27]	0.9812571	0.9777197	0.9835199
sal + temp	Indo-Pacific	(27,27.25]	0.9791095	0.9707347	0.9838861
sal + temp	Indo-Pacific	(27.25,27.5]	0.9266702	0.9051059	0.9419896
sal + temp	Indo-Pacific	(27.5,27.75]	0.8006933	0.7465911	0.8821589
sal + temp	Indo-Pacific	(27.75,27.85]	0.8749279	0.8304774	0.9416220
sal + temp	Indo-Pacific	(27.85,27.95]	0.7692026	0.6965018	0.8993610
sal + temp	Indo-Pacific	(27.95,28.05]	0.5992059	0.4625327	0.8164943
sal + temp	Indo-Pacific	(28.05,28.1]	0.7951698	0.7058092	0.8997671
sal + temp	Indo-Pacific	(28.1,28.2]	0.1386492	0.0325687	0.3441233
sal + temp	Indo-Pacific	(28.2,28.3]	0.2429308	0.0982395	0.3866216
sal + temp	Indo-Pacific	(28.3, Inf]	0.9704368	0.9657596	0.9770513
sal + temp	SO	(26,26.5]	0.9370990	0.9105003	0.9655261
sal + temp	SO	(26.5,26.75]	0.9853768	0.9828422	0.9867350
sal + temp	SO	(26.75,27]	0.9617307	0.9513553	0.9680651
sal + temp	SO	(27,27.25]	0.9430449	0.9324088	0.9512270
sal + temp	SO	(27.25,27.5]	0.9212563	0.9173849	0.9277232
sal + temp	SO	(27.5,27.75]	0.8091555	0.7777180	0.8303282
sal + temp	SO	(27.75,27.85]	0.9235493	0.9106399	0.9318442
sal + temp	SO	(27.85,27.95]	0.9399402	0.9374358	0.9421681
sal + temp	SO	(27.95,28.05]	0.9327259	0.9060415	0.9513205
sal + temp	SO	(28.05,28.1]	0.9355379	0.9157693	0.9561088
sal + temp	SO	(28.1,28.15]	0.9321703	0.9168596	0.9429903
sal + temp	SO	(28.1,28.2]	0.8495665	0.8216670	0.8702152
sal + temp	SO	(28.15,28.2]	0.9114163	0.8744667	0.9570894
sal + temp	SO	(28.2, Inf]	0.4487832	0.2565661	0.5631125
sal + temp	SO	(28.2,28.3]	0.8691498	0.8612835	0.8791006
sal + temp	SO	(28.3, Inf]	0.7144766	0.3646923	0.9141529
silicate + phosphate	Atlantic	(-Inf,26]	-0.2896959	-0.6296413	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0410782	-0.1111654	0.2073945
silicate + phosphate	Atlantic	(26.5,26.75]	0.5353703	0.5013958	0.5907571
silicate + phosphate	Atlantic	(26.75,27]	0.8745561	0.8500669	0.9040944
silicate + phosphate	Atlantic	(27,27.25]	0.9061147	0.8956169	0.9132240
silicate + phosphate	Atlantic	(27.25,27.5]	0.9180263	0.9105680	0.9314688
silicate + phosphate	Atlantic	(27.5,27.75]	0.9233120	0.9142930	0.9334931
silicate + phosphate	Atlantic	(27.75,27.85]	0.9298984	0.9150805	0.9474141
silicate + phosphate	Atlantic	(27.85,27.95]	0.9227142	0.8957474	0.9385900
silicate + phosphate	Atlantic	(27.95,28.05]	0.9166238	0.8858196	0.9331664
silicate + phosphate	Atlantic	(28.05,28.1]	0.9314905	0.9046037	0.9475480
silicate + phosphate	Atlantic	(28.1,28.15]	0.9397294	0.9063141	0.9603636
silicate + phosphate	Atlantic	(28.15,28.2]	0.9637778	0.9586538	0.9677136
silicate + phosphate	Atlantic	(28.2, Inf]	0.9787788	0.9703690	0.9830151
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8680948	0.8198112	0.9150270
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8884310	0.8719973	0.8969876
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8688498	0.8508150	0.8952609
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9026039	0.8740163	0.9283606
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9356157	0.9275063	0.9507179
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9472618	0.9257588	0.9642820
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9536840	0.9375191	0.9680947
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9652013	0.9526149	0.9753676
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9682188	0.9601999	0.9767229
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9680457	0.9603435	0.9774247
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9818353	0.9808673	0.9830546
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9316389	0.9008993	0.9480153
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8188405	0.7761695	0.8490372
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9003495	0.8799516	0.9293436
silicate + phosphate	SO	(26,26.5]	0.8281427	0.6300002	0.9982831
silicate + phosphate	SO	(26.5,26.75]	0.4135273	-0.0396405	0.6499260
silicate + phosphate	SO	(26.75,27]	0.7807639	0.7315086	0.8066931
silicate + phosphate	SO	(27,27.25]	0.9358170	0.9298737	0.9392878
silicate + phosphate	SO	(27.25,27.5]	0.9733211	0.9716272	0.9750994
silicate + phosphate	SO	(27.5,27.75]	0.9792974	0.9742389	0.9819961
silicate + phosphate	SO	(27.75,27.85]	0.9834490	0.9782135	0.9873942
silicate + phosphate	SO	(27.85,27.95]	0.9856793	0.9788660	0.9893743
silicate + phosphate	SO	(27.95,28.05]	0.9829666	0.9779760	0.9870621
silicate + phosphate	SO	(28.05,28.1]	0.9687614	0.9522765	0.9774910
silicate + phosphate	SO	(28.1,28.15]	0.8950109	0.8088354	0.9538426
silicate + phosphate	SO	(28.1,28.2]	0.9646534	0.9525148	0.9768959
silicate + phosphate	SO	(28.15,28.2]	0.8412340	0.7728873	0.9408694
silicate + phosphate	SO	(28.2, Inf]	0.8555347	0.8414496	0.8823111
silicate + phosphate	SO	(28.2,28.3]	0.9413122	0.9294268	0.9595337
silicate + phosphate	SO	(28.3, Inf]	0.9474761	0.9373858	0.9577395
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0200780	-0.6957630	0.5861294
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3642068	-0.4377112	-0.3233556
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0661774	-0.1985284	0.0733034
silicate + phosphate_star	Atlantic	(26.75,27]	0.2636258	0.1074260	0.4292836
silicate + phosphate_star	Atlantic	(27,27.25]	0.4390284	0.2509740	0.7085424
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6998119	0.6054821	0.8379050
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9048998	0.8733125	0.9235787
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9896454	0.9874176	0.9938192
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9848957	0.9788457	0.9888077
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9653992	0.9545338	0.9726713
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9400725	0.9245367	0.9553150
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9344965	0.9019495	0.9580055
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9583496	0.9545996	0.9631195
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9833951	0.9780506	0.9873270
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7395196	0.6389046	0.7948263
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7624502	0.7111258	0.7930580
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7896237	0.7322299	0.8726260
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8076920	0.7707647	0.8415214
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8435270	0.8074571	0.8783564
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.8073880	0.7758369	0.8560664
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6740015	0.6348640	0.7245671
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5251616	0.4834617	0.5664470
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5039571	0.4689568	0.5312975
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5262436	0.4755605	0.5572696
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6114003	0.4870310	0.7211369
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7100921	0.5640366	0.8392878
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5750714	0.3390758	0.7608886
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6473048	-0.6856772	-0.5780074
silicate + phosphate_star	SO	(26,26.5]	-0.0360375	-0.4344742	0.7404520
silicate + phosphate_star	SO	(26.5,26.75]	-0.0971448	-0.5624967	0.1930114
silicate + phosphate_star	SO	(26.75,27]	0.1742988	0.0113018	0.2590394
silicate + phosphate_star	SO	(27,27.25]	0.4205816	0.3758568	0.4445257
silicate + phosphate_star	SO	(27.25,27.5]	0.1021089	0.0576638	0.1816458
silicate + phosphate_star	SO	(27.5,27.75]	-0.0093629	-0.0323633	0.0147334
silicate + phosphate_star	SO	(27.75,27.85]	-0.5243308	-0.5641744	-0.4651517
silicate + phosphate_star	SO	(27.85,27.95]	-0.4510997	-0.5624829	-0.3531408
silicate + phosphate_star	SO	(27.95,28.05]	-0.3966717	-0.6771958	-0.1056380
silicate + phosphate_star	SO	(28.05,28.1]	-0.3308000	-0.5434998	-0.0153569
silicate + phosphate_star	SO	(28.1,28.15]	0.5517766	0.2411992	0.7939382
silicate + phosphate_star	SO	(28.1,28.2]	-0.5073251	-0.5626157	-0.4567744
silicate + phosphate_star	SO	(28.15,28.2]	0.4742322	0.1620606	0.8113531
silicate + phosphate_star	SO	(28.2, Inf]	0.7414020	0.6661108	0.8119275
silicate + phosphate_star	SO	(28.2,28.3]	-0.6250049	-0.6324459	-0.6110369
silicate + phosphate_star	SO	(28.3, Inf]	-0.2291275	-0.3207855	-0.1242419
temp + aou	Atlantic	(-Inf,26]	-0.3301347	-0.7806278	0.3991916
temp + aou	Atlantic	(26,26.5]	-0.3867209	-0.5331751	-0.2777338
temp + aou	Atlantic	(26.5,26.75]	0.2456334	0.0107526	0.4509783
temp + aou	Atlantic	(26.75,27]	0.4270529	0.2338080	0.6482595
temp + aou	Atlantic	(27,27.25]	0.5373000	0.4575718	0.5942472
temp + aou	Atlantic	(27.25,27.5]	0.4539398	0.2539205	0.5554348
temp + aou	Atlantic	(27.5,27.75]	0.4233290	0.3944613	0.4501034
temp + aou	Atlantic	(27.75,27.85]	0.1971078	0.1199644	0.2382548
temp + aou	Atlantic	(27.85,27.95]	0.1139710	-0.0185982	0.2267764
temp + aou	Atlantic	(27.95,28.05]	0.0285660	-0.2023049	0.2923763
temp + aou	Atlantic	(28.05,28.1]	-0.5527107	-0.6467209	-0.4095039
temp + aou	Atlantic	(28.1,28.15]	-0.6626364	-0.7520643	-0.4878624
temp + aou	Atlantic	(28.15,28.2]	-0.7054255	-0.7735395	-0.6413922
temp + aou	Atlantic	(28.2, Inf]	-0.8237357	-0.9479758	-0.7114452
temp + aou	Indo-Pacific	(-Inf,26]	-0.3631464	-0.3994844	-0.3056135
temp + aou	Indo-Pacific	(26,26.5]	-0.2679145	-0.4093760	-0.0602775
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2712814	-0.5277175	-0.0666693
temp + aou	Indo-Pacific	(26.75,27]	-0.4257051	-0.5701615	-0.3000775
temp + aou	Indo-Pacific	(27,27.25]	-0.5823553	-0.6988439	-0.4867454
temp + aou	Indo-Pacific	(27.25,27.5]	-0.6017288	-0.7421955	-0.4645163
temp + aou	Indo-Pacific	(27.5,27.75]	-0.3818890	-0.5042049	-0.2730050
temp + aou	Indo-Pacific	(27.75,27.85]	-0.1028128	-0.1485931	-0.0628270
temp + aou	Indo-Pacific	(27.85,27.95]	0.0274297	-0.0464433	0.1151170
temp + aou	Indo-Pacific	(27.95,28.05]	0.1615941	0.0924183	0.2888412
temp + aou	Indo-Pacific	(28.05,28.1]	0.1744836	0.0129284	0.4339017
temp + aou	Indo-Pacific	(28.1,28.2]	0.2860765	0.1116620	0.4428560
temp + aou	Indo-Pacific	(28.2,28.3]	0.4680283	0.2939319	0.5627974
temp + aou	Indo-Pacific	(28.3, Inf]	0.8343555	0.8147177	0.8678243
temp + aou	SO	(26,26.5]	0.7476126	0.5550211	0.8778310
temp + aou	SO	(26.5,26.75]	0.0504352	-0.1764465	0.4167868
temp + aou	SO	(26.75,27]	0.0048131	-0.1402971	0.2149308
temp + aou	SO	(27,27.25]	0.0105898	-0.0501805	0.1144682
temp + aou	SO	(27.25,27.5]	0.4313458	0.3082102	0.4971695
temp + aou	SO	(27.5,27.75]	0.2956865	0.2193352	0.3768190
temp + aou	SO	(27.75,27.85]	0.7354461	0.7270589	0.7497327
temp + aou	SO	(27.85,27.95]	0.7837207	0.7478863	0.8167399
temp + aou	SO	(27.95,28.05]	0.7805355	0.6921111	0.8313026
temp + aou	SO	(28.05,28.1]	0.7260738	0.6255287	0.7789858
temp + aou	SO	(28.1,28.15]	0.0909318	-0.2902355	0.4041418
temp + aou	SO	(28.1,28.2]	0.8195555	0.7909013	0.8546788
temp + aou	SO	(28.15,28.2]	-0.0293776	-0.5633029	0.4733346
temp + aou	SO	(28.2, Inf]	0.4382939	0.0841510	0.7164561
temp + aou	SO	(28.2,28.3]	0.8883991	0.8785052	0.8945808
temp + aou	SO	(28.3, Inf]	0.9723322	0.9676730	0.9785051
temp + nitrate	Atlantic	(-Inf,26]	-0.3133206	-0.9376675	0.8030394
temp + nitrate	Atlantic	(26,26.5]	-0.3508487	-0.4625112	-0.2116000
temp + nitrate	Atlantic	(26.5,26.75]	0.2246176	-0.0716728	0.4934303
temp + nitrate	Atlantic	(26.75,27]	0.4388858	0.2061811	0.6522787
temp + nitrate	Atlantic	(27,27.25]	0.5282761	0.3919326	0.6062500
temp + nitrate	Atlantic	(27.25,27.5]	0.3500204	0.1256337	0.5033351
temp + nitrate	Atlantic	(27.5,27.75]	0.3075517	0.2870647	0.3412751
temp + nitrate	Atlantic	(27.75,27.85]	-0.0148419	-0.1096105	0.0645816
temp + nitrate	Atlantic	(27.85,27.95]	-0.0591395	-0.1933922	0.0623144
temp + nitrate	Atlantic	(27.95,28.05]	-0.0530410	-0.3090535	0.2135852
temp + nitrate	Atlantic	(28.05,28.1]	-0.5650145	-0.6780590	-0.4326898
temp + nitrate	Atlantic	(28.1,28.15]	-0.6751036	-0.7969462	-0.4699251
temp + nitrate	Atlantic	(28.15,28.2]	-0.7839528	-0.8423923	-0.7531526
temp + nitrate	Atlantic	(28.2, Inf]	-0.7213146	-0.9678555	-0.4988424
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5813766	-0.6491690	-0.5103730
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5593637	-0.6726028	-0.4091388
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5647601	-0.7487764	-0.4122408
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6797490	-0.7574546	-0.6059339
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7628528	-0.8304758	-0.7123463
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.7548840	-0.8354822	-0.6904133
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5592490	-0.6302794	-0.4975533
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2415532	-0.2784968	-0.1815007
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.0947871	-0.1655863	0.0402505
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0418373	-0.0790199	0.2187053
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0687483	-0.1360934	0.3744251
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.1776365	-0.0181854	0.3773960
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3451572	0.1087460	0.4772954
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.5365400	0.4185527	0.6631945
temp + nitrate	SO	(26,26.5]	-0.0089739	-0.6530084	0.5301320
temp + nitrate	SO	(26.5,26.75]	-0.6583675	-0.6844016	-0.6381934
temp + nitrate	SO	(26.75,27]	-0.6177622	-0.6783612	-0.5357023
temp + nitrate	SO	(27,27.25]	-0.5514785	-0.5774672	-0.5180598
temp + nitrate	SO	(27.25,27.5]	-0.1556724	-0.2457361	-0.1044192
temp + nitrate	SO	(27.5,27.75]	-0.0929252	-0.1562622	-0.0510163
temp + nitrate	SO	(27.75,27.85]	0.5683148	0.5405187	0.5855485
temp + nitrate	SO	(27.85,27.95]	0.5857557	0.5501308	0.6502197
temp + nitrate	SO	(27.95,28.05]	0.5020436	0.2500008	0.6972232
temp + nitrate	SO	(28.05,28.1]	0.3557777	0.0655557	0.5335192
temp + nitrate	SO	(28.1,28.15]	-0.7412257	-0.8214042	-0.6654006
temp + nitrate	SO	(28.1,28.2]	0.5601001	0.4736522	0.6643601
temp + nitrate	SO	(28.15,28.2]	-0.7405530	-0.8708262	-0.5616495
temp + nitrate	SO	(28.2, Inf]	-0.5132838	-0.6150168	-0.3824807
temp + nitrate	SO	(28.2,28.3]	0.6834171	0.6506446	0.7476397
temp + nitrate	SO	(28.3, Inf]	0.8810158	0.8290215	0.9168115
temp + phosphate	Atlantic	(-Inf,26]	-0.2272971	-0.5306378	0.0827481
temp + phosphate	Atlantic	(26,26.5]	-0.6219810	-0.7872335	-0.5305619
temp + phosphate	Atlantic	(26.5,26.75]	0.0293556	-0.2939151	0.3088003
temp + phosphate	Atlantic	(26.75,27]	0.3074636	0.0427473	0.5742867
temp + phosphate	Atlantic	(27,27.25]	0.4052021	0.3080056	0.4652497
temp + phosphate	Atlantic	(27.25,27.5]	0.2359008	0.0390369	0.3939852
temp + phosphate	Atlantic	(27.5,27.75]	0.2384168	0.2024849	0.2713368
temp + phosphate	Atlantic	(27.75,27.85]	-0.0511607	-0.1447150	0.0316642
temp + phosphate	Atlantic	(27.85,27.95]	-0.0940814	-0.2258057	0.0271964
temp + phosphate	Atlantic	(27.95,28.05]	-0.0774501	-0.3340563	0.1860800
temp + phosphate	Atlantic	(28.05,28.1]	-0.5885998	-0.6994568	-0.4653386
temp + phosphate	Atlantic	(28.1,28.15]	-0.6964995	-0.8171857	-0.5009992
temp + phosphate	Atlantic	(28.15,28.2]	-0.7880080	-0.8438525	-0.7478096
temp + phosphate	Atlantic	(28.2, Inf]	-0.7230700	-0.9607017	-0.5051995
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5280882	-0.5941203	-0.4388791
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4886947	-0.6263064	-0.2928725
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4791269	-0.6731333	-0.3039268
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5980095	-0.7034993	-0.5023159
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6964034	-0.7741642	-0.6382017
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.7001305	-0.7980061	-0.6094268
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4920169	-0.5813175	-0.4167495
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.1804581	-0.2235612	-0.1402875
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0367621	-0.1110323	0.0769411
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.1082628	0.0233894	0.2555687
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.1466129	-0.0208765	0.4212182
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.2548385	0.0861258	0.4194728
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4320080	0.2456553	0.5302811
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.6775676	0.6165310	0.7644278
temp + phosphate	SO	(26,26.5]	-0.1243714	-0.7174176	0.3545743
temp + phosphate	SO	(26.5,26.75]	-0.7262050	-0.7556998	-0.6993555
temp + phosphate	SO	(26.75,27]	-0.6185196	-0.6538381	-0.5564075
temp + phosphate	SO	(27,27.25]	-0.5723725	-0.5958734	-0.5419313
temp + phosphate	SO	(27.25,27.5]	-0.1780632	-0.2630824	-0.1292125
temp + phosphate	SO	(27.5,27.75]	-0.0853894	-0.1475763	-0.0466022
temp + phosphate	SO	(27.75,27.85]	0.5664681	0.5347330	0.5852318
temp + phosphate	SO	(27.85,27.95]	0.5699573	0.5330962	0.6387163
temp + phosphate	SO	(27.95,28.05]	0.4952072	0.2474925	0.6940217
temp + phosphate	SO	(28.05,28.1]	0.3704384	0.0915182	0.5408494
temp + phosphate	SO	(28.1,28.15]	-0.7293022	-0.8099231	-0.6560134
temp + phosphate	SO	(28.1,28.2]	0.5782118	0.5034908	0.6709070
temp + phosphate	SO	(28.15,28.2]	-0.7326956	-0.8603377	-0.5652814
temp + phosphate	SO	(28.2, Inf]	-0.4901602	-0.5579402	-0.3711103
temp + phosphate	SO	(28.2,28.3]	0.7139709	0.6870840	0.7665989
temp + phosphate	SO	(28.3, Inf]	0.8333907	0.7703965	0.8815214
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4857755	-0.9871533	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8386346	-0.8726220	-0.7838569
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8058080	-0.8455036	-0.7356441
temp + phosphate_star	Atlantic	(26.75,27]	-0.6511816	-0.7312077	-0.5166201
temp + phosphate_star	Atlantic	(27,27.25]	-0.6190480	-0.7050625	-0.5274775
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5808596	-0.6369382	-0.5191689
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.3106337	-0.3898548	-0.2699000
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.3446903	-0.4150079	-0.2694693
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.3457556	-0.4460224	-0.2494015
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.2591145	-0.4955595	-0.0278655
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.6530668	-0.7631745	-0.5568983
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.7439201	-0.8737022	-0.5563048
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8561925	-0.8992847	-0.8334780
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.7340951	-0.9731366	-0.5173963
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8803620	-0.9107928	-0.8233844
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9366361	-0.9601319	-0.8999736
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9513137	-0.9641859	-0.9261165
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9583063	-0.9685646	-0.9459551
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9577305	-0.9616822	-0.9530256
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9398331	-0.9433688	-0.9359241
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9312174	-0.9393325	-0.9243154
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8803127	-0.9244786	-0.8017308
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8363204	-0.8964834	-0.7163672
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7492740	-0.8498474	-0.5827801
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5156042	-0.7144680	-0.1957648
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4278781	-0.6912760	-0.1707067
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3722543	-0.4615527	-0.2748903
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9117250	-0.9340283	-0.8960354
temp + phosphate_star	SO	(26,26.5]	-0.9755075	-0.9995969	-0.9591301
temp + phosphate_star	SO	(26.5,26.75]	-0.9710096	-0.9801637	-0.9629182
temp + phosphate_star	SO	(26.75,27]	-0.9625724	-0.9669325	-0.9591379
temp + phosphate_star	SO	(27,27.25]	-0.9794497	-0.9815310	-0.9768237
temp + phosphate_star	SO	(27.25,27.5]	-0.9915443	-0.9938368	-0.9896588
temp + phosphate_star	SO	(27.5,27.75]	-0.9799368	-0.9838771	-0.9725956
temp + phosphate_star	SO	(27.75,27.85]	-0.9600565	-0.9727769	-0.9509268
temp + phosphate_star	SO	(27.85,27.95]	-0.9611122	-0.9741130	-0.9418579
temp + phosphate_star	SO	(27.95,28.05]	-0.9496751	-0.9651055	-0.9257863
temp + phosphate_star	SO	(28.05,28.1]	-0.9491457	-0.9638313	-0.9209858
temp + phosphate_star	SO	(28.1,28.15]	-0.9663769	-0.9774916	-0.9591509
temp + phosphate_star	SO	(28.1,28.2]	-0.9563194	-0.9615475	-0.9501847
temp + phosphate_star	SO	(28.15,28.2]	-0.9739437	-0.9822874	-0.9690003
temp + phosphate_star	SO	(28.2, Inf]	-0.8431003	-0.8697406	-0.8195955
temp + phosphate_star	SO	(28.2,28.3]	-0.9472219	-0.9559571	-0.9409255
temp + phosphate_star	SO	(28.3, Inf]	-0.8491677	-0.8625710	-0.8413483
temp + silicate	Atlantic	(-Inf,26]	-0.6821600	-0.8003479	-0.5559977
temp + silicate	Atlantic	(26,26.5]	0.1019437	0.0800207	0.1445990
temp + silicate	Atlantic	(26.5,26.75]	0.1744442	0.0408276	0.2979839
temp + silicate	Atlantic	(26.75,27]	0.3280139	0.0475470	0.5565209
temp + silicate	Atlantic	(27,27.25]	0.3676889	0.1652704	0.4778510
temp + silicate	Atlantic	(27.25,27.5]	0.1418771	-0.0659588	0.2877944
temp + silicate	Atlantic	(27.5,27.75]	0.0943950	0.0791762	0.1073026
temp + silicate	Atlantic	(27.75,27.85]	-0.3007760	-0.4090131	-0.2272800
temp + silicate	Atlantic	(27.85,27.95]	-0.3998555	-0.5002040	-0.3270799
temp + silicate	Atlantic	(27.95,28.05]	-0.3923943	-0.6106419	-0.1986954
temp + silicate	Atlantic	(28.05,28.1]	-0.7779636	-0.8516935	-0.7276997
temp + silicate	Atlantic	(28.1,28.15]	-0.7714085	-0.8793708	-0.6366800
temp + silicate	Atlantic	(28.15,28.2]	-0.7876480	-0.8280587	-0.7267774
temp + silicate	Atlantic	(28.2, Inf]	-0.7829873	-0.9438065	-0.6328363
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5967726	-0.7282100	-0.3688368
temp + silicate	Indo-Pacific	(26,26.5]	-0.6377799	-0.7074055	-0.5093718
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6868167	-0.8104014	-0.6018725
temp + silicate	Indo-Pacific	(26.75,27]	-0.7341001	-0.7850511	-0.6995168
temp + silicate	Indo-Pacific	(27,27.25]	-0.7983633	-0.8309317	-0.7726374
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.8233194	-0.8719989	-0.7859814
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6586037	-0.7030919	-0.6156782
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3525510	-0.4000409	-0.2803903
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.1974430	-0.2892129	-0.0479988
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0552595	-0.1612488	0.1296407
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0616721	-0.1168419	0.3543126
temp + silicate	Indo-Pacific	(28.1,28.2]	0.0114653	-0.1258779	0.2193032
temp + silicate	Indo-Pacific	(28.2,28.3]	0.2130751	-0.0084271	0.3319137
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8660210	0.8360288	0.9021884
temp + silicate	SO	(26,26.5]	0.1460743	-0.7564308	0.5974567
temp + silicate	SO	(26.5,26.75]	0.1617335	-0.0964712	0.5846783
temp + silicate	SO	(26.75,27]	-0.1341598	-0.2117815	0.0180476
temp + silicate	SO	(27,27.25]	-0.4430968	-0.5010984	-0.3547875
temp + silicate	SO	(27.25,27.5]	-0.1775742	-0.2806483	-0.1144105
temp + silicate	SO	(27.5,27.75]	-0.0767394	-0.1339893	-0.0450822
temp + silicate	SO	(27.75,27.85]	0.5442027	0.4869507	0.5954341
temp + silicate	SO	(27.85,27.95]	0.5273649	0.4768588	0.6017222
temp + silicate	SO	(27.95,28.05]	0.5407411	0.3472333	0.7181378
temp + silicate	SO	(28.05,28.1]	0.5251378	0.3388118	0.6376992
temp + silicate	SO	(28.1,28.15]	-0.4128489	-0.6322366	-0.1628854
temp + silicate	SO	(28.1,28.2]	0.6747411	0.6489242	0.7120873
temp + silicate	SO	(28.15,28.2]	-0.3605444	-0.6748519	-0.0826364
temp + silicate	SO	(28.2, Inf]	-0.3141490	-0.3775577	-0.1991046
temp + silicate	SO	(28.2,28.3]	0.8027838	0.7948458	0.8127760
temp + silicate	SO	(28.3, Inf]	0.6819849	0.6113199	0.7262344

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2280189	-0.3027302	0.6358479
aou	Atlantic	(26,26.5]	0.1610749	0.0832505	0.2972787
aou	Atlantic	(26.5,26.75]	-0.3087779	-0.4331151	-0.1698512
aou	Atlantic	(26.75,27]	-0.4154444	-0.4979432	-0.3261424
aou	Atlantic	(27,27.25]	-0.6346615	-0.6912866	-0.5375512
aou	Atlantic	(27.25,27.5]	-0.7565319	-0.7911777	-0.7049545
aou	Atlantic	(27.5,27.75]	-0.7843649	-0.7976572	-0.7647827
aou	Atlantic	(27.75,27.85]	-0.8373682	-0.8496957	-0.8262308
aou	Atlantic	(27.85,27.95]	-0.9104211	-0.9272987	-0.8977879
aou	Atlantic	(27.95,28.05]	-0.8610289	-0.8788044	-0.8517224
aou	Atlantic	(28.05,28.1]	-0.9495281	-0.9649996	-0.9313520
aou	Atlantic	(28.1,28.15]	-0.9287830	-0.9621043	-0.8932570
aou	Atlantic	(28.15,28.2]	-0.9297647	-0.9547493	-0.9167004
aou	Atlantic	(28.2, Inf]	-0.9285004	-0.9893560	-0.8881270
aou	Indo-Pacific	(-Inf,26]	0.1737569	0.0809056	0.3215182
aou	Indo-Pacific	(26,26.5]	-0.4615958	-0.5225770	-0.3819356
aou	Indo-Pacific	(26.5,26.75]	-0.6474928	-0.7111421	-0.6079668
aou	Indo-Pacific	(26.75,27]	-0.8072224	-0.8528501	-0.7551457
aou	Indo-Pacific	(27,27.25]	-0.6300846	-0.6760120	-0.5649549
aou	Indo-Pacific	(27.25,27.5]	-0.3239471	-0.3629384	-0.2867285
aou	Indo-Pacific	(27.5,27.75]	0.3862358	0.3374162	0.4358809
aou	Indo-Pacific	(27.75,27.85]	0.8558990	0.8314786	0.8888695
aou	Indo-Pacific	(27.85,27.95]	0.9195066	0.9070946	0.9416980
aou	Indo-Pacific	(27.95,28.05]	0.9314788	0.9115176	0.9505723
aou	Indo-Pacific	(28.05,28.1]	0.9346013	0.9058061	0.9606936
aou	Indo-Pacific	(28.1,28.2]	0.8565905	0.8220665	0.8809395
aou	Indo-Pacific	(28.2,28.3]	0.6355148	0.5521551	0.7312058
aou	Indo-Pacific	(28.3, Inf]	0.8347331	0.7592212	0.9110329
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	0.5884150	0.2551296	0.9142668
aou	SO	(26.5,26.75]	0.0137139	-0.3352247	0.5087883
aou	SO	(26.75,27]	-0.4400817	-0.5921499	-0.2662948
aou	SO	(27,27.25]	-0.4693694	-0.6099147	-0.3372759
aou	SO	(27.25,27.5]	-0.2539619	-0.5256307	-0.0232167
aou	SO	(27.5,27.75]	-0.5957349	-0.8152574	-0.3010589
aou	SO	(27.75,27.85]	-0.6605839	-0.8863651	-0.2918945
aou	SO	(27.85,27.95]	-0.5642097	-0.8661411	-0.0520080
aou	SO	(27.95,28.05]	-0.5144204	-0.8250526	-0.0638763
aou	SO	(28.05,28.1]	-0.5459009	-0.7929326	-0.1870296
aou	SO	(28.1,28.15]	-0.4953309	-0.6150606	-0.4188361
aou	SO	(28.1,28.2]	-0.6226002	-0.8620417	-0.2887640
aou	SO	(28.15,28.2]	-0.5752144	-0.8165403	-0.3322095
aou	SO	(28.2, Inf]	0.1010392	-0.2708195	0.3715918
aou	SO	(28.2,28.3]	-0.5800327	-0.8250142	-0.1780409
aou	SO	(28.3, Inf]	-0.1795977	-0.3934509	-0.0324812
nitrate	Atlantic	(-Inf,26]	0.0491604	-0.7714572	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1752650	-0.2945346	0.0019366
nitrate	Atlantic	(26.5,26.75]	-0.4441286	-0.5515650	-0.2899705
nitrate	Atlantic	(26.75,27]	-0.5317448	-0.6139003	-0.4597821
nitrate	Atlantic	(27,27.25]	-0.7673200	-0.8040788	-0.6950402
nitrate	Atlantic	(27.25,27.5]	-0.8819760	-0.8986592	-0.8524528
nitrate	Atlantic	(27.5,27.75]	-0.9182325	-0.9208485	-0.9146660
nitrate	Atlantic	(27.75,27.85]	-0.9614324	-0.9621053	-0.9601693
nitrate	Atlantic	(27.85,27.95]	-0.9711458	-0.9742035	-0.9659103
nitrate	Atlantic	(27.95,28.05]	-0.9168191	-0.9297627	-0.9014141
nitrate	Atlantic	(28.05,28.1]	-0.9857410	-0.9901998	-0.9795710
nitrate	Atlantic	(28.1,28.15]	-0.9813384	-0.9903520	-0.9734347
nitrate	Atlantic	(28.15,28.2]	-0.9836284	-0.9902086	-0.9801032
nitrate	Atlantic	(28.2, Inf]	-0.9877022	-0.9989798	-0.9813742
nitrate	Indo-Pacific	(-Inf,26]	0.1765203	0.0744440	0.3242235
nitrate	Indo-Pacific	(26,26.5]	-0.5252268	-0.5788849	-0.4180988
nitrate	Indo-Pacific	(26.5,26.75]	-0.6596781	-0.6950330	-0.6297178
nitrate	Indo-Pacific	(26.75,27]	-0.6889735	-0.7553562	-0.6367375
nitrate	Indo-Pacific	(27,27.25]	-0.4905182	-0.5202424	-0.4373644
nitrate	Indo-Pacific	(27.25,27.5]	-0.2604491	-0.2845627	-0.2286903
nitrate	Indo-Pacific	(27.5,27.75]	0.3679163	0.3183285	0.4536284
nitrate	Indo-Pacific	(27.75,27.85]	0.8478833	0.8246774	0.8888881
nitrate	Indo-Pacific	(27.85,27.95]	0.9183320	0.9012038	0.9427172
nitrate	Indo-Pacific	(27.95,28.05]	0.9372281	0.9258031	0.9579324
nitrate	Indo-Pacific	(28.05,28.1]	0.9417023	0.9307037	0.9620979
nitrate	Indo-Pacific	(28.1,28.2]	0.8785754	0.8612825	0.8940934
nitrate	Indo-Pacific	(28.2,28.3]	0.7092648	0.6717785	0.7602150
nitrate	Indo-Pacific	(28.3, Inf]	0.5966109	0.4353137	0.7781001
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.0508486	-0.4737182	0.3682033
nitrate	SO	(26.5,26.75]	-0.3373888	-0.7081480	0.2085798
nitrate	SO	(26.75,27]	-0.7439769	-0.7614705	-0.7214090
nitrate	SO	(27,27.25]	-0.8648932	-0.9134256	-0.8231616
nitrate	SO	(27.25,27.5]	-0.7223067	-0.8711683	-0.5823211
nitrate	SO	(27.5,27.75]	-0.8118118	-0.9311235	-0.6399262
nitrate	SO	(27.75,27.85]	-0.7210780	-0.8515428	-0.4690645
nitrate	SO	(27.85,27.95]	-0.6545534	-0.8262998	-0.3638330
nitrate	SO	(27.95,28.05]	-0.6781217	-0.7782881	-0.5016879
nitrate	SO	(28.05,28.1]	-0.6555941	-0.6947595	-0.6243639
nitrate	SO	(28.1,28.15]	-0.8154271	-0.9458479	-0.6113902
nitrate	SO	(28.1,28.2]	-0.5880971	-0.7290725	-0.3886615
nitrate	SO	(28.15,28.2]	-0.8225822	-0.9732695	-0.7323147
nitrate	SO	(28.2, Inf]	-0.6672639	-0.8279754	-0.5611230
nitrate	SO	(28.2,28.3]	-0.5840673	-0.7037539	-0.3485086
nitrate	SO	(28.3, Inf]	-0.3696713	-0.6118498	-0.2352147
phosphate	Atlantic	(-Inf,26]	0.2645686	-0.0129379	0.4192617
phosphate	Atlantic	(26,26.5]	0.2088650	0.1476716	0.3212384
phosphate	Atlantic	(26.5,26.75]	-0.3837603	-0.4572969	-0.2708735
phosphate	Atlantic	(26.75,27]	-0.4948489	-0.6009721	-0.3854586
phosphate	Atlantic	(27,27.25]	-0.7331189	-0.7600400	-0.7063051
phosphate	Atlantic	(27.25,27.5]	-0.8606389	-0.8686968	-0.8510803
phosphate	Atlantic	(27.5,27.75]	-0.9099765	-0.9191490	-0.8989606
phosphate	Atlantic	(27.75,27.85]	-0.9648276	-0.9668607	-0.9624670
phosphate	Atlantic	(27.85,27.95]	-0.9720568	-0.9764704	-0.9641675
phosphate	Atlantic	(27.95,28.05]	-0.9255549	-0.9370029	-0.9108286
phosphate	Atlantic	(28.05,28.1]	-0.9852901	-0.9897127	-0.9799938
phosphate	Atlantic	(28.1,28.15]	-0.9822866	-0.9907175	-0.9741979
phosphate	Atlantic	(28.15,28.2]	-0.9787240	-0.9856216	-0.9728922
phosphate	Atlantic	(28.2, Inf]	-0.9852360	-0.9959296	-0.9791746
phosphate	Indo-Pacific	(-Inf,26]	0.1443311	0.0564743	0.3192083
phosphate	Indo-Pacific	(26,26.5]	-0.5531340	-0.5706125	-0.5184194
phosphate	Indo-Pacific	(26.5,26.75]	-0.7285565	-0.7538296	-0.6791781
phosphate	Indo-Pacific	(26.75,27]	-0.8185581	-0.8468627	-0.7682130
phosphate	Indo-Pacific	(27,27.25]	-0.6431114	-0.6890391	-0.5840802
phosphate	Indo-Pacific	(27.25,27.5]	-0.4163275	-0.4455180	-0.3964871
phosphate	Indo-Pacific	(27.5,27.75]	0.2984008	0.2659383	0.3487316
phosphate	Indo-Pacific	(27.75,27.85]	0.8377872	0.8155014	0.8751421
phosphate	Indo-Pacific	(27.85,27.95]	0.9149296	0.8985811	0.9385475
phosphate	Indo-Pacific	(27.95,28.05]	0.9321487	0.9165921	0.9534923
phosphate	Indo-Pacific	(28.05,28.1]	0.9322557	0.9068019	0.9602543
phosphate	Indo-Pacific	(28.1,28.2]	0.8556196	0.8168269	0.8767079
phosphate	Indo-Pacific	(28.2,28.3]	0.6497285	0.5633794	0.7473434
phosphate	Indo-Pacific	(28.3, Inf]	0.6719544	0.5418920	0.8264348
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.1562137	-0.5494764	0.2099868
phosphate	SO	(26.5,26.75]	-0.4565679	-0.7932367	0.0242856
phosphate	SO	(26.75,27]	-0.8138191	-0.8348341	-0.7883070
phosphate	SO	(27,27.25]	-0.8751278	-0.9229843	-0.8345561
phosphate	SO	(27.25,27.5]	-0.7365405	-0.8790685	-0.6013264
phosphate	SO	(27.5,27.75]	-0.8100302	-0.9277119	-0.6405160
phosphate	SO	(27.75,27.85]	-0.7272054	-0.8483984	-0.4868704
phosphate	SO	(27.85,27.95]	-0.6574583	-0.8218534	-0.3840567
phosphate	SO	(27.95,28.05]	-0.6794327	-0.7808043	-0.5073654
phosphate	SO	(28.05,28.1]	-0.6580063	-0.6971515	-0.6220754
phosphate	SO	(28.1,28.15]	-0.8328088	-0.9548462	-0.6389477
phosphate	SO	(28.1,28.2]	-0.5931055	-0.7323224	-0.3884137
phosphate	SO	(28.15,28.2]	-0.8408584	-0.9780479	-0.7562582
phosphate	SO	(28.2, Inf]	-0.8598056	-0.8751284	-0.8474579
phosphate	SO	(28.2,28.3]	-0.5793054	-0.7134082	-0.3144088
phosphate	SO	(28.3, Inf]	-0.5034077	-0.6703429	-0.3913233
phosphate_star	Atlantic	(-Inf,26]	0.4496741	-0.1868457	0.9490640
phosphate_star	Atlantic	(26,26.5]	0.2251378	0.1656699	0.2766761
phosphate_star	Atlantic	(26.5,26.75]	0.0563175	-0.3568455	0.5726619
phosphate_star	Atlantic	(26.75,27]	-0.0628084	-0.2126869	0.2177887
phosphate_star	Atlantic	(27,27.25]	-0.1046445	-0.5223456	0.1625419
phosphate_star	Atlantic	(27.25,27.5]	-0.3772452	-0.6358478	-0.2214910
phosphate_star	Atlantic	(27.5,27.75]	-0.6658025	-0.7470065	-0.5738219
phosphate_star	Atlantic	(27.75,27.85]	-0.9117478	-0.9301885	-0.8828706
phosphate_star	Atlantic	(27.85,27.95]	-0.9264411	-0.9410999	-0.8982844
phosphate_star	Atlantic	(27.95,28.05]	-0.8999133	-0.9184558	-0.8771587
phosphate_star	Atlantic	(28.05,28.1]	-0.9852159	-0.9884456	-0.9821330
phosphate_star	Atlantic	(28.1,28.15]	-0.9899637	-0.9939411	-0.9835095
phosphate_star	Atlantic	(28.15,28.2]	-0.9879613	-0.9914153	-0.9822839
phosphate_star	Atlantic	(28.2, Inf]	-0.9840374	-0.9939484	-0.9774012
phosphate_star	Indo-Pacific	(-Inf,26]	0.2215742	0.1047176	0.3811802
phosphate_star	Indo-Pacific	(26,26.5]	-0.4647897	-0.5226444	-0.3928650
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5914826	-0.6912130	-0.4673105
phosphate_star	Indo-Pacific	(26.75,27]	-0.5176424	-0.5759967	-0.4545164
phosphate_star	Indo-Pacific	(27,27.25]	-0.3953828	-0.4463187	-0.3208724
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5049604	-0.5247551	-0.4879426
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1888760	-0.2292265	-0.1510012
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2700002	0.2122690	0.3419912
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3756750	0.3348144	0.4018674
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4559095	0.3945669	0.5360684
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6009263	0.4883155	0.7496173
phosphate_star	Indo-Pacific	(28.1,28.2]	0.6473722	0.5800946	0.7506646
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4698655	0.3635866	0.5632479
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8520694	-0.8725029	-0.8118833
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.7055085	-0.9782217	-0.5345046
phosphate_star	SO	(26.5,26.75]	-0.6050849	-0.8252464	-0.2587922
phosphate_star	SO	(26.75,27]	-0.6942312	-0.7598640	-0.6469203
phosphate_star	SO	(27,27.25]	-0.7947567	-0.8325222	-0.7297530
phosphate_star	SO	(27.25,27.5]	-0.6401731	-0.7783941	-0.5067270
phosphate_star	SO	(27.5,27.75]	-0.3530014	-0.6103975	-0.1117416
phosphate_star	SO	(27.75,27.85]	0.3460758	-0.1672965	0.7145755
phosphate_star	SO	(27.85,27.95]	0.2822309	-0.4659965	0.7168104
phosphate_star	SO	(27.95,28.05]	0.1646670	-0.5874930	0.7797518
phosphate_star	SO	(28.05,28.1]	0.1753337	-0.6113432	0.7249465
phosphate_star	SO	(28.1,28.15]	-0.6305440	-0.9113884	-0.2223204
phosphate_star	SO	(28.1,28.2]	0.4700388	0.0142691	0.8358377
phosphate_star	SO	(28.15,28.2]	-0.6286661	-0.9451462	-0.4038515
phosphate_star	SO	(28.2, Inf]	-0.8626009	-0.9495026	-0.7602465
phosphate_star	SO	(28.2,28.3]	0.3976578	-0.1430287	0.8191130
phosphate_star	SO	(28.3, Inf]	-0.2091631	-0.3814681	-0.0348184
sal	Atlantic	(-Inf,26]	-0.1655114	-0.8946301	0.5631449
sal	Atlantic	(26,26.5]	-0.0595052	-0.1475588	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4749293	-0.8959357	-0.0071516
sal	Atlantic	(26.75,27]	-0.6616076	-0.8172200	-0.4581848
sal	Atlantic	(27,27.25]	-0.6718573	-0.7986089	-0.4297232
sal	Atlantic	(27.25,27.5]	-0.4764524	-0.6451113	-0.2014834
sal	Atlantic	(27.5,27.75]	-0.4949349	-0.5342221	-0.4266005
sal	Atlantic	(27.75,27.85]	-0.1579531	-0.2352041	-0.0440229
sal	Atlantic	(27.85,27.95]	-0.1081846	-0.1926335	0.0364926
sal	Atlantic	(27.95,28.05]	-0.1417069	-0.3597132	0.1601850
sal	Atlantic	(28.05,28.1]	0.6588228	0.5608477	0.7962242
sal	Atlantic	(28.1,28.15]	0.7809529	0.6321557	0.9124099
sal	Atlantic	(28.15,28.2]	0.7930900	0.7552549	0.8481267
sal	Atlantic	(28.2, Inf]	0.8912149	0.8267695	0.9745403
sal	Indo-Pacific	(-Inf,26]	0.0967553	-0.1586468	0.4807200
sal	Indo-Pacific	(26,26.5]	0.3004968	0.2642005	0.3609082
sal	Indo-Pacific	(26.5,26.75]	0.4286757	0.3391950	0.4879254
sal	Indo-Pacific	(26.75,27]	0.3431671	0.2790729	0.4572561
sal	Indo-Pacific	(27,27.25]	0.1511887	0.0689026	0.2188964
sal	Indo-Pacific	(27.25,27.5]	0.0995718	0.0595454	0.1555642
sal	Indo-Pacific	(27.5,27.75]	-0.2592657	-0.3482464	-0.0875871
sal	Indo-Pacific	(27.75,27.85]	-0.2763290	-0.3298785	-0.1763387
sal	Indo-Pacific	(27.85,27.95]	-0.1268713	-0.2217928	-0.0110252
sal	Indo-Pacific	(27.95,28.05]	0.0465233	-0.1145358	0.2525159
sal	Indo-Pacific	(28.05,28.1]	0.1600594	-0.1472461	0.4284923
sal	Indo-Pacific	(28.1,28.2]	0.1952445	-0.0733255	0.4750314
sal	Indo-Pacific	(28.2,28.3]	-0.0816208	-0.4299408	0.1810470
sal	Indo-Pacific	(28.3, Inf]	0.8218796	0.7856594	0.8415093
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.6615896	0.4591086	0.9945769
sal	SO	(26.5,26.75]	0.4586772	0.1089756	0.7075460
sal	SO	(26.75,27]	0.6154031	0.5615517	0.7164856
sal	SO	(27,27.25]	0.7755949	0.7292725	0.8208414
sal	SO	(27.25,27.5]	0.5089178	0.4175049	0.6136729
sal	SO	(27.5,27.75]	-0.0185165	-0.2456901	0.2822219
sal	SO	(27.75,27.85]	-0.4667673	-0.8175641	0.0532278
sal	SO	(27.85,27.95]	-0.3864204	-0.8120721	0.3377873
sal	SO	(27.95,28.05]	-0.2460725	-0.8294863	0.5104070
sal	SO	(28.05,28.1]	-0.2418008	-0.7396401	0.5323407
sal	SO	(28.1,28.15]	0.6430342	0.2498286	0.9094928
sal	SO	(28.1,28.2]	-0.4931160	-0.8518505	-0.0142063
sal	SO	(28.15,28.2]	0.6760371	0.5186955	0.9347840
sal	SO	(28.2, Inf]	-0.2592978	-0.5239020	0.2022427
sal	SO	(28.2,28.3]	-0.4823509	-0.8800681	0.1470121
sal	SO	(28.3, Inf]	-0.2005271	-0.4425374	0.1883745
silicate	Atlantic	(-Inf,26]	0.2391763	-0.1165638	0.4460557
silicate	Atlantic	(26,26.5]	-0.5330610	-0.6152203	-0.4322832
silicate	Atlantic	(26.5,26.75]	-0.3796018	-0.5285422	-0.2945792
silicate	Atlantic	(26.75,27]	-0.6833653	-0.7696035	-0.5983552
silicate	Atlantic	(27,27.25]	-0.8741375	-0.8826666	-0.8684882
silicate	Atlantic	(27.25,27.5]	-0.8992018	-0.9297140	-0.8804614
silicate	Atlantic	(27.5,27.75]	-0.8894121	-0.9262060	-0.8636160
silicate	Atlantic	(27.75,27.85]	-0.9170760	-0.9232720	-0.9063725
silicate	Atlantic	(27.85,27.95]	-0.8817955	-0.9013578	-0.8567183
silicate	Atlantic	(27.95,28.05]	-0.8068464	-0.8359268	-0.7861906
silicate	Atlantic	(28.05,28.1]	-0.8824129	-0.9086953	-0.8477468
silicate	Atlantic	(28.1,28.15]	-0.8974340	-0.9329905	-0.8419100
silicate	Atlantic	(28.15,28.2]	-0.9181332	-0.9267004	-0.9021230
silicate	Atlantic	(28.2, Inf]	-0.9428307	-0.9717769	-0.9171303
silicate	Indo-Pacific	(-Inf,26]	0.0596679	-0.2180434	0.3301150
silicate	Indo-Pacific	(26,26.5]	-0.6171348	-0.6756656	-0.5848439
silicate	Indo-Pacific	(26.5,26.75]	-0.7472131	-0.7647435	-0.7211387
silicate	Indo-Pacific	(26.75,27]	-0.7095477	-0.7353251	-0.6957848
silicate	Indo-Pacific	(27,27.25]	-0.4779996	-0.5484936	-0.3726569
silicate	Indo-Pacific	(27.25,27.5]	-0.2389974	-0.2850642	-0.1923480
silicate	Indo-Pacific	(27.5,27.75]	0.4037463	0.3697710	0.4381089
silicate	Indo-Pacific	(27.75,27.85]	0.8868955	0.8672169	0.9180057
silicate	Indo-Pacific	(27.85,27.95]	0.9500270	0.9340061	0.9652790
silicate	Indo-Pacific	(27.95,28.05]	0.9632402	0.9510292	0.9799083
silicate	Indo-Pacific	(28.05,28.1]	0.9645535	0.9472742	0.9869089
silicate	Indo-Pacific	(28.1,28.2]	0.9362339	0.8986790	0.9710388
silicate	Indo-Pacific	(28.2,28.3]	0.8443590	0.7731903	0.8908246
silicate	Indo-Pacific	(28.3, Inf]	0.7762576	0.6939766	0.8853579
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.1695231	-0.5964910	0.0509396
silicate	SO	(26.5,26.75]	-0.0494694	-0.2759747	0.2757494
silicate	SO	(26.75,27]	-0.5143759	-0.6220552	-0.3675721
silicate	SO	(27,27.25]	-0.7554595	-0.8322802	-0.6938830
silicate	SO	(27.25,27.5]	-0.7034802	-0.8656504	-0.5687354
silicate	SO	(27.5,27.75]	-0.7985951	-0.9055807	-0.6410162
silicate	SO	(27.75,27.85]	-0.7550081	-0.8641122	-0.5458510
silicate	SO	(27.85,27.95]	-0.6514057	-0.8287255	-0.3862932
silicate	SO	(27.95,28.05]	-0.6384645	-0.8137108	-0.3924832
silicate	SO	(28.05,28.1]	-0.6228817	-0.7333841	-0.4623963
silicate	SO	(28.1,28.15]	-0.8561376	-0.9301273	-0.7654148
silicate	SO	(28.1,28.2]	-0.5814770	-0.7567583	-0.3059730
silicate	SO	(28.15,28.2]	-0.8026379	-0.9276080	-0.6499285
silicate	SO	(28.2, Inf]	-0.8863939	-0.9534221	-0.7575833
silicate	SO	(28.2,28.3]	-0.5326857	-0.7254282	-0.1520386
silicate	SO	(28.3, Inf]	-0.6616448	-0.7122927	-0.6125879
temp	Atlantic	(-Inf,26]	-0.5982677	-0.9749021	-0.0055925
temp	Atlantic	(26,26.5]	-0.2729847	-0.3291003	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4867545	-0.8892794	-0.0326549
temp	Atlantic	(26.75,27]	-0.6337063	-0.8015063	-0.4187543
temp	Atlantic	(27,27.25]	-0.6730702	-0.8042151	-0.4200404
temp	Atlantic	(27.25,27.5]	-0.5026519	-0.6674205	-0.2438118
temp	Atlantic	(27.5,27.75]	-0.4856716	-0.5135981	-0.4300421
temp	Atlantic	(27.75,27.85]	-0.0604371	-0.1210160	0.0589352
temp	Atlantic	(27.85,27.95]	-0.0105892	-0.0851484	0.1232184
temp	Atlantic	(27.95,28.05]	-0.1101985	-0.3303532	0.1685651
temp	Atlantic	(28.05,28.1]	0.5204021	0.3954317	0.6618731
temp	Atlantic	(28.1,28.15]	0.6525232	0.4051963	0.8214559
temp	Atlantic	(28.15,28.2]	0.8209895	0.7666285	0.8848885
temp	Atlantic	(28.2, Inf]	0.6328708	0.3473858	0.9715464
temp	Indo-Pacific	(-Inf,26]	-0.5155061	-0.5668151	-0.4454225
temp	Indo-Pacific	(26,26.5]	0.2176573	0.1906287	0.2618907
temp	Indo-Pacific	(26.5,26.75]	0.3831827	0.2872886	0.4392050
temp	Indo-Pacific	(26.75,27]	0.3025324	0.2511065	0.3998909
temp	Indo-Pacific	(27,27.25]	0.1511506	0.0606851	0.2134544
temp	Indo-Pacific	(27.25,27.5]	0.2280608	0.2117223	0.2461038
temp	Indo-Pacific	(27.5,27.75]	-0.0246158	-0.0780913	0.0621428
temp	Indo-Pacific	(27.75,27.85]	-0.2480163	-0.2973439	-0.1677415
temp	Indo-Pacific	(27.85,27.95]	-0.1703144	-0.2167423	-0.0908206
temp	Indo-Pacific	(27.95,28.05]	-0.0738176	-0.1912191	0.0874279
temp	Indo-Pacific	(28.05,28.1]	-0.0746000	-0.3261480	0.2172908
temp	Indo-Pacific	(28.1,28.2]	-0.1213528	-0.3610304	0.1231805
temp	Indo-Pacific	(28.2,28.3]	-0.0372337	-0.3822665	0.2116324
temp	Indo-Pacific	(28.3, Inf]	0.8722554	0.8412493	0.8901584
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.5877877	0.3187700	0.9719904
temp	SO	(26.5,26.75]	0.4564787	0.0933561	0.7108058
temp	SO	(26.75,27]	0.5509277	0.4768971	0.6541516
temp	SO	(27,27.25]	0.7494645	0.7060052	0.7718386
temp	SO	(27.25,27.5]	0.6752494	0.5827237	0.7911153
temp	SO	(27.5,27.75]	0.4319361	0.2119301	0.6421829
temp	SO	(27.75,27.85]	-0.4002523	-0.7256145	0.0457717
temp	SO	(27.85,27.95]	-0.4122229	-0.7455849	0.2022915
temp	SO	(27.95,28.05]	-0.3729532	-0.8568520	0.2658139
temp	SO	(28.05,28.1]	-0.3795969	-0.8201471	0.2863440
temp	SO	(28.1,28.15]	0.4557852	0.0490352	0.7603203
temp	SO	(28.1,28.2]	-0.6073987	-0.8903954	-0.2153586
temp	SO	(28.15,28.2]	0.4755466	0.2492782	0.8371065
temp	SO	(28.2, Inf]	0.5375360	0.3514393	0.7528764
temp	SO	(28.2,28.3]	-0.4909477	-0.8219050	-0.0372739
temp	SO	(28.3, Inf]	-0.2053114	-0.4193045	-0.0300051

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