Last updated: 2021-03-04

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Knit directory: emlr_mod_v_XXX/

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html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
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html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
html	c5e45a2	Donghe-Zhu	2021-03-03	Build site.
html	89c3e58	Donghe-Zhu	2021-03-03	Build site.
html	c407a50	Donghe-Zhu	2021-03-03	Build site.
html	c911669	Donghe-Zhu	2021-03-03	Build site.
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
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html	799e913	Donghe-Zhu	2021-03-01	Build site.
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
html	e9a7418	Donghe-Zhu	2021-02-28	Build site.
html	e152917	Donghe-Zhu	2021-02-28	Build site.
html	feb991c	Donghe-Zhu	2021-02-27	Build site.
html	287123c	Donghe-Zhu	2021-02-27	Build site.
html	54d5b5b	Donghe-Zhu	2021-02-27	Build site.
html	330f064	Donghe-Zhu	2021-02-27	Build site.
html	adbc9bc	Donghe-Zhu	2021-02-27	Build site.
html	5937141	Donghe-Zhu	2021-02-27	Build site.
html	4414bbf	Donghe-Zhu	2021-02-27	Build site.
html	a265efb	Donghe-Zhu	2021-02-27	Build site.
html	19edd1e	Donghe-Zhu	2021-02-27	Build site.
html	f20483f	Donghe-Zhu	2021-02-26	Build site.
html	6a2c7b3	Donghe-Zhu	2021-02-25	Build site.
html	02b976d	Donghe-Zhu	2021-02-24	Build site.
html	354c224	Donghe-Zhu	2021-02-24	Build site.
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html	57f701e	Donghe-Zhu	2021-02-24	Build site.
html	06f3149	Donghe-Zhu	2021-02-16	Build site.
html	401eab3	Donghe-Zhu	2021-02-15	Build site.
html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
html	5dce4b1	Donghe-Zhu	2021-02-15	Build site.
html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
html	5ae6a69	Donghe-Zhu	2021-02-10	Build site.
html	05385dc	Donghe-Zhu	2021-02-10	Build site.
html	f791ae4	Donghe-Zhu	2021-02-09	Build site.
html	f71ae34	Donghe-Zhu	2021-02-09	Build site.
html	c011832	Donghe-Zhu	2021-02-09	Build site.
html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
html	865b582	Donghe-Zhu	2021-01-31	Build site.
html	3e68089	Donghe-Zhu	2021-01-31	Build site.
html	ecf335c	Donghe-Zhu	2021-01-31	Build site.
html	a618965	Donghe-Zhu	2021-01-31	Build site.
html	59e006e	Donghe-Zhu	2021-01-31	Build site.
html	a1c8f87	Donghe-Zhu	2021-01-31	Build site.
html	ae5c18f	Donghe-Zhu	2021-01-31	Build site.
html	b50fe52	Donghe-Zhu	2021-01-31	Build site.
html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
html	b5bdcaf	Donghe-Zhu	2021-01-29	Build site.
html	442010d	Donghe-Zhu	2021-01-29	Build site.
html	372adf5	Donghe-Zhu	2021-01-29	Build site.
html	af8788e	Donghe-Zhu	2021-01-29	Build site.
html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
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html	5bad5c2	Donghe-Zhu	2021-01-27	Build site.
html	61efb56	Donghe-Zhu	2021-01-25	Build site.
html	48f638e	Donghe-Zhu	2021-01-25	Build site.
html	c1cec47	Donghe-Zhu	2021-01-25	Build site.
html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
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html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
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html	2679490	Donghe-Zhu	2021-01-21	Build site.
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html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
html	b3564aa	jens-daniel-mueller	2021-01-14	Build site.
html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
html	17dee1d	jens-daniel-mueller	2021-01-13	Build site.
html	a076226	Donghe-Zhu	2021-01-11	Build site.
Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
html	7cdea0c	jens-daniel-mueller	2021-01-06	Build site.
html	fa85b93	jens-daniel-mueller	2021-01-06	Build site.
html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
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))))
)
}

Version	Author	Date
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

Version	Author	Date
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

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")

Version	Author	Date
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]	0.8319598	0.8052884	0.8647453
aou + nitrate	Atlantic	(26,26.5]	0.9212196	0.9137281	0.9284189
aou + nitrate	Atlantic	(26.5,26.75]	0.9747131	0.9721336	0.9768344
aou + nitrate	Atlantic	(26.75,27]	0.9821879	0.9780177	0.9849287
aou + nitrate	Atlantic	(27,27.25]	0.9629831	0.9589822	0.9674944
aou + nitrate	Atlantic	(27.25,27.5]	0.8451565	0.8348534	0.8539842
aou + nitrate	Atlantic	(27.5,27.75]	0.6067060	0.5990446	0.6178414
aou + nitrate	Atlantic	(27.75,27.85]	0.4143893	0.3887879	0.4654687
aou + nitrate	Atlantic	(27.85,27.95]	0.5813073	0.4612667	0.6950507
aou + nitrate	Atlantic	(27.95,28.05]	0.3967644	0.3671925	0.4139182
aou + nitrate	Atlantic	(28.05,28.1]	0.6176416	0.5626609	0.6749120
aou + nitrate	Atlantic	(28.1,28.15]	0.8886538	0.8618612	0.9165429
aou + nitrate	Atlantic	(28.15,28.2]	0.9396566	0.9352871	0.9454057
aou + nitrate	Atlantic	(28.2, Inf]	0.9217552	0.9189011	0.9236165
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9336424	0.9320474	0.9353708
aou + nitrate	Indo-Pacific	(26,26.5]	0.8518788	0.8481162	0.8579322
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7771002	0.7759177	0.7783865
aou + nitrate	Indo-Pacific	(26.75,27]	0.8384943	0.8278322	0.8440136
aou + nitrate	Indo-Pacific	(27,27.25]	0.9233450	0.9197271	0.9266352
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9497895	0.9482371	0.9507114
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9719030	0.9708304	0.9727752
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9913913	0.9905872	0.9921240
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9899667	0.9886542	0.9912166
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9889931	0.9884169	0.9894169
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9894084	0.9887239	0.9900903
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9907645	0.9903203	0.9912377
aou + phosphate	Atlantic	(-Inf,26]	0.9182611	0.8966153	0.9320855
aou + phosphate	Atlantic	(26,26.5]	0.8953908	0.8939820	0.8972583
aou + phosphate	Atlantic	(26.5,26.75]	0.9518304	0.9497262	0.9539085
aou + phosphate	Atlantic	(26.75,27]	0.9629769	0.9588395	0.9652709
aou + phosphate	Atlantic	(27,27.25]	0.9241482	0.9199826	0.9302199
aou + phosphate	Atlantic	(27.25,27.5]	0.7815280	0.7702594	0.7911111
aou + phosphate	Atlantic	(27.5,27.75]	0.5357913	0.5264607	0.5488257
aou + phosphate	Atlantic	(27.75,27.85]	0.3444610	0.3155028	0.3994188
aou + phosphate	Atlantic	(27.85,27.95]	0.5468409	0.4194182	0.6671269
aou + phosphate	Atlantic	(27.95,28.05]	0.3786866	0.3487374	0.3967598
aou + phosphate	Atlantic	(28.05,28.1]	0.6120370	0.5574559	0.6693644
aou + phosphate	Atlantic	(28.1,28.15]	0.8883939	0.8616277	0.9160783
aou + phosphate	Atlantic	(28.15,28.2]	0.9463061	0.9415206	0.9522671
aou + phosphate	Atlantic	(28.2, Inf]	0.9270527	0.9261914	0.9284362
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9676729	0.9670665	0.9685941
aou + phosphate	Indo-Pacific	(26,26.5]	0.9603511	0.9586359	0.9623019
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9738369	0.9730899	0.9742536
aou + phosphate	Indo-Pacific	(26.75,27]	0.9752265	0.9743416	0.9758749
aou + phosphate	Indo-Pacific	(27,27.25]	0.9854542	0.9848382	0.9862786
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9859987	0.9856320	0.9861907
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9888448	0.9886317	0.9890619
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945158	0.9943734	0.9946478
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9952503	0.9949603	0.9957152
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9907027	0.9902850	0.9912384
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9926347	0.9921049	0.9932951
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9915319	0.9906607	0.9925416
aou + phosphate_star	Atlantic	(-Inf,26]	0.2272720	0.1712517	0.2806442
aou + phosphate_star	Atlantic	(26,26.5]	0.4201348	0.3878595	0.4488269
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1677730	0.1516619	0.1852212
aou + phosphate_star	Atlantic	(26.75,27]	-0.1288395	-0.1495826	-0.1061565
aou + phosphate_star	Atlantic	(27,27.25]	-0.0331480	-0.0388931	-0.0244004
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1527474	-0.1681193	-0.1402383
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3162152	-0.3288676	-0.3026728
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3224503	-0.3953963	-0.2259315
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1888088	0.0050478	0.3643424
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0115480	-0.0370406	0.0130132
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3252240	0.2411855	0.4063450
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7557879	0.7056715	0.8084570
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8553461	0.8468864	0.8658721
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8193453	0.8132106	0.8237429
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5950927	0.5922232	0.5977716
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4219521	0.4053845	0.4333643
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4894509	0.4820707	0.4971861
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6138611	0.6120233	0.6165001
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6955078	0.6791140	0.7187124
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3336648	0.2643330	0.3994587
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3017088	-0.3637356	-0.2424993
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5730946	-0.5853433	-0.5525608
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3631739	-0.3742947	-0.3416898
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3787055	-0.4161134	-0.3502708
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2604889	-0.3505335	-0.1707294
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1490139	0.1415857	0.1573942
aou + silicate	Atlantic	(-Inf,26]	0.0899170	0.0155212	0.1279349
aou + silicate	Atlantic	(26,26.5]	0.2825001	0.2444453	0.3247772
aou + silicate	Atlantic	(26.5,26.75]	0.6194588	0.5850403	0.6465877
aou + silicate	Atlantic	(26.75,27]	0.7954590	0.7873155	0.8057143
aou + silicate	Atlantic	(27,27.25]	0.7435256	0.7353680	0.7595393
aou + silicate	Atlantic	(27.25,27.5]	0.5305908	0.5261892	0.5365418
aou + silicate	Atlantic	(27.5,27.75]	0.2208911	0.2187571	0.2238281
aou + silicate	Atlantic	(27.75,27.85]	-0.0397553	-0.0662660	0.0082511
aou + silicate	Atlantic	(27.85,27.95]	0.2911796	0.1265588	0.4479659
aou + silicate	Atlantic	(27.95,28.05]	0.3244988	0.2977439	0.3416668
aou + silicate	Atlantic	(28.05,28.1]	0.6389761	0.5974134	0.6835674
aou + silicate	Atlantic	(28.1,28.15]	0.9163490	0.8975120	0.9350723
aou + silicate	Atlantic	(28.15,28.2]	0.9461607	0.9446964	0.9484637
aou + silicate	Atlantic	(28.2, Inf]	0.7315190	0.7204055	0.7454716
aou + silicate	Indo-Pacific	(-Inf,26]	0.8384853	0.8348367	0.8426798
aou + silicate	Indo-Pacific	(26,26.5]	0.7702437	0.7656940	0.7726398
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7860116	0.7820105	0.7925580
aou + silicate	Indo-Pacific	(26.75,27]	0.8744060	0.8718798	0.8761569
aou + silicate	Indo-Pacific	(27,27.25]	0.9407176	0.9401861	0.9417620
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9544940	0.9538885	0.9551720
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9649496	0.9638540	0.9655495
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9830472	0.9827667	0.9835503
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9824061	0.9820890	0.9830024
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9873043	0.9866355	0.9876472
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9908851	0.9901688	0.9917364
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8250056	0.8232856	0.8261817
nitrate + phosphate	Atlantic	(-Inf,26]	0.6298736	0.5459505	0.7136208
nitrate + phosphate	Atlantic	(26,26.5]	0.8375111	0.8258962	0.8497579
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9674291	0.9662972	0.9691015
nitrate + phosphate	Atlantic	(26.75,27]	0.9794041	0.9761487	0.9813913
nitrate + phosphate	Atlantic	(27,27.25]	0.9866474	0.9865781	0.9867797
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9917234	0.9914907	0.9918786
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9943967	0.9941470	0.9945391
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9965239	0.9962940	0.9967206
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986486	0.9984204	0.9988237
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993937	0.9993545	0.9994532
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997879	0.9997715	0.9998048
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998215	0.9998082	0.9998328
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9976367	0.9974851	0.9977906
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9895826	0.9891329	0.9900076
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9538151	0.9504197	0.9558263
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8669167	0.8614808	0.8746534
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7949166	0.7932554	0.7961208
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8586521	0.8442912	0.8660334
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9333195	0.9307531	0.9350132
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9547614	0.9530455	0.9558788
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9783505	0.9767001	0.9792287
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9948770	0.9943868	0.9952583
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9965978	0.9958197	0.9971522
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987808	0.9987190	0.9988922
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980630	0.9979934	0.9981144
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9951245	0.9950390	0.9952797
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.0769961	-0.0105186	0.1547954
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4319629	0.3967464	0.4496093
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2825051	0.2714038	0.3006399
nitrate + phosphate_star	Atlantic	(26.75,27]	-0.0075405	-0.0175939	0.0100974
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2126286	0.2055367	0.2176224
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3883428	0.3740379	0.3984192
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5454930	0.5412660	0.5490727
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7237163	0.6897969	0.7543654
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9051145	0.8876122	0.9207771
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9110445	0.9059126	0.9138409
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9430221	0.9367106	0.9470879
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9708363	0.9665062	0.9753821
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9783456	0.9777735	0.9787470
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9689827	0.9683804	0.9699030
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7300020	0.7247613	0.7329616
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5568758	0.5505340	0.5653723
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5767770	0.5682263	0.5859754
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6963416	0.6817463	0.7054887
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7728922	0.7630498	0.7858589
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4462255	0.3871164	0.5028757
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1694602	-0.2343974	-0.1075721
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4989624	-0.5101295	-0.4798516
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2565105	-0.2650864	-0.2395919
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2442469	-0.2843139	-0.2102990
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1262457	-0.2136776	-0.0397517
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2579150	0.2473446	0.2659133
nitrate + silicate	Atlantic	(-Inf,26]	0.6074982	0.5863049	0.6482021
nitrate + silicate	Atlantic	(26,26.5]	0.5638707	0.5468778	0.5821142
nitrate + silicate	Atlantic	(26.5,26.75]	0.7013738	0.6761024	0.7202413
nitrate + silicate	Atlantic	(26.75,27]	0.8536928	0.8484861	0.8607385
nitrate + silicate	Atlantic	(27,27.25]	0.8738833	0.8698794	0.8784092
nitrate + silicate	Atlantic	(27.25,27.5]	0.8567414	0.8542742	0.8598691
nitrate + silicate	Atlantic	(27.5,27.75]	0.8597095	0.8594677	0.8601155
nitrate + silicate	Atlantic	(27.75,27.85]	0.8369307	0.8308856	0.8404172
nitrate + silicate	Atlantic	(27.85,27.95]	0.9143803	0.9020136	0.9252651
nitrate + silicate	Atlantic	(27.95,28.05]	0.9672240	0.9657438	0.9689633
nitrate + silicate	Atlantic	(28.05,28.1]	0.9830442	0.9820276	0.9835870
nitrate + silicate	Atlantic	(28.1,28.15]	0.9862997	0.9854185	0.9870424
nitrate + silicate	Atlantic	(28.15,28.2]	0.9133230	0.9110806	0.9159802
nitrate + silicate	Atlantic	(28.2, Inf]	0.7040977	0.6976472	0.7123213
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8595117	0.8556347	0.8631442
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7882845	0.7825006	0.7966059
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8229992	0.8190274	0.8294901
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8713343	0.8622015	0.8763265
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9371927	0.9341990	0.9396095
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9599545	0.9584307	0.9619659
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9789759	0.9787948	0.9793127
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9896206	0.9887054	0.9903910
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9890991	0.9887309	0.9893492
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9916888	0.9913838	0.9921966
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9900451	0.9898748	0.9902839
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.8356421	0.8342029	0.8383087
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5343107	0.4775086	0.6126873
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7688104	0.7431334	0.7907074
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4573428	0.4430211	0.4672193
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1382560	0.1275332	0.1537366
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3457749	0.3391259	0.3492194
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4922257	0.4803400	0.5014733
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6224086	0.6201228	0.6253919
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7745994	0.7451445	0.8012040
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9228103	0.9087060	0.9357265
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9197095	0.9151720	0.9223985
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9457754	0.9392456	0.9499349
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9713152	0.9668890	0.9760373
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9762965	0.9758244	0.9767374
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9716694	0.9700820	0.9724762
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7633768	0.7611462	0.7662681
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6527202	0.6437367	0.6575748
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6676876	0.6641916	0.6721044
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7610245	0.7578478	0.7631317
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8025666	0.7918107	0.8182895
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4825463	0.4196366	0.5428551
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1591375	-0.2221506	-0.0980801
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4866754	-0.4983329	-0.4654782
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2744190	-0.2840952	-0.2570350
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2527996	-0.2908790	-0.2202160
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1453574	-0.2335286	-0.0589646
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2711336	0.2558968	0.2804920
sal + aou	Atlantic	(-Inf,26]	-0.3943582	-0.4154883	-0.3552102
sal + aou	Atlantic	(26,26.5]	-0.3911211	-0.4383817	-0.3525597
sal + aou	Atlantic	(26.5,26.75]	0.2631226	0.2536909	0.2738962
sal + aou	Atlantic	(26.75,27]	0.4679773	0.4479153	0.4886643
sal + aou	Atlantic	(27,27.25]	0.3662169	0.3447307	0.3939301
sal + aou	Atlantic	(27.25,27.5]	0.3890439	0.3802055	0.4036040
sal + aou	Atlantic	(27.5,27.75]	0.6709732	0.6594577	0.6838862
sal + aou	Atlantic	(27.75,27.85]	0.6356774	0.5338330	0.7037130
sal + aou	Atlantic	(27.85,27.95]	0.1999182	0.0559347	0.3667761
sal + aou	Atlantic	(27.95,28.05]	0.0349723	0.0303610	0.0378039
sal + aou	Atlantic	(28.05,28.1]	-0.3211056	-0.3947151	-0.2410288
sal + aou	Atlantic	(28.1,28.15]	-0.7464279	-0.7967352	-0.6982660
sal + aou	Atlantic	(28.15,28.2]	-0.8055011	-0.8072193	-0.8023704
sal + aou	Atlantic	(28.2, Inf]	-0.6734187	-0.6781733	-0.6655600
sal + aou	Indo-Pacific	(-Inf,26]	-0.2370693	-0.2499732	-0.2297914
sal + aou	Indo-Pacific	(26,26.5]	-0.1537384	-0.1636752	-0.1466045
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1986787	-0.2053634	-0.1944194
sal + aou	Indo-Pacific	(26.75,27]	-0.4118594	-0.4212430	-0.4067904
sal + aou	Indo-Pacific	(27,27.25]	-0.5979127	-0.6207111	-0.5815417
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2638464	-0.3273801	-0.2069630
sal + aou	Indo-Pacific	(27.5,27.75]	0.5040272	0.4532618	0.5631470
sal + aou	Indo-Pacific	(27.75,27.85]	0.7613468	0.7593119	0.7638860
sal + aou	Indo-Pacific	(27.85,27.95]	0.7602756	0.7532027	0.7660507
sal + aou	Indo-Pacific	(27.95,28.05]	0.8391339	0.8262840	0.8514025
sal + aou	Indo-Pacific	(28.05,28.1]	0.8437521	0.8344550	0.8527056
sal + aou	Indo-Pacific	(28.1, Inf]	0.3247430	0.3076319	0.3410022
sal + nitrate	Atlantic	(-Inf,26]	-0.6868703	-0.7179116	-0.6712761
sal + nitrate	Atlantic	(26,26.5]	-0.4366744	-0.4860334	-0.3916631
sal + nitrate	Atlantic	(26.5,26.75]	0.1934362	0.1787455	0.2016179
sal + nitrate	Atlantic	(26.75,27]	0.4024981	0.3885856	0.4133984
sal + nitrate	Atlantic	(27,27.25]	0.2052782	0.1767968	0.2524350
sal + nitrate	Atlantic	(27.25,27.5]	-0.0566099	-0.0951301	-0.0095269
sal + nitrate	Atlantic	(27.5,27.75]	0.1978118	0.1617103	0.2475256
sal + nitrate	Atlantic	(27.75,27.85]	-0.3584213	-0.4342005	-0.2982765
sal + nitrate	Atlantic	(27.85,27.95]	-0.6200181	-0.6313216	-0.6109621
sal + nitrate	Atlantic	(27.95,28.05]	-0.8294641	-0.8543487	-0.8057705
sal + nitrate	Atlantic	(28.05,28.1]	-0.9166272	-0.9214348	-0.9081410
sal + nitrate	Atlantic	(28.1,28.15]	-0.9553943	-0.9603009	-0.9486268
sal + nitrate	Atlantic	(28.15,28.2]	-0.9503419	-0.9527606	-0.9485705
sal + nitrate	Atlantic	(28.2, Inf]	-0.8499420	-0.8559121	-0.8464755
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3658441	-0.3777675	-0.3568582
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3897732	-0.3961381	-0.3815177
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4374002	-0.4545267	-0.4287374
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5689930	-0.5750656	-0.5625717
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7284817	-0.7386422	-0.7228063
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3940201	-0.4493986	-0.3440312
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.4035535	0.3552023	0.4627130
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7099414	0.7027074	0.7175734
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7087608	0.7010132	0.7169902
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7750282	0.7575870	0.7899177
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7735852	0.7634122	0.7826339
sal + nitrate	Indo-Pacific	(28.1, Inf]	0.2775758	0.2606039	0.2930801
sal + phosphate	Atlantic	(-Inf,26]	-0.2470031	-0.3080230	-0.1887564
sal + phosphate	Atlantic	(26,26.5]	-0.6477603	-0.6779415	-0.6126145
sal + phosphate	Atlantic	(26.5,26.75]	0.0161936	0.0112445	0.0231529
sal + phosphate	Atlantic	(26.75,27]	0.2851343	0.2718985	0.3004196
sal + phosphate	Atlantic	(27,27.25]	0.0716348	0.0406262	0.1241852
sal + phosphate	Atlantic	(27.25,27.5]	-0.1703906	-0.2083248	-0.1240659
sal + phosphate	Atlantic	(27.5,27.75]	0.1011291	0.0656558	0.1494869
sal + phosphate	Atlantic	(27.75,27.85]	-0.4286162	-0.4994881	-0.3728332
sal + phosphate	Atlantic	(27.85,27.95]	-0.6529780	-0.6625638	-0.6481195
sal + phosphate	Atlantic	(27.95,28.05]	-0.8410490	-0.8649150	-0.8176464
sal + phosphate	Atlantic	(28.05,28.1]	-0.9210739	-0.9259484	-0.9123538
sal + phosphate	Atlantic	(28.1,28.15]	-0.9558473	-0.9610301	-0.9489391
sal + phosphate	Atlantic	(28.15,28.2]	-0.9335756	-0.9357024	-0.9311630
sal + phosphate	Atlantic	(28.2, Inf]	-0.7797706	-0.7839930	-0.7771128
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3525234	-0.3657753	-0.3425383
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3677197	-0.3770705	-0.3570489
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3661053	-0.3751383	-0.3573588
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5175367	-0.5310881	-0.5091354
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6810177	-0.6956393	-0.6720541
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3676856	-0.4298225	-0.3122230
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4046864	0.3525247	0.4657000
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7045601	0.7003302	0.7114089
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7169601	0.7078542	0.7255979
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7919313	0.7765546	0.8046977
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8010514	0.7915215	0.8101790
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.3429015	0.3256857	0.3580114
sal + phosphate_star	Atlantic	(-Inf,26]	-0.1809152	-0.2541083	-0.0448673
sal + phosphate_star	Atlantic	(26,26.5]	-0.8784377	-0.8927218	-0.8703589
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7931160	-0.8036866	-0.7845036
sal + phosphate_star	Atlantic	(26.75,27]	-0.7700164	-0.7982000	-0.7482344
sal + phosphate_star	Atlantic	(27,27.25]	-0.7931634	-0.8105219	-0.7585278
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8631888	-0.8837235	-0.8408712
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5896792	-0.6216688	-0.5500335
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8769957	-0.8934362	-0.8680388
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8738941	-0.8924032	-0.8614081
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9399693	-0.9493418	-0.9260655
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9794720	-0.9812096	-0.9765531
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9874545	-0.9893404	-0.9843762
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9714317	-0.9721104	-0.9704455
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8354080	-0.8422411	-0.8313305
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7056182	-0.7139370	-0.6993530
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8613643	-0.8698189	-0.8518835
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8712211	-0.8808780	-0.8606488
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8438790	-0.8524478	-0.8368625
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8998583	-0.9024677	-0.8978000
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8047105	-0.8190473	-0.7915996
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8106417	-0.8203201	-0.8011972
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9007356	-0.9184049	-0.8890418
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7428486	-0.7580977	-0.7286041
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6561572	-0.6748181	-0.6440597
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5917209	-0.6432300	-0.5434613
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0717674	0.0624525	0.0846392
sal + silicate	Atlantic	(-Inf,26]	-0.7568977	-0.7712830	-0.7451886
sal + silicate	Atlantic	(26,26.5]	0.1409218	0.1066396	0.1715053
sal + silicate	Atlantic	(26.5,26.75]	0.3115241	0.2741967	0.3320598
sal + silicate	Atlantic	(26.75,27]	0.1772798	0.1663296	0.1901065
sal + silicate	Atlantic	(27,27.25]	-0.0980276	-0.1318328	-0.0338485
sal + silicate	Atlantic	(27.25,27.5]	-0.3477227	-0.3770648	-0.3061074
sal + silicate	Atlantic	(27.5,27.75]	-0.1408015	-0.1814435	-0.0904636
sal + silicate	Atlantic	(27.75,27.85]	-0.7024205	-0.7555239	-0.6558802
sal + silicate	Atlantic	(27.85,27.95]	-0.8160879	-0.8296122	-0.8004146
sal + silicate	Atlantic	(27.95,28.05]	-0.8905372	-0.9077985	-0.8717964
sal + silicate	Atlantic	(28.05,28.1]	-0.9150333	-0.9231164	-0.9018902
sal + silicate	Atlantic	(28.1,28.15]	-0.9270999	-0.9378013	-0.9175395
sal + silicate	Atlantic	(28.15,28.2]	-0.7590736	-0.7643956	-0.7518306
sal + silicate	Atlantic	(28.2, Inf]	-0.2754760	-0.2909172	-0.2652476
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5416617	-0.5532537	-0.5307027
sal + silicate	Indo-Pacific	(26,26.5]	-0.5806557	-0.5841774	-0.5753367
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6117852	-0.6252514	-0.5995091
sal + silicate	Indo-Pacific	(26.75,27]	-0.6644149	-0.6733550	-0.6576100
sal + silicate	Indo-Pacific	(27,27.25]	-0.7568039	-0.7740751	-0.7437187
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4706376	-0.5279157	-0.4207712
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3380321	0.2813709	0.4029913
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6787362	0.6750797	0.6854998
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7088293	0.6967381	0.7208143
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8031682	0.7861040	0.8179621
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8189008	0.8111172	0.8254550
sal + silicate	Indo-Pacific	(28.1, Inf]	0.6658320	0.6467533	0.6826391
sal + temp	Atlantic	(-Inf,26]	0.6511390	0.5661669	0.7324861
sal + temp	Atlantic	(26,26.5]	0.9587684	0.9571797	0.9613794
sal + temp	Atlantic	(26.5,26.75]	0.9682579	0.9645885	0.9718814
sal + temp	Atlantic	(26.75,27]	0.9714132	0.9697215	0.9724368
sal + temp	Atlantic	(27,27.25]	0.9635498	0.9621473	0.9654397
sal + temp	Atlantic	(27.25,27.5]	0.9724172	0.9714566	0.9734263
sal + temp	Atlantic	(27.5,27.75]	0.9684289	0.9673263	0.9701349
sal + temp	Atlantic	(27.75,27.85]	0.9866050	0.9857672	0.9870718
sal + temp	Atlantic	(27.85,27.95]	0.9810959	0.9771182	0.9832335
sal + temp	Atlantic	(27.95,28.05]	0.9756274	0.9748594	0.9760489
sal + temp	Atlantic	(28.05,28.1]	0.9861434	0.9850801	0.9871082
sal + temp	Atlantic	(28.1,28.15]	0.9834261	0.9823699	0.9847145
sal + temp	Atlantic	(28.15,28.2]	0.9785308	0.9780052	0.9794858
sal + temp	Atlantic	(28.2, Inf]	0.9363464	0.9327854	0.9399009
sal + temp	Indo-Pacific	(-Inf,26]	0.8218271	0.8162453	0.8304754
sal + temp	Indo-Pacific	(26,26.5]	0.9528614	0.9508197	0.9546397
sal + temp	Indo-Pacific	(26.5,26.75]	0.9804807	0.9800879	0.9812528
sal + temp	Indo-Pacific	(26.75,27]	0.9789170	0.9778725	0.9800302
sal + temp	Indo-Pacific	(27,27.25]	0.9747856	0.9738221	0.9761176
sal + temp	Indo-Pacific	(27.25,27.5]	0.9225845	0.9209254	0.9255957
sal + temp	Indo-Pacific	(27.5,27.75]	0.8752955	0.8689387	0.8796362
sal + temp	Indo-Pacific	(27.75,27.85]	0.9709806	0.9676832	0.9738723
sal + temp	Indo-Pacific	(27.85,27.95]	0.9401036	0.9386990	0.9428082
sal + temp	Indo-Pacific	(27.95,28.05]	0.9448482	0.9414206	0.9471688
sal + temp	Indo-Pacific	(28.05,28.1]	0.9749792	0.9726500	0.9769447
sal + temp	Indo-Pacific	(28.1, Inf]	0.4323831	0.4166053	0.4523741
silicate + phosphate	Atlantic	(-Inf,26]	-0.1767539	-0.2928210	-0.0897761
silicate + phosphate	Atlantic	(26,26.5]	0.0480546	0.0062453	0.0936456
silicate + phosphate	Atlantic	(26.5,26.75]	0.5698319	0.5170708	0.6078814
silicate + phosphate	Atlantic	(26.75,27]	0.8446424	0.8387033	0.8478812
silicate + phosphate	Atlantic	(27,27.25]	0.9047228	0.9019611	0.9071203
silicate + phosphate	Atlantic	(27.25,27.5]	0.8976587	0.8965672	0.8993894
silicate + phosphate	Atlantic	(27.5,27.75]	0.8968621	0.8966018	0.8970661
silicate + phosphate	Atlantic	(27.75,27.85]	0.8768523	0.8720228	0.8795054
silicate + phosphate	Atlantic	(27.85,27.95]	0.9332310	0.9238160	0.9415917
silicate + phosphate	Atlantic	(27.95,28.05]	0.9735759	0.9724748	0.9751590
silicate + phosphate	Atlantic	(28.05,28.1]	0.9857675	0.9850984	0.9862137
silicate + phosphate	Atlantic	(28.1,28.15]	0.9885071	0.9878180	0.9890203
silicate + phosphate	Atlantic	(28.15,28.2]	0.9360992	0.9345227	0.9375811
silicate + phosphate	Atlantic	(28.2, Inf]	0.7961239	0.7905704	0.8050283
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8862222	0.8843191	0.8896584
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8759926	0.8742141	0.8778566
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8653349	0.8642019	0.8659571
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9202138	0.9192001	0.9208790
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9573715	0.9559672	0.9586657
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9719943	0.9715551	0.9728242
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9805859	0.9804577	0.9807395
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9880989	0.9872948	0.9888578
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9873878	0.9871035	0.9876155
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9937230	0.9934563	0.9942082
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942782	0.9940885	0.9944982
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8644015	0.8629234	0.8667443
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.2459548	-0.3565868	-0.1376807
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2665440	-0.2896069	-0.2321948
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0227272	-0.0387369	0.0595745
silicate + phosphate_star	Atlantic	(26.75,27]	0.1979084	0.1890799	0.2136774
silicate + phosphate_star	Atlantic	(27,27.25]	0.5375903	0.5218494	0.5471207
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6692064	0.6615664	0.6806401
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7983664	0.7895860	0.8068891
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9090600	0.8858547	0.9277813
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9649319	0.9614292	0.9682642
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9209909	0.9173853	0.9233468
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9208484	0.9092658	0.9291839
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9411309	0.9338773	0.9503675
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8661539	0.8646111	0.8671638
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7353352	0.7332756	0.7392905
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7733798	0.7728633	0.7741719
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7787725	0.7745662	0.7811845
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8013751	0.7938203	0.8129968
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8195720	0.8137299	0.8231107
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8155893	0.7951994	0.8389614
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5194418	0.4598183	0.5771409
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1089152	-0.1752079	-0.0425163
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4741578	-0.4906039	-0.4503833
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2616396	-0.2686376	-0.2482012
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2740780	-0.3126817	-0.2402617
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1810628	-0.2638308	-0.0997673
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4350395	0.4191971	0.4456505
temp + aou	Atlantic	(-Inf,26]	-0.6582809	-0.6763356	-0.6433290
temp + aou	Atlantic	(26,26.5]	-0.4373949	-0.4641444	-0.4044340
temp + aou	Atlantic	(26.5,26.75]	0.1474622	0.1354613	0.1644097
temp + aou	Atlantic	(26.75,27]	0.4053643	0.3811407	0.4332706
temp + aou	Atlantic	(27,27.25]	0.3402720	0.3285268	0.3605002
temp + aou	Atlantic	(27.25,27.5]	0.4191076	0.4121358	0.4322970
temp + aou	Atlantic	(27.5,27.75]	0.6659403	0.6585434	0.6751107
temp + aou	Atlantic	(27.75,27.85]	0.6526448	0.5632387	0.7154448
temp + aou	Atlantic	(27.85,27.95]	0.2068345	0.0605506	0.3679714
temp + aou	Atlantic	(27.95,28.05]	0.1555555	0.1469084	0.1652348
temp + aou	Atlantic	(28.05,28.1]	-0.2286144	-0.3040675	-0.1409050
temp + aou	Atlantic	(28.1,28.15]	-0.6653855	-0.7227301	-0.6124718
temp + aou	Atlantic	(28.15,28.2]	-0.7533205	-0.7590926	-0.7495162
temp + aou	Atlantic	(28.2, Inf]	-0.7380547	-0.7425309	-0.7325465
temp + aou	Indo-Pacific	(-Inf,26]	-0.3806647	-0.3866245	-0.3744985
temp + aou	Indo-Pacific	(26,26.5]	-0.2028672	-0.2105324	-0.1883090
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1794201	-0.1834156	-0.1749968
temp + aou	Indo-Pacific	(26.75,27]	-0.3592715	-0.3642739	-0.3534145
temp + aou	Indo-Pacific	(27,27.25]	-0.5608711	-0.5793281	-0.5514577
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2372497	-0.2917889	-0.1898226
temp + aou	Indo-Pacific	(27.5,27.75]	0.4202746	0.3767648	0.4684894
temp + aou	Indo-Pacific	(27.75,27.85]	0.7603008	0.7506116	0.7671910
temp + aou	Indo-Pacific	(27.85,27.95]	0.7353441	0.7297857	0.7426351
temp + aou	Indo-Pacific	(27.95,28.05]	0.7932109	0.7801836	0.8057200
temp + aou	Indo-Pacific	(28.05,28.1]	0.8274539	0.8110730	0.8427661
temp + aou	Indo-Pacific	(28.1, Inf]	0.7911279	0.7836741	0.8019557
temp + nitrate	Atlantic	(-Inf,26]	-0.7277184	-0.7597824	-0.6955697
temp + nitrate	Atlantic	(26,26.5]	-0.4793072	-0.5015273	-0.4423891
temp + nitrate	Atlantic	(26.5,26.75]	0.0712045	0.0545166	0.0857461
temp + nitrate	Atlantic	(26.75,27]	0.3219715	0.3046276	0.3314934
temp + nitrate	Atlantic	(27,27.25]	0.1723409	0.1457405	0.2118038
temp + nitrate	Atlantic	(27.25,27.5]	-0.0151046	-0.0525696	0.0348306
temp + nitrate	Atlantic	(27.5,27.75]	0.1782729	0.1517148	0.2143478
temp + nitrate	Atlantic	(27.75,27.85]	-0.3484299	-0.4063531	-0.2973488
temp + nitrate	Atlantic	(27.85,27.95]	-0.6292074	-0.6395058	-0.6152962
temp + nitrate	Atlantic	(27.95,28.05]	-0.7930711	-0.8140359	-0.7817634
temp + nitrate	Atlantic	(28.05,28.1]	-0.8751991	-0.8838324	-0.8637594
temp + nitrate	Atlantic	(28.1,28.15]	-0.9135984	-0.9210959	-0.9053861
temp + nitrate	Atlantic	(28.15,28.2]	-0.9222701	-0.9250441	-0.9202182
temp + nitrate	Atlantic	(28.2, Inf]	-0.9118866	-0.9246519	-0.9012111
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5259229	-0.5363778	-0.5183736
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4429181	-0.4535480	-0.4291288
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4234727	-0.4382699	-0.4157696
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5305533	-0.5343929	-0.5242272
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7078660	-0.7130721	-0.7008504
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.3989366	-0.4456599	-0.3567903
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2767965	0.2336650	0.3268450
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7056786	0.6951807	0.7124755
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6702054	0.6633593	0.6764281
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7153122	0.6972643	0.7304368
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7540144	0.7365191	0.7700116
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.7224720	0.7110770	0.7379395
temp + phosphate	Atlantic	(-Inf,26]	-0.6690811	-0.6963294	-0.6465384
temp + phosphate	Atlantic	(26,26.5]	-0.6663966	-0.6845295	-0.6362396
temp + phosphate	Atlantic	(26.5,26.75]	-0.0898675	-0.0975693	-0.0782312
temp + phosphate	Atlantic	(26.75,27]	0.2134183	0.1975561	0.2233736
temp + phosphate	Atlantic	(27,27.25]	0.0540032	0.0240916	0.0989386
temp + phosphate	Atlantic	(27.25,27.5]	-0.1216204	-0.1587041	-0.0719227
temp + phosphate	Atlantic	(27.5,27.75]	0.0863805	0.0608599	0.1205308
temp + phosphate	Atlantic	(27.75,27.85]	-0.4176519	-0.4713273	-0.3706402
temp + phosphate	Atlantic	(27.85,27.95]	-0.6612200	-0.6692960	-0.6512959
temp + phosphate	Atlantic	(27.95,28.05]	-0.8060887	-0.8262808	-0.7943750
temp + phosphate	Atlantic	(28.05,28.1]	-0.8796311	-0.8883705	-0.8677296
temp + phosphate	Atlantic	(28.1,28.15]	-0.9146856	-0.9227032	-0.9060872
temp + phosphate	Atlantic	(28.15,28.2]	-0.9127390	-0.9150789	-0.9107564
temp + phosphate	Atlantic	(28.2, Inf]	-0.8775759	-0.8886954	-0.8677833
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4979261	-0.5056327	-0.4887491
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4228831	-0.4295454	-0.4173125
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3485770	-0.3545956	-0.3420580
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4731189	-0.4832245	-0.4639011
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6540478	-0.6636728	-0.6461852
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3634642	-0.4170711	-0.3175657
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3003043	0.2562968	0.3498224
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7013783	0.6897367	0.7080741
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6829283	0.6753797	0.6893420
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7280167	0.7120882	0.7407502
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7764163	0.7595001	0.7925025
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7457547	0.7320848	0.7638933
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6582541	-0.6872691	-0.6141086
temp + phosphate_star	Atlantic	(26,26.5]	-0.8670701	-0.8760434	-0.8591561
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8142714	-0.8245667	-0.8038588
temp + phosphate_star	Atlantic	(26.75,27]	-0.8098036	-0.8324530	-0.7954248
temp + phosphate_star	Atlantic	(27,27.25]	-0.7891815	-0.8129506	-0.7553937
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8375501	-0.8608379	-0.8086820
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6071694	-0.6318338	-0.5793611
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8781549	-0.8847858	-0.8732156
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8876898	-0.8985939	-0.8791556
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9520548	-0.9588327	-0.9445269
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9705370	-0.9730475	-0.9681742
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9741710	-0.9755987	-0.9713259
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9732452	-0.9753742	-0.9714919
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9369340	-0.9500499	-0.9260236
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8417282	-0.8456461	-0.8368005
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9100893	-0.9151977	-0.9057863
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8737451	-0.8807378	-0.8632277
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8447628	-0.8524993	-0.8371298
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9167667	-0.9244539	-0.9110084
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9093413	-0.9179653	-0.9030805
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9373742	-0.9418757	-0.9285792
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9266371	-0.9351984	-0.9168972
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8347142	-0.8455116	-0.8265118
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7766928	-0.7919989	-0.7677776
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6599858	-0.7015926	-0.6208481
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3087578	-0.3282860	-0.2908039
temp + silicate	Atlantic	(-Inf,26]	-0.3335564	-0.3789944	-0.2639055
temp + silicate	Atlantic	(26,26.5]	0.1014521	0.0796724	0.1221146
temp + silicate	Atlantic	(26.5,26.75]	0.2102089	0.1708292	0.2366570
temp + silicate	Atlantic	(26.75,27]	0.0678430	0.0621543	0.0769221
temp + silicate	Atlantic	(27,27.25]	-0.1432543	-0.1872041	-0.0878895
temp + silicate	Atlantic	(27.25,27.5]	-0.2994405	-0.3283415	-0.2515701
temp + silicate	Atlantic	(27.5,27.75]	-0.1669448	-0.1980317	-0.1296330
temp + silicate	Atlantic	(27.75,27.85]	-0.6859031	-0.7280738	-0.6432569
temp + silicate	Atlantic	(27.85,27.95]	-0.8165101	-0.8235621	-0.8120362
temp + silicate	Atlantic	(27.95,28.05]	-0.8522230	-0.8674870	-0.8408234
temp + silicate	Atlantic	(28.05,28.1]	-0.8681734	-0.8779046	-0.8492097
temp + silicate	Atlantic	(28.1,28.15]	-0.8806837	-0.8964469	-0.8673877
temp + silicate	Atlantic	(28.15,28.2]	-0.7506098	-0.7533673	-0.7452790
temp + silicate	Atlantic	(28.2, Inf]	-0.5099667	-0.5248723	-0.4968340
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6004668	-0.6081444	-0.5907848
temp + silicate	Indo-Pacific	(26,26.5]	-0.6096423	-0.6127962	-0.6051280
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6023459	-0.6135843	-0.5917000
temp + silicate	Indo-Pacific	(26.75,27]	-0.6368693	-0.6430979	-0.6298978
temp + silicate	Indo-Pacific	(27,27.25]	-0.7427265	-0.7555932	-0.7357479
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4618547	-0.5098769	-0.4207006
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2226169	0.1740085	0.2759907
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6743394	0.6604160	0.6823501
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6587362	0.6495905	0.6643349
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7406812	0.7222853	0.7558238
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7968017	0.7821568	0.8100255
temp + silicate	Indo-Pacific	(28.1, Inf]	0.5853346	0.5665192	0.6108979

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")

Version	Author	Date
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]	0.3522011	0.2204001	0.4629522
aou	Atlantic	(26,26.5]	0.0246741	-0.1504617	0.1829499
aou	Atlantic	(26.5,26.75]	0.0574373	-0.1535390	0.2930868
aou	Atlantic	(26.75,27]	-0.0172831	-0.2934068	0.2937265
aou	Atlantic	(27,27.25]	-0.3536792	-0.5601807	-0.1389801
aou	Atlantic	(27.25,27.5]	-0.2587978	-0.4109583	-0.0862241
aou	Atlantic	(27.5,27.75]	-0.1445739	-0.2280339	-0.0661770
aou	Atlantic	(27.75,27.85]	-0.0537044	-0.1002491	-0.0291598
aou	Atlantic	(27.85,27.95]	-0.4981847	-0.5937044	-0.4082447
aou	Atlantic	(27.95,28.05]	-0.3344429	-0.4206405	-0.2822139
aou	Atlantic	(28.05,28.1]	-0.5866284	-0.5979615	-0.5784368
aou	Atlantic	(28.1,28.15]	-0.8748506	-0.8867608	-0.8649072
aou	Atlantic	(28.15,28.2]	-0.9277529	-0.9430402	-0.9195863
aou	Atlantic	(28.2, Inf]	-0.8660966	-0.8768408	-0.8539289
aou	Indo-Pacific	(-Inf,26]	-0.0790306	-0.2834331	0.1068160
aou	Indo-Pacific	(26,26.5]	-0.4266942	-0.6034085	-0.2092567
aou	Indo-Pacific	(26.5,26.75]	-0.7312012	-0.8238014	-0.6094453
aou	Indo-Pacific	(26.75,27]	-0.8078560	-0.8771598	-0.7188214
aou	Indo-Pacific	(27,27.25]	-0.7922298	-0.8789402	-0.6819423
aou	Indo-Pacific	(27.25,27.5]	-0.6118430	-0.8424853	-0.2621613
aou	Indo-Pacific	(27.5,27.75]	-0.1726661	-0.7648993	0.6278681
aou	Indo-Pacific	(27.75,27.85]	0.1190378	-0.5528758	0.8397882
aou	Indo-Pacific	(27.85,27.95]	0.2817994	-0.2296930	0.7719266
aou	Indo-Pacific	(27.95,28.05]	0.1503132	-0.3096490	0.6252272
aou	Indo-Pacific	(28.05,28.1]	0.2518014	-0.1694539	0.6820307
aou	Indo-Pacific	(28.1, Inf]	0.5321987	0.4209148	0.6350862
nitrate	Atlantic	(-Inf,26]	-0.0280908	-0.2121840	0.0682956
nitrate	Atlantic	(26,26.5]	-0.1950052	-0.3740187	-0.0306580
nitrate	Atlantic	(26.5,26.75]	-0.0954264	-0.3071090	0.1398316
nitrate	Atlantic	(26.75,27]	-0.1411092	-0.4057419	0.1581460
nitrate	Atlantic	(27,27.25]	-0.5565065	-0.7205882	-0.3784458
nitrate	Atlantic	(27.25,27.5]	-0.6937189	-0.7824910	-0.5870824
nitrate	Atlantic	(27.5,27.75]	-0.8442745	-0.8822158	-0.8038645
nitrate	Atlantic	(27.75,27.85]	-0.9071582	-0.9238415	-0.8860718
nitrate	Atlantic	(27.85,27.95]	-0.9654396	-0.9741951	-0.9548624
nitrate	Atlantic	(27.95,28.05]	-0.9471910	-0.9493913	-0.9431034
nitrate	Atlantic	(28.05,28.1]	-0.9898143	-0.9922535	-0.9861519
nitrate	Atlantic	(28.1,28.15]	-0.9930402	-0.9949830	-0.9891586
nitrate	Atlantic	(28.15,28.2]	-0.9956708	-0.9964082	-0.9948303
nitrate	Atlantic	(28.2, Inf]	-0.9774288	-0.9820931	-0.9725525
nitrate	Indo-Pacific	(-Inf,26]	-0.0980515	-0.3040736	0.0882642
nitrate	Indo-Pacific	(26,26.5]	-0.4211910	-0.5878373	-0.2298953
nitrate	Indo-Pacific	(26.5,26.75]	-0.6456535	-0.7213523	-0.5438753
nitrate	Indo-Pacific	(26.75,27]	-0.6926235	-0.7617605	-0.5936300
nitrate	Indo-Pacific	(27,27.25]	-0.7442894	-0.8166916	-0.6495358
nitrate	Indo-Pacific	(27.25,27.5]	-0.6127060	-0.8280516	-0.2856371
nitrate	Indo-Pacific	(27.5,27.75]	-0.1998701	-0.7688953	0.5785534
nitrate	Indo-Pacific	(27.75,27.85]	0.1441901	-0.5181359	0.8412780
nitrate	Indo-Pacific	(27.85,27.95]	0.3320438	-0.1592428	0.7948730
nitrate	Indo-Pacific	(27.95,28.05]	0.2225059	-0.2163008	0.6705791
nitrate	Indo-Pacific	(28.05,28.1]	0.3269591	-0.0634144	0.7193389
nitrate	Indo-Pacific	(28.1, Inf]	0.5575169	0.4673917	0.6404056
phosphate	Atlantic	(-Inf,26]	0.4606751	0.3682187	0.5776008
phosphate	Atlantic	(26,26.5]	0.0430458	-0.0795856	0.1533724
phosphate	Atlantic	(26.5,26.75]	-0.0880078	-0.2769307	0.1258234
phosphate	Atlantic	(26.75,27]	-0.1796410	-0.4243808	0.0924386
phosphate	Atlantic	(27,27.25]	-0.6010101	-0.7469905	-0.4356041
phosphate	Atlantic	(27.25,27.5]	-0.7427406	-0.8163597	-0.6518042
phosphate	Atlantic	(27.5,27.75]	-0.8693132	-0.8988280	-0.8367052
phosphate	Atlantic	(27.75,27.85]	-0.9308633	-0.9429852	-0.9146967
phosphate	Atlantic	(27.85,27.95]	-0.9672817	-0.9768014	-0.9552281
phosphate	Atlantic	(27.95,28.05]	-0.9498717	-0.9533913	-0.9461427
phosphate	Atlantic	(28.05,28.1]	-0.9897485	-0.9922211	-0.9856507
phosphate	Atlantic	(28.1,28.15]	-0.9929922	-0.9948697	-0.9893227
phosphate	Atlantic	(28.15,28.2]	-0.9939181	-0.9957331	-0.9926271
phosphate	Atlantic	(28.2, Inf]	-0.9831553	-0.9842616	-0.9812918
phosphate	Indo-Pacific	(-Inf,26]	-0.1253293	-0.3328354	0.0657657
phosphate	Indo-Pacific	(26,26.5]	-0.5572447	-0.7220927	-0.3521074
phosphate	Indo-Pacific	(26.5,26.75]	-0.8040334	-0.8788438	-0.7019744
phosphate	Indo-Pacific	(26.75,27]	-0.8450789	-0.9005857	-0.7715733
phosphate	Indo-Pacific	(27,27.25]	-0.8331671	-0.8995901	-0.7464234
phosphate	Indo-Pacific	(27.25,27.5]	-0.6721198	-0.8726122	-0.3608538
phosphate	Indo-Pacific	(27.5,27.75]	-0.2062181	-0.7686738	0.5626137
phosphate	Indo-Pacific	(27.75,27.85]	0.1526645	-0.5020486	0.8421314
phosphate	Indo-Pacific	(27.85,27.95]	0.3173622	-0.1763964	0.7839503
phosphate	Indo-Pacific	(27.95,28.05]	0.2119292	-0.2246045	0.6585789
phosphate	Indo-Pacific	(28.05,28.1]	0.2993386	-0.0939337	0.6960126
phosphate	Indo-Pacific	(28.1, Inf]	0.5125893	0.4148062	0.6039248
phosphate_star	Atlantic	(-Inf,26]	0.1474879	0.0865389	0.2478493
phosphate_star	Atlantic	(26,26.5]	0.1130419	0.0939309	0.1237801
phosphate_star	Atlantic	(26.5,26.75]	-0.3425309	-0.3573809	-0.3317141
phosphate_star	Atlantic	(26.75,27]	-0.4950885	-0.6118158	-0.4033413
phosphate_star	Atlantic	(27,27.25]	-0.6183427	-0.6688327	-0.5280785
phosphate_star	Atlantic	(27.25,27.5]	-0.7646079	-0.8428459	-0.6753261
phosphate_star	Atlantic	(27.5,27.75]	-0.7943746	-0.8445425	-0.7373702
phosphate_star	Atlantic	(27.75,27.85]	-0.8871824	-0.9405853	-0.8278056
phosphate_star	Atlantic	(27.85,27.95]	-0.8970938	-0.9330014	-0.8523782
phosphate_star	Atlantic	(27.95,28.05]	-0.8738369	-0.9027366	-0.8447529
phosphate_star	Atlantic	(28.05,28.1]	-0.9389761	-0.9651555	-0.9051852
phosphate_star	Atlantic	(28.1,28.15]	-0.9645136	-0.9810793	-0.9447463
phosphate_star	Atlantic	(28.15,28.2]	-0.9780579	-0.9866928	-0.9700845
phosphate_star	Atlantic	(28.2, Inf]	-0.9802476	-0.9876315	-0.9725346
phosphate_star	Indo-Pacific	(-Inf,26]	0.0060157	-0.1518713	0.1554139
phosphate_star	Indo-Pacific	(26,26.5]	-0.5650407	-0.6248938	-0.4850198
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6258532	-0.6367030	-0.6106383
phosphate_star	Indo-Pacific	(26.75,27]	-0.5711382	-0.5947817	-0.5360625
phosphate_star	Indo-Pacific	(27,27.25]	-0.6889591	-0.7010617	-0.6771557
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5444242	-0.5606736	-0.5279694
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1892321	-0.5645074	0.1007430
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2497026	-0.3792672	0.7340089
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3106705	-0.0403922	0.6175648
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4763746	0.1336210	0.7606479
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4512144	0.1444784	0.7204997
phosphate_star	Indo-Pacific	(28.1, Inf]	0.0887791	0.0032713	0.1850067
sal	Atlantic	(-Inf,26]	0.6527983	0.6130493	0.7230522
sal	Atlantic	(26,26.5]	-0.1034514	-0.1413054	-0.0469843
sal	Atlantic	(26.5,26.75]	0.0028774	-0.0970416	0.1007826
sal	Atlantic	(26.75,27]	0.0261486	-0.1490741	0.2686603
sal	Atlantic	(27,27.25]	0.0560758	-0.1126791	0.1567483
sal	Atlantic	(27.25,27.5]	0.3657229	0.2053557	0.5144044
sal	Atlantic	(27.5,27.75]	-0.0048326	-0.1422679	0.1170384
sal	Atlantic	(27.75,27.85]	0.5711002	0.4550834	0.6970652
sal	Atlantic	(27.85,27.95]	0.5964179	0.5432234	0.6480818
sal	Atlantic	(27.95,28.05]	0.7333269	0.6656732	0.7764477
sal	Atlantic	(28.05,28.1]	0.8934925	0.8502104	0.9247758
sal	Atlantic	(28.1,28.15]	0.9358077	0.9069616	0.9567659
sal	Atlantic	(28.15,28.2]	0.9434888	0.9333874	0.9588714
sal	Atlantic	(28.2, Inf]	0.7781850	0.7536240	0.8105212
sal	Indo-Pacific	(-Inf,26]	-0.0698154	-0.1491974	0.0082446
sal	Indo-Pacific	(26,26.5]	0.3107341	0.2711616	0.3435957
sal	Indo-Pacific	(26.5,26.75]	0.2957537	0.2767710	0.3071957
sal	Indo-Pacific	(26.75,27]	0.2129274	0.1549521	0.2698752
sal	Indo-Pacific	(27,27.25]	0.4491257	0.4076377	0.4911085
sal	Indo-Pacific	(27.25,27.5]	0.2062570	0.1242236	0.2738224
sal	Indo-Pacific	(27.5,27.75]	-0.0732409	-0.4136862	0.4410585
sal	Indo-Pacific	(27.75,27.85]	-0.1979262	-0.7840014	0.4886103
sal	Indo-Pacific	(27.85,27.95]	-0.0532332	-0.5049093	0.4249936
sal	Indo-Pacific	(27.95,28.05]	-0.2180954	-0.6313067	0.2467662
sal	Indo-Pacific	(28.05,28.1]	-0.1468602	-0.5558166	0.3015715
sal	Indo-Pacific	(28.1, Inf]	0.0356703	-0.1374355	0.2039866
silicate	Atlantic	(-Inf,26]	-0.6443460	-0.7532796	-0.5783116
silicate	Atlantic	(26,26.5]	-0.4882601	-0.5842311	-0.3975975
silicate	Atlantic	(26.5,26.75]	-0.3283593	-0.4912114	-0.1389971
silicate	Atlantic	(26.75,27]	-0.4147958	-0.6487665	-0.1550944
silicate	Atlantic	(27,27.25]	-0.7634946	-0.8635707	-0.6363187
silicate	Atlantic	(27.25,27.5]	-0.8588285	-0.8988615	-0.8007623
silicate	Atlantic	(27.5,27.75]	-0.9071838	-0.9101307	-0.9055397
silicate	Atlantic	(27.75,27.85]	-0.9262975	-0.9399253	-0.9104053
silicate	Atlantic	(27.85,27.95]	-0.9008295	-0.9257675	-0.8677212
silicate	Atlantic	(27.95,28.05]	-0.9048611	-0.9119415	-0.9000405
silicate	Atlantic	(28.05,28.1]	-0.9678449	-0.9701322	-0.9666152
silicate	Atlantic	(28.1,28.15]	-0.9784755	-0.9807639	-0.9755597
silicate	Atlantic	(28.15,28.2]	-0.9135640	-0.9283425	-0.8966707
silicate	Atlantic	(28.2, Inf]	-0.7723957	-0.8112382	-0.7331385
silicate	Indo-Pacific	(-Inf,26]	-0.1113274	-0.2978136	0.0602042
silicate	Indo-Pacific	(26,26.5]	-0.6418984	-0.7659941	-0.4878030
silicate	Indo-Pacific	(26.5,26.75]	-0.7437521	-0.8058530	-0.6567211
silicate	Indo-Pacific	(26.75,27]	-0.6960790	-0.7586041	-0.6137001
silicate	Indo-Pacific	(27,27.25]	-0.6979002	-0.7811326	-0.5917158
silicate	Indo-Pacific	(27.25,27.5]	-0.5680960	-0.7829393	-0.2404105
silicate	Indo-Pacific	(27.5,27.75]	-0.1541029	-0.7158184	0.6022739
silicate	Indo-Pacific	(27.75,27.85]	0.1771197	-0.4786934	0.8602028
silicate	Indo-Pacific	(27.85,27.95]	0.3268537	-0.1714762	0.7952970
silicate	Indo-Pacific	(27.95,28.05]	0.2072900	-0.2413394	0.6680517
silicate	Indo-Pacific	(28.05,28.1]	0.2948632	-0.1058357	0.7011601
silicate	Indo-Pacific	(28.1, Inf]	0.4974656	0.3697258	0.6191686
temp	Atlantic	(-Inf,26]	-0.0307166	-0.1732742	0.1573824
temp	Atlantic	(26,26.5]	-0.2453671	-0.2823029	-0.1900896
temp	Atlantic	(26.5,26.75]	-0.0181765	-0.0876699	0.0482284
temp	Atlantic	(26.75,27]	0.0958088	-0.0442651	0.3035621
temp	Atlantic	(27,27.25]	0.0792146	-0.0632308	0.1591594
temp	Atlantic	(27.25,27.5]	0.3188758	0.1545599	0.4648033
temp	Atlantic	(27.5,27.75]	0.0189499	-0.0975819	0.1246884
temp	Atlantic	(27.75,27.85]	0.5703552	0.4642242	0.6798868
temp	Atlantic	(27.85,27.95]	0.6104971	0.5512574	0.6599327
temp	Atlantic	(27.95,28.05]	0.7151114	0.6554335	0.7570025
temp	Atlantic	(28.05,28.1]	0.8511080	0.7985637	0.8872268
temp	Atlantic	(28.1,28.15]	0.8913340	0.8560073	0.9198919
temp	Atlantic	(28.15,28.2]	0.9162670	0.9047574	0.9330360
temp	Atlantic	(28.2, Inf]	0.8813849	0.8738245	0.8883176
temp	Indo-Pacific	(-Inf,26]	-0.3862054	-0.4977077	-0.2690945
temp	Indo-Pacific	(26,26.5]	0.2689687	0.2078186	0.3223524
temp	Indo-Pacific	(26.5,26.75]	0.2533227	0.2255078	0.2696289
temp	Indo-Pacific	(26.75,27]	0.1460504	0.0866732	0.2034377
temp	Indo-Pacific	(27,27.25]	0.4197636	0.3897932	0.4518497
temp	Indo-Pacific	(27.25,27.5]	0.3185344	0.2909234	0.3418430
temp	Indo-Pacific	(27.5,27.75]	0.1175234	-0.2033542	0.5429226
temp	Indo-Pacific	(27.75,27.85]	-0.1971514	-0.7703971	0.4924621
temp	Indo-Pacific	(27.85,27.95]	-0.1091276	-0.5444332	0.3568785
temp	Indo-Pacific	(27.95,28.05]	-0.2947261	-0.7049106	0.1707130
temp	Indo-Pacific	(28.05,28.1]	-0.1627282	-0.5783420	0.2946967
temp	Indo-Pacific	(28.1, Inf]	0.2212210	0.0706507	0.3660916

rm(cor_target_predictor, cor_target_predictor_stats)

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_1.0.2      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_0.2.0          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

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

04 March, 2021