Last updated: 2021-03-03

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Knit directory: emlr_mod_v_XXX/

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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.
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
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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.
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html	a265efb	Donghe-Zhu	2021-02-27	Build site.
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html	354c224	Donghe-Zhu	2021-02-24	Build site.
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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.
html	eded038	Donghe-Zhu	2021-01-29	Build site.
html	541d4dd	Donghe-Zhu	2021-01-29	Build site.
html	6a75576	Donghe-Zhu	2021-01-28	Build site.
html	16fba40	Donghe-Zhu	2021-01-28	Build site.
html	12bc567	Donghe-Zhu	2021-01-27	Build site.
html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
html	342402d	Donghe-Zhu	2021-01-27	Build site.
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.
html	8b97165	Donghe-Zhu	2021-01-25	Build site.
html	c569946	Donghe-Zhu	2021-01-24	Build site.
html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
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
html	88eb28f	Donghe-Zhu	2021-01-21	Build site.
html	2679490	Donghe-Zhu	2021-01-21	Build site.
html	7891955	Donghe-Zhu	2021-01-21	Build site.
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
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
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
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]	0.8552617	0.8337449	0.8681635
aou + nitrate	Atlantic	(26,26.5]	0.9223029	0.9180623	0.9254622
aou + nitrate	Atlantic	(26.5,26.75]	0.9749748	0.9735736	0.9767536
aou + nitrate	Atlantic	(26.75,27]	0.9829410	0.9805709	0.9850522
aou + nitrate	Atlantic	(27,27.25]	0.9629385	0.9596579	0.9652602
aou + nitrate	Atlantic	(27.25,27.5]	0.8467722	0.8377983	0.8542345
aou + nitrate	Atlantic	(27.5,27.75]	0.6026551	0.5916891	0.6189707
aou + nitrate	Atlantic	(27.75,27.85]	0.4008762	0.3758754	0.4324710
aou + nitrate	Atlantic	(27.85,27.95]	0.5800336	0.5236222	0.6714969
aou + nitrate	Atlantic	(27.95,28.05]	0.3711652	0.3247424	0.4221763
aou + nitrate	Atlantic	(28.05,28.1]	0.6125223	0.5839826	0.6609940
aou + nitrate	Atlantic	(28.1,28.15]	0.8871915	0.8621975	0.9096156
aou + nitrate	Atlantic	(28.15,28.2]	0.9369672	0.9294044	0.9427450
aou + nitrate	Atlantic	(28.2, Inf]	0.9224671	0.9163343	0.9257585
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9338746	0.9319173	0.9355480
aou + nitrate	Indo-Pacific	(26,26.5]	0.8495264	0.8446613	0.8546915
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7785633	0.7751969	0.7814634
aou + nitrate	Indo-Pacific	(26.75,27]	0.8420988	0.8350112	0.8557939
aou + nitrate	Indo-Pacific	(27,27.25]	0.9238656	0.9196208	0.9295833
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9494684	0.9472474	0.9510045
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9721037	0.9707780	0.9730845
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9908765	0.9897008	0.9918034
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9898386	0.9888266	0.9910977
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9892660	0.9887682	0.9897706
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9894949	0.9893748	0.9895753
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9908047	0.9903537	0.9911603
aou + phosphate	Atlantic	(-Inf,26]	0.9277100	0.9233750	0.9345565
aou + phosphate	Atlantic	(26,26.5]	0.8972432	0.8923019	0.9035121
aou + phosphate	Atlantic	(26.5,26.75]	0.9523925	0.9486324	0.9543411
aou + phosphate	Atlantic	(26.75,27]	0.9642773	0.9605810	0.9664821
aou + phosphate	Atlantic	(27,27.25]	0.9232121	0.9211369	0.9246196
aou + phosphate	Atlantic	(27.25,27.5]	0.7834711	0.7728788	0.7924739
aou + phosphate	Atlantic	(27.5,27.75]	0.5313921	0.5189811	0.5497214
aou + phosphate	Atlantic	(27.75,27.85]	0.3306933	0.3025449	0.3646367
aou + phosphate	Atlantic	(27.85,27.95]	0.5457447	0.4856678	0.6418639
aou + phosphate	Atlantic	(27.95,28.05]	0.3526279	0.3048243	0.4041694
aou + phosphate	Atlantic	(28.05,28.1]	0.6066329	0.5788534	0.6552057
aou + phosphate	Atlantic	(28.1,28.15]	0.8869795	0.8620096	0.9093648
aou + phosphate	Atlantic	(28.15,28.2]	0.9433378	0.9359862	0.9495258
aou + phosphate	Atlantic	(28.2, Inf]	0.9277152	0.9242915	0.9306208
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9674597	0.9666967	0.9682807
aou + phosphate	Indo-Pacific	(26,26.5]	0.9600772	0.9585422	0.9615415
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9734632	0.9732012	0.9738210
aou + phosphate	Indo-Pacific	(26.75,27]	0.9755908	0.9743493	0.9772494
aou + phosphate	Indo-Pacific	(27,27.25]	0.9853907	0.9850195	0.9856460
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9861898	0.9855648	0.9868493
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9889444	0.9888988	0.9890041
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945261	0.9943528	0.9947689
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9950592	0.9948140	0.9955307
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9910181	0.9906928	0.9915789
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9926154	0.9925320	0.9926771
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9915286	0.9907817	0.9919151
aou + phosphate_star	Atlantic	(-Inf,26]	0.2303449	0.1773169	0.2701731
aou + phosphate_star	Atlantic	(26,26.5]	0.3994106	0.3696343	0.4179249
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1746806	0.1705344	0.1806106
aou + phosphate_star	Atlantic	(26.75,27]	-0.1157969	-0.1324455	-0.0936765
aou + phosphate_star	Atlantic	(27,27.25]	-0.0382512	-0.0661768	-0.0166542
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1432294	-0.1652679	-0.1292868
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3183940	-0.3366357	-0.3014228
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3353977	-0.3930312	-0.2792479
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1851382	0.0884842	0.3284824
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0381751	-0.0959426	0.0195755
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3215236	0.2810570	0.3881855
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7535323	0.7059049	0.7936524
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8500332	0.8369573	0.8613788
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8211347	0.8119503	0.8257788
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5922331	0.5757392	0.6067289
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4244944	0.4185024	0.4296565
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4850648	0.4802153	0.4937869
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6200620	0.6031291	0.6529585
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6932237	0.6806725	0.7023819
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3384304	0.2833872	0.3933806
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2971203	-0.3470591	-0.2644720
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5777238	-0.5828573	-0.5690027
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3694621	-0.3875955	-0.3522534
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3755071	-0.4027212	-0.3512158
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2618375	-0.3088605	-0.2098694
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1539249	0.1347108	0.1728344
aou + silicate	Atlantic	(-Inf,26]	0.1224784	0.0644843	0.2045010
aou + silicate	Atlantic	(26,26.5]	0.2845801	0.2311855	0.3201080
aou + silicate	Atlantic	(26.5,26.75]	0.6220468	0.5902109	0.6422019
aou + silicate	Atlantic	(26.75,27]	0.8016419	0.7940141	0.8111847
aou + silicate	Atlantic	(27,27.25]	0.7398749	0.7358695	0.7421105
aou + silicate	Atlantic	(27.25,27.5]	0.5298677	0.5230568	0.5406343
aou + silicate	Atlantic	(27.5,27.75]	0.2197138	0.2151594	0.2220483
aou + silicate	Atlantic	(27.75,27.85]	-0.0530576	-0.0800155	-0.0257134
aou + silicate	Atlantic	(27.85,27.95]	0.2895771	0.2109065	0.4057111
aou + silicate	Atlantic	(27.95,28.05]	0.3001423	0.2525792	0.3502460
aou + silicate	Atlantic	(28.05,28.1]	0.6337227	0.6127253	0.6734265
aou + silicate	Atlantic	(28.1,28.15]	0.9156506	0.8974603	0.9313956
aou + silicate	Atlantic	(28.15,28.2]	0.9452716	0.9415894	0.9476109
aou + silicate	Atlantic	(28.2, Inf]	0.7316900	0.7167609	0.7438548
aou + silicate	Indo-Pacific	(-Inf,26]	0.8367552	0.8345731	0.8382361
aou + silicate	Indo-Pacific	(26,26.5]	0.7712420	0.7683448	0.7730075
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7845686	0.7814971	0.7892034
aou + silicate	Indo-Pacific	(26.75,27]	0.8754059	0.8715598	0.8800136
aou + silicate	Indo-Pacific	(27,27.25]	0.9405382	0.9392295	0.9413787
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9543641	0.9532151	0.9557236
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9652627	0.9649400	0.9655116
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9829367	0.9824985	0.9836601
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9821800	0.9814454	0.9826522
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9875871	0.9868837	0.9882169
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9908964	0.9906436	0.9911221
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8244282	0.8222967	0.8271242
nitrate + phosphate	Atlantic	(-Inf,26]	0.6889071	0.6459149	0.7202113
nitrate + phosphate	Atlantic	(26,26.5]	0.8347119	0.8226763	0.8506486
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9682286	0.9665417	0.9696876
nitrate + phosphate	Atlantic	(26.75,27]	0.9798844	0.9789120	0.9811235
nitrate + phosphate	Atlantic	(27,27.25]	0.9866637	0.9863171	0.9871619
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9917462	0.9916554	0.9918717
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944446	0.9942739	0.9945578
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9965418	0.9963413	0.9966431
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986733	0.9985466	0.9987923
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993653	0.9992707	0.9994255
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997891	0.9997700	0.9998104
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998173	0.9998106	0.9998269
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9977389	0.9975518	0.9978749
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9897830	0.9891814	0.9901810
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9548439	0.9519468	0.9571657
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8633438	0.8561551	0.8694746
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7957397	0.7925700	0.7993047
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8632251	0.8538498	0.8783692
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9341875	0.9299662	0.9403292
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9544279	0.9522953	0.9562161
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9785899	0.9772586	0.9801173
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9945672	0.9939894	0.9948695
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9966378	0.9961414	0.9971692
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987628	0.9986832	0.9988690
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9981151	0.9979339	0.9982722
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9951112	0.9949502	0.9952702
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1302713	0.0377457	0.2050102
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4023769	0.3482642	0.4485492
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2905130	0.2849451	0.2990374
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0012749	-0.0101891	0.0156073
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2097595	0.1754121	0.2389114
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3945488	0.3880100	0.4044011
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5481355	0.5427442	0.5554517
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7252020	0.7016000	0.7422893
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9050007	0.8928493	0.9185495
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9113705	0.9078807	0.9135896
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9440100	0.9420302	0.9468017
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9708242	0.9664833	0.9737060
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9779524	0.9774243	0.9786873
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9693986	0.9689860	0.9696923
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7305456	0.7208204	0.7415302
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5547688	0.5435907	0.5623941
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5713262	0.5681560	0.5768383
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7050751	0.6842760	0.7384543
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7726524	0.7615904	0.7825327
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4506092	0.4015931	0.4937178
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1644264	-0.2176310	-0.1296560
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5036504	-0.5062972	-0.4987307
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2615156	-0.2779784	-0.2484827
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2429817	-0.2709645	-0.2140440
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1277292	-0.1755910	-0.0742665
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2622904	0.2426923	0.2785716
nitrate + silicate	Atlantic	(-Inf,26]	0.5978063	0.5384419	0.6431423
nitrate + silicate	Atlantic	(26,26.5]	0.5669116	0.5346109	0.5970295
nitrate + silicate	Atlantic	(26.5,26.75]	0.7028544	0.6766290	0.7214472
nitrate + silicate	Atlantic	(26.75,27]	0.8574602	0.8529797	0.8631896
nitrate + silicate	Atlantic	(27,27.25]	0.8717611	0.8689709	0.8737429
nitrate + silicate	Atlantic	(27.25,27.5]	0.8557751	0.8504592	0.8592122
nitrate + silicate	Atlantic	(27.5,27.75]	0.8605406	0.8576496	0.8620528
nitrate + silicate	Atlantic	(27.75,27.85]	0.8383267	0.8338974	0.8415747
nitrate + silicate	Atlantic	(27.85,27.95]	0.9147823	0.9076363	0.9224982
nitrate + silicate	Atlantic	(27.95,28.05]	0.9673535	0.9644380	0.9690809
nitrate + silicate	Atlantic	(28.05,28.1]	0.9834762	0.9819848	0.9848382
nitrate + silicate	Atlantic	(28.1,28.15]	0.9860500	0.9850693	0.9874921
nitrate + silicate	Atlantic	(28.15,28.2]	0.9149889	0.9122445	0.9187433
nitrate + silicate	Atlantic	(28.2, Inf]	0.7044443	0.6953985	0.7095462
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8582960	0.8557252	0.8599731
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7831140	0.7669688	0.7959583
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8216987	0.8200926	0.8248994
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8746272	0.8684167	0.8842832
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9377588	0.9343655	0.9417357
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9600212	0.9590968	0.9612008
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9791602	0.9790101	0.9794293
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9897316	0.9892626	0.9899821
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9892028	0.9886322	0.9897189
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9915367	0.9913066	0.9919106
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9900866	0.9897189	0.9904126
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.8349882	0.8321995	0.8364787
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5221353	0.4804012	0.5627903
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7511509	0.7305821	0.7673299
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4619123	0.4529156	0.4707091
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1460722	0.1354166	0.1586079
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3439256	0.3142316	0.3686057
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4979969	0.4919714	0.5077917
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6247614	0.6207895	0.6315374
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7758687	0.7558017	0.7906373
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9224971	0.9124636	0.9339702
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9201639	0.9174766	0.9218280
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9468396	0.9444543	0.9497091
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9712705	0.9669145	0.9742451
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9759920	0.9752201	0.9766249
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9719496	0.9704599	0.9731182
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7616455	0.7499831	0.7715956
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6554858	0.6543778	0.6560957
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6654288	0.6626592	0.6707528
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7647986	0.7521981	0.7865601
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8008736	0.7921312	0.8075948
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4861859	0.4376881	0.5341515
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1548480	-0.2061579	-0.1209954
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4921355	-0.4963871	-0.4843616
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2790782	-0.2951535	-0.2657056
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2517554	-0.2782690	-0.2240643
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1462073	-0.1937386	-0.0936779
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2760292	0.2545071	0.2915633
sal + aou	Atlantic	(-Inf,26]	-0.4065230	-0.4736768	-0.3671048
sal + aou	Atlantic	(26,26.5]	-0.3705568	-0.4028281	-0.3460547
sal + aou	Atlantic	(26.5,26.75]	0.2604424	0.2510568	0.2695744
sal + aou	Atlantic	(26.75,27]	0.4569322	0.4446153	0.4724062
sal + aou	Atlantic	(27,27.25]	0.3645766	0.3382596	0.4011311
sal + aou	Atlantic	(27.25,27.5]	0.3856094	0.3757106	0.3985485
sal + aou	Atlantic	(27.5,27.75]	0.6703709	0.6618790	0.6844957
sal + aou	Atlantic	(27.75,27.85]	0.6552710	0.5960155	0.6960293
sal + aou	Atlantic	(27.85,27.95]	0.1932490	0.0755069	0.3005141
sal + aou	Atlantic	(27.95,28.05]	0.0472971	-0.0135670	0.1028993
sal + aou	Atlantic	(28.05,28.1]	-0.3192659	-0.3799902	-0.2879449
sal + aou	Atlantic	(28.1,28.15]	-0.7445685	-0.7823808	-0.6998889
sal + aou	Atlantic	(28.15,28.2]	-0.8041609	-0.8146618	-0.7924816
sal + aou	Atlantic	(28.2, Inf]	-0.6755338	-0.6867964	-0.6576484
sal + aou	Indo-Pacific	(-Inf,26]	-0.2328119	-0.2500664	-0.2171461
sal + aou	Indo-Pacific	(26,26.5]	-0.1589360	-0.1637367	-0.1558981
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1956169	-0.2032262	-0.1859276
sal + aou	Indo-Pacific	(26.75,27]	-0.4135741	-0.4408781	-0.3967160
sal + aou	Indo-Pacific	(27,27.25]	-0.5956933	-0.6028800	-0.5840517
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2628281	-0.3224449	-0.2134858
sal + aou	Indo-Pacific	(27.5,27.75]	0.4967718	0.4643245	0.5442114
sal + aou	Indo-Pacific	(27.75,27.85]	0.7639097	0.7575338	0.7674816
sal + aou	Indo-Pacific	(27.85,27.95]	0.7603971	0.7525415	0.7653473
sal + aou	Indo-Pacific	(27.95,28.05]	0.8396960	0.8298925	0.8498260
sal + aou	Indo-Pacific	(28.05,28.1]	0.8458895	0.8326430	0.8556374
sal + aou	Indo-Pacific	(28.1, Inf]	0.3260244	0.3122432	0.3402405
sal + nitrate	Atlantic	(-Inf,26]	-0.6770487	-0.7110230	-0.6473064
sal + nitrate	Atlantic	(26,26.5]	-0.4089558	-0.4439129	-0.3636059
sal + nitrate	Atlantic	(26.5,26.75]	0.1882079	0.1832988	0.1963751
sal + nitrate	Atlantic	(26.75,27]	0.3958670	0.3919221	0.3992841
sal + nitrate	Atlantic	(27,27.25]	0.1978745	0.1647547	0.2432413
sal + nitrate	Atlantic	(27.25,27.5]	-0.0573185	-0.0936838	-0.0177489
sal + nitrate	Atlantic	(27.5,27.75]	0.1890747	0.1620173	0.2327931
sal + nitrate	Atlantic	(27.75,27.85]	-0.3479191	-0.3937641	-0.3236992
sal + nitrate	Atlantic	(27.85,27.95]	-0.6155705	-0.6401372	-0.6027517
sal + nitrate	Atlantic	(27.95,28.05]	-0.8395664	-0.8498146	-0.8325380
sal + nitrate	Atlantic	(28.05,28.1]	-0.9184024	-0.9222346	-0.9115369
sal + nitrate	Atlantic	(28.1,28.15]	-0.9561390	-0.9603249	-0.9530978
sal + nitrate	Atlantic	(28.15,28.2]	-0.9506276	-0.9569082	-0.9471558
sal + nitrate	Atlantic	(28.2, Inf]	-0.8498793	-0.8584772	-0.8437597
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3629188	-0.3791336	-0.3487983
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3925722	-0.3956050	-0.3903100
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4313396	-0.4462226	-0.4154802
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5690617	-0.5877705	-0.5565613
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7264015	-0.7314390	-0.7220035
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3939774	-0.4478833	-0.3471002
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3950065	0.3647223	0.4426376
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7168875	0.6989048	0.7304029
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7085515	0.7044434	0.7134861
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7768344	0.7634308	0.7886107
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7766250	0.7599518	0.7894290
sal + nitrate	Indo-Pacific	(28.1, Inf]	0.2792039	0.2655586	0.2933411
sal + phosphate	Atlantic	(-Inf,26]	-0.2905552	-0.3725529	-0.2251075
sal + phosphate	Atlantic	(26,26.5]	-0.6257800	-0.6400341	-0.5979721
sal + phosphate	Atlantic	(26.5,26.75]	0.0154440	-0.0037269	0.0347668
sal + phosphate	Atlantic	(26.75,27]	0.2792890	0.2753541	0.2838635
sal + phosphate	Atlantic	(27,27.25]	0.0625221	0.0301074	0.1086552
sal + phosphate	Atlantic	(27.25,27.5]	-0.1711047	-0.2069645	-0.1312648
sal + phosphate	Atlantic	(27.5,27.75]	0.0926760	0.0658362	0.1354952
sal + phosphate	Atlantic	(27.75,27.85]	-0.4184439	-0.4615248	-0.3965977
sal + phosphate	Atlantic	(27.85,27.95]	-0.6470697	-0.6712580	-0.6314058
sal + phosphate	Atlantic	(27.95,28.05]	-0.8511012	-0.8601016	-0.8435632
sal + phosphate	Atlantic	(28.05,28.1]	-0.9229019	-0.9268673	-0.9165692
sal + phosphate	Atlantic	(28.1,28.15]	-0.9565001	-0.9609303	-0.9534543
sal + phosphate	Atlantic	(28.15,28.2]	-0.9345591	-0.9423949	-0.9306108
sal + phosphate	Atlantic	(28.2, Inf]	-0.7802733	-0.7911882	-0.7747939
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3494267	-0.3668423	-0.3351882
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3727215	-0.3789046	-0.3655666
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3653143	-0.3800703	-0.3544854
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5165640	-0.5347907	-0.5015476
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6788531	-0.6830755	-0.6720251
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3670241	-0.4250144	-0.3158867
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3974417	0.3634934	0.4452387
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7102448	0.6980176	0.7199315
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7169018	0.7105431	0.7231330
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7936196	0.7820365	0.8040418
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8033096	0.7889220	0.8146781
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.3447093	0.3315183	0.3590724
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2314758	-0.3218454	-0.1166975
sal + phosphate_star	Atlantic	(26,26.5]	-0.8709962	-0.8888172	-0.8581309
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7900136	-0.8038187	-0.7702150
sal + phosphate_star	Atlantic	(26.75,27]	-0.7654486	-0.7863426	-0.7536073
sal + phosphate_star	Atlantic	(27,27.25]	-0.8029907	-0.8090488	-0.7914720
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8605086	-0.8862084	-0.8396645
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5943545	-0.6117562	-0.5610753
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8709863	-0.8822592	-0.8554200
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8653304	-0.8800239	-0.8408933
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9444189	-0.9492494	-0.9379866
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9796127	-0.9821852	-0.9754479
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9880132	-0.9902502	-0.9854123
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9714025	-0.9760015	-0.9676936
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8355274	-0.8439960	-0.8273290
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7047078	-0.7123671	-0.6993047
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8616450	-0.8669587	-0.8574359
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8715448	-0.8858283	-0.8641781
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8407982	-0.8466869	-0.8366677
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8987279	-0.9018434	-0.8935790
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8072826	-0.8235628	-0.7820636
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8086893	-0.8208941	-0.7992145
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8915211	-0.9126632	-0.8703005
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7409889	-0.7580404	-0.7290170
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6540937	-0.6643262	-0.6421964
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5908375	-0.6111616	-0.5656040
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0777749	0.0761039	0.0803781
sal + silicate	Atlantic	(-Inf,26]	-0.7681720	-0.7822962	-0.7519958
sal + silicate	Atlantic	(26,26.5]	0.1573431	0.1358547	0.1786563
sal + silicate	Atlantic	(26.5,26.75]	0.2953857	0.2852767	0.3134866
sal + silicate	Atlantic	(26.75,27]	0.1859847	0.1730892	0.2040349
sal + silicate	Atlantic	(27,27.25]	-0.1131123	-0.1451001	-0.0635995
sal + silicate	Atlantic	(27.25,27.5]	-0.3502636	-0.3823259	-0.3108004
sal + silicate	Atlantic	(27.5,27.75]	-0.1455639	-0.1724806	-0.1001283
sal + silicate	Atlantic	(27.75,27.85]	-0.6968561	-0.7305180	-0.6793716
sal + silicate	Atlantic	(27.85,27.95]	-0.8034106	-0.8309036	-0.7612780
sal + silicate	Atlantic	(27.95,28.05]	-0.8983638	-0.9040032	-0.8923732
sal + silicate	Atlantic	(28.05,28.1]	-0.9171644	-0.9230994	-0.9138418
sal + silicate	Atlantic	(28.1,28.15]	-0.9263634	-0.9341953	-0.9191765
sal + silicate	Atlantic	(28.15,28.2]	-0.7634563	-0.7807342	-0.7535032
sal + silicate	Atlantic	(28.2, Inf]	-0.2757494	-0.2903133	-0.2584516
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5411362	-0.5552634	-0.5335664
sal + silicate	Indo-Pacific	(26,26.5]	-0.5818054	-0.5862110	-0.5777870
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6098813	-0.6257090	-0.5966987
sal + silicate	Indo-Pacific	(26.75,27]	-0.6628968	-0.6735484	-0.6548737
sal + silicate	Indo-Pacific	(27,27.25]	-0.7553290	-0.7604796	-0.7471437
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4701450	-0.5250349	-0.4204689
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3307261	0.2942354	0.3816435
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6851307	0.6702908	0.6986496
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7084665	0.7019358	0.7168525
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8049365	0.7915347	0.8166979
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8214889	0.8081274	0.8317793
sal + silicate	Indo-Pacific	(28.1, Inf]	0.6679069	0.6529064	0.6833820
sal + temp	Atlantic	(-Inf,26]	0.6539053	0.6235546	0.6697780
sal + temp	Atlantic	(26,26.5]	0.9574379	0.9549211	0.9605834
sal + temp	Atlantic	(26.5,26.75]	0.9679490	0.9655047	0.9715268
sal + temp	Atlantic	(26.75,27]	0.9703969	0.9694110	0.9717815
sal + temp	Atlantic	(27,27.25]	0.9635564	0.9632789	0.9638962
sal + temp	Atlantic	(27.25,27.5]	0.9720537	0.9709599	0.9739551
sal + temp	Atlantic	(27.5,27.75]	0.9678479	0.9661666	0.9690139
sal + temp	Atlantic	(27.75,27.85]	0.9866966	0.9859139	0.9874755
sal + temp	Atlantic	(27.85,27.95]	0.9788207	0.9723631	0.9820994
sal + temp	Atlantic	(27.95,28.05]	0.9758757	0.9751513	0.9764944
sal + temp	Atlantic	(28.05,28.1]	0.9866198	0.9864131	0.9867550
sal + temp	Atlantic	(28.1,28.15]	0.9834854	0.9821613	0.9846013
sal + temp	Atlantic	(28.15,28.2]	0.9790443	0.9786433	0.9794914
sal + temp	Atlantic	(28.2, Inf]	0.9363253	0.9346552	0.9373685
sal + temp	Indo-Pacific	(-Inf,26]	0.8189221	0.8173359	0.8211144
sal + temp	Indo-Pacific	(26,26.5]	0.9532552	0.9509653	0.9546744
sal + temp	Indo-Pacific	(26.5,26.75]	0.9801676	0.9792871	0.9808262
sal + temp	Indo-Pacific	(26.75,27]	0.9789994	0.9780406	0.9795745
sal + temp	Indo-Pacific	(27,27.25]	0.9746856	0.9739315	0.9752135
sal + temp	Indo-Pacific	(27.25,27.5]	0.9221960	0.9203319	0.9244970
sal + temp	Indo-Pacific	(27.5,27.75]	0.8724452	0.8692445	0.8762129
sal + temp	Indo-Pacific	(27.75,27.85]	0.9711448	0.9683615	0.9730119
sal + temp	Indo-Pacific	(27.85,27.95]	0.9394878	0.9381197	0.9411320
sal + temp	Indo-Pacific	(27.95,28.05]	0.9453149	0.9438740	0.9463503
sal + temp	Indo-Pacific	(28.05,28.1]	0.9752531	0.9740998	0.9760309
sal + temp	Indo-Pacific	(28.1, Inf]	0.4318324	0.4153504	0.4405350
silicate + phosphate	Atlantic	(-Inf,26]	-0.1093329	-0.1662849	-0.0061313
silicate + phosphate	Atlantic	(26,26.5]	0.0462074	-0.0002766	0.0793459
silicate + phosphate	Atlantic	(26.5,26.75]	0.5750125	0.5240167	0.6075956
silicate + phosphate	Atlantic	(26.75,27]	0.8459953	0.8418226	0.8491304
silicate + phosphate	Atlantic	(27,27.25]	0.9032560	0.8999426	0.9051932
silicate + phosphate	Atlantic	(27.25,27.5]	0.8968182	0.8924042	0.8992622
silicate + phosphate	Atlantic	(27.5,27.75]	0.8973511	0.8951219	0.8987935
silicate + phosphate	Atlantic	(27.75,27.85]	0.8780379	0.8748629	0.8802973
silicate + phosphate	Atlantic	(27.85,27.95]	0.9334591	0.9279468	0.9395083
silicate + phosphate	Atlantic	(27.95,28.05]	0.9738505	0.9718805	0.9750430
silicate + phosphate	Atlantic	(28.05,28.1]	0.9861257	0.9850040	0.9871802
silicate + phosphate	Atlantic	(28.1,28.15]	0.9883150	0.9874090	0.9895673
silicate + phosphate	Atlantic	(28.15,28.2]	0.9370159	0.9353037	0.9395367
silicate + phosphate	Atlantic	(28.2, Inf]	0.7955403	0.7870170	0.8023669
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8850672	0.8823931	0.8872096
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8771133	0.8751912	0.8788381
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8645752	0.8624691	0.8657270
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9206446	0.9200231	0.9218295
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9575297	0.9563250	0.9582958
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9717072	0.9708663	0.9726395
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9806657	0.9801821	0.9810638
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9881747	0.9873941	0.9890140
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9874100	0.9868353	0.9883308
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9936436	0.9933629	0.9940458
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942708	0.9941395	0.9943382
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8640249	0.8615102	0.8653344
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.1723307	-0.2861979	-0.0998940
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2880657	-0.3228681	-0.2350458
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0379509	-0.0218530	0.0723174
silicate + phosphate_star	Atlantic	(26.75,27]	0.1913940	0.1807465	0.2111644
silicate + phosphate_star	Atlantic	(27,27.25]	0.5387504	0.5063125	0.5643976
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6764984	0.6664176	0.6885377
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7973488	0.7890718	0.8078992
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9109001	0.8983310	0.9222550
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9643938	0.9612074	0.9706619
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9210521	0.9172204	0.9233196
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9224499	0.9172055	0.9273196
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9404173	0.9319589	0.9458218
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8668359	0.8639102	0.8713141
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7351205	0.7312008	0.7380502
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7729954	0.7644850	0.7807808
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7797743	0.7789229	0.7802097
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7985404	0.7926022	0.8051382
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8226619	0.8136946	0.8371343
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8150419	0.8004342	0.8261574
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5232239	0.4747768	0.5698746
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1053341	-0.1594677	-0.0682652
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4784846	-0.4846184	-0.4683375
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2657681	-0.2787307	-0.2550534
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2738134	-0.3000738	-0.2442445
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1821678	-0.2273140	-0.1313883
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4398264	0.4242114	0.4477623
temp + aou	Atlantic	(-Inf,26]	-0.6733718	-0.7024286	-0.6483187
temp + aou	Atlantic	(26,26.5]	-0.4214341	-0.4393945	-0.4079264
temp + aou	Atlantic	(26.5,26.75]	0.1429065	0.1282725	0.1505552
temp + aou	Atlantic	(26.75,27]	0.3917014	0.3745483	0.4133339
temp + aou	Atlantic	(27,27.25]	0.3370227	0.3117948	0.3689920
temp + aou	Atlantic	(27.25,27.5]	0.4143044	0.4003996	0.4271072
temp + aou	Atlantic	(27.5,27.75]	0.6640749	0.6539835	0.6756919
temp + aou	Atlantic	(27.75,27.85]	0.6685441	0.6161014	0.7064296
temp + aou	Atlantic	(27.85,27.95]	0.2058042	0.0832725	0.3061431
temp + aou	Atlantic	(27.95,28.05]	0.1695638	0.1137440	0.2246421
temp + aou	Atlantic	(28.05,28.1]	-0.2300100	-0.2903847	-0.1944942
temp + aou	Atlantic	(28.1,28.15]	-0.6626771	-0.7042175	-0.6084560
temp + aou	Atlantic	(28.15,28.2]	-0.7511675	-0.7574185	-0.7394625
temp + aou	Atlantic	(28.2, Inf]	-0.7401499	-0.7495591	-0.7264489
temp + aou	Indo-Pacific	(-Inf,26]	-0.3822395	-0.3940885	-0.3705148
temp + aou	Indo-Pacific	(26,26.5]	-0.2062086	-0.2117801	-0.1997507
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1764967	-0.1825913	-0.1675776
temp + aou	Indo-Pacific	(26.75,27]	-0.3613749	-0.3921699	-0.3449435
temp + aou	Indo-Pacific	(27,27.25]	-0.5571835	-0.5615532	-0.5496268
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2361135	-0.2870133	-0.1935446
temp + aou	Indo-Pacific	(27.5,27.75]	0.4146479	0.3890646	0.4556570
temp + aou	Indo-Pacific	(27.75,27.85]	0.7622870	0.7595994	0.7637958
temp + aou	Indo-Pacific	(27.85,27.95]	0.7385759	0.7366587	0.7399692
temp + aou	Indo-Pacific	(27.95,28.05]	0.7938533	0.7841629	0.8021415
temp + aou	Indo-Pacific	(28.05,28.1]	0.8290157	0.8152479	0.8401017
temp + aou	Indo-Pacific	(28.1, Inf]	0.7904024	0.7831499	0.7940352
temp + nitrate	Atlantic	(-Inf,26]	-0.7489804	-0.7618038	-0.7263534
temp + nitrate	Atlantic	(26,26.5]	-0.4576051	-0.4751595	-0.4248301
temp + nitrate	Atlantic	(26.5,26.75]	0.0643894	0.0549627	0.0694500
temp + nitrate	Atlantic	(26.75,27]	0.3132115	0.3059513	0.3190487
temp + nitrate	Atlantic	(27,27.25]	0.1624658	0.1304754	0.2035520
temp + nitrate	Atlantic	(27.25,27.5]	-0.0183847	-0.0519303	0.0225984
temp + nitrate	Atlantic	(27.5,27.75]	0.1706860	0.1408753	0.2077595
temp + nitrate	Atlantic	(27.75,27.85]	-0.3423805	-0.3792765	-0.3210154
temp + nitrate	Atlantic	(27.85,27.95]	-0.6288028	-0.6453430	-0.6075282
temp + nitrate	Atlantic	(27.95,28.05]	-0.8012562	-0.8058019	-0.7963185
temp + nitrate	Atlantic	(28.05,28.1]	-0.8792763	-0.8811659	-0.8760054
temp + nitrate	Atlantic	(28.1,28.15]	-0.9142240	-0.9186179	-0.9072125
temp + nitrate	Atlantic	(28.15,28.2]	-0.9223681	-0.9273421	-0.9198230
temp + nitrate	Atlantic	(28.2, Inf]	-0.9115888	-0.9193200	-0.9036329
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5298223	-0.5397069	-0.5203907
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4436187	-0.4536665	-0.4369812
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4184070	-0.4325442	-0.4038883
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5313063	-0.5522368	-0.5186305
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7050849	-0.7109564	-0.7003534
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.3994659	-0.4442331	-0.3584048
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2697937	0.2450032	0.3125510
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7109406	0.7047339	0.7196601
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6732102	0.6715804	0.6743220
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7175249	0.7037045	0.7267259
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7561524	0.7393567	0.7702187
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.7217676	0.7110880	0.7276399
temp + phosphate	Atlantic	(-Inf,26]	-0.6925263	-0.7223479	-0.6500240
temp + phosphate	Atlantic	(26,26.5]	-0.6483966	-0.6622567	-0.6274375
temp + phosphate	Atlantic	(26.5,26.75]	-0.0925870	-0.1133071	-0.0783274
temp + phosphate	Atlantic	(26.75,27]	0.2060462	0.2036177	0.2074492
temp + phosphate	Atlantic	(27,27.25]	0.0421933	0.0112747	0.0843889
temp + phosphate	Atlantic	(27.25,27.5]	-0.1249404	-0.1586050	-0.0834110
temp + phosphate	Atlantic	(27.5,27.75]	0.0791716	0.0493875	0.1153379
temp + phosphate	Atlantic	(27.75,27.85]	-0.4117289	-0.4461342	-0.3934158
temp + phosphate	Atlantic	(27.85,27.95]	-0.6599666	-0.6749037	-0.6421769
temp + phosphate	Atlantic	(27.95,28.05]	-0.8143270	-0.8179640	-0.8111439
temp + phosphate	Atlantic	(28.05,28.1]	-0.8837651	-0.8859749	-0.8809887
temp + phosphate	Atlantic	(28.1,28.15]	-0.9152147	-0.9199967	-0.9081625
temp + phosphate	Atlantic	(28.15,28.2]	-0.9131995	-0.9194471	-0.9098880
temp + phosphate	Atlantic	(28.2, Inf]	-0.8776984	-0.8871663	-0.8705059
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5002490	-0.5120320	-0.4896032
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4258955	-0.4277757	-0.4228530
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3485226	-0.3628666	-0.3382272
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4723107	-0.4927435	-0.4577601
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6507207	-0.6550568	-0.6478024
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3622261	-0.4121811	-0.3186375
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2943750	0.2678294	0.3358035
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7060831	0.7024619	0.7126559
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6858133	0.6844956	0.6880871
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7302146	0.7182804	0.7378604
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7778817	0.7629991	0.7908627
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7448595	0.7328314	0.7508860
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6695167	-0.7260009	-0.6156451
temp + phosphate_star	Atlantic	(26,26.5]	-0.8597892	-0.8746947	-0.8441041
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8126149	-0.8241558	-0.8014336
temp + phosphate_star	Atlantic	(26.75,27]	-0.8037025	-0.8236008	-0.7864256
temp + phosphate_star	Atlantic	(27,27.25]	-0.8011510	-0.8081777	-0.7881382
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8365507	-0.8647195	-0.8126890
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6096605	-0.6251632	-0.5815303
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8742842	-0.8809815	-0.8619378
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8858525	-0.8884133	-0.8842778
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9553302	-0.9568131	-0.9534370
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9715877	-0.9731871	-0.9694046
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9748162	-0.9761289	-0.9737146
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9727917	-0.9775060	-0.9693627
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9366637	-0.9441744	-0.9280003
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8435534	-0.8481518	-0.8409046
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9092339	-0.9114560	-0.9072550
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8758260	-0.8914521	-0.8667229
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8410823	-0.8478710	-0.8368910
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9158187	-0.9202496	-0.9079272
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9105329	-0.9249468	-0.8933182
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9386423	-0.9455432	-0.9348554
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9194458	-0.9319618	-0.9031100
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8326109	-0.8454167	-0.8229620
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7742888	-0.7857089	-0.7653546
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6599735	-0.6767901	-0.6366274
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3059485	-0.3199995	-0.2817875
temp + silicate	Atlantic	(-Inf,26]	-0.3617918	-0.3952243	-0.3253640
temp + silicate	Atlantic	(26,26.5]	0.1112725	0.1019378	0.1169290
temp + silicate	Atlantic	(26.5,26.75]	0.1927771	0.1805253	0.2129935
temp + silicate	Atlantic	(26.75,27]	0.0740986	0.0662084	0.0873907
temp + silicate	Atlantic	(27,27.25]	-0.1619571	-0.1900194	-0.1172770
temp + silicate	Atlantic	(27.25,27.5]	-0.3054199	-0.3372043	-0.2627049
temp + silicate	Atlantic	(27.5,27.75]	-0.1709977	-0.1930825	-0.1319629
temp + silicate	Atlantic	(27.75,27.85]	-0.6837105	-0.7120459	-0.6694616
temp + silicate	Atlantic	(27.85,27.95]	-0.8117518	-0.8230221	-0.8005154
temp + silicate	Atlantic	(27.95,28.05]	-0.8587853	-0.8617042	-0.8571763
temp + silicate	Atlantic	(28.05,28.1]	-0.8726494	-0.8787251	-0.8664851
temp + silicate	Atlantic	(28.1,28.15]	-0.8796582	-0.8895125	-0.8672775
temp + silicate	Atlantic	(28.15,28.2]	-0.7533838	-0.7673577	-0.7457713
temp + silicate	Atlantic	(28.2, Inf]	-0.5108364	-0.5231132	-0.4971150
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6045944	-0.6116774	-0.5975781
temp + silicate	Indo-Pacific	(26,26.5]	-0.6093537	-0.6154928	-0.6032519
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6012435	-0.6177068	-0.5886605
temp + silicate	Indo-Pacific	(26.75,27]	-0.6358884	-0.6501533	-0.6277156
temp + silicate	Indo-Pacific	(27,27.25]	-0.7403435	-0.7459993	-0.7353890
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4616137	-0.5088556	-0.4188059
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2169937	0.1889698	0.2603923
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6789392	0.6735948	0.6868946
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6612424	0.6589838	0.6644594
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7432410	0.7286671	0.7525075
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7984349	0.7850456	0.8101262
temp + silicate	Indo-Pacific	(28.1, Inf]	0.5842125	0.5655074	0.5969360

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
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]	0.3677466	0.3190968	0.4330489
aou	Atlantic	(26,26.5]	0.0257316	-0.0685593	0.1374984
aou	Atlantic	(26.5,26.75]	0.0408397	-0.1314295	0.2296781
aou	Atlantic	(26.75,27]	-0.0446485	-0.2315297	0.1912858
aou	Atlantic	(27,27.25]	-0.3636341	-0.4967959	-0.2135966
aou	Atlantic	(27.25,27.5]	-0.2739789	-0.3973877	-0.1343829
aou	Atlantic	(27.5,27.75]	-0.1418331	-0.1907231	-0.0944664
aou	Atlantic	(27.75,27.85]	-0.0436237	-0.0640243	-0.0164465
aou	Atlantic	(27.85,27.95]	-0.4914423	-0.5670778	-0.4497697
aou	Atlantic	(27.95,28.05]	-0.3112105	-0.3546685	-0.2686452
aou	Atlantic	(28.05,28.1]	-0.5795095	-0.5947999	-0.5549504
aou	Atlantic	(28.1,28.15]	-0.8733604	-0.8840608	-0.8644180
aou	Atlantic	(28.15,28.2]	-0.9237588	-0.9295135	-0.9196098
aou	Atlantic	(28.2, Inf]	-0.8677717	-0.8759033	-0.8599806
aou	Indo-Pacific	(-Inf,26]	-0.0726845	-0.2181232	0.0570850
aou	Indo-Pacific	(26,26.5]	-0.4496341	-0.5827511	-0.2909152
aou	Indo-Pacific	(26.5,26.75]	-0.7491359	-0.8142299	-0.6618035
aou	Indo-Pacific	(26.75,27]	-0.8204008	-0.8657908	-0.7557996
aou	Indo-Pacific	(27,27.25]	-0.8056820	-0.8686826	-0.7289012
aou	Indo-Pacific	(27.25,27.5]	-0.6793010	-0.8275156	-0.4664881
aou	Indo-Pacific	(27.5,27.75]	-0.2524181	-0.7067698	0.3778430
aou	Indo-Pacific	(27.75,27.85]	0.0749909	-0.4685974	0.7250736
aou	Indo-Pacific	(27.85,27.95]	0.2683702	-0.1548760	0.6972147
aou	Indo-Pacific	(27.95,28.05]	0.1293056	-0.2199878	0.5199428
aou	Indo-Pacific	(28.05,28.1]	0.2394634	-0.0603525	0.5720567
aou	Indo-Pacific	(28.1, Inf]	0.5336625	0.4539346	0.6089173
nitrate	Atlantic	(-Inf,26]	0.0308634	0.0059260	0.0758708
nitrate	Atlantic	(26,26.5]	-0.1929692	-0.2952429	-0.0820989
nitrate	Atlantic	(26.5,26.75]	-0.1110916	-0.2856591	0.0790399
nitrate	Atlantic	(26.75,27]	-0.1670296	-0.3456847	0.0565846
nitrate	Atlantic	(27,27.25]	-0.5682657	-0.6737458	-0.4459918
nitrate	Atlantic	(27.25,27.5]	-0.7041284	-0.7754959	-0.6207884
nitrate	Atlantic	(27.5,27.75]	-0.8465468	-0.8722754	-0.8175643
nitrate	Atlantic	(27.75,27.85]	-0.9098004	-0.9184034	-0.8939087
nitrate	Atlantic	(27.85,27.95]	-0.9666655	-0.9713037	-0.9581035
nitrate	Atlantic	(27.95,28.05]	-0.9453654	-0.9458676	-0.9446877
nitrate	Atlantic	(28.05,28.1]	-0.9909346	-0.9921248	-0.9901714
nitrate	Atlantic	(28.1,28.15]	-0.9938178	-0.9955193	-0.9928912
nitrate	Atlantic	(28.15,28.2]	-0.9951348	-0.9975129	-0.9920640
nitrate	Atlantic	(28.2, Inf]	-0.9778231	-0.9805041	-0.9728030
nitrate	Indo-Pacific	(-Inf,26]	-0.0913867	-0.2350194	0.0403306
nitrate	Indo-Pacific	(26,26.5]	-0.4325870	-0.5569453	-0.3064422
nitrate	Indo-Pacific	(26.5,26.75]	-0.6631067	-0.7114730	-0.5825956
nitrate	Indo-Pacific	(26.75,27]	-0.7109332	-0.7454859	-0.6452636
nitrate	Indo-Pacific	(27,27.25]	-0.7567983	-0.8204990	-0.6870477
nitrate	Indo-Pacific	(27.25,27.5]	-0.6768748	-0.8102709	-0.4791727
nitrate	Indo-Pacific	(27.5,27.75]	-0.2792988	-0.7197792	0.3288192
nitrate	Indo-Pacific	(27.75,27.85]	0.1070994	-0.4344615	0.7361894
nitrate	Indo-Pacific	(27.85,27.95]	0.3231851	-0.0874826	0.7264487
nitrate	Indo-Pacific	(27.95,28.05]	0.2037166	-0.1285378	0.5756165
nitrate	Indo-Pacific	(28.05,28.1]	0.3173140	0.0370230	0.6261546
nitrate	Indo-Pacific	(28.1, Inf]	0.5587500	0.4927833	0.6199845
phosphate	Atlantic	(-Inf,26]	0.4420445	0.3841098	0.5359697
phosphate	Atlantic	(26,26.5]	0.0479529	-0.0121067	0.1109366
phosphate	Atlantic	(26.5,26.75]	-0.1035968	-0.2554176	0.0706933
phosphate	Atlantic	(26.75,27]	-0.2000902	-0.3646141	-0.0001716
phosphate	Atlantic	(27,27.25]	-0.6149038	-0.7088327	-0.5024120
phosphate	Atlantic	(27.25,27.5]	-0.7520736	-0.8100106	-0.6833296
phosphate	Atlantic	(27.5,27.75]	-0.8717351	-0.8918647	-0.8484280
phosphate	Atlantic	(27.75,27.85]	-0.9331058	-0.9390603	-0.9212591
phosphate	Atlantic	(27.85,27.95]	-0.9688591	-0.9742537	-0.9589234
phosphate	Atlantic	(27.95,28.05]	-0.9478266	-0.9504567	-0.9459574
phosphate	Atlantic	(28.05,28.1]	-0.9908873	-0.9923709	-0.9900500
phosphate	Atlantic	(28.1,28.15]	-0.9937675	-0.9952981	-0.9929020
phosphate	Atlantic	(28.15,28.2]	-0.9936030	-0.9959264	-0.9921769
phosphate	Atlantic	(28.2, Inf]	-0.9838795	-0.9864224	-0.9824245
phosphate	Indo-Pacific	(-Inf,26]	-0.1201694	-0.2672521	0.0139320
phosphate	Indo-Pacific	(26,26.5]	-0.5797161	-0.7005396	-0.4326088
phosphate	Indo-Pacific	(26.5,26.75]	-0.8208330	-0.8738145	-0.7441858
phosphate	Indo-Pacific	(26.75,27]	-0.8563418	-0.8906166	-0.8044362
phosphate	Indo-Pacific	(27,27.25]	-0.8443135	-0.8947858	-0.7836822
phosphate	Indo-Pacific	(27.25,27.5]	-0.7350019	-0.8594786	-0.5519642
phosphate	Indo-Pacific	(27.5,27.75]	-0.2853054	-0.7161450	0.3159473
phosphate	Indo-Pacific	(27.75,27.85]	0.1144682	-0.4173642	0.7388529
phosphate	Indo-Pacific	(27.85,27.95]	0.3071057	-0.1006750	0.7157492
phosphate	Indo-Pacific	(27.95,28.05]	0.1930972	-0.1379045	0.5633747
phosphate	Indo-Pacific	(28.05,28.1]	0.2895908	0.0087986	0.5991699
phosphate	Indo-Pacific	(28.1, Inf]	0.5135288	0.4409112	0.5801292
phosphate_star	Atlantic	(-Inf,26]	0.1050726	0.0299013	0.1954765
phosphate_star	Atlantic	(26,26.5]	0.1289384	0.1004274	0.1597531
phosphate_star	Atlantic	(26.5,26.75]	-0.3464850	-0.3729430	-0.3242526
phosphate_star	Atlantic	(26.75,27]	-0.4708494	-0.5827713	-0.4147827
phosphate_star	Atlantic	(27,27.25]	-0.6319906	-0.6910563	-0.5500649
phosphate_star	Atlantic	(27.25,27.5]	-0.7660425	-0.8345740	-0.6966505
phosphate_star	Atlantic	(27.5,27.75]	-0.7970963	-0.8326402	-0.7582869
phosphate_star	Atlantic	(27.75,27.85]	-0.8883284	-0.9280074	-0.8475468
phosphate_star	Atlantic	(27.85,27.95]	-0.9006120	-0.9277667	-0.8669302
phosphate_star	Atlantic	(27.95,28.05]	-0.8711090	-0.8972547	-0.8498173
phosphate_star	Atlantic	(28.05,28.1]	-0.9421408	-0.9613994	-0.9238195
phosphate_star	Atlantic	(28.1,28.15]	-0.9657169	-0.9780363	-0.9516683
phosphate_star	Atlantic	(28.15,28.2]	-0.9771633	-0.9843547	-0.9681058
phosphate_star	Atlantic	(28.2, Inf]	-0.9804856	-0.9855388	-0.9729914
phosphate_star	Indo-Pacific	(-Inf,26]	0.0076947	-0.1088964	0.1141210
phosphate_star	Indo-Pacific	(26,26.5]	-0.5752151	-0.6199539	-0.5257640
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6330729	-0.6518502	-0.6056487
phosphate_star	Indo-Pacific	(26.75,27]	-0.5820489	-0.6187370	-0.5483395
phosphate_star	Indo-Pacific	(27,27.25]	-0.6882465	-0.7033184	-0.6767214
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5466808	-0.5764644	-0.5247724
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1575621	-0.4685563	0.0736165
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3198706	-0.2202116	0.7084575
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3378247	0.0420454	0.6086209
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5085217	0.2462848	0.7213886
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4707107	0.2427917	0.6671448
phosphate_star	Indo-Pacific	(28.1, Inf]	0.0861765	0.0256137	0.1277401
sal	Atlantic	(-Inf,26]	0.6286796	0.5967221	0.6739859
sal	Atlantic	(26,26.5]	-0.1183399	-0.1617751	-0.0731308
sal	Atlantic	(26.5,26.75]	-0.0031075	-0.0796096	0.0867339
sal	Atlantic	(26.75,27]	-0.0216418	-0.1231165	0.1795001
sal	Atlantic	(27,27.25]	0.0846659	-0.0365390	0.1746954
sal	Atlantic	(27.25,27.5]	0.3598678	0.2280840	0.5048701
sal	Atlantic	(27.5,27.75]	0.0027671	-0.0994917	0.0826720
sal	Atlantic	(27.75,27.85]	0.5605941	0.4960760	0.6522596
sal	Atlantic	(27.85,27.95]	0.5929422	0.5455543	0.6482527
sal	Atlantic	(27.95,28.05]	0.7414488	0.7027893	0.7818662
sal	Atlantic	(28.05,28.1]	0.8980020	0.8845324	0.9235227
sal	Atlantic	(28.1,28.15]	0.9385897	0.9250743	0.9566391
sal	Atlantic	(28.15,28.2]	0.9409130	0.9183957	0.9534341
sal	Atlantic	(28.2, Inf]	0.7762902	0.7466454	0.7912863
sal	Indo-Pacific	(-Inf,26]	-0.0684603	-0.1248989	0.0025591
sal	Indo-Pacific	(26,26.5]	0.3121657	0.2960003	0.3412579
sal	Indo-Pacific	(26.5,26.75]	0.3030290	0.2692456	0.3319480
sal	Indo-Pacific	(26.75,27]	0.2190220	0.1651768	0.2528221
sal	Indo-Pacific	(27,27.25]	0.4485100	0.4156733	0.4832091
sal	Indo-Pacific	(27.25,27.5]	0.2167695	0.1656598	0.2579939
sal	Indo-Pacific	(27.5,27.75]	-0.1406470	-0.4018246	0.2474715
sal	Indo-Pacific	(27.75,27.85]	-0.2440049	-0.7255839	0.3282293
sal	Indo-Pacific	(27.85,27.95]	-0.0759189	-0.4819218	0.3205268
sal	Indo-Pacific	(27.95,28.05]	-0.2521291	-0.5657708	0.1194491
sal	Indo-Pacific	(28.05,28.1]	-0.1692073	-0.4561695	0.1538975
sal	Indo-Pacific	(28.1, Inf]	0.0342693	-0.0931106	0.1602717
silicate	Atlantic	(-Inf,26]	-0.6151785	-0.6692377	-0.5811847
silicate	Atlantic	(26,26.5]	-0.4870893	-0.5616034	-0.4256814
silicate	Atlantic	(26.5,26.75]	-0.3410998	-0.4801692	-0.1975607
silicate	Atlantic	(26.75,27]	-0.4313899	-0.6005781	-0.2474469
silicate	Atlantic	(27,27.25]	-0.7798933	-0.8457832	-0.6956457
silicate	Atlantic	(27.25,27.5]	-0.8677612	-0.8982598	-0.8258481
silicate	Atlantic	(27.5,27.75]	-0.9085672	-0.9103216	-0.9070420
silicate	Atlantic	(27.75,27.85]	-0.9265048	-0.9378517	-0.9150592
silicate	Atlantic	(27.85,27.95]	-0.9051527	-0.9230357	-0.8788001
silicate	Atlantic	(27.95,28.05]	-0.9018805	-0.9124562	-0.8959929
silicate	Atlantic	(28.05,28.1]	-0.9691748	-0.9729602	-0.9669456
silicate	Atlantic	(28.1,28.15]	-0.9791110	-0.9813088	-0.9760272
silicate	Atlantic	(28.15,28.2]	-0.9153427	-0.9239327	-0.9015338
silicate	Atlantic	(28.2, Inf]	-0.7743938	-0.7982863	-0.7430729
silicate	Indo-Pacific	(-Inf,26]	-0.1037442	-0.2435435	0.0088653
silicate	Indo-Pacific	(26,26.5]	-0.6582332	-0.7493134	-0.5482540
silicate	Indo-Pacific	(26.5,26.75]	-0.7596514	-0.8055915	-0.6881811
silicate	Indo-Pacific	(26.75,27]	-0.7088893	-0.7463373	-0.6508651
silicate	Indo-Pacific	(27,27.25]	-0.7107099	-0.7753431	-0.6347523
silicate	Indo-Pacific	(27.25,27.5]	-0.6315675	-0.7667434	-0.4374457
silicate	Indo-Pacific	(27.5,27.75]	-0.2280161	-0.6649332	0.3705983
silicate	Indo-Pacific	(27.75,27.85]	0.1414794	-0.3920066	0.7614079
silicate	Indo-Pacific	(27.85,27.95]	0.3177829	-0.0926349	0.7271294
silicate	Indo-Pacific	(27.95,28.05]	0.1869463	-0.1543056	0.5686265
silicate	Indo-Pacific	(28.05,28.1]	0.2840450	-0.0038341	0.6007492
silicate	Indo-Pacific	(28.1, Inf]	0.4971502	0.3970340	0.5890654
temp	Atlantic	(-Inf,26]	-0.0637348	-0.1229914	0.0007142
temp	Atlantic	(26,26.5]	-0.2597309	-0.3037747	-0.2148082
temp	Atlantic	(26.5,26.75]	-0.0229140	-0.0786825	0.0407507
temp	Atlantic	(26.75,27]	0.0481129	-0.0613932	0.2264649
temp	Atlantic	(27,27.25]	0.1126400	0.0072530	0.1823371
temp	Atlantic	(27.25,27.5]	0.3167871	0.1853461	0.4593385
temp	Atlantic	(27.5,27.75]	0.0248416	-0.0663985	0.0927190
temp	Atlantic	(27.75,27.85]	0.5632506	0.5023035	0.6466036
temp	Atlantic	(27.85,27.95]	0.6129044	0.5568689	0.6575334
temp	Atlantic	(27.95,28.05]	0.7193645	0.6846705	0.7606153
temp	Atlantic	(28.05,28.1]	0.8581540	0.8375706	0.8857391
temp	Atlantic	(28.1,28.15]	0.8939687	0.8722721	0.9156733
temp	Atlantic	(28.15,28.2]	0.9134470	0.8900187	0.9253878
temp	Atlantic	(28.2, Inf]	0.8792764	0.8623651	0.8946841
temp	Indo-Pacific	(-Inf,26]	-0.3871634	-0.4668542	-0.2944163
temp	Indo-Pacific	(26,26.5]	0.2714250	0.2394479	0.3115426
temp	Indo-Pacific	(26.5,26.75]	0.2639069	0.2202511	0.2990700
temp	Indo-Pacific	(26.75,27]	0.1533938	0.0965151	0.1895769
temp	Indo-Pacific	(27,27.25]	0.4183311	0.3912536	0.4476075
temp	Indo-Pacific	(27.25,27.5]	0.3232493	0.3139964	0.3331161
temp	Indo-Pacific	(27.5,27.75]	0.0796831	-0.1687571	0.4220091
temp	Indo-Pacific	(27.75,27.85]	-0.2516518	-0.7215610	0.3287545
temp	Indo-Pacific	(27.85,27.95]	-0.1340283	-0.5258497	0.2584974
temp	Indo-Pacific	(27.95,28.05]	-0.3297907	-0.6389178	0.0401772
temp	Indo-Pacific	(28.05,28.1]	-0.1889967	-0.4853566	0.1516189
temp	Indo-Pacific	(28.1, Inf]	0.2213074	0.1183046	0.3241880

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

03 March, 2021