Last updated: 2021-03-03

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Knit directory: emlr_mod_v_XXX/

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html	924430b	Donghe-Zhu	2021-03-03	Build site.
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html	cb63c16	Donghe-Zhu	2021-03-03	Build site.
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.
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.
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.
html	1a0a88a	Donghe-Zhu	2021-02-24	Build site.
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.
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.
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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
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
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
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]	0.8491718	0.8188015	0.8648373
aou + nitrate	Atlantic	(26,26.5]	0.9221271	0.9180623	0.9243164
aou + nitrate	Atlantic	(26.5,26.75]	0.9746831	0.9723006	0.9767536
aou + nitrate	Atlantic	(26.75,27]	0.9824299	0.9794079	0.9850522
aou + nitrate	Atlantic	(27,27.25]	0.9623684	0.9598671	0.9652602
aou + nitrate	Atlantic	(27.25,27.5]	0.8449186	0.8353540	0.8542345
aou + nitrate	Atlantic	(27.5,27.75]	0.6061214	0.5916891	0.6219732
aou + nitrate	Atlantic	(27.75,27.85]	0.4098450	0.3758754	0.4565530
aou + nitrate	Atlantic	(27.85,27.95]	0.6002413	0.5236222	0.6890218
aou + nitrate	Atlantic	(27.95,28.05]	0.3862515	0.3617361	0.4304416
aou + nitrate	Atlantic	(28.05,28.1]	0.6237315	0.5839826	0.6749153
aou + nitrate	Atlantic	(28.1,28.15]	0.8898485	0.8621975	0.9091198
aou + nitrate	Atlantic	(28.15,28.2]	0.9378346	0.9294044	0.9455011
aou + nitrate	Atlantic	(28.2, Inf]	0.9220599	0.9163343	0.9276561
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9332202	0.9307551	0.9347468
aou + nitrate	Indo-Pacific	(26,26.5]	0.8503076	0.8457147	0.8546915
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7779526	0.7768283	0.7790296
aou + nitrate	Indo-Pacific	(26.75,27]	0.8386645	0.8318500	0.8486520
aou + nitrate	Indo-Pacific	(27,27.25]	0.9234614	0.9195647	0.9295833
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9492900	0.9477953	0.9510045
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9722551	0.9717202	0.9730845
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9910837	0.9903001	0.9918034
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9901713	0.9895916	0.9911297
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9890941	0.9885356	0.9894875
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9895308	0.9891161	0.9899416
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9906683	0.9901616	0.9909432
aou + phosphate	Atlantic	(-Inf,26]	0.9252678	0.9173502	0.9350783
aou + phosphate	Atlantic	(26,26.5]	0.8964774	0.8904731	0.9035121
aou + phosphate	Atlantic	(26.5,26.75]	0.9523589	0.9486324	0.9546100
aou + phosphate	Atlantic	(26.75,27]	0.9633579	0.9599907	0.9657688
aou + phosphate	Atlantic	(27,27.25]	0.9227782	0.9206733	0.9246196
aou + phosphate	Atlantic	(27.25,27.5]	0.7814649	0.7711816	0.7924739
aou + phosphate	Atlantic	(27.5,27.75]	0.5353279	0.5189811	0.5536518
aou + phosphate	Atlantic	(27.75,27.85]	0.3401662	0.3025449	0.3907743
aou + phosphate	Atlantic	(27.85,27.95]	0.5669658	0.4856678	0.6607246
aou + phosphate	Atlantic	(27.95,28.05]	0.3679828	0.3428249	0.4122338
aou + phosphate	Atlantic	(28.05,28.1]	0.6180089	0.5788534	0.6694716
aou + phosphate	Atlantic	(28.1,28.15]	0.8896144	0.8620096	0.9087506
aou + phosphate	Atlantic	(28.15,28.2]	0.9443605	0.9359862	0.9524081
aou + phosphate	Atlantic	(28.2, Inf]	0.9270872	0.9242915	0.9314672
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9676608	0.9662069	0.9684948
aou + phosphate	Indo-Pacific	(26,26.5]	0.9606343	0.9589529	0.9628021
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9735898	0.9731910	0.9742112
aou + phosphate	Indo-Pacific	(26.75,27]	0.9752969	0.9743493	0.9761994
aou + phosphate	Indo-Pacific	(27,27.25]	0.9852724	0.9847917	0.9855187
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9861237	0.9856648	0.9868493
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9889250	0.9888648	0.9889802
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945172	0.9943778	0.9947689
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9951687	0.9948140	0.9956234
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9908620	0.9904568	0.9913467
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9926794	0.9923482	0.9931580
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9913398	0.9905379	0.9918889
aou + phosphate_star	Atlantic	(-Inf,26]	0.2118715	0.1121353	0.2701731
aou + phosphate_star	Atlantic	(26,26.5]	0.4068863	0.3892714	0.4179249
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1736976	0.1717697	0.1764262
aou + phosphate_star	Atlantic	(26.75,27]	-0.1224975	-0.1409344	-0.1052892
aou + phosphate_star	Atlantic	(27,27.25]	-0.0367752	-0.0661768	-0.0214830
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1481250	-0.1610819	-0.1351335
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3154599	-0.3366357	-0.2954093
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3207640	-0.3930312	-0.2343550
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2151469	0.0884842	0.3538287
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0211985	-0.0468988	0.0214614
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3365171	0.2810570	0.4049039
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7579132	0.7059049	0.7942387
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8520203	0.8369573	0.8670958
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8206635	0.8119503	0.8287101
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5955076	0.5797837	0.6067289
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4273836	0.4152223	0.4416041
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4873281	0.4802153	0.4978291
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6127762	0.6040984	0.6299339
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6905561	0.6771902	0.7023819
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3279988	0.2618835	0.3933806
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3081230	-0.3580797	-0.2644720
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5778343	-0.5828216	-0.5690027
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3661741	-0.3875955	-0.3446321
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3718596	-0.4027212	-0.3463838
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2496669	-0.3088605	-0.1787741
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1506744	0.1347108	0.1683046
aou + silicate	Atlantic	(-Inf,26]	0.1084161	0.0644843	0.1375805
aou + silicate	Atlantic	(26,26.5]	0.2831939	0.2311855	0.3169343
aou + silicate	Atlantic	(26.5,26.75]	0.6243304	0.5902109	0.6499876
aou + silicate	Atlantic	(26.75,27]	0.7988404	0.7908216	0.8059727
aou + silicate	Atlantic	(27,27.25]	0.7392949	0.7377436	0.7421105
aou + silicate	Atlantic	(27.25,27.5]	0.5309028	0.5205701	0.5406343
aou + silicate	Atlantic	(27.5,27.75]	0.2205129	0.2151594	0.2294415
aou + silicate	Atlantic	(27.75,27.85]	-0.0448264	-0.0800155	0.0044970
aou + silicate	Atlantic	(27.85,27.95]	0.3157825	0.2109065	0.4384834
aou + silicate	Atlantic	(27.95,28.05]	0.3150544	0.2919574	0.3556039
aou + silicate	Atlantic	(28.05,28.1]	0.6437669	0.6150164	0.6871017
aou + silicate	Atlantic	(28.1,28.15]	0.9173582	0.8974603	0.9311597
aou + silicate	Atlantic	(28.15,28.2]	0.9455594	0.9415894	0.9489782
aou + silicate	Atlantic	(28.2, Inf]	0.7292379	0.7175199	0.7438548
aou + silicate	Indo-Pacific	(-Inf,26]	0.8377403	0.8324484	0.8433159
aou + silicate	Indo-Pacific	(26,26.5]	0.7721297	0.7677487	0.7756330
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7860480	0.7814971	0.7946161
aou + silicate	Indo-Pacific	(26.75,27]	0.8745322	0.8715598	0.8780833
aou + silicate	Indo-Pacific	(27,27.25]	0.9405074	0.9392295	0.9412311
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9544723	0.9538250	0.9557236
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9652730	0.9649400	0.9656714
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9829493	0.9823795	0.9836601
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9823784	0.9819317	0.9827611
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9873637	0.9866520	0.9877784
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9909612	0.9905708	0.9916692
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8240365	0.8222967	0.8251635
nitrate + phosphate	Atlantic	(-Inf,26]	0.6745232	0.6133187	0.7096560
nitrate + phosphate	Atlantic	(26,26.5]	0.8388218	0.8308107	0.8465150
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9679296	0.9665417	0.9698937
nitrate + phosphate	Atlantic	(26.75,27]	0.9796586	0.9778507	0.9811235
nitrate + phosphate	Atlantic	(27,27.25]	0.9865999	0.9863171	0.9867553
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9917905	0.9916554	0.9920096
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944609	0.9942739	0.9946416
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9965598	0.9963413	0.9967591
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986910	0.9985466	0.9988061
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993833	0.9993425	0.9994255
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997874	0.9997712	0.9998104
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998167	0.9998106	0.9998269
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9976878	0.9975025	0.9977901
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9897434	0.9891814	0.9901713
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9539833	0.9510816	0.9554491
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8646731	0.8587936	0.8694746
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7949512	0.7942971	0.7953442
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8592185	0.8503251	0.8698743
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9339132	0.9304300	0.9403292
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9540784	0.9533718	0.9547724
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9786308	0.9773440	0.9801173
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9946682	0.9944513	0.9948695
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9967892	0.9965784	0.9971864
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987571	0.9986993	0.9988690
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980897	0.9979866	0.9982722
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9950670	0.9949669	0.9951209
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1048781	-0.0360179	0.2050102
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4192270	0.3991499	0.4482138
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2892810	0.2849451	0.2929758
nitrate + phosphate_star	Atlantic	(26.75,27]	-0.0020547	-0.0101891	0.0123182
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2123669	0.1754121	0.2320493
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3934762	0.3880100	0.3986580
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5470325	0.5427442	0.5501123
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7285895	0.7016000	0.7551838
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9072825	0.8928493	0.9196793
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9117736	0.9095601	0.9135896
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9445076	0.9420302	0.9466166
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9710312	0.9664833	0.9741959
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9781408	0.9774243	0.9791849
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9693280	0.9689860	0.9699376
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7321960	0.7213416	0.7415302
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5585040	0.5453562	0.5718342
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5724752	0.5681560	0.5767374
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6970078	0.6836308	0.7148975
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7708500	0.7609698	0.7825327
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4403055	0.3823449	0.4937178
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1762150	-0.2303480	-0.1296560
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5037150	-0.5065484	-0.4987307
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2592591	-0.2779784	-0.2416288
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2378616	-0.2709645	-0.2071900
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1157099	-0.1755910	-0.0467173
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2600373	0.2426923	0.2752367
nitrate + silicate	Atlantic	(-Inf,26]	0.5952958	0.5384419	0.6536910
nitrate + silicate	Atlantic	(26,26.5]	0.5636221	0.5346109	0.5807834
nitrate + silicate	Atlantic	(26.5,26.75]	0.7048976	0.6766290	0.7237770
nitrate + silicate	Atlantic	(26.75,27]	0.8562441	0.8529797	0.8616969
nitrate + silicate	Atlantic	(27,27.25]	0.8719490	0.8689709	0.8737660
nitrate + silicate	Atlantic	(27.25,27.5]	0.8574064	0.8523444	0.8622211
nitrate + silicate	Atlantic	(27.5,27.75]	0.8600673	0.8589860	0.8620528
nitrate + silicate	Atlantic	(27.75,27.85]	0.8385978	0.8338974	0.8436942
nitrate + silicate	Atlantic	(27.85,27.95]	0.9161815	0.9076363	0.9243691
nitrate + silicate	Atlantic	(27.95,28.05]	0.9678728	0.9669693	0.9685417
nitrate + silicate	Atlantic	(28.05,28.1]	0.9832457	0.9817234	0.9848382
nitrate + silicate	Atlantic	(28.1,28.15]	0.9858563	0.9850693	0.9863093
nitrate + silicate	Atlantic	(28.15,28.2]	0.9139737	0.9113553	0.9165869
nitrate + silicate	Atlantic	(28.2, Inf]	0.7025244	0.6953538	0.7095462
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8581475	0.8542197	0.8610330
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7873239	0.7788088	0.7967481
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8210195	0.8201040	0.8226697
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8720998	0.8669493	0.8781685
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9373618	0.9343016	0.9417357
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9599042	0.9590968	0.9605324
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9791251	0.9787958	0.9794293
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9896092	0.9890744	0.9899821
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9892691	0.9890348	0.9897189
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9915421	0.9913022	0.9919106
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9900057	0.9899270	0.9901283
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.8351691	0.8321995	0.8379752
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5102688	0.4414331	0.5627903
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7579816	0.7468660	0.7715382
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4611470	0.4531833	0.4707091
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1431962	0.1354166	0.1562352
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3460941	0.3142316	0.3633028
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4966416	0.4919714	0.4998990
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6235251	0.6207895	0.6266086
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7788350	0.7558017	0.8016233
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9244273	0.9124636	0.9347742
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9204462	0.9184999	0.9218280
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9472914	0.9444543	0.9494220
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9715076	0.9669145	0.9747720
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9761204	0.9752201	0.9771638
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9720304	0.9704599	0.9728764
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7637981	0.7547415	0.7715956
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6564293	0.6507557	0.6624365
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6668340	0.6628744	0.6727394
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7597790	0.7528008	0.7708986
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7991495	0.7903432	0.8075948
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4766932	0.4172348	0.5341515
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1661058	-0.2175792	-0.1209954
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4919664	-0.4966354	-0.4843616
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2766811	-0.2951535	-0.2590482
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2468047	-0.2782690	-0.2173618
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1344239	-0.1937386	-0.0660247
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2742939	0.2545071	0.2895974
sal + aou	Atlantic	(-Inf,26]	-0.3925965	-0.4255687	-0.3671048
sal + aou	Atlantic	(26,26.5]	-0.3758073	-0.4028281	-0.3394910
sal + aou	Atlantic	(26.5,26.75]	0.2586136	0.2510568	0.2696991
sal + aou	Atlantic	(26.75,27]	0.4623536	0.4487406	0.4845452
sal + aou	Atlantic	(27,27.25]	0.3617781	0.3335811	0.4011311
sal + aou	Atlantic	(27.25,27.5]	0.3856901	0.3725549	0.3985485
sal + aou	Atlantic	(27.5,27.75]	0.6694901	0.6575801	0.6844957
sal + aou	Atlantic	(27.75,27.85]	0.6381867	0.5546460	0.6960293
sal + aou	Atlantic	(27.85,27.95]	0.1742276	0.0595029	0.3005141
sal + aou	Atlantic	(27.95,28.05]	0.0313598	0.0002493	0.0525591
sal + aou	Atlantic	(28.05,28.1]	-0.3338910	-0.3959005	-0.2879449
sal + aou	Atlantic	(28.1,28.15]	-0.7486709	-0.7826250	-0.6998889
sal + aou	Atlantic	(28.15,28.2]	-0.8032137	-0.8091176	-0.7924816
sal + aou	Atlantic	(28.2, Inf]	-0.6741426	-0.6891884	-0.6576484
sal + aou	Indo-Pacific	(-Inf,26]	-0.2350379	-0.2500664	-0.2215218
sal + aou	Indo-Pacific	(26,26.5]	-0.1593027	-0.1637367	-0.1536487
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1971986	-0.2032262	-0.1919458
sal + aou	Indo-Pacific	(26.75,27]	-0.4070527	-0.4201881	-0.3978416
sal + aou	Indo-Pacific	(27,27.25]	-0.5928542	-0.6028800	-0.5791748
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2554981	-0.3224449	-0.1984331
sal + aou	Indo-Pacific	(27.5,27.75]	0.5071352	0.4643245	0.5560090
sal + aou	Indo-Pacific	(27.75,27.85]	0.7625480	0.7584722	0.7667137
sal + aou	Indo-Pacific	(27.85,27.95]	0.7619856	0.7591477	0.7635063
sal + aou	Indo-Pacific	(27.95,28.05]	0.8379932	0.8251446	0.8498260
sal + aou	Indo-Pacific	(28.05,28.1]	0.8434632	0.8335555	0.8556374
sal + aou	Indo-Pacific	(28.1, Inf]	0.3237543	0.3092773	0.3402405
sal + nitrate	Atlantic	(-Inf,26]	-0.6722393	-0.6937183	-0.6473064
sal + nitrate	Atlantic	(26,26.5]	-0.4205061	-0.4439129	-0.3749554
sal + nitrate	Atlantic	(26.5,26.75]	0.1864220	0.1832988	0.1926003
sal + nitrate	Atlantic	(26.75,27]	0.3976898	0.3879965	0.4057889
sal + nitrate	Atlantic	(27,27.25]	0.1947582	0.1632883	0.2432413
sal + nitrate	Atlantic	(27.25,27.5]	-0.0632873	-0.1037063	-0.0177489
sal + nitrate	Atlantic	(27.5,27.75]	0.1898052	0.1651845	0.2327931
sal + nitrate	Atlantic	(27.75,27.85]	-0.3602247	-0.4155343	-0.3236992
sal + nitrate	Atlantic	(27.85,27.95]	-0.6192575	-0.6344507	-0.6027517
sal + nitrate	Atlantic	(27.95,28.05]	-0.8403692	-0.8525844	-0.8325380
sal + nitrate	Atlantic	(28.05,28.1]	-0.9198313	-0.9214356	-0.9168056
sal + nitrate	Atlantic	(28.1,28.15]	-0.9567623	-0.9597956	-0.9530978
sal + nitrate	Atlantic	(28.15,28.2]	-0.9494875	-0.9518030	-0.9471558
sal + nitrate	Atlantic	(28.2, Inf]	-0.8475679	-0.8536147	-0.8416878
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3649047	-0.3791336	-0.3518065
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3937124	-0.3986117	-0.3907239
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4332686	-0.4462226	-0.4264285
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5647723	-0.5712530	-0.5602107
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7250061	-0.7280230	-0.7212334
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3867327	-0.4478833	-0.3351191
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.4058357	0.3647223	0.4555679
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7126277	0.7016363	0.7213549
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7098047	0.7077250	0.7138696
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7741416	0.7567691	0.7886107
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7737899	0.7621953	0.7894290
sal + nitrate	Indo-Pacific	(28.1, Inf]	0.2769066	0.2621150	0.2933411
sal + phosphate	Atlantic	(-Inf,26]	-0.2651055	-0.3176969	-0.2036145
sal + phosphate	Atlantic	(26,26.5]	-0.6347076	-0.6577826	-0.6070066
sal + phosphate	Atlantic	(26.5,26.75]	0.0121073	-0.0037269	0.0294144
sal + phosphate	Atlantic	(26.75,27]	0.2799925	0.2714189	0.2846950
sal + phosphate	Atlantic	(27,27.25]	0.0595169	0.0268226	0.1086552
sal + phosphate	Atlantic	(27.25,27.5]	-0.1766733	-0.2151748	-0.1312648
sal + phosphate	Atlantic	(27.5,27.75]	0.0935397	0.0701294	0.1354952
sal + phosphate	Atlantic	(27.75,27.85]	-0.4301184	-0.4812010	-0.3972091
sal + phosphate	Atlantic	(27.85,27.95]	-0.6512018	-0.6655300	-0.6385454
sal + phosphate	Atlantic	(27.95,28.05]	-0.8515766	-0.8635386	-0.8435632
sal + phosphate	Atlantic	(28.05,28.1]	-0.9242617	-0.9257587	-0.9217571
sal + phosphate	Atlantic	(28.1,28.15]	-0.9572001	-0.9604189	-0.9534543
sal + phosphate	Atlantic	(28.15,28.2]	-0.9330221	-0.9361298	-0.9306717
sal + phosphate	Atlantic	(28.2, Inf]	-0.7777276	-0.7855593	-0.7727858
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3509357	-0.3668423	-0.3404591
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3715895	-0.3789046	-0.3651491
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3659474	-0.3800703	-0.3576147
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5117848	-0.5182378	-0.5037628
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6770678	-0.6814586	-0.6698301
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3593108	-0.4250144	-0.3043956
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4078204	0.3634934	0.4584060
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7071781	0.6992287	0.7127853
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7185533	0.7162437	0.7223869
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7913218	0.7759217	0.8040418
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8008892	0.7905609	0.8146781
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.3425150	0.3274629	0.3590724
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2000427	-0.3218454	-0.0260141
sal + phosphate_star	Atlantic	(26,26.5]	-0.8763750	-0.8901989	-0.8660405
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7946547	-0.7990185	-0.7889386
sal + phosphate_star	Atlantic	(26.75,27]	-0.7704392	-0.7900976	-0.7563959
sal + phosphate_star	Atlantic	(27,27.25]	-0.8033227	-0.8121617	-0.7914720
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8648896	-0.8836464	-0.8396645
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5950462	-0.6161410	-0.5610753
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8748385	-0.8833499	-0.8658858
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8689490	-0.8800239	-0.8562048
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9445210	-0.9499625	-0.9379866
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9804789	-0.9816290	-0.9786029
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9885709	-0.9893388	-0.9879969
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9708023	-0.9724025	-0.9676936
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8331263	-0.8370399	-0.8270816
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7040860	-0.7123671	-0.6980105
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8607771	-0.8669587	-0.8533659
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8711500	-0.8858283	-0.8609290
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8407153	-0.8466869	-0.8355930
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8987185	-0.9016331	-0.8935790
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8035189	-0.8235628	-0.7916402
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8118772	-0.8205969	-0.8059593
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8979523	-0.9134263	-0.8888310
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7413807	-0.7580404	-0.7310181
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6519184	-0.6643262	-0.6420736
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5841766	-0.6111616	-0.5477642
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0773651	0.0707106	0.0852809
sal + silicate	Atlantic	(-Inf,26]	-0.7635392	-0.7702240	-0.7530257
sal + silicate	Atlantic	(26,26.5]	0.1509276	0.1316337	0.1852944
sal + silicate	Atlantic	(26.5,26.75]	0.2987070	0.2681606	0.3144739
sal + silicate	Atlantic	(26.75,27]	0.1816384	0.1716895	0.1923957
sal + silicate	Atlantic	(27,27.25]	-0.1149362	-0.1429314	-0.0635995
sal + silicate	Atlantic	(27.25,27.5]	-0.3535506	-0.3782987	-0.3108004
sal + silicate	Atlantic	(27.5,27.75]	-0.1470870	-0.1755569	-0.1001283
sal + silicate	Atlantic	(27.75,27.85]	-0.7057063	-0.7415384	-0.6806787
sal + silicate	Atlantic	(27.85,27.95]	-0.8107636	-0.8199822	-0.7942584
sal + silicate	Atlantic	(27.95,28.05]	-0.8985783	-0.9059394	-0.8923732
sal + silicate	Atlantic	(28.05,28.1]	-0.9183809	-0.9217360	-0.9145522
sal + silicate	Atlantic	(28.1,28.15]	-0.9275933	-0.9345870	-0.9191765
sal + silicate	Atlantic	(28.15,28.2]	-0.7595249	-0.7686101	-0.7538332
sal + silicate	Atlantic	(28.2, Inf]	-0.2710742	-0.2784831	-0.2580584
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5408492	-0.5552634	-0.5322929
sal + silicate	Indo-Pacific	(26,26.5]	-0.5820349	-0.5862110	-0.5783351
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6105410	-0.6257090	-0.5991798
sal + silicate	Indo-Pacific	(26.75,27]	-0.6601545	-0.6643035	-0.6558914
sal + silicate	Indo-Pacific	(27,27.25]	-0.7529491	-0.7583638	-0.7429315
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4627787	-0.5250349	-0.4122878
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3416263	0.2942354	0.3948911
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6814203	0.6740384	0.6864519
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7106528	0.7066112	0.7180367
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8023115	0.7858337	0.8166979
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8193206	0.8107676	0.8317793
sal + silicate	Indo-Pacific	(28.1, Inf]	0.6651762	0.6470191	0.6833820
sal + temp	Atlantic	(-Inf,26]	0.6422806	0.5893821	0.6697780
sal + temp	Atlantic	(26,26.5]	0.9582828	0.9568093	0.9597738
sal + temp	Atlantic	(26.5,26.75]	0.9688601	0.9668155	0.9713381
sal + temp	Atlantic	(26.75,27]	0.9707440	0.9699984	0.9719021
sal + temp	Atlantic	(27,27.25]	0.9635777	0.9631225	0.9643317
sal + temp	Atlantic	(27.25,27.5]	0.9724343	0.9709599	0.9735949
sal + temp	Atlantic	(27.5,27.75]	0.9680206	0.9661666	0.9697381
sal + temp	Atlantic	(27.75,27.85]	0.9867302	0.9859152	0.9874755
sal + temp	Atlantic	(27.85,27.95]	0.9800973	0.9752088	0.9830834
sal + temp	Atlantic	(27.95,28.05]	0.9757700	0.9751513	0.9764754
sal + temp	Atlantic	(28.05,28.1]	0.9865847	0.9864131	0.9868280
sal + temp	Atlantic	(28.1,28.15]	0.9834668	0.9821613	0.9849609
sal + temp	Atlantic	(28.15,28.2]	0.9789743	0.9784617	0.9794914
sal + temp	Atlantic	(28.2, Inf]	0.9357395	0.9321804	0.9376695
sal + temp	Indo-Pacific	(-Inf,26]	0.8188380	0.8176209	0.8211144
sal + temp	Indo-Pacific	(26,26.5]	0.9527419	0.9509674	0.9541259
sal + temp	Indo-Pacific	(26.5,26.75]	0.9803437	0.9797056	0.9808262
sal + temp	Indo-Pacific	(26.75,27]	0.9787940	0.9780609	0.9795745
sal + temp	Indo-Pacific	(27,27.25]	0.9744875	0.9737736	0.9749116
sal + temp	Indo-Pacific	(27.25,27.5]	0.9215540	0.9199828	0.9229199
sal + temp	Indo-Pacific	(27.5,27.75]	0.8730274	0.8688650	0.8762129
sal + temp	Indo-Pacific	(27.75,27.85]	0.9713426	0.9683615	0.9734178
sal + temp	Indo-Pacific	(27.85,27.95]	0.9394248	0.9380258	0.9411320
sal + temp	Indo-Pacific	(27.95,28.05]	0.9448690	0.9426078	0.9462790
sal + temp	Indo-Pacific	(28.05,28.1]	0.9748839	0.9730165	0.9760309
sal + temp	Indo-Pacific	(28.1, Inf]	0.4283460	0.4154598	0.4405350
silicate + phosphate	Atlantic	(-Inf,26]	-0.1343659	-0.1607665	-0.0867487
silicate + phosphate	Atlantic	(26,26.5]	0.0498402	-0.0002766	0.0859970
silicate + phosphate	Atlantic	(26.5,26.75]	0.5776860	0.5240167	0.6113648
silicate + phosphate	Atlantic	(26.75,27]	0.8463385	0.8418226	0.8495519
silicate + phosphate	Atlantic	(27,27.25]	0.9033700	0.8999426	0.9054290
silicate + phosphate	Atlantic	(27.25,27.5]	0.8980103	0.8942154	0.9010274
silicate + phosphate	Atlantic	(27.5,27.75]	0.8969894	0.8958024	0.8987935
silicate + phosphate	Atlantic	(27.75,27.85]	0.8782530	0.8748629	0.8821045
silicate + phosphate	Atlantic	(27.85,27.95]	0.9345686	0.9279468	0.9409596
silicate + phosphate	Atlantic	(27.95,28.05]	0.9741870	0.9734291	0.9746279
silicate + phosphate	Atlantic	(28.05,28.1]	0.9859533	0.9847891	0.9871802
silicate + phosphate	Atlantic	(28.1,28.15]	0.9881497	0.9874090	0.9886386
silicate + phosphate	Atlantic	(28.15,28.2]	0.9363501	0.9346870	0.9381561
silicate + phosphate	Atlantic	(28.2, Inf]	0.7940776	0.7874531	0.8023669
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8859777	0.8829116	0.8894226
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8768525	0.8756443	0.8788381
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8652798	0.8622872	0.8678250
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9201707	0.9182872	0.9222018
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9572054	0.9558860	0.9579684
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9718203	0.9712785	0.9726395
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9806212	0.9802978	0.9810638
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9880492	0.9872596	0.9890140
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9874356	0.9869423	0.9883308
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9936088	0.9932621	0.9940458
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942500	0.9941868	0.9943348
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8641402	0.8615102	0.8663250
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.2009027	-0.3326239	-0.0998940
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2727731	-0.3062833	-0.2281924
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0381156	-0.0218530	0.0743084
silicate + phosphate_star	Atlantic	(26.75,27]	0.1962460	0.1822711	0.2166663
silicate + phosphate_star	Atlantic	(27,27.25]	0.5402818	0.5063125	0.5603798
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6728093	0.6622806	0.6816071
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7990420	0.7890718	0.8066928
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9132364	0.8983310	0.9276086
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9652628	0.9613121	0.9678928
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9217037	0.9210165	0.9226163
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9230592	0.9172055	0.9266927
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9408742	0.9319589	0.9469763
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8659759	0.8639102	0.8686298
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7340346	0.7308531	0.7361104
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7743733	0.7689317	0.7807808
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7803023	0.7777013	0.7829959
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7989550	0.7946486	0.8051382
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8188316	0.8106767	0.8286613
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8118825	0.7951305	0.8261574
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5139812	0.4575063	0.5698746
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1169813	-0.1713936	-0.0682652
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4791375	-0.4871948	-0.4683375
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2639515	-0.2787307	-0.2503455
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2682737	-0.3000738	-0.2378552
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1709365	-0.2273140	-0.1067098
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4394590	0.4242114	0.4504370
temp + aou	Atlantic	(-Inf,26]	-0.6635038	-0.6861659	-0.6349774
temp + aou	Atlantic	(26,26.5]	-0.4259769	-0.4454881	-0.3930481
temp + aou	Atlantic	(26.5,26.75]	0.1423445	0.1282725	0.1555129
temp + aou	Atlantic	(26.75,27]	0.3987204	0.3829801	0.4259590
temp + aou	Atlantic	(27,27.25]	0.3346143	0.3131427	0.3689920
temp + aou	Atlantic	(27.25,27.5]	0.4158140	0.4076668	0.4271072
temp + aou	Atlantic	(27.5,27.75]	0.6648325	0.6579798	0.6756919
temp + aou	Atlantic	(27.75,27.85]	0.6530846	0.5778053	0.7064296
temp + aou	Atlantic	(27.85,27.95]	0.1837854	0.0667567	0.3061431
temp + aou	Atlantic	(27.95,28.05]	0.1547052	0.1284011	0.1703053
temp + aou	Atlantic	(28.05,28.1]	-0.2438844	-0.3055488	-0.1944942
temp + aou	Atlantic	(28.1,28.15]	-0.6668869	-0.7092235	-0.6084560
temp + aou	Atlantic	(28.15,28.2]	-0.7515783	-0.7619492	-0.7394625
temp + aou	Atlantic	(28.2, Inf]	-0.7384400	-0.7531500	-0.7264489
temp + aou	Indo-Pacific	(-Inf,26]	-0.3833741	-0.3940885	-0.3763157
temp + aou	Indo-Pacific	(26,26.5]	-0.2087650	-0.2195197	-0.1996800
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1781968	-0.1825913	-0.1728254
temp + aou	Indo-Pacific	(26.75,27]	-0.3546370	-0.3681751	-0.3470113
temp + aou	Indo-Pacific	(27,27.25]	-0.5554030	-0.5603706	-0.5487240
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2298979	-0.2870133	-0.1823997
temp + aou	Indo-Pacific	(27.5,27.75]	0.4237371	0.3890646	0.4634436
temp + aou	Indo-Pacific	(27.75,27.85]	0.7623434	0.7595994	0.7639921
temp + aou	Indo-Pacific	(27.85,27.95]	0.7386700	0.7358061	0.7402348
temp + aou	Indo-Pacific	(27.95,28.05]	0.7920466	0.7815120	0.8021415
temp + aou	Indo-Pacific	(28.05,28.1]	0.8262139	0.8119223	0.8401017
temp + aou	Indo-Pacific	(28.1, Inf]	0.7888463	0.7834317	0.7940221
temp + nitrate	Atlantic	(-Inf,26]	-0.7413301	-0.7618038	-0.7037430
temp + nitrate	Atlantic	(26,26.5]	-0.4686253	-0.5045861	-0.4261303
temp + nitrate	Atlantic	(26.5,26.75]	0.0640723	0.0549627	0.0714892
temp + nitrate	Atlantic	(26.75,27]	0.3162891	0.3052840	0.3289490
temp + nitrate	Atlantic	(27,27.25]	0.1600282	0.1375570	0.2035520
temp + nitrate	Atlantic	(27.25,27.5]	-0.0230682	-0.0592721	0.0225984
temp + nitrate	Atlantic	(27.5,27.75]	0.1732502	0.1552035	0.2077595
temp + nitrate	Atlantic	(27.75,27.85]	-0.3523628	-0.3970024	-0.3210154
temp + nitrate	Atlantic	(27.85,27.95]	-0.6298375	-0.6414117	-0.6075282
temp + nitrate	Atlantic	(27.95,28.05]	-0.8013446	-0.8110534	-0.7913322
temp + nitrate	Atlantic	(28.05,28.1]	-0.8798302	-0.8806577	-0.8792723
temp + nitrate	Atlantic	(28.1,28.15]	-0.9145880	-0.9209902	-0.9072125
temp + nitrate	Atlantic	(28.15,28.2]	-0.9214805	-0.9228074	-0.9198230
temp + nitrate	Atlantic	(28.2, Inf]	-0.9083042	-0.9196169	-0.8934823
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5306481	-0.5397069	-0.5245440
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4467492	-0.4606291	-0.4394102
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4200408	-0.4325442	-0.4135098
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5269104	-0.5326832	-0.5230517
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7044907	-0.7069961	-0.7003534
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.3929267	-0.4442331	-0.3494378
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2796515	0.2450032	0.3219330
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7091295	0.7072002	0.7117604
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6732105	0.6715804	0.6753467
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7144669	0.6992229	0.7267259
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7530402	0.7371237	0.7702187
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.7192803	0.7103234	0.7265750
temp + phosphate	Atlantic	(-Inf,26]	-0.6807739	-0.7052070	-0.6435096
temp + phosphate	Atlantic	(26,26.5]	-0.6560832	-0.6805713	-0.6321829
temp + phosphate	Atlantic	(26.5,26.75]	-0.0942839	-0.1133071	-0.0775636
temp + phosphate	Atlantic	(26.75,27]	0.2078295	0.1987851	0.2176316
temp + phosphate	Atlantic	(27,27.25]	0.0400265	0.0167243	0.0843889
temp + phosphate	Atlantic	(27.25,27.5]	-0.1293732	-0.1641192	-0.0834110
temp + phosphate	Atlantic	(27.5,27.75]	0.0819086	0.0636672	0.1153379
temp + phosphate	Atlantic	(27.75,27.85]	-0.4211976	-0.4619970	-0.3934158
temp + phosphate	Atlantic	(27.85,27.95]	-0.6610269	-0.6710796	-0.6421769
temp + phosphate	Atlantic	(27.95,28.05]	-0.8141474	-0.8237108	-0.8048583
temp + phosphate	Atlantic	(28.05,28.1]	-0.8842779	-0.8845620	-0.8839399
temp + phosphate	Atlantic	(28.1,28.15]	-0.9156935	-0.9223971	-0.9081625
temp + phosphate	Atlantic	(28.15,28.2]	-0.9120742	-0.9139073	-0.9098880
temp + phosphate	Atlantic	(28.2, Inf]	-0.8743104	-0.8868810	-0.8606271
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5009161	-0.5120320	-0.4912561
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4268349	-0.4300428	-0.4226862
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3491305	-0.3628666	-0.3413865
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4674961	-0.4736580	-0.4624021
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6499619	-0.6508533	-0.6493028
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3559148	-0.4121811	-0.3107390
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3035470	0.2678294	0.3446835
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7048669	0.7024619	0.7079649
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6861083	0.6844956	0.6880905
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7275185	0.7141053	0.7378604
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7751361	0.7603159	0.7908627
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7421211	0.7316908	0.7508612
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6584618	-0.7260009	-0.5889783
temp + phosphate_star	Atlantic	(26,26.5]	-0.8646132	-0.8705133	-0.8605688
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8155883	-0.8192801	-0.8122552
temp + phosphate_star	Atlantic	(26.75,27]	-0.8091991	-0.8258170	-0.8006991
temp + phosphate_star	Atlantic	(27,27.25]	-0.8008170	-0.8099510	-0.7881382
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8411461	-0.8612006	-0.8126890
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6096381	-0.6259054	-0.5815303
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8768069	-0.8799333	-0.8707253
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8853439	-0.8884133	-0.8814668
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9551421	-0.9586406	-0.9533488
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9718457	-0.9731871	-0.9711505
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9751284	-0.9763940	-0.9743861
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9721124	-0.9735806	-0.9693627
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9335091	-0.9430798	-0.9196311
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8432109	-0.8481518	-0.8384287
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9093174	-0.9114560	-0.9074874
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8750195	-0.8914521	-0.8626691
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8416614	-0.8478710	-0.8346013
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9163979	-0.9236030	-0.9079272
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9088243	-0.9249468	-0.8981212
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9401022	-0.9442396	-0.9355283
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9236821	-0.9314124	-0.9163684
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8330969	-0.8454167	-0.8264325
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7731993	-0.7857089	-0.7653983
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6539346	-0.6767901	-0.6235771
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3121728	-0.3260684	-0.2943915
temp + silicate	Atlantic	(-Inf,26]	-0.3485142	-0.3793067	-0.3014488
temp + silicate	Atlantic	(26,26.5]	0.1043460	0.0614271	0.1366601
temp + silicate	Atlantic	(26.5,26.75]	0.1958823	0.1675166	0.2129935
temp + silicate	Atlantic	(26.75,27]	0.0711231	0.0649429	0.0797298
temp + silicate	Atlantic	(27,27.25]	-0.1623104	-0.1919391	-0.1172770
temp + silicate	Atlantic	(27.25,27.5]	-0.3078159	-0.3313358	-0.2627049
temp + silicate	Atlantic	(27.5,27.75]	-0.1706571	-0.1917769	-0.1319629
temp + silicate	Atlantic	(27.75,27.85]	-0.6913214	-0.7204656	-0.6696241
temp + silicate	Atlantic	(27.85,27.95]	-0.8136000	-0.8147913	-0.8117180
temp + silicate	Atlantic	(27.95,28.05]	-0.8587573	-0.8647324	-0.8540639
temp + silicate	Atlantic	(28.05,28.1]	-0.8732706	-0.8770470	-0.8664851
temp + silicate	Atlantic	(28.1,28.15]	-0.8809859	-0.8928053	-0.8672775
temp + silicate	Atlantic	(28.15,28.2]	-0.7503654	-0.7565045	-0.7470224
temp + silicate	Atlantic	(28.2, Inf]	-0.5064273	-0.5159140	-0.4910868
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6028916	-0.6116774	-0.5900898
temp + silicate	Indo-Pacific	(26,26.5]	-0.6111264	-0.6157000	-0.6083627
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6017782	-0.6177068	-0.5907335
temp + silicate	Indo-Pacific	(26.75,27]	-0.6326687	-0.6385295	-0.6296802
temp + silicate	Indo-Pacific	(27,27.25]	-0.7387687	-0.7419664	-0.7346977
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4554500	-0.5088556	-0.4136946
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2266272	0.1889698	0.2704418
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6778995	0.6735948	0.6802146
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6618531	0.6589838	0.6639731
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7399603	0.7243775	0.7525075
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7960899	0.7836089	0.8101262
temp + silicate	Indo-Pacific	(28.1, Inf]	0.5794666	0.5635626	0.5901942

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
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]	0.3828941	0.3510943	0.4176831
aou	Atlantic	(26,26.5]	0.0486535	-0.0685593	0.1709177
aou	Atlantic	(26.5,26.75]	0.0719652	-0.1314295	0.2617370
aou	Atlantic	(26.75,27]	0.0031717	-0.2315297	0.2595946
aou	Atlantic	(27,27.25]	-0.3340555	-0.4967959	-0.1653311
aou	Atlantic	(27.25,27.5]	-0.2493139	-0.3973877	-0.1041332
aou	Atlantic	(27.5,27.75]	-0.1338816	-0.1907231	-0.0815141
aou	Atlantic	(27.75,27.85]	-0.0425956	-0.0640243	-0.0277650
aou	Atlantic	(27.85,27.95]	-0.5102828	-0.5864183	-0.4574794
aou	Atlantic	(27.95,28.05]	-0.3166547	-0.3546685	-0.2847297
aou	Atlantic	(28.05,28.1]	-0.5856438	-0.6008359	-0.5673173
aou	Atlantic	(28.1,28.15]	-0.8745853	-0.8807250	-0.8644180
aou	Atlantic	(28.15,28.2]	-0.9225386	-0.9233820	-0.9220808
aou	Atlantic	(28.2, Inf]	-0.8644895	-0.8739581	-0.8520794
aou	Indo-Pacific	(-Inf,26]	-0.0537185	-0.2181232	0.0793860
aou	Indo-Pacific	(26,26.5]	-0.4189333	-0.5827511	-0.2427739
aou	Indo-Pacific	(26.5,26.75]	-0.7301334	-0.8142299	-0.6310304
aou	Indo-Pacific	(26.75,27]	-0.8050116	-0.8657908	-0.7278219
aou	Indo-Pacific	(27,27.25]	-0.7889437	-0.8686826	-0.6971097
aou	Indo-Pacific	(27.25,27.5]	-0.6198209	-0.8275156	-0.3306498
aou	Indo-Pacific	(27.5,27.75]	-0.1355945	-0.7067698	0.5635324
aou	Indo-Pacific	(27.75,27.85]	0.1852617	-0.4685974	0.8069760
aou	Indo-Pacific	(27.85,27.95]	0.3325331	-0.1548760	0.7508431
aou	Indo-Pacific	(27.95,28.05]	0.1964436	-0.2199878	0.5884079
aou	Indo-Pacific	(28.05,28.1]	0.2971575	-0.0603525	0.6520030
aou	Indo-Pacific	(28.1, Inf]	0.5453755	0.4539346	0.6237399
nitrate	Atlantic	(-Inf,26]	0.0361000	0.0107932	0.0650773
nitrate	Atlantic	(26,26.5]	-0.1714871	-0.2952429	-0.0462165
nitrate	Atlantic	(26.5,26.75]	-0.0805540	-0.2856591	0.1094744
nitrate	Atlantic	(26.75,27]	-0.1216189	-0.3456847	0.1242544
nitrate	Atlantic	(27,27.25]	-0.5429246	-0.6737458	-0.4012240
nitrate	Atlantic	(27.25,27.5]	-0.6891223	-0.7754959	-0.6006437
nitrate	Atlantic	(27.5,27.75]	-0.8409934	-0.8722754	-0.8091756
nitrate	Atlantic	(27.75,27.85]	-0.9067588	-0.9184034	-0.8922565
nitrate	Atlantic	(27.85,27.95]	-0.9669042	-0.9730546	-0.9581035
nitrate	Atlantic	(27.95,28.05]	-0.9455724	-0.9503899	-0.9416397
nitrate	Atlantic	(28.05,28.1]	-0.9911782	-0.9916115	-0.9905075
nitrate	Atlantic	(28.1,28.15]	-0.9941714	-0.9950733	-0.9928912
nitrate	Atlantic	(28.15,28.2]	-0.9948800	-0.9965433	-0.9920640
nitrate	Atlantic	(28.2, Inf]	-0.9778128	-0.9808077	-0.9728030
nitrate	Indo-Pacific	(-Inf,26]	-0.0713991	-0.2350194	0.0655567
nitrate	Indo-Pacific	(26,26.5]	-0.4096826	-0.5569453	-0.2584530
nitrate	Indo-Pacific	(26.5,26.75]	-0.6446639	-0.7114730	-0.5598221
nitrate	Indo-Pacific	(26.75,27]	-0.6921842	-0.7420500	-0.6119624
nitrate	Indo-Pacific	(27,27.25]	-0.7430436	-0.8204990	-0.6623688
nitrate	Indo-Pacific	(27.25,27.5]	-0.6199734	-0.8102709	-0.3496783
nitrate	Indo-Pacific	(27.5,27.75]	-0.1660934	-0.7197792	0.5144002
nitrate	Indo-Pacific	(27.75,27.85]	0.2119510	-0.4344615	0.8131675
nitrate	Indo-Pacific	(27.85,27.95]	0.3817267	-0.0874826	0.7762857
nitrate	Indo-Pacific	(27.95,28.05]	0.2674315	-0.1285378	0.6370086
nitrate	Indo-Pacific	(28.05,28.1]	0.3700725	0.0370230	0.6944626
nitrate	Indo-Pacific	(28.1, Inf]	0.5679948	0.4927833	0.6307455
phosphate	Atlantic	(-Inf,26]	0.4653198	0.4060538	0.5411490
phosphate	Atlantic	(26,26.5]	0.0585778	-0.0121067	0.1301201
phosphate	Atlantic	(26.5,26.75]	-0.0741779	-0.2554176	0.0984431
phosphate	Atlantic	(26.75,27]	-0.1598017	-0.3646141	0.0626322
phosphate	Atlantic	(27,27.25]	-0.5908035	-0.7088327	-0.4589575
phosphate	Atlantic	(27.25,27.5]	-0.7392606	-0.8100106	-0.6641263
phosphate	Atlantic	(27.5,27.75]	-0.8670946	-0.8918647	-0.8410423
phosphate	Atlantic	(27.75,27.85]	-0.9307407	-0.9389979	-0.9195502
phosphate	Atlantic	(27.85,27.95]	-0.9691054	-0.9758411	-0.9589234
phosphate	Atlantic	(27.95,28.05]	-0.9484740	-0.9542957	-0.9451690
phosphate	Atlantic	(28.05,28.1]	-0.9911911	-0.9917294	-0.9902410
phosphate	Atlantic	(28.1,28.15]	-0.9940829	-0.9948827	-0.9929020
phosphate	Atlantic	(28.15,28.2]	-0.9930938	-0.9942070	-0.9921769
phosphate	Atlantic	(28.2, Inf]	-0.9830674	-0.9855357	-0.9808750
phosphate	Indo-Pacific	(-Inf,26]	-0.0996404	-0.2672521	0.0422069
phosphate	Indo-Pacific	(26,26.5]	-0.5502060	-0.7005396	-0.3822742
phosphate	Indo-Pacific	(26.5,26.75]	-0.8039494	-0.8738145	-0.7193957
phosphate	Indo-Pacific	(26.75,27]	-0.8431346	-0.8906166	-0.7789166
phosphate	Indo-Pacific	(27,27.25]	-0.8312930	-0.8947858	-0.7592598
phosphate	Indo-Pacific	(27.25,27.5]	-0.6812110	-0.8594786	-0.4249026
phosphate	Indo-Pacific	(27.5,27.75]	-0.1725331	-0.7161450	0.4993631
phosphate	Indo-Pacific	(27.75,27.85]	0.2192701	-0.4173642	0.8132009
phosphate	Indo-Pacific	(27.85,27.95]	0.3675660	-0.1006750	0.7652331
phosphate	Indo-Pacific	(27.95,28.05]	0.2564753	-0.1379045	0.6248114
phosphate	Indo-Pacific	(28.05,28.1]	0.3426602	0.0087986	0.6700040
phosphate	Indo-Pacific	(28.1, Inf]	0.5235078	0.4409112	0.5925242
phosphate_star	Atlantic	(-Inf,26]	0.1202299	0.0299013	0.2150630
phosphate_star	Atlantic	(26,26.5]	0.1158037	0.0914585	0.1293181
phosphate_star	Atlantic	(26.5,26.75]	-0.3417900	-0.3638291	-0.3242526
phosphate_star	Atlantic	(26.75,27]	-0.4964359	-0.6004845	-0.4149943
phosphate_star	Atlantic	(27,27.25]	-0.6355700	-0.6795813	-0.5500649
phosphate_star	Atlantic	(27.25,27.5]	-0.7759253	-0.8419150	-0.6966505
phosphate_star	Atlantic	(27.5,27.75]	-0.8024944	-0.8408889	-0.7582869
phosphate_star	Atlantic	(27.75,27.85]	-0.8948362	-0.9368941	-0.8475468
phosphate_star	Atlantic	(27.85,27.95]	-0.9040008	-0.9311202	-0.8669302
phosphate_star	Atlantic	(27.95,28.05]	-0.8763395	-0.9031527	-0.8498173
phosphate_star	Atlantic	(28.05,28.1]	-0.9454609	-0.9641576	-0.9238195
phosphate_star	Atlantic	(28.1,28.15]	-0.9673844	-0.9803507	-0.9516683
phosphate_star	Atlantic	(28.15,28.2]	-0.9780443	-0.9864466	-0.9681058
phosphate_star	Atlantic	(28.2, Inf]	-0.9808545	-0.9856786	-0.9729914
phosphate_star	Indo-Pacific	(-Inf,26]	0.0252635	-0.1088964	0.1499370
phosphate_star	Indo-Pacific	(26,26.5]	-0.5639164	-0.6199539	-0.4964337
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6275741	-0.6417199	-0.6095528
phosphate_star	Indo-Pacific	(26.75,27]	-0.5689343	-0.5967734	-0.5309592
phosphate_star	Indo-Pacific	(27,27.25]	-0.6876611	-0.7033184	-0.6795359
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5485088	-0.5645488	-0.5247724
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2093301	-0.5390824	0.0736165
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2212117	-0.3278021	0.7084575
phosphate_star	Indo-Pacific	(27.85,27.95]	0.2905767	-0.0144458	0.6086209
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4584060	0.1730892	0.7213886
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4289707	0.1776494	0.6671448
phosphate_star	Indo-Pacific	(28.1, Inf]	0.0725239	0.0058988	0.1277401
sal	Atlantic	(-Inf,26]	0.6322180	0.6059403	0.6739859
sal	Atlantic	(26,26.5]	-0.1088684	-0.1421164	-0.0731308
sal	Atlantic	(26.5,26.75]	0.0112129	-0.0796096	0.0828396
sal	Atlantic	(26.75,27]	0.0259027	-0.1213091	0.2310046
sal	Atlantic	(27,27.25]	0.0922253	-0.0365390	0.1718231
sal	Atlantic	(27.25,27.5]	0.3827254	0.2280840	0.5126103
sal	Atlantic	(27.5,27.75]	0.0131093	-0.0994917	0.1032370
sal	Atlantic	(27.75,27.85]	0.5796869	0.4960760	0.6726629
sal	Atlantic	(27.85,27.95]	0.6010293	0.5455543	0.6481809
sal	Atlantic	(27.95,28.05]	0.7478723	0.7027893	0.7804397
sal	Atlantic	(28.05,28.1]	0.9037140	0.8845324	0.9251336
sal	Atlantic	(28.1,28.15]	0.9417965	0.9250743	0.9573134
sal	Atlantic	(28.15,28.2]	0.9410393	0.9183957	0.9584720
sal	Atlantic	(28.2, Inf]	0.7767379	0.7466454	0.7968113
sal	Indo-Pacific	(-Inf,26]	-0.0767056	-0.1468631	0.0025591
sal	Indo-Pacific	(26,26.5]	0.3090353	0.2754617	0.3412579
sal	Indo-Pacific	(26.5,26.75]	0.2985732	0.2716549	0.3319480
sal	Indo-Pacific	(26.75,27]	0.2032187	0.1460174	0.2390671
sal	Indo-Pacific	(27,27.25]	0.4441165	0.4115498	0.4832091
sal	Indo-Pacific	(27.25,27.5]	0.2045765	0.1387122	0.2579939
sal	Indo-Pacific	(27.5,27.75]	-0.0660478	-0.4018246	0.3812651
sal	Indo-Pacific	(27.75,27.85]	-0.1485808	-0.7255839	0.4444846
sal	Indo-Pacific	(27.85,27.95]	-0.0179464	-0.4819218	0.3941990
sal	Indo-Pacific	(27.95,28.05]	-0.1843691	-0.5657708	0.2012573
sal	Indo-Pacific	(28.05,28.1]	-0.1095452	-0.4561695	0.2593591
sal	Indo-Pacific	(28.1, Inf]	0.0552383	-0.0931106	0.1897805
silicate	Atlantic	(-Inf,26]	-0.6158773	-0.6692377	-0.5795943
silicate	Atlantic	(26,26.5]	-0.4740088	-0.5616034	-0.3857169
silicate	Atlantic	(26.5,26.75]	-0.3179214	-0.4801692	-0.1569082
silicate	Atlantic	(26.75,27]	-0.3961699	-0.6005781	-0.1844365
silicate	Atlantic	(27,27.25]	-0.7598958	-0.8457832	-0.6538945
silicate	Atlantic	(27.25,27.5]	-0.8583677	-0.8982598	-0.8069485
silicate	Atlantic	(27.5,27.75]	-0.9083975	-0.9102366	-0.9066180
silicate	Atlantic	(27.75,27.85]	-0.9283902	-0.9403239	-0.9150592
silicate	Atlantic	(27.85,27.95]	-0.9065660	-0.9251615	-0.8788001
silicate	Atlantic	(27.95,28.05]	-0.9042044	-0.9140708	-0.8959929
silicate	Atlantic	(28.05,28.1]	-0.9692168	-0.9729602	-0.9665365
silicate	Atlantic	(28.1,28.15]	-0.9785807	-0.9813088	-0.9753242
silicate	Atlantic	(28.15,28.2]	-0.9122987	-0.9239327	-0.8982275
silicate	Atlantic	(28.2, Inf]	-0.7677815	-0.7982863	-0.7330913
silicate	Indo-Pacific	(-Inf,26]	-0.0884292	-0.2435435	0.0384697
silicate	Indo-Pacific	(26,26.5]	-0.6363095	-0.7493134	-0.5100517
silicate	Indo-Pacific	(26.5,26.75]	-0.7438123	-0.8055915	-0.6677021
silicate	Indo-Pacific	(26.75,27]	-0.6938891	-0.7463373	-0.6225330
silicate	Indo-Pacific	(27,27.25]	-0.6950578	-0.7753431	-0.6069040
silicate	Indo-Pacific	(27.25,27.5]	-0.5762418	-0.7667434	-0.3071829
silicate	Indo-Pacific	(27.5,27.75]	-0.1179558	-0.6649332	0.5448916
silicate	Indo-Pacific	(27.75,27.85]	0.2450147	-0.3920066	0.8327660
silicate	Indo-Pacific	(27.85,27.95]	0.3781990	-0.0926349	0.7765128
silicate	Indo-Pacific	(27.95,28.05]	0.2525931	-0.1543056	0.6331195
silicate	Indo-Pacific	(28.05,28.1]	0.3383747	-0.0038341	0.6737271
silicate	Indo-Pacific	(28.1, Inf]	0.5110378	0.3970340	0.6074271
temp	Atlantic	(-Inf,26]	-0.0706324	-0.1275696	0.0007142
temp	Atlantic	(26,26.5]	-0.2510889	-0.2842616	-0.2148082
temp	Atlantic	(26.5,26.75]	-0.0135008	-0.0786825	0.0318481
temp	Atlantic	(26.75,27]	0.0923847	-0.0207331	0.2685515
temp	Atlantic	(27,27.25]	0.1151234	0.0072530	0.1741404
temp	Atlantic	(27.25,27.5]	0.3387329	0.1853461	0.4640067
temp	Atlantic	(27.5,27.75]	0.0329974	-0.0663985	0.1107693
temp	Atlantic	(27.75,27.85]	0.5802507	0.5023035	0.6634022
temp	Atlantic	(27.85,27.95]	0.6177051	0.5568689	0.6599267
temp	Atlantic	(27.95,28.05]	0.7266299	0.6846705	0.7594724
temp	Atlantic	(28.05,28.1]	0.8635004	0.8375706	0.8877275
temp	Atlantic	(28.1,28.15]	0.8973315	0.8722721	0.9204627
temp	Atlantic	(28.15,28.2]	0.9140343	0.8900187	0.9330948
temp	Atlantic	(28.2, Inf]	0.8763277	0.8623651	0.8953515
temp	Indo-Pacific	(-Inf,26]	-0.3994984	-0.4955551	-0.2944163
temp	Indo-Pacific	(26,26.5]	0.2652150	0.2165195	0.3115426
temp	Indo-Pacific	(26.5,26.75]	0.2573063	0.2208332	0.2990700
temp	Indo-Pacific	(26.75,27]	0.1368100	0.0783034	0.1740895
temp	Indo-Pacific	(27,27.25]	0.4156481	0.3932553	0.4476075
temp	Indo-Pacific	(27.25,27.5]	0.3195493	0.3007055	0.3331161
temp	Indo-Pacific	(27.5,27.75]	0.1390734	-0.1687571	0.5100582
temp	Indo-Pacific	(27.75,27.85]	-0.1526688	-0.7215610	0.4440350
temp	Indo-Pacific	(27.85,27.95]	-0.0753472	-0.5258497	0.3308408
temp	Indo-Pacific	(27.95,28.05]	-0.2616956	-0.6389178	0.1261592
temp	Indo-Pacific	(28.05,28.1]	-0.1259089	-0.4853566	0.2532682
temp	Indo-Pacific	(28.1, Inf]	0.2387453	0.1183046	0.3494860

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