Last updated: 2021-03-03

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Knit directory: emlr_mod_v_XXX/

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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.
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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.
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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.
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html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
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html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
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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.
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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
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
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
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]	0.8520368	0.8337449	0.8757645
aou + nitrate	Atlantic	(26,26.5]	0.9215835	0.9159726	0.9253935
aou + nitrate	Atlantic	(26.5,26.75]	0.9750295	0.9735736	0.9762702
aou + nitrate	Atlantic	(26.75,27]	0.9830292	0.9805709	0.9847245
aou + nitrate	Atlantic	(27,27.25]	0.9630459	0.9596579	0.9658917
aou + nitrate	Atlantic	(27.25,27.5]	0.8468580	0.8377983	0.8517585
aou + nitrate	Atlantic	(27.5,27.75]	0.6022115	0.5897780	0.6189707
aou + nitrate	Atlantic	(27.75,27.85]	0.4002372	0.3799021	0.4324710
aou + nitrate	Atlantic	(27.85,27.95]	0.5782370	0.5178767	0.6714969
aou + nitrate	Atlantic	(27.95,28.05]	0.3741295	0.3232878	0.4221763
aou + nitrate	Atlantic	(28.05,28.1]	0.6104968	0.5603069	0.6609940
aou + nitrate	Atlantic	(28.1,28.15]	0.8856687	0.8620410	0.9096156
aou + nitrate	Atlantic	(28.15,28.2]	0.9362077	0.9261422	0.9427450
aou + nitrate	Atlantic	(28.2, Inf]	0.9220669	0.9185188	0.9253084
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9336594	0.9315973	0.9374637
aou + nitrate	Indo-Pacific	(26,26.5]	0.8501357	0.8464860	0.8546947
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7787291	0.7751969	0.7840602
aou + nitrate	Indo-Pacific	(26.75,27]	0.8408831	0.8350112	0.8523229
aou + nitrate	Indo-Pacific	(27,27.25]	0.9242261	0.9196208	0.9287302
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9495230	0.9472474	0.9509507
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9722211	0.9716679	0.9725468
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9910012	0.9904010	0.9914773
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9898794	0.9890631	0.9910977
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9892284	0.9887682	0.9897618
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9894921	0.9893402	0.9897615
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9907971	0.9903537	0.9910573
aou + phosphate	Atlantic	(-Inf,26]	0.9268711	0.9183231	0.9370915
aou + phosphate	Atlantic	(26,26.5]	0.8977916	0.8923019	0.9022852
aou + phosphate	Atlantic	(26.5,26.75]	0.9520245	0.9482343	0.9543411
aou + phosphate	Atlantic	(26.75,27]	0.9642319	0.9605810	0.9663403
aou + phosphate	Atlantic	(27,27.25]	0.9232807	0.9211369	0.9252468
aou + phosphate	Atlantic	(27.25,27.5]	0.7835139	0.7728788	0.7900255
aou + phosphate	Atlantic	(27.5,27.75]	0.5308559	0.5164346	0.5497214
aou + phosphate	Atlantic	(27.75,27.85]	0.3300242	0.3080736	0.3646367
aou + phosphate	Atlantic	(27.85,27.95]	0.5437877	0.4802550	0.6418639
aou + phosphate	Atlantic	(27.95,28.05]	0.3557532	0.3034341	0.4041694
aou + phosphate	Atlantic	(28.05,28.1]	0.6046871	0.5549973	0.6552057
aou + phosphate	Atlantic	(28.1,28.15]	0.8854588	0.8618020	0.9093648
aou + phosphate	Atlantic	(28.15,28.2]	0.9426248	0.9327787	0.9495258
aou + phosphate	Atlantic	(28.2, Inf]	0.9275375	0.9263003	0.9282332
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9675889	0.9663519	0.9690131
aou + phosphate	Indo-Pacific	(26,26.5]	0.9601371	0.9592853	0.9615415
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9734491	0.9731313	0.9738210
aou + phosphate	Indo-Pacific	(26.75,27]	0.9754598	0.9751738	0.9759847
aou + phosphate	Indo-Pacific	(27,27.25]	0.9853943	0.9850195	0.9856292
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9862275	0.9855648	0.9866325
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9889487	0.9888988	0.9889788
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945438	0.9943528	0.9946959
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9950561	0.9947602	0.9955307
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9909612	0.9906573	0.9915337
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9926112	0.9923894	0.9927670
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9915405	0.9907817	0.9921431
aou + phosphate_star	Atlantic	(-Inf,26]	0.2396961	0.1773169	0.3064325
aou + phosphate_star	Atlantic	(26,26.5]	0.4031012	0.3821908	0.4164405
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1749700	0.1705344	0.1793944
aou + phosphate_star	Atlantic	(26.75,27]	-0.1172821	-0.1324455	-0.1001032
aou + phosphate_star	Atlantic	(27,27.25]	-0.0404654	-0.0711387	-0.0166542
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1443891	-0.1652679	-0.1208483
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3197926	-0.3414472	-0.3014228
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3378944	-0.3715590	-0.2792479
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1814371	0.0855894	0.3284824
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0341177	-0.0950494	0.0195755
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3184449	0.2450116	0.3881855
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7506533	0.7079483	0.7936524
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8486528	0.8293632	0.8613788
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8206286	0.8176266	0.8257788
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5943998	0.5790549	0.6099132
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4245393	0.4207188	0.4296565
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4849177	0.4802607	0.4937869
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6176828	0.6031291	0.6318452
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6940501	0.6806725	0.7090837
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3421240	0.2833872	0.3961293
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2954812	-0.3470591	-0.2551735
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5769158	-0.5828573	-0.5688865
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3706422	-0.3874111	-0.3522534
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3772805	-0.4020534	-0.3512158
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2650044	-0.3287660	-0.2098694
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1515353	0.1358054	0.1645711
aou + silicate	Atlantic	(-Inf,26]	0.1148350	0.0670840	0.1789712
aou + silicate	Atlantic	(26,26.5]	0.2783358	0.2283391	0.3042215
aou + silicate	Atlantic	(26.5,26.75]	0.6197815	0.5937229	0.6422019
aou + silicate	Atlantic	(26.75,27]	0.8008447	0.7940141	0.8121293
aou + silicate	Atlantic	(27,27.25]	0.7399098	0.7358695	0.7421652
aou + silicate	Atlantic	(27.25,27.5]	0.5299818	0.5259119	0.5336360
aou + silicate	Atlantic	(27.5,27.75]	0.2191595	0.2128142	0.2227306
aou + silicate	Atlantic	(27.75,27.85]	-0.0533275	-0.0746507	-0.0257134
aou + silicate	Atlantic	(27.85,27.95]	0.2866088	0.2082774	0.4057111
aou + silicate	Atlantic	(27.95,28.05]	0.3034963	0.2483937	0.3502460
aou + silicate	Atlantic	(28.05,28.1]	0.6327109	0.5954136	0.6734265
aou + silicate	Atlantic	(28.1,28.15]	0.9145023	0.8967269	0.9313956
aou + silicate	Atlantic	(28.15,28.2]	0.9448541	0.9399077	0.9476109
aou + silicate	Atlantic	(28.2, Inf]	0.7324324	0.7167609	0.7501706
aou + silicate	Indo-Pacific	(-Inf,26]	0.8370530	0.8328109	0.8401120
aou + silicate	Indo-Pacific	(26,26.5]	0.7712931	0.7694505	0.7723737
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7844893	0.7821088	0.7892034
aou + silicate	Indo-Pacific	(26.75,27]	0.8749225	0.8716541	0.8784690
aou + silicate	Indo-Pacific	(27,27.25]	0.9404050	0.9391478	0.9410608
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9545299	0.9536815	0.9557547
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9652349	0.9648291	0.9655390
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9829888	0.9824985	0.9834932
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9822346	0.9817660	0.9826522
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9875375	0.9868837	0.9880672
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9908684	0.9904758	0.9912059
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8242178	0.8233698	0.8254199
nitrate + phosphate	Atlantic	(-Inf,26]	0.6806799	0.6459149	0.7462993
nitrate + phosphate	Atlantic	(26,26.5]	0.8350201	0.8262491	0.8506486
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9680201	0.9665285	0.9690753
nitrate + phosphate	Atlantic	(26.75,27]	0.9799462	0.9789120	0.9807251
nitrate + phosphate	Atlantic	(27,27.25]	0.9866060	0.9862135	0.9870925
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9917369	0.9915790	0.9918717
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944256	0.9941890	0.9945578
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9965409	0.9964663	0.9966409
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986674	0.9985931	0.9987923
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993764	0.9992861	0.9994435
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997903	0.9997700	0.9998054
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998170	0.9998146	0.9998182
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9977327	0.9975518	0.9978819
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9897119	0.9887827	0.9903663
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9545859	0.9517207	0.9600903
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8641865	0.8581215	0.8700365
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7960087	0.7925700	0.8028482
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8619415	0.8538498	0.8756300
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9345397	0.9299662	0.9387713
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9543604	0.9522953	0.9556052
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9787338	0.9781760	0.9796316
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9946145	0.9943810	0.9948427
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9966615	0.9962855	0.9971692
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987715	0.9986832	0.9988785
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9981216	0.9979339	0.9982402
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9951032	0.9949502	0.9952173
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1307134	0.0377457	0.1823472
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4066754	0.3621914	0.4485492
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2905853	0.2875565	0.2950158
nitrate + phosphate_star	Atlantic	(26.75,27]	-0.0001092	-0.0084589	0.0097247
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2071299	0.1686034	0.2389114
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3933162	0.3829677	0.4057456
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5472642	0.5404429	0.5551393
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7240071	0.7084176	0.7422893
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9043336	0.8945553	0.9185495
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9117458	0.9089301	0.9136659
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9437398	0.9391530	0.9468017
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9705688	0.9672886	0.9737060
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9778599	0.9763833	0.9786873
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9693945	0.9688514	0.9698146
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7318235	0.7268616	0.7393227
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5554837	0.5473376	0.5623941
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5718833	0.5606604	0.5781512
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7026323	0.6842760	0.7226309
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7732775	0.7615904	0.7844617
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4532665	0.4015931	0.4983090
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1627864	-0.2176310	-0.1201868
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5031381	-0.5059233	-0.4981410
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2627319	-0.2773341	-0.2484827
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2445132	-0.2695249	-0.2140440
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1309804	-0.1948349	-0.0742665
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2599670	0.2423655	0.2719281
nitrate + silicate	Atlantic	(-Inf,26]	0.5977658	0.5730006	0.6118348
nitrate + silicate	Atlantic	(26,26.5]	0.5631095	0.5361110	0.5841230
nitrate + silicate	Atlantic	(26.5,26.75]	0.7010545	0.6795385	0.7214472
nitrate + silicate	Atlantic	(26.75,27]	0.8567533	0.8502196	0.8638290
nitrate + silicate	Atlantic	(27,27.25]	0.8714745	0.8672034	0.8737429
nitrate + silicate	Atlantic	(27.25,27.5]	0.8559250	0.8542297	0.8592122
nitrate + silicate	Atlantic	(27.5,27.75]	0.8604415	0.8576496	0.8629918
nitrate + silicate	Atlantic	(27.75,27.85]	0.8383244	0.8373174	0.8395080
nitrate + silicate	Atlantic	(27.85,27.95]	0.9144418	0.9096795	0.9224982
nitrate + silicate	Atlantic	(27.95,28.05]	0.9676773	0.9646719	0.9692790
nitrate + silicate	Atlantic	(28.05,28.1]	0.9835294	0.9819848	0.9843741
nitrate + silicate	Atlantic	(28.1,28.15]	0.9859609	0.9855886	0.9865849
nitrate + silicate	Atlantic	(28.15,28.2]	0.9147122	0.9122445	0.9184209
nitrate + silicate	Atlantic	(28.2, Inf]	0.7045190	0.6953985	0.7119977
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8582071	0.8557252	0.8618560
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7839907	0.7739619	0.7959583
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8218537	0.8196601	0.8258082
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8738789	0.8684167	0.8821181
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9379501	0.9343655	0.9407159
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9598915	0.9593529	0.9605554
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9791837	0.9790101	0.9793492
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9897249	0.9892626	0.9899826
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9892661	0.9890670	0.9894739
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9915758	0.9912170	0.9921175
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9900743	0.9897189	0.9903036
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.8347766	0.8325346	0.8364787
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5304542	0.4804012	0.5983881
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7530714	0.7361342	0.7673299
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4632152	0.4529156	0.4737418
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1448616	0.1373047	0.1530880
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3416220	0.3080983	0.3686057
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4968982	0.4882994	0.5081675
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6240500	0.6191816	0.6310111
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7747776	0.7607435	0.7906373
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9219510	0.9137799	0.9339702
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9204408	0.9184079	0.9217274
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9465330	0.9416551	0.9497091
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9710159	0.9677293	0.9742451
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9758616	0.9741090	0.9768509
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9718535	0.9705846	0.9731182
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7630996	0.7539520	0.7719889
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6553853	0.6537424	0.6564294
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6654124	0.6618947	0.6707528
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7633339	0.7521981	0.7726117
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8015005	0.7921312	0.8125801
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4894196	0.4376881	0.5377217
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1532086	-0.2061579	-0.1120232
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4913263	-0.4956580	-0.4837192
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2802234	-0.2944477	-0.2657056
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2531740	-0.2766988	-0.2240643
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1494886	-0.2132143	-0.0936779
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2735961	0.2536073	0.2851638
sal + aou	Atlantic	(-Inf,26]	-0.4042414	-0.4335509	-0.3787875
sal + aou	Atlantic	(26,26.5]	-0.3736390	-0.3936007	-0.3627877
sal + aou	Atlantic	(26.5,26.75]	0.2586485	0.2481606	0.2670887
sal + aou	Atlantic	(26.75,27]	0.4577317	0.4424867	0.4724062
sal + aou	Atlantic	(27,27.25]	0.3674044	0.3382596	0.4001318
sal + aou	Atlantic	(27.25,27.5]	0.3866939	0.3822090	0.3953034
sal + aou	Atlantic	(27.5,27.75]	0.6716040	0.6618790	0.6867263
sal + aou	Atlantic	(27.75,27.85]	0.6559151	0.5960155	0.6872716
sal + aou	Atlantic	(27.85,27.95]	0.1991925	0.0755069	0.3006061
sal + aou	Atlantic	(27.95,28.05]	0.0438921	-0.0135670	0.1006113
sal + aou	Atlantic	(28.05,28.1]	-0.3169907	-0.3799902	-0.2552407
sal + aou	Atlantic	(28.1,28.15]	-0.7416888	-0.7823808	-0.7007348
sal + aou	Atlantic	(28.15,28.2]	-0.8023768	-0.8165331	-0.7852580
sal + aou	Atlantic	(28.2, Inf]	-0.6739277	-0.6836109	-0.6560159
sal + aou	Indo-Pacific	(-Inf,26]	-0.2345899	-0.2439878	-0.2285587
sal + aou	Indo-Pacific	(26,26.5]	-0.1591708	-0.1627680	-0.1558981
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1963183	-0.1998784	-0.1913795
sal + aou	Indo-Pacific	(26.75,27]	-0.4122629	-0.4237468	-0.3967160
sal + aou	Indo-Pacific	(27,27.25]	-0.5964412	-0.6112267	-0.5840517
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2675605	-0.3271260	-0.2134858
sal + aou	Indo-Pacific	(27.5,27.75]	0.4951958	0.4571853	0.5442114
sal + aou	Indo-Pacific	(27.75,27.85]	0.7636318	0.7575338	0.7687210
sal + aou	Indo-Pacific	(27.85,27.95]	0.7609868	0.7551802	0.7653473
sal + aou	Indo-Pacific	(27.95,28.05]	0.8402497	0.8298925	0.8488473
sal + aou	Indo-Pacific	(28.05,28.1]	0.8462304	0.8326430	0.8561477
sal + aou	Indo-Pacific	(28.1, Inf]	0.3269211	0.3122432	0.3387578
sal + nitrate	Atlantic	(-Inf,26]	-0.6788481	-0.6876611	-0.6728165
sal + nitrate	Atlantic	(26,26.5]	-0.4130542	-0.4329945	-0.3868194
sal + nitrate	Atlantic	(26.5,26.75]	0.1864717	0.1777521	0.1967133
sal + nitrate	Atlantic	(26.75,27]	0.3966186	0.3889535	0.4045077
sal + nitrate	Atlantic	(27,27.25]	0.2012982	0.1647547	0.2409801
sal + nitrate	Atlantic	(27.25,27.5]	-0.0557361	-0.0936838	-0.0297039
sal + nitrate	Atlantic	(27.5,27.75]	0.1929815	0.1724136	0.2313731
sal + nitrate	Atlantic	(27.75,27.85]	-0.3478786	-0.3937641	-0.3217177
sal + nitrate	Atlantic	(27.85,27.95]	-0.6154091	-0.6401372	-0.5988946
sal + nitrate	Atlantic	(27.95,28.05]	-0.8392253	-0.8498146	-0.8299390
sal + nitrate	Atlantic	(28.05,28.1]	-0.9187759	-0.9222346	-0.9152197
sal + nitrate	Atlantic	(28.1,28.15]	-0.9559505	-0.9603249	-0.9525318
sal + nitrate	Atlantic	(28.15,28.2]	-0.9498835	-0.9570578	-0.9447738
sal + nitrate	Atlantic	(28.2, Inf]	-0.8492940	-0.8567023	-0.8437597
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3644663	-0.3712164	-0.3608245
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3925741	-0.3956050	-0.3904193
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4329854	-0.4451929	-0.4214473
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5686296	-0.5849351	-0.5565613
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7263688	-0.7302925	-0.7220035
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3979907	-0.4508404	-0.3471002
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3939001	0.3599233	0.4426376
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7161605	0.6989048	0.7295437
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7086554	0.7060986	0.7134861
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7773581	0.7634308	0.7872043
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7771470	0.7599518	0.7897762
sal + nitrate	Indo-Pacific	(28.1, Inf]	0.2800855	0.2655586	0.2917603
sal + phosphate	Atlantic	(-Inf,26]	-0.2839597	-0.3541665	-0.2251075
sal + phosphate	Atlantic	(26,26.5]	-0.6278835	-0.6400341	-0.6117287
sal + phosphate	Atlantic	(26.5,26.75]	0.0123664	-0.0072925	0.0290996
sal + phosphate	Atlantic	(26.75,27]	0.2799873	0.2745024	0.2901054
sal + phosphate	Atlantic	(27,27.25]	0.0660479	0.0301074	0.1061575
sal + phosphate	Atlantic	(27.25,27.5]	-0.1694691	-0.2069645	-0.1431174
sal + phosphate	Atlantic	(27.5,27.75]	0.0964518	0.0766965	0.1331875
sal + phosphate	Atlantic	(27.75,27.85]	-0.4184142	-0.4615248	-0.3934349
sal + phosphate	Atlantic	(27.85,27.95]	-0.6473028	-0.6712580	-0.6283342
sal + phosphate	Atlantic	(27.95,28.05]	-0.8505871	-0.8601016	-0.8407606
sal + phosphate	Atlantic	(28.05,28.1]	-0.9232185	-0.9268673	-0.9199293
sal + phosphate	Atlantic	(28.1,28.15]	-0.9563213	-0.9609303	-0.9529209
sal + phosphate	Atlantic	(28.15,28.2]	-0.9336713	-0.9425221	-0.9278809
sal + phosphate	Atlantic	(28.2, Inf]	-0.7793263	-0.7900068	-0.7731782
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3510277	-0.3574756	-0.3462497
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3730208	-0.3799816	-0.3655666
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3664981	-0.3759124	-0.3613873
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5162718	-0.5335817	-0.5015476
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6791588	-0.6872203	-0.6720251
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3713852	-0.4294836	-0.3158867
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3959046	0.3588358	0.4452387
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7096002	0.6980176	0.7196996
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7172161	0.7127334	0.7231330
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7940868	0.7820365	0.8025936
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8038248	0.7889220	0.8154923
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.3456371	0.3315183	0.3573220
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2307131	-0.2912630	-0.1166975
sal + phosphate_star	Atlantic	(26,26.5]	-0.8715268	-0.8888172	-0.8598612
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7914229	-0.8038187	-0.7758503
sal + phosphate_star	Atlantic	(26.75,27]	-0.7651896	-0.7863426	-0.7505069
sal + phosphate_star	Atlantic	(27,27.25]	-0.8022151	-0.8084513	-0.7982311
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8600852	-0.8862084	-0.8467189
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5919042	-0.6117562	-0.5652980
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8718485	-0.8822592	-0.8648569
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8672746	-0.8807353	-0.8460146
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9438257	-0.9492494	-0.9364364
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9799051	-0.9821852	-0.9768596
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9881019	-0.9902502	-0.9866247
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9707797	-0.9760028	-0.9658238
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8350939	-0.8418371	-0.8273290
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7050363	-0.7101603	-0.6993047
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8621417	-0.8690041	-0.8574359
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8726592	-0.8832908	-0.8641781
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8416804	-0.8549887	-0.8333849
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8981611	-0.9015363	-0.8921858
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8075876	-0.8215656	-0.7820636
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8083497	-0.8208941	-0.7956570
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8925831	-0.9126632	-0.8767789
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7428298	-0.7591363	-0.7334439
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6544982	-0.6644397	-0.6421964
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5920247	-0.6214966	-0.5656040
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0777039	0.0752882	0.0803781
sal + silicate	Atlantic	(-Inf,26]	-0.7664366	-0.7804648	-0.7519958
sal + silicate	Atlantic	(26,26.5]	0.1554615	0.1434440	0.1654221
sal + silicate	Atlantic	(26.5,26.75]	0.2959322	0.2873938	0.3021140
sal + silicate	Atlantic	(26.75,27]	0.1841949	0.1724461	0.2070494
sal + silicate	Atlantic	(27,27.25]	-0.1094179	-0.1451001	-0.0709970
sal + silicate	Atlantic	(27.25,27.5]	-0.3489128	-0.3823259	-0.3252793
sal + silicate	Atlantic	(27.5,27.75]	-0.1422336	-0.1724806	-0.1033913
sal + silicate	Atlantic	(27.75,27.85]	-0.6965694	-0.7305180	-0.6752774
sal + silicate	Atlantic	(27.85,27.95]	-0.8061887	-0.8309036	-0.7677339
sal + silicate	Atlantic	(27.95,28.05]	-0.8977173	-0.9040032	-0.8885716
sal + silicate	Atlantic	(28.05,28.1]	-0.9169207	-0.9230994	-0.9108807
sal + silicate	Atlantic	(28.1,28.15]	-0.9260050	-0.9341953	-0.9202762
sal + silicate	Atlantic	(28.15,28.2]	-0.7617331	-0.7803930	-0.7513030
sal + silicate	Atlantic	(28.2, Inf]	-0.2750661	-0.2933562	-0.2584516
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5421565	-0.5481085	-0.5335664
sal + silicate	Indo-Pacific	(26,26.5]	-0.5825625	-0.5910750	-0.5751942
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6113759	-0.6225208	-0.6043706
sal + silicate	Indo-Pacific	(26.75,27]	-0.6628532	-0.6762814	-0.6548737
sal + silicate	Indo-Pacific	(27,27.25]	-0.7556059	-0.7635333	-0.7471437
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4740435	-0.5259685	-0.4204689
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3290647	0.2893849	0.3816435
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6842223	0.6702908	0.6970959
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7085691	0.7031766	0.7168525
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8054591	0.7915347	0.8153665
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8219533	0.8081274	0.8323045
sal + silicate	Indo-Pacific	(28.1, Inf]	0.6689027	0.6529064	0.6828325
sal + temp	Atlantic	(-Inf,26]	0.6552516	0.6235546	0.7041206
sal + temp	Atlantic	(26,26.5]	0.9577440	0.9532143	0.9605834
sal + temp	Atlantic	(26.5,26.75]	0.9680048	0.9660673	0.9715268
sal + temp	Atlantic	(26.75,27]	0.9704171	0.9695178	0.9717815
sal + temp	Atlantic	(27,27.25]	0.9634831	0.9627460	0.9642091
sal + temp	Atlantic	(27.25,27.5]	0.9720502	0.9709219	0.9739551
sal + temp	Atlantic	(27.5,27.75]	0.9677248	0.9660751	0.9690139
sal + temp	Atlantic	(27.75,27.85]	0.9868052	0.9866631	0.9870521
sal + temp	Atlantic	(27.85,27.95]	0.9792936	0.9734884	0.9822930
sal + temp	Atlantic	(27.95,28.05]	0.9757891	0.9752669	0.9761190
sal + temp	Atlantic	(28.05,28.1]	0.9865737	0.9860285	0.9870011
sal + temp	Atlantic	(28.1,28.15]	0.9833780	0.9826916	0.9837489
sal + temp	Atlantic	(28.15,28.2]	0.9790333	0.9786433	0.9794706
sal + temp	Atlantic	(28.2, Inf]	0.9365034	0.9341215	0.9407334
sal + temp	Indo-Pacific	(-Inf,26]	0.8190675	0.8173359	0.8201528
sal + temp	Indo-Pacific	(26,26.5]	0.9532259	0.9509653	0.9545350
sal + temp	Indo-Pacific	(26.5,26.75]	0.9802648	0.9793020	0.9811028
sal + temp	Indo-Pacific	(26.75,27]	0.9789652	0.9780406	0.9796491
sal + temp	Indo-Pacific	(27,27.25]	0.9746810	0.9739315	0.9751348
sal + temp	Indo-Pacific	(27.25,27.5]	0.9219854	0.9203319	0.9243135
sal + temp	Indo-Pacific	(27.5,27.75]	0.8727540	0.8712821	0.8751015
sal + temp	Indo-Pacific	(27.75,27.85]	0.9709605	0.9688503	0.9730119
sal + temp	Indo-Pacific	(27.85,27.95]	0.9396690	0.9381197	0.9421443
sal + temp	Indo-Pacific	(27.95,28.05]	0.9452785	0.9438740	0.9463960
sal + temp	Indo-Pacific	(28.05,28.1]	0.9752848	0.9740998	0.9766650
sal + temp	Indo-Pacific	(28.1, Inf]	0.4318569	0.4153504	0.4405513
silicate + phosphate	Atlantic	(-Inf,26]	-0.1209124	-0.1871106	-0.0093417
silicate + phosphate	Atlantic	(26,26.5]	0.0420729	-0.0033214	0.0793459
silicate + phosphate	Atlantic	(26.5,26.75]	0.5710882	0.5267699	0.6075956
silicate + phosphate	Atlantic	(26.75,27]	0.8457158	0.8412138	0.8491304
silicate + phosphate	Atlantic	(27,27.25]	0.9028940	0.8980603	0.9054285
silicate + phosphate	Atlantic	(27.25,27.5]	0.8970453	0.8951612	0.8992622
silicate + phosphate	Atlantic	(27.5,27.75]	0.8973053	0.8951219	0.8990676
silicate + phosphate	Atlantic	(27.75,27.85]	0.8780291	0.8774194	0.8789535
silicate + phosphate	Atlantic	(27.85,27.95]	0.9331909	0.9293846	0.9395083
silicate + phosphate	Atlantic	(27.95,28.05]	0.9740702	0.9720652	0.9751022
silicate + phosphate	Atlantic	(28.05,28.1]	0.9861624	0.9850040	0.9867430
silicate + phosphate	Atlantic	(28.1,28.15]	0.9882328	0.9879417	0.9887880
silicate + phosphate	Atlantic	(28.15,28.2]	0.9368299	0.9353037	0.9392674
silicate + phosphate	Atlantic	(28.2, Inf]	0.7958836	0.7870170	0.8011447
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8853171	0.8816036	0.8872096
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8771068	0.8751912	0.8788822
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8648298	0.8623127	0.8666473
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9205297	0.9194705	0.9220375
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9574991	0.9563250	0.9584723
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9718284	0.9711065	0.9727629
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9806877	0.9801821	0.9810011
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9882169	0.9873941	0.9888113
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9875037	0.9870639	0.9882884
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9936739	0.9933629	0.9941733
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942749	0.9941395	0.9944658
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8638295	0.8617357	0.8653344
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.1791875	-0.2861979	-0.0899149
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2866412	-0.3197269	-0.2350458
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0332672	-0.0182257	0.0723174
silicate + phosphate_star	Atlantic	(26.75,27]	0.1922716	0.1697395	0.2111644
silicate + phosphate_star	Atlantic	(27,27.25]	0.5361801	0.5012842	0.5643976
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6759322	0.6664176	0.6869550
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7968684	0.7868394	0.8078992
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9101384	0.8996131	0.9222550
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9643722	0.9603920	0.9706619
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9213627	0.9192452	0.9233196
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9217482	0.9122906	0.9273196
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9399133	0.9341096	0.9458218
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8662860	0.8614187	0.8721560
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7349939	0.7312008	0.7424130
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7741176	0.7667218	0.7819106
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7798562	0.7787230	0.7806553
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7993407	0.7938232	0.8063179
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8217646	0.8136946	0.8269129
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8158345	0.8004342	0.8304048
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5262263	0.4747768	0.5717951
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1034092	-0.1594677	-0.0584090
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4775790	-0.4846184	-0.4684741
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2666198	-0.2769283	-0.2550534
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2750471	-0.2983751	-0.2442445
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1852370	-0.2451996	-0.1313883
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4381982	0.4224366	0.4477623
temp + aou	Atlantic	(-Inf,26]	-0.6738329	-0.6895634	-0.6483187
temp + aou	Atlantic	(26,26.5]	-0.4229717	-0.4287012	-0.4169814
temp + aou	Atlantic	(26.5,26.75]	0.1412861	0.1284500	0.1505552
temp + aou	Atlantic	(26.75,27]	0.3926221	0.3741121	0.4133339
temp + aou	Atlantic	(27,27.25]	0.3392823	0.3117948	0.3671488
temp + aou	Atlantic	(27.25,27.5]	0.4156648	0.4070424	0.4245455
temp + aou	Atlantic	(27.5,27.75]	0.6654704	0.6551261	0.6787357
temp + aou	Atlantic	(27.75,27.85]	0.6694626	0.6161014	0.6974616
temp + aou	Atlantic	(27.85,27.95]	0.2109889	0.0832725	0.3046406
temp + aou	Atlantic	(27.95,28.05]	0.1657351	0.1137440	0.2238474
temp + aou	Atlantic	(28.05,28.1]	-0.2270853	-0.2903847	-0.1595152
temp + aou	Atlantic	(28.1,28.15]	-0.6591222	-0.7042175	-0.6121731
temp + aou	Atlantic	(28.15,28.2]	-0.7493852	-0.7617272	-0.7298068
temp + aou	Atlantic	(28.2, Inf]	-0.7390394	-0.7444418	-0.7292758
temp + aou	Indo-Pacific	(-Inf,26]	-0.3834683	-0.3886497	-0.3796398
temp + aou	Indo-Pacific	(26,26.5]	-0.2063548	-0.2117801	-0.2031592
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1770640	-0.1796640	-0.1722069
temp + aou	Indo-Pacific	(26.75,27]	-0.3594303	-0.3674920	-0.3449435
temp + aou	Indo-Pacific	(27,27.25]	-0.5577386	-0.5689458	-0.5496268
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2399703	-0.2890585	-0.1935446
temp + aou	Indo-Pacific	(27.5,27.75]	0.4135466	0.3818965	0.4556570
temp + aou	Indo-Pacific	(27.75,27.85]	0.7618881	0.7588278	0.7634659
temp + aou	Indo-Pacific	(27.85,27.95]	0.7386854	0.7375745	0.7393818
temp + aou	Indo-Pacific	(27.95,28.05]	0.7942357	0.7841629	0.8010427
temp + aou	Indo-Pacific	(28.05,28.1]	0.8296507	0.8152479	0.8439240
temp + aou	Indo-Pacific	(28.1, Inf]	0.7906400	0.7831499	0.7978617
temp + nitrate	Atlantic	(-Inf,26]	-0.7476472	-0.7609297	-0.7263534
temp + nitrate	Atlantic	(26,26.5]	-0.4602053	-0.4728256	-0.4412420
temp + nitrate	Atlantic	(26.5,26.75]	0.0629603	0.0529759	0.0687556
temp + nitrate	Atlantic	(26.75,27]	0.3139244	0.3046219	0.3190487
temp + nitrate	Atlantic	(27,27.25]	0.1653714	0.1304754	0.2004915
temp + nitrate	Atlantic	(27.25,27.5]	-0.0163012	-0.0519303	0.0124672
temp + nitrate	Atlantic	(27.5,27.75]	0.1743666	0.1534022	0.2062744
temp + nitrate	Atlantic	(27.75,27.85]	-0.3421367	-0.3792765	-0.3189228
temp + nitrate	Atlantic	(27.85,27.95]	-0.6272942	-0.6453430	-0.6135708
temp + nitrate	Atlantic	(27.95,28.05]	-0.8015794	-0.8058019	-0.7981088
temp + nitrate	Atlantic	(28.05,28.1]	-0.8792546	-0.8811659	-0.8768143
temp + nitrate	Atlantic	(28.1,28.15]	-0.9137290	-0.9186179	-0.9086822
temp + nitrate	Atlantic	(28.15,28.2]	-0.9216390	-0.9287659	-0.9162118
temp + nitrate	Atlantic	(28.2, Inf]	-0.9114399	-0.9173141	-0.9036329
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5306365	-0.5318659	-0.5293693
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4436510	-0.4536665	-0.4382624
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4199116	-0.4315192	-0.4094271
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5304225	-0.5445613	-0.5186305
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7047657	-0.7058163	-0.7039449
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4026035	-0.4460309	-0.3584048
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2690292	0.2390622	0.3125510
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7101461	0.7047339	0.7177221
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6729495	0.6685687	0.6759578
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7177520	0.7037045	0.7251893
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7570090	0.7393567	0.7743339
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.7220233	0.7110880	0.7319102
temp + phosphate	Atlantic	(-Inf,26]	-0.6900171	-0.7317628	-0.6500240
temp + phosphate	Atlantic	(26,26.5]	-0.6495515	-0.6622567	-0.6416322
temp + phosphate	Atlantic	(26.5,26.75]	-0.0951284	-0.1139526	-0.0853058
temp + phosphate	Atlantic	(26.75,27]	0.2065251	0.2007305	0.2113957
temp + phosphate	Atlantic	(27,27.25]	0.0453018	0.0112747	0.0815781
temp + phosphate	Atlantic	(27.25,27.5]	-0.1228388	-0.1586050	-0.0939133
temp + phosphate	Atlantic	(27.5,27.75]	0.0827230	0.0625155	0.1128644
temp + phosphate	Atlantic	(27.75,27.85]	-0.4115351	-0.4461342	-0.3896630
temp + phosphate	Atlantic	(27.85,27.95]	-0.6587395	-0.6749037	-0.6476151
temp + phosphate	Atlantic	(27.95,28.05]	-0.8144519	-0.8179640	-0.8126818
temp + phosphate	Atlantic	(28.05,28.1]	-0.8836715	-0.8859749	-0.8805297
temp + phosphate	Atlantic	(28.1,28.15]	-0.9147295	-0.9199967	-0.9096293
temp + phosphate	Atlantic	(28.15,28.2]	-0.9123231	-0.9208084	-0.9058975
temp + phosphate	Atlantic	(28.2, Inf]	-0.8772234	-0.8821590	-0.8705059
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5013022	-0.5035700	-0.4991120
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4260284	-0.4270579	-0.4243634
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3495853	-0.3581677	-0.3444740
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4715617	-0.4861536	-0.4577601
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6508008	-0.6550503	-0.6478024
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3658828	-0.4143897	-0.3186375
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2933557	0.2627339	0.3358035
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7053199	0.7017179	0.7111102
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6856700	0.6816447	0.6880871
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7303623	0.7182804	0.7365673
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7787407	0.7629991	0.7953165
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7451838	0.7328314	0.7563196
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6720041	-0.7026032	-0.6156451
temp + phosphate_star	Atlantic	(26,26.5]	-0.8605942	-0.8746947	-0.8505080
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8131317	-0.8241558	-0.8046827
temp + phosphate_star	Atlantic	(26.75,27]	-0.8042618	-0.8236008	-0.7917993
temp + phosphate_star	Atlantic	(27,27.25]	-0.8001153	-0.8071372	-0.7936928
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8358516	-0.8647195	-0.8192849
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6075636	-0.6222880	-0.5864090
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8751348	-0.8809815	-0.8699766
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8860463	-0.8901137	-0.8837475
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9551359	-0.9568131	-0.9525360
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9717789	-0.9726339	-0.9705313
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9748196	-0.9761289	-0.9738422
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9721549	-0.9776696	-0.9672889
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9365227	-0.9424920	-0.9280003
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8437286	-0.8469098	-0.8409046
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9094997	-0.9119986	-0.9075096
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8768414	-0.8866593	-0.8667229
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8421340	-0.8549907	-0.8329265
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9150181	-0.9202496	-0.9057460
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9111315	-0.9228617	-0.8933182
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9382030	-0.9455432	-0.9288207
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9205531	-0.9319618	-0.9080317
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8340742	-0.8460430	-0.8267256
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7750374	-0.7855073	-0.7653546
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6608051	-0.6834042	-0.6366274
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3077406	-0.3199995	-0.2945633
temp + silicate	Atlantic	(-Inf,26]	-0.3571534	-0.3757998	-0.3253640
temp + silicate	Atlantic	(26,26.5]	0.1109806	0.1019378	0.1179791
temp + silicate	Atlantic	(26.5,26.75]	0.1939894	0.1848126	0.2055128
temp + silicate	Atlantic	(26.75,27]	0.0724156	0.0584305	0.0926079
temp + silicate	Atlantic	(27,27.25]	-0.1586932	-0.1900194	-0.1263496
temp + silicate	Atlantic	(27.25,27.5]	-0.3034942	-0.3372043	-0.2758741
temp + silicate	Atlantic	(27.5,27.75]	-0.1679001	-0.1879477	-0.1362728
temp + silicate	Atlantic	(27.75,27.85]	-0.6833408	-0.7120459	-0.6640323
temp + silicate	Atlantic	(27.85,27.95]	-0.8122633	-0.8230221	-0.7985255
temp + silicate	Atlantic	(27.95,28.05]	-0.8586304	-0.8617042	-0.8548305
temp + silicate	Atlantic	(28.05,28.1]	-0.8718405	-0.8787251	-0.8605269
temp + silicate	Atlantic	(28.1,28.15]	-0.8789283	-0.8895125	-0.8705583
temp + silicate	Atlantic	(28.15,28.2]	-0.7518051	-0.7687173	-0.7409267
temp + silicate	Atlantic	(28.2, Inf]	-0.5102325	-0.5260518	-0.4971150
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6048037	-0.6119908	-0.5975781
temp + silicate	Indo-Pacific	(26,26.5]	-0.6097778	-0.6154928	-0.6025287
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6026286	-0.6133982	-0.5971247
temp + silicate	Indo-Pacific	(26.75,27]	-0.6353271	-0.6469170	-0.6277156
temp + silicate	Indo-Pacific	(27,27.25]	-0.7403961	-0.7449304	-0.7353890
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4648226	-0.5081139	-0.4188059
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2158424	0.1828788	0.2603923
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6780091	0.6732763	0.6844229
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6609646	0.6546982	0.6644594
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7434110	0.7286671	0.7508741
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7992204	0.7850456	0.8139124
temp + silicate	Indo-Pacific	(28.1, Inf]	0.5841817	0.5655074	0.5966594

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
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]	0.3631489	0.2943899	0.4330489
aou	Atlantic	(26,26.5]	0.0159294	-0.1086761	0.1374984
aou	Atlantic	(26.5,26.75]	0.0261605	-0.1554225	0.2296781
aou	Atlantic	(26.75,27]	-0.0585356	-0.2654379	0.1912858
aou	Atlantic	(27,27.25]	-0.3748015	-0.5120630	-0.2135966
aou	Atlantic	(27.25,27.5]	-0.2821921	-0.3935499	-0.1343829
aou	Atlantic	(27.5,27.75]	-0.1467897	-0.1984947	-0.0944664
aou	Atlantic	(27.75,27.85]	-0.0473393	-0.0989142	-0.0164465
aou	Atlantic	(27.85,27.95]	-0.4929490	-0.5670778	-0.4488433
aou	Atlantic	(27.95,28.05]	-0.3181043	-0.3719816	-0.2720132
aou	Atlantic	(28.05,28.1]	-0.5817321	-0.5947999	-0.5723631
aou	Atlantic	(28.1,28.15]	-0.8732438	-0.8840608	-0.8657288
aou	Atlantic	(28.15,28.2]	-0.9234126	-0.9318438	-0.9187842
aou	Atlantic	(28.2, Inf]	-0.8678486	-0.8745309	-0.8599806
aou	Indo-Pacific	(-Inf,26]	-0.0868733	-0.2499676	0.0570850
aou	Indo-Pacific	(26,26.5]	-0.4589224	-0.5918546	-0.2909152
aou	Indo-Pacific	(26.5,26.75]	-0.7529390	-0.8181790	-0.6618035
aou	Indo-Pacific	(26.75,27]	-0.8227682	-0.8732797	-0.7557996
aou	Indo-Pacific	(27,27.25]	-0.8095692	-0.8750519	-0.7289012
aou	Indo-Pacific	(27.25,27.5]	-0.6861296	-0.8360685	-0.4664881
aou	Indo-Pacific	(27.5,27.75]	-0.2752643	-0.7307074	0.3778430
aou	Indo-Pacific	(27.75,27.85]	0.0418823	-0.5168197	0.7250736
aou	Indo-Pacific	(27.85,27.95]	0.2377782	-0.1952677	0.6972147
aou	Indo-Pacific	(27.95,28.05]	0.1050018	-0.2575130	0.5199428
aou	Indo-Pacific	(28.05,28.1]	0.2159547	-0.1122736	0.5720567
aou	Indo-Pacific	(28.1, Inf]	0.5261139	0.4402853	0.6089173
nitrate	Atlantic	(-Inf,26]	0.0184941	-0.0857816	0.0758708
nitrate	Atlantic	(26,26.5]	-0.2036366	-0.3307231	-0.0820989
nitrate	Atlantic	(26.5,26.75]	-0.1257998	-0.3093802	0.0790399
nitrate	Atlantic	(26.75,27]	-0.1803928	-0.3789623	0.0565846
nitrate	Atlantic	(27,27.25]	-0.5770308	-0.6848541	-0.4459918
nitrate	Atlantic	(27.25,27.5]	-0.7092149	-0.7761590	-0.6207884
nitrate	Atlantic	(27.5,27.75]	-0.8485962	-0.8757655	-0.8175643
nitrate	Atlantic	(27.75,27.85]	-0.9103279	-0.9241094	-0.8939087
nitrate	Atlantic	(27.85,27.95]	-0.9656506	-0.9713037	-0.9564420
nitrate	Atlantic	(27.95,28.05]	-0.9449944	-0.9459715	-0.9431441
nitrate	Atlantic	(28.05,28.1]	-0.9906890	-0.9921248	-0.9891653
nitrate	Atlantic	(28.1,28.15]	-0.9936416	-0.9955193	-0.9919426
nitrate	Atlantic	(28.15,28.2]	-0.9946561	-0.9974525	-0.9906882
nitrate	Atlantic	(28.2, Inf]	-0.9772453	-0.9805041	-0.9725739
nitrate	Indo-Pacific	(-Inf,26]	-0.1048159	-0.2616642	0.0403306
nitrate	Indo-Pacific	(26,26.5]	-0.4423540	-0.5636342	-0.3064422
nitrate	Indo-Pacific	(26.5,26.75]	-0.6656759	-0.7213104	-0.5825956
nitrate	Indo-Pacific	(26.75,27]	-0.7114052	-0.7457871	-0.6452636
nitrate	Indo-Pacific	(27,27.25]	-0.7609973	-0.8243155	-0.6870477
nitrate	Indo-Pacific	(27.25,27.5]	-0.6826067	-0.8202259	-0.4791727
nitrate	Indo-Pacific	(27.5,27.75]	-0.3013770	-0.7406492	0.3288192
nitrate	Indo-Pacific	(27.75,27.85]	0.0728571	-0.4810593	0.7361894
nitrate	Indo-Pacific	(27.85,27.95]	0.2927785	-0.1281539	0.7264487
nitrate	Indo-Pacific	(27.95,28.05]	0.1805382	-0.1655322	0.5756165
nitrate	Indo-Pacific	(28.05,28.1]	0.2948819	-0.0123588	0.6261546
nitrate	Indo-Pacific	(28.1, Inf]	0.5523304	0.4817108	0.6199845
phosphate	Atlantic	(-Inf,26]	0.4415654	0.3792229	0.5359697
phosphate	Atlantic	(26,26.5]	0.0404063	-0.0475250	0.1109366
phosphate	Atlantic	(26.5,26.75]	-0.1168165	-0.2801712	0.0706933
phosphate	Atlantic	(26.75,27]	-0.2129220	-0.3974217	-0.0001716
phosphate	Atlantic	(27,27.25]	-0.6224476	-0.7192188	-0.5024120
phosphate	Atlantic	(27.25,27.5]	-0.7563304	-0.8121703	-0.6833296
phosphate	Atlantic	(27.5,27.75]	-0.8732497	-0.8944938	-0.8484280
phosphate	Atlantic	(27.75,27.85]	-0.9333239	-0.9424388	-0.9212591
phosphate	Atlantic	(27.85,27.95]	-0.9676509	-0.9742537	-0.9566606
phosphate	Atlantic	(27.95,28.05]	-0.9474208	-0.9504567	-0.9442962
phosphate	Atlantic	(28.05,28.1]	-0.9906147	-0.9923709	-0.9888307
phosphate	Atlantic	(28.1,28.15]	-0.9935878	-0.9952981	-0.9919607
phosphate	Atlantic	(28.15,28.2]	-0.9932665	-0.9960100	-0.9910839
phosphate	Atlantic	(28.2, Inf]	-0.9836699	-0.9859010	-0.9824245
phosphate	Indo-Pacific	(-Inf,26]	-0.1342513	-0.2987316	0.0139320
phosphate	Indo-Pacific	(26,26.5]	-0.5879575	-0.7098645	-0.4326088
phosphate	Indo-Pacific	(26.5,26.75]	-0.8236051	-0.8769569	-0.7441858
phosphate	Indo-Pacific	(26.75,27]	-0.8579719	-0.8966410	-0.8044362
phosphate	Indo-Pacific	(27,27.25]	-0.8474560	-0.8999978	-0.7836822
phosphate	Indo-Pacific	(27.25,27.5]	-0.7403145	-0.8671204	-0.5519642
phosphate	Indo-Pacific	(27.5,27.75]	-0.3065513	-0.7375273	0.3159473
phosphate	Indo-Pacific	(27.75,27.85]	0.0812188	-0.4654044	0.7388529
phosphate	Indo-Pacific	(27.85,27.95]	0.2772919	-0.1410370	0.7157492
phosphate	Indo-Pacific	(27.95,28.05]	0.1699814	-0.1749789	0.5633747
phosphate	Indo-Pacific	(28.05,28.1]	0.2671699	-0.0410158	0.5991699
phosphate	Indo-Pacific	(28.1, Inf]	0.5065105	0.4294669	0.5801292
phosphate_star	Atlantic	(-Inf,26]	0.1075584	0.0513595	0.1954765
phosphate_star	Atlantic	(26,26.5]	0.1258998	0.1004274	0.1609812
phosphate_star	Atlantic	(26.5,26.75]	-0.3455911	-0.3596436	-0.3348704
phosphate_star	Atlantic	(26.75,27]	-0.4694958	-0.5827713	-0.4106973
phosphate_star	Atlantic	(27,27.25]	-0.6234448	-0.6910563	-0.5425746
phosphate_star	Atlantic	(27.25,27.5]	-0.7609875	-0.8345740	-0.6950240
phosphate_star	Atlantic	(27.5,27.75]	-0.7931459	-0.8326402	-0.7507720
phosphate_star	Atlantic	(27.75,27.85]	-0.8847666	-0.9280074	-0.8401845
phosphate_star	Atlantic	(27.85,27.95]	-0.8971098	-0.9277667	-0.8604211
phosphate_star	Atlantic	(27.95,28.05]	-0.8691492	-0.8972547	-0.8444974
phosphate_star	Atlantic	(28.05,28.1]	-0.9398180	-0.9613994	-0.9160865
phosphate_star	Atlantic	(28.1,28.15]	-0.9645275	-0.9780363	-0.9501833
phosphate_star	Atlantic	(28.15,28.2]	-0.9760180	-0.9843547	-0.9647600
phosphate_star	Atlantic	(28.2, Inf]	-0.9796451	-0.9855388	-0.9719070
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0033187	-0.1308692	0.1141210
phosphate_star	Indo-Pacific	(26,26.5]	-0.5782403	-0.6233462	-0.5257640
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6324073	-0.6540051	-0.6056487
phosphate_star	Indo-Pacific	(26.75,27]	-0.5806199	-0.5969111	-0.5483395
phosphate_star	Indo-Pacific	(27,27.25]	-0.6899078	-0.7102350	-0.6767214
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5447551	-0.5764644	-0.5274111
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1449476	-0.4685563	0.0857634
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3378174	-0.2202116	0.7283240
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3552375	0.0420454	0.6196518
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5211929	0.2462848	0.7329205
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4845509	0.2427917	0.6879106
phosphate_star	Indo-Pacific	(28.1, Inf]	0.0889833	0.0256137	0.1434955
sal	Atlantic	(-Inf,26]	0.6340219	0.5967221	0.6930742
sal	Atlantic	(26,26.5]	-0.1138089	-0.1358969	-0.0854159
sal	Atlantic	(26.5,26.75]	-0.0070248	-0.0775980	0.0867339
sal	Atlantic	(26.75,27]	-0.0240006	-0.1309890	0.1795001
sal	Atlantic	(27,27.25]	0.0735135	-0.0307676	0.1746954
sal	Atlantic	(27.25,27.5]	0.3529553	0.2424951	0.5048701
sal	Atlantic	(27.5,27.75]	-0.0062589	-0.1050240	0.0826720
sal	Atlantic	(27.75,27.85]	0.5558000	0.4720640	0.6522596
sal	Atlantic	(27.85,27.95]	0.5886846	0.5362269	0.6482527
sal	Atlantic	(27.95,28.05]	0.7376967	0.6919403	0.7818662
sal	Atlantic	(28.05,28.1]	0.8963901	0.8757556	0.9235227
sal	Atlantic	(28.1,28.15]	0.9373753	0.9205274	0.9566391
sal	Atlantic	(28.15,28.2]	0.9379707	0.9106696	0.9523334
sal	Atlantic	(28.2, Inf]	0.7729235	0.7437759	0.7909388
sal	Indo-Pacific	(-Inf,26]	-0.0622860	-0.1248989	0.0082539
sal	Indo-Pacific	(26,26.5]	0.3150777	0.2960003	0.3467685
sal	Indo-Pacific	(26.5,26.75]	0.3039039	0.2692456	0.3236806
sal	Indo-Pacific	(26.75,27]	0.2203251	0.1651768	0.2735670
sal	Indo-Pacific	(27,27.25]	0.4518897	0.4156733	0.4949735
sal	Indo-Pacific	(27.25,27.5]	0.2185489	0.1656598	0.2678054
sal	Indo-Pacific	(27.5,27.75]	-0.1517313	-0.4097924	0.2474715
sal	Indo-Pacific	(27.75,27.85]	-0.2721792	-0.7487111	0.3282293
sal	Indo-Pacific	(27.85,27.95]	-0.1052063	-0.5136519	0.3205268
sal	Indo-Pacific	(27.95,28.05]	-0.2724600	-0.5950203	0.1194491
sal	Indo-Pacific	(28.05,28.1]	-0.1901730	-0.4990379	0.1538975
sal	Indo-Pacific	(28.1, Inf]	0.0229085	-0.1139651	0.1602717
silicate	Atlantic	(-Inf,26]	-0.6217625	-0.6997298	-0.5811847
silicate	Atlantic	(26,26.5]	-0.4942765	-0.5656710	-0.4256814
silicate	Atlantic	(26.5,26.75]	-0.3513633	-0.4811396	-0.1975607
silicate	Atlantic	(26.75,27]	-0.4447925	-0.6276571	-0.2474469
silicate	Atlantic	(27,27.25]	-0.7846664	-0.8518513	-0.6956457
silicate	Atlantic	(27.25,27.5]	-0.8696930	-0.8998388	-0.8258481
silicate	Atlantic	(27.5,27.75]	-0.9085226	-0.9103216	-0.9068824
silicate	Atlantic	(27.75,27.85]	-0.9252624	-0.9378517	-0.9113624
silicate	Atlantic	(27.85,27.95]	-0.9022225	-0.9230357	-0.8735123
silicate	Atlantic	(27.95,28.05]	-0.9014594	-0.9124562	-0.8938399
silicate	Atlantic	(28.05,28.1]	-0.9693158	-0.9714722	-0.9676185
silicate	Atlantic	(28.1,28.15]	-0.9790837	-0.9811911	-0.9760272
silicate	Atlantic	(28.15,28.2]	-0.9157690	-0.9241498	-0.9015338
silicate	Atlantic	(28.2, Inf]	-0.7760798	-0.7965889	-0.7430729
silicate	Indo-Pacific	(-Inf,26]	-0.1178250	-0.2744838	0.0088653
silicate	Indo-Pacific	(26,26.5]	-0.6642489	-0.7565477	-0.5482540
silicate	Indo-Pacific	(26.5,26.75]	-0.7614953	-0.8053200	-0.6881811
silicate	Indo-Pacific	(26.75,27]	-0.7106314	-0.7537021	-0.6508651
silicate	Indo-Pacific	(27,27.25]	-0.7147930	-0.7811792	-0.6347523
silicate	Indo-Pacific	(27.25,27.5]	-0.6377339	-0.7769492	-0.4374457
silicate	Indo-Pacific	(27.5,27.75]	-0.2503881	-0.6872300	0.3705983
silicate	Indo-Pacific	(27.75,27.85]	0.1076306	-0.4408353	0.7614079
silicate	Indo-Pacific	(27.85,27.95]	0.2877373	-0.1321210	0.7271294
silicate	Indo-Pacific	(27.95,28.05]	0.1632326	-0.1909257	0.5686265
silicate	Indo-Pacific	(28.05,28.1]	0.2611103	-0.0541222	0.6007492
silicate	Indo-Pacific	(28.1, Inf]	0.4877128	0.3829805	0.5890654
temp	Atlantic	(-Inf,26]	-0.0544135	-0.1229914	0.0720748
temp	Atlantic	(26,26.5]	-0.2535115	-0.2871811	-0.2127436
temp	Atlantic	(26.5,26.75]	-0.0257859	-0.0768956	0.0407507
temp	Atlantic	(26.75,27]	0.0486491	-0.0557975	0.2264649
temp	Atlantic	(27,27.25]	0.1026232	0.0162977	0.1823371
temp	Atlantic	(27.25,27.5]	0.3095046	0.1972163	0.4593385
temp	Atlantic	(27.5,27.75]	0.0166465	-0.0700389	0.0927190
temp	Atlantic	(27.75,27.85]	0.5585786	0.4803952	0.6466036
temp	Atlantic	(27.85,27.95]	0.6072143	0.5498015	0.6575334
temp	Atlantic	(27.95,28.05]	0.7162012	0.6750905	0.7606153
temp	Atlantic	(28.05,28.1]	0.8555344	0.8263181	0.8857391
temp	Atlantic	(28.1,28.15]	0.8921577	0.8697104	0.9156733
temp	Atlantic	(28.15,28.2]	0.9102589	0.8806237	0.9253878
temp	Atlantic	(28.2, Inf]	0.8771910	0.8677618	0.8830311
temp	Indo-Pacific	(-Inf,26]	-0.3786662	-0.4668542	-0.2832853
temp	Indo-Pacific	(26,26.5]	0.2748670	0.2394479	0.3166158
temp	Indo-Pacific	(26.5,26.75]	0.2649779	0.2202511	0.2902054
temp	Indo-Pacific	(26.75,27]	0.1544144	0.0965151	0.2070366
temp	Indo-Pacific	(27,27.25]	0.4213170	0.3912536	0.4578018
temp	Indo-Pacific	(27.25,27.5]	0.3232997	0.3139964	0.3391507
temp	Indo-Pacific	(27.5,27.75]	0.0667907	-0.1811556	0.4220091
temp	Indo-Pacific	(27.75,27.85]	-0.2781697	-0.7461632	0.3287545
temp	Indo-Pacific	(27.85,27.95]	-0.1617734	-0.5534602	0.2584974
temp	Indo-Pacific	(27.95,28.05]	-0.3494032	-0.6674450	0.0401772
temp	Indo-Pacific	(28.05,28.1]	-0.2100496	-0.5247306	0.1516189
temp	Indo-Pacific	(28.1, Inf]	0.2123417	0.1029691	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