Last updated: 2021-07-21

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

  • cleaned and prepared GLODAPv2.2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 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 coeffcients.

3.1 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).

plot_fun <- function(df){
  ggpairs(
    data = df,
    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:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>% 
  map(plot_fun)
[[1]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
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af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
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7b672f7 jens-daniel-mueller 2021-01-11
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0aa2b50 jens-daniel-mueller 2020-12-23
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02f0ee9 jens-daniel-mueller 2020-12-18
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158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[2]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
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5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[3]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
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bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[4]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[5]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[6]]

Version Author Date
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 
GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

/nfs/kryo/work/jenmueller/emlr_cant/observations/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)[5]

      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()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 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)

3.2.2 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
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# 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] 0.8493694 0.8311925 0.8675463
aou + nitrate Atlantic (26,26.5] 0.8933397 0.8866119 0.9000674
aou + nitrate Atlantic (26.5,26.75] 0.9455356 0.9358621 0.9552091
aou + nitrate Atlantic (26.75,27] 0.9074182 0.9019625 0.9128740
aou + nitrate Atlantic (27,27.25] 0.7880106 0.7862318 0.7897895
aou + nitrate Atlantic (27.25,27.5] 0.7226363 0.6957809 0.7494917
aou + nitrate Atlantic (27.5,27.75] 0.8291019 0.8072331 0.8509707
aou + nitrate Atlantic (27.75,27.85] 0.9274676 0.9119897 0.9429455
aou + nitrate Atlantic (27.85,27.95] 0.9348436 0.9273924 0.9422949
aou + nitrate Atlantic (27.95,28.05] 0.9360656 0.9326138 0.9395173
aou + nitrate Atlantic (28.05,28.1] 0.9610218 0.9577457 0.9642979
aou + nitrate Atlantic (28.1,28.15] 0.9781104 0.9776025 0.9786183
aou + nitrate Atlantic (28.15,28.2] 0.9856218 0.9829595 0.9882842
aou + nitrate Atlantic (28.2, Inf] 0.9259451 0.9144673 0.9374230
aou + nitrate Indian (-Inf,26] 0.9844687 0.9750327 0.9939047
aou + nitrate Indian (26,26.5] 0.9664433 0.9438613 0.9890253
aou + nitrate Indian (26.5,26.75] 0.9611662 0.9489955 0.9733370
aou + nitrate Indian (26.75,27] 0.9135519 0.8983508 0.9287530
aou + nitrate Indian (27,27.25] 0.8119354 0.7490911 0.8747797
aou + nitrate Indian (27.25,27.5] 0.8785749 0.8546094 0.9025404
aou + nitrate Indian (27.5,27.75] 0.9012624 0.8675093 0.9350156
aou + nitrate Indian (27.75,27.85] 0.8496738 0.7781274 0.9212201
aou + nitrate Indian (27.85,27.95] 0.8499136 0.8096003 0.8902269
aou + nitrate Indian (27.95,28.05] 0.7804210 0.6989244 0.8619176
aou + nitrate Indian (28.05,28.1] 0.8942260 0.8457272 0.9427249
aou + nitrate Indian (28.1,28.2] 0.8616734 0.8028311 0.9205156
aou + nitrate Indian (28.2,28.3] 0.3651802 0.3616300 0.3687303
aou + nitrate Indian (28.3,28.4] 0.5140790 0.3578701 0.6702879
aou + nitrate Indian (28.4, Inf] 0.8860373 0.8860373 0.8860373
aou + nitrate Pacific (-Inf,26] 0.8764510 0.8517294 0.9011726
aou + nitrate Pacific (26,26.5] 0.8892417 0.8779757 0.9005077
aou + nitrate Pacific (26.5,26.75] 0.8589622 0.8350403 0.8828841
aou + nitrate Pacific (26.75,27] 0.9206237 0.9080637 0.9331837
aou + nitrate Pacific (27,27.25] 0.9729520 0.9717487 0.9741554
aou + nitrate Pacific (27.25,27.5] 0.9778475 0.9763345 0.9793605
aou + nitrate Pacific (27.5,27.75] 0.9802125 0.9797372 0.9806877
aou + nitrate Pacific (27.75,27.85] 0.9881671 0.9875974 0.9887369
aou + nitrate Pacific (27.85,27.95] 0.9883976 0.9868897 0.9899056
aou + nitrate Pacific (27.95,28.05] 0.9766047 0.9705849 0.9826245
aou + nitrate Pacific (28.05,28.1] 0.9754470 0.9647773 0.9861167
aou + nitrate Pacific (28.1,28.2] 0.9800445 0.9785590 0.9815300
aou + nitrate Pacific (28.2,28.3] 0.0615501 0.0452970 0.0778032
aou + nitrate Pacific (28.3,28.4] 0.8012493 0.7939754 0.8085231
aou + nitrate Pacific (28.4, Inf] 0.2799291 0.2799291 0.2799291
aou + phosphate Atlantic (-Inf,26] 0.2912681 0.1760082 0.4065280
aou + phosphate Atlantic (26,26.5] 0.7094533 0.6889261 0.7299805
aou + phosphate Atlantic (26.5,26.75] 0.8688603 0.8473508 0.8903697
aou + phosphate Atlantic (26.75,27] 0.8329325 0.8190452 0.8468199
aou + phosphate Atlantic (27,27.25] 0.7036689 0.6918754 0.7154623
aou + phosphate Atlantic (27.25,27.5] 0.6516625 0.6146174 0.6887077
aou + phosphate Atlantic (27.5,27.75] 0.7960844 0.7753017 0.8168672
aou + phosphate Atlantic (27.75,27.85] 0.9113411 0.8918287 0.9308535
aou + phosphate Atlantic (27.85,27.95] 0.9277092 0.9213382 0.9340802
aou + phosphate Atlantic (27.95,28.05] 0.9311026 0.9259709 0.9362344
aou + phosphate Atlantic (28.05,28.1] 0.9579463 0.9530103 0.9628822
aou + phosphate Atlantic (28.1,28.15] 0.9763498 0.9746129 0.9780867
aou + phosphate Atlantic (28.15,28.2] 0.9858127 0.9837837 0.9878417
aou + phosphate Atlantic (28.2, Inf] 0.9230079 0.9122200 0.9337958
aou + phosphate Indian (-Inf,26] 0.9966583 0.9959871 0.9973295
aou + phosphate Indian (26,26.5] 0.9941006 0.9923720 0.9958292
aou + phosphate Indian (26.5,26.75] 0.9861843 0.9798035 0.9925651
aou + phosphate Indian (26.75,27] 0.9410970 0.9143916 0.9678025
aou + phosphate Indian (27,27.25] 0.8645925 0.7964043 0.9327808
aou + phosphate Indian (27.25,27.5] 0.9236734 0.9005004 0.9468463
aou + phosphate Indian (27.5,27.75] 0.9505244 0.9431247 0.9579241
aou + phosphate Indian (27.75,27.85] 0.9172698 0.8913543 0.9431852
aou + phosphate Indian (27.85,27.95] 0.8664042 0.8321656 0.9006428
aou + phosphate Indian (27.95,28.05] 0.8003934 0.7298092 0.8709776
aou + phosphate Indian (28.05,28.1] 0.9019846 0.8596060 0.9443631
aou + phosphate Indian (28.1,28.2] 0.8554904 0.8022638 0.9087170
aou + phosphate Indian (28.2,28.3] 0.3117538 0.2469662 0.3765415
aou + phosphate Indian (28.3,28.4] 0.5588391 0.5122646 0.6054136
aou + phosphate Indian (28.4, Inf] 0.9074781 0.9074781 0.9074781
aou + phosphate Pacific (-Inf,26] 0.8985111 0.8781488 0.9188735
aou + phosphate Pacific (26,26.5] 0.9450896 0.9426307 0.9475485
aou + phosphate Pacific (26.5,26.75] 0.9164676 0.9017262 0.9312090
aou + phosphate Pacific (26.75,27] 0.9365420 0.9196650 0.9534190
aou + phosphate Pacific (27,27.25] 0.9812961 0.9796841 0.9829080
aou + phosphate Pacific (27.25,27.5] 0.9828630 0.9822720 0.9834540
aou + phosphate Pacific (27.5,27.75] 0.9810075 0.9807736 0.9812414
aou + phosphate Pacific (27.75,27.85] 0.9858039 0.9855545 0.9860533
aou + phosphate Pacific (27.85,27.95] 0.9865519 0.9854118 0.9876921
aou + phosphate Pacific (27.95,28.05] 0.9799797 0.9778421 0.9821173
aou + phosphate Pacific (28.05,28.1] 0.9764768 0.9705331 0.9824206
aou + phosphate Pacific (28.1,28.2] 0.9738497 0.9712408 0.9764587
aou + phosphate Pacific (28.2,28.3] 0.1385196 0.0628357 0.2142036
aou + phosphate Pacific (28.3,28.4] 0.6789470 0.5996271 0.7582669
aou + phosphate Pacific (28.4, Inf] -0.5534213 -0.5534213 -0.5534213
aou + phosphate_star Atlantic (-Inf,26] -0.4548348 -0.5578008 -0.3518688
aou + phosphate_star Atlantic (26,26.5] 0.2093930 0.1836444 0.2351416
aou + phosphate_star Atlantic (26.5,26.75] 0.4169979 0.3707615 0.4632342
aou + phosphate_star Atlantic (26.75,27] 0.2382937 0.1706544 0.3059329
aou + phosphate_star Atlantic (27,27.25] 0.0222452 -0.0409509 0.0854414
aou + phosphate_star Atlantic (27.25,27.5] 0.0693015 -0.0227680 0.1613710
aou + phosphate_star Atlantic (27.5,27.75] 0.4641155 0.4347559 0.4934750
aou + phosphate_star Atlantic (27.75,27.85] 0.6717706 0.6141481 0.7293932
aou + phosphate_star Atlantic (27.85,27.95] 0.6778332 0.6557150 0.6999515
aou + phosphate_star Atlantic (27.95,28.05] 0.7305743 0.7083001 0.7528485
aou + phosphate_star Atlantic (28.05,28.1] 0.8463329 0.8330592 0.8596067
aou + phosphate_star Atlantic (28.1,28.15] 0.9093027 0.9053833 0.9132221
aou + phosphate_star Atlantic (28.15,28.2] 0.9485754 0.9421523 0.9549985
aou + phosphate_star Atlantic (28.2, Inf] 0.7776797 0.7569410 0.7984183
aou + phosphate_star Indian (-Inf,26] 0.9566389 0.9449138 0.9683640
aou + phosphate_star Indian (26,26.5] 0.9254359 0.9018117 0.9490601
aou + phosphate_star Indian (26.5,26.75] 0.7543213 0.6723070 0.8363356
aou + phosphate_star Indian (26.75,27] 0.0333404 0.0261286 0.0405522
aou + phosphate_star Indian (27,27.25] -0.6171551 -0.6400896 -0.5942207
aou + phosphate_star Indian (27.25,27.5] -0.8463001 -0.8920158 -0.8005844
aou + phosphate_star Indian (27.5,27.75] -0.9144891 -0.9264298 -0.9025484
aou + phosphate_star Indian (27.75,27.85] -0.8029204 -0.8156159 -0.7902249
aou + phosphate_star Indian (27.85,27.95] -0.7377431 -0.7801161 -0.6953701
aou + phosphate_star Indian (27.95,28.05] -0.4615018 -0.5660772 -0.3569264
aou + phosphate_star Indian (28.05,28.1] 0.1470725 0.1130403 0.1811048
aou + phosphate_star Indian (28.1,28.2] -0.0810495 -0.1425474 -0.0195515
aou + phosphate_star Indian (28.2,28.3] -0.6271104 -0.6364348 -0.6177859
aou + phosphate_star Indian (28.3,28.4] -0.8207929 -0.8378973 -0.8036885
aou + phosphate_star Indian (28.4, Inf] -0.9635002 -0.9635002 -0.9635002
aou + phosphate_star Pacific (-Inf,26] 0.4856667 0.4238566 0.5474767
aou + phosphate_star Pacific (26,26.5] 0.5596024 0.5186300 0.6005748
aou + phosphate_star Pacific (26.5,26.75] 0.2581077 0.2052152 0.3110003
aou + phosphate_star Pacific (26.75,27] 0.2787566 0.2288038 0.3287094
aou + phosphate_star Pacific (27,27.25] 0.1396343 0.0665611 0.2127076
aou + phosphate_star Pacific (27.25,27.5] -0.4324555 -0.4510954 -0.4138157
aou + phosphate_star Pacific (27.5,27.75] -0.6568200 -0.6786135 -0.6350264
aou + phosphate_star Pacific (27.75,27.85] -0.6268804 -0.6547733 -0.5989875
aou + phosphate_star Pacific (27.85,27.95] -0.3256329 -0.3382770 -0.3129887
aou + phosphate_star Pacific (27.95,28.05] 0.2114003 0.2067440 0.2160565
aou + phosphate_star Pacific (28.05,28.1] 0.5698114 0.4887056 0.6509173
aou + phosphate_star Pacific (28.1,28.2] 0.1539055 0.1352415 0.1725695
aou + phosphate_star Pacific (28.2,28.3] -0.6299013 -0.7931286 -0.4666740
aou + phosphate_star Pacific (28.3,28.4] -0.7603900 -0.7820940 -0.7386861
aou + phosphate_star Pacific (28.4, Inf] -0.9301099 -0.9301099 -0.9301099
aou + silicate Atlantic (-Inf,26] 0.1000182 0.0641571 0.1358793
aou + silicate Atlantic (26,26.5] 0.6323737 0.5678660 0.6968813
aou + silicate Atlantic (26.5,26.75] 0.8402961 0.8106884 0.8699038
aou + silicate Atlantic (26.75,27] 0.8253113 0.8089233 0.8416993
aou + silicate Atlantic (27,27.25] 0.6952128 0.6930624 0.6973633
aou + silicate Atlantic (27.25,27.5] 0.4255719 0.3691507 0.4819931
aou + silicate Atlantic (27.5,27.75] 0.5410247 0.5057531 0.5762963
aou + silicate Atlantic (27.75,27.85] 0.8143270 0.7959002 0.8327538
aou + silicate Atlantic (27.85,27.95] 0.8604109 0.8565646 0.8642571
aou + silicate Atlantic (27.95,28.05] 0.9097666 0.9075887 0.9119445
aou + silicate Atlantic (28.05,28.1] 0.9616062 0.9564998 0.9667126
aou + silicate Atlantic (28.1,28.15] 0.9745073 0.9724882 0.9765263
aou + silicate Atlantic (28.15,28.2] 0.9815228 0.9812156 0.9818299
aou + silicate Atlantic (28.2, Inf] 0.9288639 0.9250457 0.9326820
aou + silicate Indian (-Inf,26] 0.9240793 0.8912733 0.9568852
aou + silicate Indian (26,26.5] 0.9392068 0.9241249 0.9542886
aou + silicate Indian (26.5,26.75] 0.9600585 0.9520319 0.9680851
aou + silicate Indian (26.75,27] 0.9698727 0.9697486 0.9699968
aou + silicate Indian (27,27.25] 0.9015904 0.8948806 0.9083001
aou + silicate Indian (27.25,27.5] 0.8814965 0.8666947 0.8962984
aou + silicate Indian (27.5,27.75] 0.8636719 0.8380405 0.8893033
aou + silicate Indian (27.75,27.85] 0.8647060 0.8446605 0.8847514
aou + silicate Indian (27.85,27.95] 0.8218865 0.7823010 0.8614719
aou + silicate Indian (27.95,28.05] 0.8524237 0.8142692 0.8905782
aou + silicate Indian (28.05,28.1] 0.9461235 0.9355684 0.9566787
aou + silicate Indian (28.1,28.2] 0.8243694 0.8169527 0.8317861
aou + silicate Indian (28.2,28.3] 0.2672464 0.0379078 0.4965851
aou + silicate Indian (28.3,28.4] 0.5648375 0.5072328 0.6224423
aou + silicate Indian (28.4, Inf] 0.9858653 0.9858653 0.9858653
aou + silicate Pacific (-Inf,26] 0.5671298 0.5121648 0.6220948
aou + silicate Pacific (26,26.5] 0.6189399 0.6028066 0.6350732
aou + silicate Pacific (26.5,26.75] 0.4828233 0.4506125 0.5150340
aou + silicate Pacific (26.75,27] 0.6820634 0.6598544 0.7042723
aou + silicate Pacific (27,27.25] 0.8875318 0.8866931 0.8883704
aou + silicate Pacific (27.25,27.5] 0.9166193 0.9160621 0.9171764
aou + silicate Pacific (27.5,27.75] 0.9315444 0.9268781 0.9362107
aou + silicate Pacific (27.75,27.85] 0.9713639 0.9692504 0.9734773
aou + silicate Pacific (27.85,27.95] 0.9675277 0.9651212 0.9699341
aou + silicate Pacific (27.95,28.05] 0.9513038 0.9430436 0.9595639
aou + silicate Pacific (28.05,28.1] 0.9608070 0.9524336 0.9691804
aou + silicate Pacific (28.1,28.2] 0.9384427 0.9316081 0.9452773
aou + silicate Pacific (28.2,28.3] -0.0380821 -0.2231370 0.1469727
aou + silicate Pacific (28.3,28.4] 0.9317549 0.9140427 0.9494672
aou + silicate Pacific (28.4, Inf] 0.7462225 0.7462225 0.7462225
nitrate + phosphate Atlantic (-Inf,26] 0.5889976 0.5278185 0.6501767
nitrate + phosphate Atlantic (26,26.5] 0.9053945 0.8854177 0.9253713
nitrate + phosphate Atlantic (26.5,26.75] 0.9741244 0.9711912 0.9770577
nitrate + phosphate Atlantic (26.75,27] 0.9811627 0.9788464 0.9834791
nitrate + phosphate Atlantic (27,27.25] 0.9847050 0.9830078 0.9864022
nitrate + phosphate Atlantic (27.25,27.5] 0.9885306 0.9878090 0.9892523
nitrate + phosphate Atlantic (27.5,27.75] 0.9916082 0.9910466 0.9921697
nitrate + phosphate Atlantic (27.75,27.85] 0.9942926 0.9935298 0.9950553
nitrate + phosphate Atlantic (27.85,27.95] 0.9941455 0.9937003 0.9945907
nitrate + phosphate Atlantic (27.95,28.05] 0.9931337 0.9918217 0.9944456
nitrate + phosphate Atlantic (28.05,28.1] 0.9939197 0.9930189 0.9948204
nitrate + phosphate Atlantic (28.1,28.15] 0.9948418 0.9940495 0.9956342
nitrate + phosphate Atlantic (28.15,28.2] 0.9968258 0.9965087 0.9971430
nitrate + phosphate Atlantic (28.2, Inf] 0.9972131 0.9970412 0.9973849
nitrate + phosphate Indian (-Inf,26] 0.9844874 0.9716160 0.9973588
nitrate + phosphate Indian (26,26.5] 0.9681625 0.9387252 0.9975997
nitrate + phosphate Indian (26.5,26.75] 0.9736632 0.9499185 0.9974079
nitrate + phosphate Indian (26.75,27] 0.9787674 0.9632938 0.9942411
nitrate + phosphate Indian (27,27.25] 0.9681097 0.9571881 0.9790313
nitrate + phosphate Indian (27.25,27.5] 0.9611519 0.9579840 0.9643198
nitrate + phosphate Indian (27.5,27.75] 0.9362022 0.9020292 0.9703752
nitrate + phosphate Indian (27.75,27.85] 0.9268432 0.8805982 0.9730881
nitrate + phosphate Indian (27.85,27.95] 0.9561293 0.9384596 0.9737990
nitrate + phosphate Indian (27.95,28.05] 0.9747168 0.9629847 0.9864488
nitrate + phosphate Indian (28.05,28.1] 0.9807968 0.9708567 0.9907369
nitrate + phosphate Indian (28.1,28.2] 0.9591584 0.9404502 0.9778667
nitrate + phosphate Indian (28.2,28.3] 0.7453180 0.6601531 0.8304829
nitrate + phosphate Indian (28.3,28.4] 0.6700358 0.5366099 0.8034618
nitrate + phosphate Indian (28.4, Inf] 0.8671801 0.8671801 0.8671801
nitrate + phosphate Pacific (-Inf,26] 0.9543180 0.9513988 0.9572371
nitrate + phosphate Pacific (26,26.5] 0.9489907 0.9370385 0.9609429
nitrate + phosphate Pacific (26.5,26.75] 0.9357423 0.9282304 0.9432542
nitrate + phosphate Pacific (26.75,27] 0.9748943 0.9746834 0.9751053
nitrate + phosphate Pacific (27,27.25] 0.9870333 0.9860875 0.9879791
nitrate + phosphate Pacific (27.25,27.5] 0.9908582 0.9907610 0.9909553
nitrate + phosphate Pacific (27.5,27.75] 0.9921994 0.9919161 0.9924827
nitrate + phosphate Pacific (27.75,27.85] 0.9910800 0.9897456 0.9924144
nitrate + phosphate Pacific (27.85,27.95] 0.9895490 0.9864128 0.9926852
nitrate + phosphate Pacific (27.95,28.05] 0.9759287 0.9618038 0.9900535
nitrate + phosphate Pacific (28.05,28.1] 0.9690070 0.9511775 0.9868365
nitrate + phosphate Pacific (28.1,28.2] 0.9767997 0.9705643 0.9830351
nitrate + phosphate Pacific (28.2,28.3] 0.4285931 0.3960607 0.4611254
nitrate + phosphate Pacific (28.3,28.4] 0.8070276 0.7488099 0.8652452
nitrate + phosphate Pacific (28.4, Inf] 0.5083042 0.5083042 0.5083042
nitrate + phosphate_star Atlantic (-Inf,26] -0.0710115 -0.1317385 -0.0102844
nitrate + phosphate_star Atlantic (26,26.5] 0.5680781 0.5393511 0.5968050
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6730360 0.6587497 0.6873223
nitrate + phosphate_star Atlantic (26.75,27] 0.6088124 0.5623799 0.6552449
nitrate + phosphate_star Atlantic (27,27.25] 0.6177597 0.5721336 0.6633857
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7242914 0.6912239 0.7573589
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8656768 0.8621143 0.8692394
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8897158 0.8733827 0.9060490
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8828608 0.8779774 0.8877442
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9113030 0.9009877 0.9216183
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9496615 0.9478883 0.9514346
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9658915 0.9653142 0.9664688
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9809589 0.9789857 0.9829321
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9516803 0.9504003 0.9529602
nitrate + phosphate_star Indian (-Inf,26] 0.9645026 0.9613646 0.9676406
nitrate + phosphate_star Indian (26,26.5] 0.9382582 0.9276934 0.9488230
nitrate + phosphate_star Indian (26.5,26.75] 0.8412366 0.8167510 0.8657223
nitrate + phosphate_star Indian (26.75,27] 0.3874968 0.3228931 0.4521006
nitrate + phosphate_star Indian (27,27.25] -0.0842431 -0.2363423 0.0678561
nitrate + phosphate_star Indian (27.25,27.5] -0.5247978 -0.6393067 -0.4102888
nitrate + phosphate_star Indian (27.5,27.75] -0.7085649 -0.7562786 -0.6608512
nitrate + phosphate_star Indian (27.75,27.85] -0.4644868 -0.5723629 -0.3566106
nitrate + phosphate_star Indian (27.85,27.95] -0.3328068 -0.3343989 -0.3312146
nitrate + phosphate_star Indian (27.95,28.05] 0.1480896 0.1430913 0.1530879
nitrate + phosphate_star Indian (28.05,28.1] 0.5267755 0.4775728 0.5759782
nitrate + phosphate_star Indian (28.1,28.2] 0.3562413 0.2187994 0.4936832
nitrate + phosphate_star Indian (28.2,28.3] 0.3170992 0.2230033 0.4111951
nitrate + phosphate_star Indian (28.3,28.4] -0.1385229 -0.1962078 -0.0808380
nitrate + phosphate_star Indian (28.4, Inf] -0.8161096 -0.8161096 -0.8161096
nitrate + phosphate_star Pacific (-Inf,26] 0.7875926 0.7800637 0.7951216
nitrate + phosphate_star Pacific (26,26.5] 0.7893678 0.7567774 0.8219582
nitrate + phosphate_star Pacific (26.5,26.75] 0.5998837 0.5902192 0.6095483
nitrate + phosphate_star Pacific (26.75,27] 0.5723069 0.5613634 0.5832503
nitrate + phosphate_star Pacific (27,27.25] 0.3088009 0.2367976 0.3808043
nitrate + phosphate_star Pacific (27.25,27.5] -0.2816791 -0.3131064 -0.2502518
nitrate + phosphate_star Pacific (27.5,27.75] -0.5306566 -0.5535653 -0.5077478
nitrate + phosphate_star Pacific (27.75,27.85] -0.5432670 -0.5628631 -0.5236709
nitrate + phosphate_star Pacific (27.85,27.95] -0.2408376 -0.2619567 -0.2197186
nitrate + phosphate_star Pacific (27.95,28.05] 0.3060310 0.2737112 0.3383509
nitrate + phosphate_star Pacific (28.05,28.1] 0.6281248 0.5362925 0.7199572
nitrate + phosphate_star Pacific (28.1,28.2] 0.2600610 0.2273227 0.2927994
nitrate + phosphate_star Pacific (28.2,28.3] 0.3439910 0.2976398 0.3903422
nitrate + phosphate_star Pacific (28.3,28.4] -0.3861556 -0.4356063 -0.3367048
nitrate + phosphate_star Pacific (28.4, Inf] 0.0482486 0.0482486 0.0482486
nitrate + silicate Atlantic (-Inf,26] 0.4392479 0.3209015 0.5575943
nitrate + silicate Atlantic (26,26.5] 0.8301428 0.7826810 0.8776047
nitrate + silicate Atlantic (26.5,26.75] 0.9258891 0.8943904 0.9573878
nitrate + silicate Atlantic (26.75,27] 0.9211481 0.9066025 0.9356936
nitrate + silicate Atlantic (27,27.25] 0.9193224 0.9175852 0.9210597
nitrate + silicate Atlantic (27.25,27.5] 0.8399621 0.8142254 0.8656988
nitrate + silicate Atlantic (27.5,27.75] 0.8521016 0.8441404 0.8600627
nitrate + silicate Atlantic (27.75,27.85] 0.9388211 0.9359287 0.9417134
nitrate + silicate Atlantic (27.85,27.95] 0.9642273 0.9619687 0.9664859
nitrate + silicate Atlantic (27.95,28.05] 0.9784684 0.9777411 0.9791956
nitrate + silicate Atlantic (28.05,28.1] 0.9882547 0.9879540 0.9885553
nitrate + silicate Atlantic (28.1,28.15] 0.9896759 0.9890584 0.9902934
nitrate + silicate Atlantic (28.15,28.2] 0.9898901 0.9889308 0.9908494
nitrate + silicate Atlantic (28.2, Inf] 0.9877171 0.9849360 0.9904982
nitrate + silicate Indian (-Inf,26] 0.9519625 0.9387945 0.9651305
nitrate + silicate Indian (26,26.5] 0.9484871 0.9352345 0.9617397
nitrate + silicate Indian (26.5,26.75] 0.9528659 0.9448338 0.9608979
nitrate + silicate Indian (26.75,27] 0.9283657 0.9145938 0.9421375
nitrate + silicate Indian (27,27.25] 0.9158175 0.9000877 0.9315472
nitrate + silicate Indian (27.25,27.5] 0.9236840 0.9206900 0.9266779
nitrate + silicate Indian (27.5,27.75] 0.8288485 0.8261433 0.8315537
nitrate + silicate Indian (27.75,27.85] 0.7751924 0.7298595 0.8205253
nitrate + silicate Indian (27.85,27.95] 0.8397496 0.8248538 0.8546453
nitrate + silicate Indian (27.95,28.05] 0.8887583 0.8748918 0.9026248
nitrate + silicate Indian (28.05,28.1] 0.9467951 0.9314098 0.9621805
nitrate + silicate Indian (28.1,28.2] 0.8862214 0.8714295 0.9010133
nitrate + silicate Indian (28.2,28.3] 0.4419574 0.4212765 0.4626384
nitrate + silicate Indian (28.3,28.4] 0.5488499 0.4551838 0.6425160
nitrate + silicate Indian (28.4, Inf] 0.8550855 0.8550855 0.8550855
nitrate + silicate Pacific (-Inf,26] 0.7883421 0.7781821 0.7985020
nitrate + silicate Pacific (26,26.5] 0.7919761 0.7918015 0.7921507
nitrate + silicate Pacific (26.5,26.75] 0.7342969 0.7285255 0.7400683
nitrate + silicate Pacific (26.75,27] 0.8138353 0.8073069 0.8203636
nitrate + silicate Pacific (27,27.25] 0.8976661 0.8956121 0.8997201
nitrate + silicate Pacific (27.25,27.5] 0.8879173 0.8855377 0.8902969
nitrate + silicate Pacific (27.5,27.75] 0.8959870 0.8955721 0.8964019
nitrate + silicate Pacific (27.75,27.85] 0.9471611 0.9459885 0.9483337
nitrate + silicate Pacific (27.85,27.95] 0.9581185 0.9523386 0.9638985
nitrate + silicate Pacific (27.95,28.05] 0.9372582 0.9074349 0.9670815
nitrate + silicate Pacific (28.05,28.1] 0.9429283 0.9149250 0.9709317
nitrate + silicate Pacific (28.1,28.2] 0.9550302 0.9528561 0.9572042
nitrate + silicate Pacific (28.2,28.3] 0.4720123 0.2569063 0.6871184
nitrate + silicate Pacific (28.3,28.4] 0.8625784 0.8062121 0.9189447
nitrate + silicate Pacific (28.4, Inf] 0.8397115 0.8397115 0.8397115
phosphate + phosphate_star Atlantic (-Inf,26] 0.7003815 0.6924039 0.7083591
phosphate + phosphate_star Atlantic (26,26.5] 0.8352677 0.8338708 0.8366645
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8106711 0.8068645 0.8144777
phosphate + phosphate_star Atlantic (26.75,27] 0.7332931 0.7024571 0.7641291
phosphate + phosphate_star Atlantic (27,27.25] 0.7224692 0.6907910 0.7541475
phosphate + phosphate_star Atlantic (27.25,27.5] 0.7978874 0.7727657 0.8230091
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9031678 0.9025645 0.9037711
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9155221 0.9031903 0.9278539
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9019275 0.8960724 0.9077827
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9277648 0.9207892 0.9347404
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9626778 0.9605885 0.9647671
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9771726 0.9769537 0.9773915
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9868751 0.9849786 0.9887716
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9578946 0.9564084 0.9593808
phosphate + phosphate_star Indian (-Inf,26] 0.9753253 0.9689051 0.9817454
phosphate + phosphate_star Indian (26,26.5] 0.9595989 0.9476298 0.9715679
phosphate + phosphate_star Indian (26.5,26.75] 0.8503119 0.8059897 0.8946340
phosphate + phosphate_star Indian (26.75,27] 0.3581056 0.2884833 0.4277278
phosphate + phosphate_star Indian (27,27.25] -0.1551987 -0.3227171 0.0123197
phosphate + phosphate_star Indian (27.25,27.5] -0.5829174 -0.7031679 -0.4626669
phosphate + phosphate_star Indian (27.5,27.75] -0.7516969 -0.7871220 -0.7162719
phosphate + phosphate_star Indian (27.75,27.85] -0.5066053 -0.5806100 -0.4326005
phosphate + phosphate_star Indian (27.85,27.95] -0.3109438 -0.3162606 -0.3056270
phosphate + phosphate_star Indian (27.95,28.05] 0.1468762 0.1458501 0.1479023
phosphate + phosphate_star Indian (28.05,28.1] 0.5470871 0.4918375 0.6023367
phosphate + phosphate_star Indian (28.1,28.2] 0.4275357 0.2790545 0.5760169
phosphate + phosphate_star Indian (28.2,28.3] 0.5342892 0.4667912 0.6017872
phosphate + phosphate_star Indian (28.3,28.4] 0.0075000 -0.0778357 0.0928357
phosphate + phosphate_star Indian (28.4, Inf] -0.7625077 -0.7625077 -0.7625077
phosphate + phosphate_star Pacific (-Inf,26] 0.7974182 0.7816977 0.8131387
phosphate + phosphate_star Pacific (26,26.5] 0.7968209 0.7714470 0.8221948
phosphate + phosphate_star Pacific (26.5,26.75] 0.6190449 0.6050885 0.6330012
phosphate + phosphate_star Pacific (26.75,27] 0.5921781 0.5895813 0.5947748
phosphate + phosphate_star Pacific (27,27.25] 0.3213296 0.2599443 0.3827149
phosphate + phosphate_star Pacific (27.25,27.5] -0.2717660 -0.2948566 -0.2486754
phosphate + phosphate_star Pacific (27.5,27.75] -0.5146207 -0.5424401 -0.4868012
phosphate + phosphate_star Pacific (27.75,27.85] -0.4968987 -0.5330809 -0.4607165
phosphate + phosphate_star Pacific (27.85,27.95] -0.1751775 -0.1787151 -0.1716400
phosphate + phosphate_star Pacific (27.95,28.05] 0.3962440 0.3809630 0.4115251
phosphate + phosphate_star Pacific (28.05,28.1] 0.7311392 0.6829237 0.7793547
phosphate + phosphate_star Pacific (28.1,28.2] 0.3705725 0.3637501 0.3773948
phosphate + phosphate_star Pacific (28.2,28.3] 0.6396319 0.5280887 0.7511750
phosphate + phosphate_star Pacific (28.3,28.4] -0.0471091 -0.1224924 0.0282742
phosphate + phosphate_star Pacific (28.4, Inf] 0.8194717 0.8194717 0.8194717
sal + aou Atlantic (-Inf,26] 0.3548273 0.2792337 0.4304209
sal + aou Atlantic (26,26.5] -0.0737602 -0.0752351 -0.0722854
sal + aou Atlantic (26.5,26.75] -0.2808545 -0.3222611 -0.2394479
sal + aou Atlantic (26.75,27] -0.1920320 -0.2477915 -0.1362724
sal + aou Atlantic (27,27.25] -0.0257381 -0.0744055 0.0229293
sal + aou Atlantic (27.25,27.5] -0.0249227 -0.0939307 0.0440853
sal + aou Atlantic (27.5,27.75] -0.3688458 -0.3734755 -0.3642160
sal + aou Atlantic (27.75,27.85] -0.4356059 -0.5272525 -0.3439593
sal + aou Atlantic (27.85,27.95] -0.4597476 -0.5210983 -0.3983969
sal + aou Atlantic (27.95,28.05] -0.5866920 -0.6431494 -0.5302347
sal + aou Atlantic (28.05,28.1] -0.7449851 -0.7460589 -0.7439113
sal + aou Atlantic (28.1,28.15] -0.8242757 -0.8296567 -0.8188947
sal + aou Atlantic (28.15,28.2] -0.9131672 -0.9166324 -0.9097019
sal + aou Atlantic (28.2, Inf] -0.7636009 -0.8115582 -0.7156436
sal + aou Indian (-Inf,26] -0.6181718 -0.8232492 -0.4130943
sal + aou Indian (26,26.5] -0.6441126 -0.8092948 -0.4789304
sal + aou Indian (26.5,26.75] -0.2110207 -0.4501498 0.0281084
sal + aou Indian (26.75,27] 0.4773994 0.3116696 0.6431292
sal + aou Indian (27,27.25] 0.8626080 0.8431472 0.8820689
sal + aou Indian (27.25,27.5] 0.9482310 0.9340781 0.9623840
sal + aou Indian (27.5,27.75] 0.9554159 0.9493217 0.9615101
sal + aou Indian (27.75,27.85] 0.9368734 0.9140504 0.9596963
sal + aou Indian (27.85,27.95] 0.9032900 0.8886661 0.9179139
sal + aou Indian (27.95,28.05] 0.7029235 0.6986856 0.7071614
sal + aou Indian (28.05,28.1] 0.2327419 0.1177963 0.3476875
sal + aou Indian (28.1,28.2] 0.1998516 0.0895861 0.3101171
sal + aou Indian (28.2,28.3] 0.5898342 0.4404938 0.7391747
sal + aou Indian (28.3,28.4] 0.8873516 0.8854519 0.8892512
sal + aou Indian (28.4, Inf] 0.6315948 0.6315948 0.6315948
sal + aou Pacific (-Inf,26] 0.0055912 -0.0035750 0.0147575
sal + aou Pacific (26,26.5] -0.0443871 -0.0872310 -0.0015432
sal + aou Pacific (26.5,26.75] 0.0929068 0.0895608 0.0962528
sal + aou Pacific (26.75,27] -0.1045185 -0.1136426 -0.0953944
sal + aou Pacific (27,27.25] -0.1679928 -0.1935087 -0.1424769
sal + aou Pacific (27.25,27.5] 0.0661802 0.0580498 0.0743107
sal + aou Pacific (27.5,27.75] 0.0221835 -0.0538431 0.0982101
sal + aou Pacific (27.75,27.85] -0.1942571 -0.4235536 0.0350395
sal + aou Pacific (27.85,27.95] -0.4136833 -0.6072047 -0.2201619
sal + aou Pacific (27.95,28.05] -0.6265896 -0.7661293 -0.4870499
sal + aou Pacific (28.05,28.1] -0.8719978 -0.8841890 -0.8598066
sal + aou Pacific (28.1,28.2] -0.8339159 -0.8742647 -0.7935672
sal + aou Pacific (28.2,28.3] 0.8472566 0.8113865 0.8831267
sal + aou Pacific (28.3,28.4] 0.8301098 0.7241742 0.9360453
sal + aou Pacific (28.4, Inf] -0.1306028 -0.1306028 -0.1306028
sal + nitrate Atlantic (-Inf,26] -0.0066128 -0.0289945 0.0157688
sal + nitrate Atlantic (26,26.5] -0.4099153 -0.4313772 -0.3884533
sal + nitrate Atlantic (26.5,26.75] -0.5423513 -0.5505017 -0.5342009
sal + nitrate Atlantic (26.75,27] -0.5523896 -0.5938400 -0.5109392
sal + nitrate Atlantic (27,27.25] -0.5871311 -0.6191379 -0.5551244
sal + nitrate Atlantic (27.25,27.5] -0.6552625 -0.6614145 -0.6491105
sal + nitrate Atlantic (27.5,27.75] -0.7674753 -0.7906410 -0.7443095
sal + nitrate Atlantic (27.75,27.85] -0.6953347 -0.7417515 -0.6489180
sal + nitrate Atlantic (27.85,27.95] -0.6951817 -0.7350486 -0.6553149
sal + nitrate Atlantic (27.95,28.05] -0.7922666 -0.8291931 -0.7553402
sal + nitrate Atlantic (28.05,28.1] -0.8679042 -0.8779948 -0.8578135
sal + nitrate Atlantic (28.1,28.15] -0.8939046 -0.9039716 -0.8838376
sal + nitrate Atlantic (28.15,28.2] -0.9426385 -0.9449780 -0.9402990
sal + nitrate Atlantic (28.2, Inf] -0.9401115 -0.9546356 -0.9255873
sal + nitrate Indian (-Inf,26] -0.7044349 -0.8501957 -0.5586741
sal + nitrate Indian (26,26.5] -0.7952650 -0.8767234 -0.7138066
sal + nitrate Indian (26.5,26.75] -0.4382162 -0.6185615 -0.2578709
sal + nitrate Indian (26.75,27] 0.1046575 -0.1196182 0.3289331
sal + nitrate Indian (27,27.25] 0.4304176 0.2949654 0.5658699
sal + nitrate Indian (27.25,27.5] 0.7270845 0.7175786 0.7365905
sal + nitrate Indian (27.5,27.75] 0.8229907 0.7860003 0.8599811
sal + nitrate Indian (27.75,27.85] 0.6791400 0.5397957 0.8184842
sal + nitrate Indian (27.85,27.95] 0.5834319 0.4965197 0.6703442
sal + nitrate Indian (27.95,28.05] 0.1462172 0.0271648 0.2652697
sal + nitrate Indian (28.05,28.1] -0.1615264 -0.3742363 0.0511835
sal + nitrate Indian (28.1,28.2] -0.2023529 -0.3867511 -0.0179547
sal + nitrate Indian (28.2,28.3] -0.2721077 -0.4572350 -0.0869805
sal + nitrate Indian (28.3,28.4] 0.4276283 0.3235095 0.5317471
sal + nitrate Indian (28.4, Inf] 0.5836172 0.5836172 0.5836172
sal + nitrate Pacific (-Inf,26] -0.3236090 -0.3715712 -0.2756468
sal + nitrate Pacific (26,26.5] -0.3838731 -0.4086117 -0.3591345
sal + nitrate Pacific (26.5,26.75] -0.3152466 -0.3596419 -0.2708513
sal + nitrate Pacific (26.75,27] -0.3931925 -0.4186704 -0.3677147
sal + nitrate Pacific (27,27.25] -0.2854746 -0.3132796 -0.2576697
sal + nitrate Pacific (27.25,27.5] 0.0421253 0.0386117 0.0456389
sal + nitrate Pacific (27.5,27.75] 0.0107421 -0.0510779 0.0725620
sal + nitrate Pacific (27.75,27.85] -0.1966506 -0.3917724 -0.0015289
sal + nitrate Pacific (27.85,27.95] -0.4267084 -0.5923475 -0.2610693
sal + nitrate Pacific (27.95,28.05] -0.6832893 -0.7915740 -0.5750046
sal + nitrate Pacific (28.05,28.1] -0.9064990 -0.9167448 -0.8962531
sal + nitrate Pacific (28.1,28.2] -0.8784046 -0.9043686 -0.8524407
sal + nitrate Pacific (28.2,28.3] 0.0542159 0.0363688 0.0720630
sal + nitrate Pacific (28.3,28.4] 0.6072550 0.5144620 0.7000479
sal + nitrate Pacific (28.4, Inf] -0.9678053 -0.9678053 -0.9678053
sal + phosphate Atlantic (-Inf,26] -0.5839392 -0.6192402 -0.5486383
sal + phosphate Atlantic (26,26.5] -0.7217132 -0.7350469 -0.7083794
sal + phosphate Atlantic (26.5,26.75] -0.7035966 -0.7071905 -0.7000026
sal + phosphate Atlantic (26.75,27] -0.6845025 -0.7100219 -0.6589831
sal + phosphate Atlantic (27,27.25] -0.6965734 -0.7158850 -0.6772618
sal + phosphate Atlantic (27.25,27.5] -0.7341921 -0.7361178 -0.7322664
sal + phosphate Atlantic (27.5,27.75] -0.8124887 -0.8310274 -0.7939500
sal + phosphate Atlantic (27.75,27.85] -0.7301089 -0.7718320 -0.6883858
sal + phosphate Atlantic (27.85,27.95] -0.7162140 -0.7583938 -0.6740342
sal + phosphate Atlantic (27.95,28.05] -0.8051520 -0.8407144 -0.7695897
sal + phosphate Atlantic (28.05,28.1] -0.8797235 -0.8896153 -0.8698317
sal + phosphate Atlantic (28.1,28.15] -0.9065884 -0.9167748 -0.8964019
sal + phosphate Atlantic (28.15,28.2] -0.9483433 -0.9498747 -0.9468118
sal + phosphate Atlantic (28.2, Inf] -0.9438804 -0.9587516 -0.9290091
sal + phosphate Indian (-Inf,26] -0.6206552 -0.8385436 -0.4027669
sal + phosphate Indian (26,26.5] -0.6763477 -0.8639239 -0.4887715
sal + phosphate Indian (26.5,26.75] -0.3046742 -0.5981687 -0.0111797
sal + phosphate Indian (26.75,27] 0.2033947 -0.0829439 0.4897333
sal + phosphate Indian (27,27.25] 0.5443043 0.3646476 0.7239610
sal + phosphate Indian (27.25,27.5] 0.8206959 0.7774749 0.8639169
sal + phosphate Indian (27.5,27.75] 0.9006287 0.8787986 0.9224587
sal + phosphate Indian (27.75,27.85] 0.8055547 0.7310387 0.8800708
sal + phosphate Indian (27.85,27.95] 0.6405056 0.5531705 0.7278407
sal + phosphate Indian (27.95,28.05] 0.1883361 0.0717059 0.3049662
sal + phosphate Indian (28.05,28.1] -0.1418839 -0.3603887 0.0766208
sal + phosphate Indian (28.1,28.2] -0.2058943 -0.4085992 -0.0031894
sal + phosphate Indian (28.2,28.3] -0.3046151 -0.4986952 -0.1105351
sal + phosphate Indian (28.3,28.4] 0.4654188 0.3712853 0.5595522
sal + phosphate Indian (28.4, Inf] 0.5278349 0.5278349 0.5278349
sal + phosphate Pacific (-Inf,26] -0.1915594 -0.2218930 -0.1612257
sal + phosphate Pacific (26,26.5] -0.3095467 -0.3420591 -0.2770343
sal + phosphate Pacific (26.5,26.75] -0.2505014 -0.2826744 -0.2183283
sal + phosphate Pacific (26.75,27] -0.3872733 -0.4209062 -0.3536404
sal + phosphate Pacific (27,27.25] -0.2822726 -0.2982657 -0.2662794
sal + phosphate Pacific (27.25,27.5] 0.0413206 0.0345226 0.0481187
sal + phosphate Pacific (27.5,27.75] 0.0256022 -0.0411301 0.0923345
sal + phosphate Pacific (27.75,27.85] -0.1706854 -0.3712755 0.0299047
sal + phosphate Pacific (27.85,27.95] -0.4227333 -0.5960661 -0.2494004
sal + phosphate Pacific (27.95,28.05] -0.6874354 -0.7975927 -0.5772781
sal + phosphate Pacific (28.05,28.1] -0.9101779 -0.9171133 -0.9032425
sal + phosphate Pacific (28.1,28.2] -0.8800358 -0.9051324 -0.8549393
sal + phosphate Pacific (28.2,28.3] 0.0497433 0.0151005 0.0843860
sal + phosphate Pacific (28.3,28.4] 0.5425736 0.5076546 0.5774926
sal + phosphate Pacific (28.4, Inf] -0.5025189 -0.5025189 -0.5025189
sal + phosphate_star Atlantic (-Inf,26] -0.8790293 -0.8797072 -0.8783514
sal + phosphate_star Atlantic (26,26.5] -0.9574862 -0.9610398 -0.9539326
sal + phosphate_star Atlantic (26.5,26.75] -0.9713947 -0.9755132 -0.9672762
sal + phosphate_star Atlantic (26.75,27] -0.9791131 -0.9802182 -0.9780080
sal + phosphate_star Atlantic (27,27.25] -0.9732288 -0.9743982 -0.9720594
sal + phosphate_star Atlantic (27.25,27.5] -0.9648832 -0.9735318 -0.9562346
sal + phosphate_star Atlantic (27.5,27.75] -0.9487273 -0.9559183 -0.9415363
sal + phosphate_star Atlantic (27.75,27.85] -0.9140599 -0.9276469 -0.9004729
sal + phosphate_star Atlantic (27.85,27.95] -0.9030754 -0.9226403 -0.8835105
sal + phosphate_star Atlantic (27.95,28.05] -0.9304089 -0.9454322 -0.9153856
sal + phosphate_star Atlantic (28.05,28.1] -0.9523279 -0.9601098 -0.9445460
sal + phosphate_star Atlantic (28.1,28.15] -0.9572618 -0.9660944 -0.9484292
sal + phosphate_star Atlantic (28.15,28.2] -0.9688582 -0.9715325 -0.9661839
sal + phosphate_star Atlantic (28.2, Inf] -0.9837783 -0.9868409 -0.9807157
sal + phosphate_star Indian (-Inf,26] -0.6316734 -0.8259016 -0.4374451
sal + phosphate_star Indian (26,26.5] -0.7678686 -0.9489047 -0.5868325
sal + phosphate_star Indian (26.5,26.75] -0.5883482 -0.9058060 -0.2708903
sal + phosphate_star Indian (26.75,27] -0.7398775 -0.9133070 -0.5664481
sal + phosphate_star Indian (27,27.25] -0.8616817 -0.9135172 -0.8098462
sal + phosphate_star Indian (27.25,27.5] -0.8968280 -0.9001626 -0.8934933
sal + phosphate_star Indian (27.5,27.75] -0.8932547 -0.9000056 -0.8865038
sal + phosphate_star Indian (27.75,27.85] -0.8377365 -0.8428726 -0.8326003
sal + phosphate_star Indian (27.85,27.95] -0.8553769 -0.9059723 -0.8047816
sal + phosphate_star Indian (27.95,28.05] -0.8888729 -0.9434422 -0.8343036
sal + phosphate_star Indian (28.05,28.1] -0.8244813 -0.9136156 -0.7353471
sal + phosphate_star Indian (28.1,28.2] -0.8142869 -0.8527091 -0.7758648
sal + phosphate_star Indian (28.2,28.3] -0.8204367 -0.8286819 -0.8121915
sal + phosphate_star Indian (28.3,28.4] -0.7540649 -0.7682043 -0.7399255
sal + phosphate_star Indian (28.4, Inf] -0.6345385 -0.6345385 -0.6345385
sal + phosphate_star Pacific (-Inf,26] -0.5671568 -0.6163586 -0.5179550
sal + phosphate_star Pacific (26,26.5] -0.7492830 -0.7546064 -0.7439595
sal + phosphate_star Pacific (26.5,26.75] -0.8401389 -0.8555849 -0.8246929
sal + phosphate_star Pacific (26.75,27] -0.8853189 -0.8988388 -0.8717989
sal + phosphate_star Pacific (27,27.25] -0.7787101 -0.7819670 -0.7754532
sal + phosphate_star Pacific (27.25,27.5] -0.4227262 -0.4269772 -0.4184753
sal + phosphate_star Pacific (27.5,27.75] -0.2060929 -0.3055264 -0.1066595
sal + phosphate_star Pacific (27.75,27.85] 0.0188049 -0.3131728 0.3507826
sal + phosphate_star Pacific (27.85,27.95] -0.0910719 -0.3488551 0.1667113
sal + phosphate_star Pacific (27.95,28.05] -0.5420692 -0.6993649 -0.3847734
sal + phosphate_star Pacific (28.05,28.1] -0.7349068 -0.8188645 -0.6509491
sal + phosphate_star Pacific (28.1,28.2] -0.4726678 -0.5556457 -0.3896900
sal + phosphate_star Pacific (28.2,28.3] -0.6023203 -0.7323263 -0.4723143
sal + phosphate_star Pacific (28.3,28.4] -0.6413172 -0.7681529 -0.5144814
sal + phosphate_star Pacific (28.4, Inf] -0.1539540 -0.1539540 -0.1539540
sal + silicate Atlantic (-Inf,26] -0.6780195 -0.6985543 -0.6574847
sal + silicate Atlantic (26,26.5] -0.6444406 -0.6447784 -0.6441027
sal + silicate Atlantic (26.5,26.75] -0.6133373 -0.6412850 -0.5853896
sal + silicate Atlantic (26.75,27] -0.5706604 -0.6157127 -0.5256081
sal + silicate Atlantic (27,27.25] -0.6211018 -0.6549572 -0.5872464
sal + silicate Atlantic (27.25,27.5] -0.7402946 -0.7641975 -0.7163917
sal + silicate Atlantic (27.5,27.75] -0.7948116 -0.7999401 -0.7896831
sal + silicate Atlantic (27.75,27.85] -0.7136983 -0.7700384 -0.6573582
sal + silicate Atlantic (27.85,27.95] -0.7553278 -0.7986377 -0.7120179
sal + silicate Atlantic (27.95,28.05] -0.8283343 -0.8628643 -0.7938042
sal + silicate Atlantic (28.05,28.1] -0.8776791 -0.8892611 -0.8660972
sal + silicate Atlantic (28.1,28.15] -0.9024690 -0.9123779 -0.8925602
sal + silicate Atlantic (28.15,28.2] -0.9243804 -0.9255208 -0.9232399
sal + silicate Atlantic (28.2, Inf] -0.9134428 -0.9438563 -0.8830293
sal + silicate Indian (-Inf,26] -0.8128626 -0.8974231 -0.7283020
sal + silicate Indian (26,26.5] -0.7893291 -0.8822774 -0.6963807
sal + silicate Indian (26.5,26.75] -0.3521308 -0.5301147 -0.1741469
sal + silicate Indian (26.75,27] 0.3651875 0.2059861 0.5243888
sal + silicate Indian (27,27.25] 0.6091499 0.5652129 0.6530869
sal + silicate Indian (27.25,27.5] 0.7220972 0.6751517 0.7690426
sal + silicate Indian (27.5,27.75] 0.7786431 0.7042093 0.8530769
sal + silicate Indian (27.75,27.85] 0.8223372 0.7994387 0.8452357
sal + silicate Indian (27.85,27.95] 0.6844172 0.6061678 0.7626666
sal + silicate Indian (27.95,28.05] 0.3934140 0.3044278 0.4824001
sal + silicate Indian (28.05,28.1] 0.0448241 -0.1198032 0.2094514
sal + silicate Indian (28.1,28.2] -0.0431809 -0.1613409 0.0749792
sal + silicate Indian (28.2,28.3] 0.0598166 -0.2239358 0.3435690
sal + silicate Indian (28.3,28.4] 0.5866098 0.5330116 0.6402080
sal + silicate Indian (28.4, Inf] 0.6335676 0.6335676 0.6335676
sal + silicate Pacific (-Inf,26] -0.6013956 -0.6585457 -0.5442456
sal + silicate Pacific (26,26.5] -0.6247363 -0.6318490 -0.6176235
sal + silicate Pacific (26.5,26.75] -0.7014585 -0.7333397 -0.6695772
sal + silicate Pacific (26.75,27] -0.7201851 -0.7431868 -0.6971834
sal + silicate Pacific (27,27.25] -0.5288602 -0.5427883 -0.5149321
sal + silicate Pacific (27.25,27.5] -0.2098338 -0.2187419 -0.2009256
sal + silicate Pacific (27.5,27.75] -0.0563941 -0.1029872 -0.0098009
sal + silicate Pacific (27.75,27.85] -0.1947073 -0.3830456 -0.0063690
sal + silicate Pacific (27.85,27.95] -0.3716848 -0.5358625 -0.2075071
sal + silicate Pacific (27.95,28.05] -0.5881889 -0.6715057 -0.5048721
sal + silicate Pacific (28.05,28.1] -0.8410848 -0.8558834 -0.8262862
sal + silicate Pacific (28.1,28.2] -0.8804246 -0.9110248 -0.8498244
sal + silicate Pacific (28.2,28.3] 0.0708399 -0.1232823 0.2649622
sal + silicate Pacific (28.3,28.4] 0.7341560 0.6811658 0.7871462
sal + silicate Pacific (28.4, Inf] -0.7567175 -0.7567175 -0.7567175
sal + temp Atlantic (-Inf,26] 0.9188666 0.8996832 0.9380499
sal + temp Atlantic (26,26.5] 0.9633084 0.9599207 0.9666962
sal + temp Atlantic (26.5,26.75] 0.9884612 0.9883749 0.9885474
sal + temp Atlantic (26.75,27] 0.9792362 0.9772411 0.9812313
sal + temp Atlantic (27,27.25] 0.9798997 0.9783626 0.9814368
sal + temp Atlantic (27.25,27.5] 0.9762173 0.9747829 0.9776517
sal + temp Atlantic (27.5,27.75] 0.9683415 0.9673219 0.9693611
sal + temp Atlantic (27.75,27.85] 0.9856888 0.9850376 0.9863401
sal + temp Atlantic (27.85,27.95] 0.9638517 0.9601202 0.9675833
sal + temp Atlantic (27.95,28.05] 0.9447140 0.9438674 0.9455606
sal + temp Atlantic (28.05,28.1] 0.9683932 0.9683079 0.9684786
sal + temp Atlantic (28.1,28.15] 0.9608127 0.9475659 0.9740595
sal + temp Atlantic (28.15,28.2] 0.7224694 0.5242931 0.9206457
sal + temp Atlantic (28.2, Inf] 0.4304411 0.4146587 0.4462235
sal + temp Indian (-Inf,26] 0.4981505 0.4801949 0.5161060
sal + temp Indian (26,26.5] 0.8727076 0.8693868 0.8760285
sal + temp Indian (26.5,26.75] 0.9300020 0.9173476 0.9426564
sal + temp Indian (26.75,27] 0.9673522 0.9570493 0.9776551
sal + temp Indian (27,27.25] 0.9616798 0.9609638 0.9623959
sal + temp Indian (27.25,27.5] 0.9444515 0.9250307 0.9638723
sal + temp Indian (27.5,27.75] 0.8995151 0.8639711 0.9350591
sal + temp Indian (27.75,27.85] 0.9285301 0.9069709 0.9500894
sal + temp Indian (27.85,27.95] 0.9360894 0.9319098 0.9402691
sal + temp Indian (27.95,28.05] 0.9474463 0.9350837 0.9598088
sal + temp Indian (28.05,28.1] 0.9320535 0.9232172 0.9408897
sal + temp Indian (28.1,28.2] 0.8587356 0.8438773 0.8735938
sal + temp Indian (28.2,28.3] 0.9029332 0.8874248 0.9184416
sal + temp Indian (28.3,28.4] 0.9167833 0.9126581 0.9209084
sal + temp Indian (28.4, Inf] 0.6085735 0.6085735 0.6085735
sal + temp Pacific (-Inf,26] 0.7784206 0.7589250 0.7979162
sal + temp Pacific (26,26.5] 0.9286710 0.9229292 0.9344129
sal + temp Pacific (26.5,26.75] 0.9753437 0.9738454 0.9768420
sal + temp Pacific (26.75,27] 0.9687649 0.9658121 0.9717177
sal + temp Pacific (27,27.25] 0.9312523 0.9274499 0.9350548
sal + temp Pacific (27.25,27.5] 0.8060785 0.8029447 0.8092122
sal + temp Pacific (27.5,27.75] 0.5737594 0.5275773 0.6199415
sal + temp Pacific (27.75,27.85] 0.7156687 0.6338096 0.7975278
sal + temp Pacific (27.85,27.95] 0.5274052 0.3982877 0.6565227
sal + temp Pacific (27.95,28.05] 0.3995345 0.2665769 0.5324921
sal + temp Pacific (28.05,28.1] 0.1441164 0.0964474 0.1917854
sal + temp Pacific (28.1,28.2] -0.5712638 -0.6546557 -0.4878718
sal + temp Pacific (28.2,28.3] 0.6858035 0.6555438 0.7160633
sal + temp Pacific (28.3,28.4] 0.8274278 0.7375546 0.9173010
sal + temp Pacific (28.4, Inf] -0.3231053 -0.3231053 -0.3231053
silicate + phosphate Atlantic (-Inf,26] 0.7115404 0.7059055 0.7171752
silicate + phosphate Atlantic (26,26.5] 0.8864393 0.8442459 0.9286328
silicate + phosphate Atlantic (26.5,26.75] 0.9301628 0.9070454 0.9532801
silicate + phosphate Atlantic (26.75,27] 0.9254967 0.9157185 0.9352748
silicate + phosphate Atlantic (27,27.25] 0.9317758 0.9312001 0.9323515
silicate + phosphate Atlantic (27.25,27.5] 0.8709943 0.8441743 0.8978143
silicate + phosphate Atlantic (27.5,27.75] 0.8759515 0.8644011 0.8875019
silicate + phosphate Atlantic (27.75,27.85] 0.9477895 0.9461340 0.9494450
silicate + phosphate Atlantic (27.85,27.95] 0.9700158 0.9682613 0.9717703
silicate + phosphate Atlantic (27.95,28.05] 0.9803913 0.9798653 0.9809173
silicate + phosphate Atlantic (28.05,28.1] 0.9892559 0.9889481 0.9895637
silicate + phosphate Atlantic (28.1,28.15] 0.9910870 0.9908823 0.9912917
silicate + phosphate Atlantic (28.15,28.2] 0.9895609 0.9881528 0.9909689
silicate + phosphate Atlantic (28.2, Inf] 0.9871996 0.9841494 0.9902497
silicate + phosphate Indian (-Inf,26] 0.9305210 0.8965902 0.9644519
silicate + phosphate Indian (26,26.5] 0.9472134 0.9324759 0.9619510
silicate + phosphate Indian (26.5,26.75] 0.9616112 0.9570208 0.9662016
silicate + phosphate Indian (26.75,27] 0.9436890 0.9302357 0.9571424
silicate + phosphate Indian (27,27.25] 0.9258174 0.9234312 0.9282036
silicate + phosphate Indian (27.25,27.5] 0.9157933 0.8883188 0.9432677
silicate + phosphate Indian (27.5,27.75] 0.8564000 0.8088177 0.9039824
silicate + phosphate Indian (27.75,27.85] 0.8700199 0.8663250 0.8737147
silicate + phosphate Indian (27.85,27.95] 0.8996965 0.8994338 0.8999593
silicate + phosphate Indian (27.95,28.05] 0.9125168 0.9069798 0.9180537
silicate + phosphate Indian (28.05,28.1] 0.9480949 0.9360126 0.9601773
silicate + phosphate Indian (28.1,28.2] 0.8720820 0.8605369 0.8836271
silicate + phosphate Indian (28.2,28.3] 0.4754088 0.4634166 0.4874010
silicate + phosphate Indian (28.3,28.4] 0.5321116 0.4911087 0.5731144
silicate + phosphate Indian (28.4, Inf] 0.9037388 0.9037388 0.9037388
silicate + phosphate Pacific (-Inf,26] 0.6622445 0.6582232 0.6662658
silicate + phosphate Pacific (26,26.5] 0.7360543 0.7297916 0.7423169
silicate + phosphate Pacific (26.5,26.75] 0.6785900 0.6752340 0.6819460
silicate + phosphate Pacific (26.75,27] 0.8072142 0.7976244 0.8168040
silicate + phosphate Pacific (27,27.25] 0.9040156 0.8988672 0.9091640
silicate + phosphate Pacific (27.25,27.5] 0.8939225 0.8917334 0.8961116
silicate + phosphate Pacific (27.5,27.75] 0.8934698 0.8901530 0.8967866
silicate + phosphate Pacific (27.75,27.85] 0.9480699 0.9462916 0.9498482
silicate + phosphate Pacific (27.85,27.95] 0.9631170 0.9588982 0.9673357
silicate + phosphate Pacific (27.95,28.05] 0.9578462 0.9472149 0.9684775
silicate + phosphate Pacific (28.05,28.1] 0.9591200 0.9481462 0.9700938
silicate + phosphate Pacific (28.1,28.2] 0.9481237 0.9449471 0.9513004
silicate + phosphate Pacific (28.2,28.3] 0.3646351 0.3511446 0.3781256
silicate + phosphate Pacific (28.3,28.4] 0.7622076 0.7442496 0.7801657
silicate + phosphate Pacific (28.4, Inf] -0.0086643 -0.0086643 -0.0086643
silicate + phosphate_star Atlantic (-Inf,26] 0.6243783 0.5360386 0.7127180
silicate + phosphate_star Atlantic (26,26.5] 0.7398742 0.7224723 0.7572761
silicate + phosphate_star Atlantic (26.5,26.75] 0.7227527 0.6993663 0.7461392
silicate + phosphate_star Atlantic (26.75,27] 0.6165460 0.5689601 0.6641319
silicate + phosphate_star Atlantic (27,27.25] 0.6412248 0.6012554 0.6811941
silicate + phosphate_star Atlantic (27.25,27.5] 0.8178700 0.7815785 0.8541616
silicate + phosphate_star Atlantic (27.5,27.75] 0.9071781 0.8991179 0.9152384
silicate + phosphate_star Atlantic (27.75,27.85] 0.9136984 0.8954958 0.9319010
silicate + phosphate_star Atlantic (27.85,27.95] 0.9245374 0.9186319 0.9304429
silicate + phosphate_star Atlantic (27.95,28.05] 0.9215938 0.9131312 0.9300564
silicate + phosphate_star Atlantic (28.05,28.1] 0.9434361 0.9417833 0.9450888
silicate + phosphate_star Atlantic (28.1,28.15] 0.9637609 0.9633514 0.9641704
silicate + phosphate_star Atlantic (28.15,28.2] 0.9694370 0.9673985 0.9714754
silicate + phosphate_star Atlantic (28.2, Inf] 0.9326813 0.9211194 0.9442432
silicate + phosphate_star Indian (-Inf,26] 0.9360962 0.9233813 0.9488110
silicate + phosphate_star Indian (26,26.5] 0.9292998 0.9158157 0.9427839
silicate + phosphate_star Indian (26.5,26.75] 0.7933037 0.7170473 0.8695602
silicate + phosphate_star Indian (26.75,27] 0.1287758 0.1269362 0.1306155
silicate + phosphate_star Indian (27,27.25] -0.3166329 -0.3921750 -0.2410907
silicate + phosphate_star Indian (27.25,27.5] -0.5786286 -0.6404676 -0.5167896
silicate + phosphate_star Indian (27.5,27.75] -0.6959467 -0.7084427 -0.6834508
silicate + phosphate_star Indian (27.75,27.85] -0.5616494 -0.6384052 -0.4848936
silicate + phosphate_star Indian (27.85,27.95] -0.3447049 -0.3768285 -0.3125813
silicate + phosphate_star Indian (27.95,28.05] -0.0509372 -0.0704830 -0.0313915
silicate + phosphate_star Indian (28.05,28.1] 0.3582842 0.3486497 0.3679187
silicate + phosphate_star Indian (28.1,28.2] 0.2840227 0.2145643 0.3534811
silicate + phosphate_star Indian (28.2,28.3] 0.1689869 -0.0510119 0.3889858
silicate + phosphate_star Indian (28.3,28.4] -0.2757441 -0.3576608 -0.1938275
silicate + phosphate_star Indian (28.4, Inf] -0.9443340 -0.9443340 -0.9443340
silicate + phosphate_star Pacific (-Inf,26] 0.6814619 0.6321461 0.7307776
silicate + phosphate_star Pacific (26,26.5] 0.7735116 0.7708480 0.7761752
silicate + phosphate_star Pacific (26.5,26.75] 0.7516550 0.7345018 0.7688082
silicate + phosphate_star Pacific (26.75,27] 0.7110142 0.6982126 0.7238159
silicate + phosphate_star Pacific (27,27.25] 0.3817031 0.3335611 0.4298452
silicate + phosphate_star Pacific (27.25,27.5] -0.3017702 -0.3142884 -0.2892521
silicate + phosphate_star Pacific (27.5,27.75] -0.5839610 -0.5848701 -0.5830520
silicate + phosphate_star Pacific (27.75,27.85] -0.6187812 -0.6291380 -0.6084243
silicate + phosphate_star Pacific (27.85,27.95] -0.2320381 -0.2486910 -0.2153853
silicate + phosphate_star Pacific (27.95,28.05] 0.3586493 0.3580592 0.3592393
silicate + phosphate_star Pacific (28.05,28.1] 0.6423501 0.5670265 0.7176737
silicate + phosphate_star Pacific (28.1,28.2] 0.3342230 0.2809055 0.3875405
silicate + phosphate_star Pacific (28.2,28.3] 0.3978902 0.2124150 0.5833654
silicate + phosphate_star Pacific (28.3,28.4] -0.6031729 -0.6685924 -0.5377534
silicate + phosphate_star Pacific (28.4, Inf] -0.5017881 -0.5017881 -0.5017881
temp + aou Atlantic (-Inf,26] 0.3109851 0.2065777 0.4153926
temp + aou Atlantic (26,26.5] -0.1240891 -0.1375970 -0.1105812
temp + aou Atlantic (26.5,26.75] -0.2961614 -0.3356282 -0.2566947
temp + aou Atlantic (26.75,27] -0.1652205 -0.2110913 -0.1193497
temp + aou Atlantic (27,27.25] 0.0362660 -0.0152881 0.0878202
temp + aou Atlantic (27.25,27.5] 0.0182715 -0.0475036 0.0840467
temp + aou Atlantic (27.5,27.75] -0.3210311 -0.3250191 -0.3170432
temp + aou Atlantic (27.75,27.85] -0.4268036 -0.5076909 -0.3459162
temp + aou Atlantic (27.85,27.95] -0.4040369 -0.4555234 -0.3525504
temp + aou Atlantic (27.95,28.05] -0.4839005 -0.5222834 -0.4455175
temp + aou Atlantic (28.05,28.1] -0.6314017 -0.6328129 -0.6299906
temp + aou Atlantic (28.1,28.15] -0.6823311 -0.7186538 -0.6460084
temp + aou Atlantic (28.15,28.2] -0.5498860 -0.7650839 -0.3346880
temp + aou Atlantic (28.2, Inf] -0.0368552 -0.0429035 -0.0308069
temp + aou Indian (-Inf,26] -0.4907480 -0.6025399 -0.3789562
temp + aou Indian (26,26.5] -0.4824286 -0.6132122 -0.3516450
temp + aou Indian (26.5,26.75] -0.1293548 -0.3100568 0.0513471
temp + aou Indian (26.75,27] 0.3466404 0.1900762 0.5032046
temp + aou Indian (27,27.25] 0.7531176 0.7072758 0.7989594
temp + aou Indian (27.25,27.5] 0.8646565 0.8267993 0.9025136
temp + aou Indian (27.5,27.75] 0.9035635 0.8860252 0.9211018
temp + aou Indian (27.75,27.85] 0.9267638 0.9024984 0.9510291
temp + aou Indian (27.85,27.95] 0.8954800 0.8923777 0.8985822
temp + aou Indian (27.95,28.05] 0.7536621 0.7354142 0.7719100
temp + aou Indian (28.05,28.1] 0.4503104 0.3581540 0.5424667
temp + aou Indian (28.1,28.2] 0.5170230 0.4129034 0.6211427
temp + aou Indian (28.2,28.3] 0.6050981 0.5605000 0.6496961
temp + aou Indian (28.3,28.4] 0.9225722 0.9124364 0.9327079
temp + aou Indian (28.4, Inf] 0.9934609 0.9934609 0.9934609
temp + aou Pacific (-Inf,26] -0.0868954 -0.0952075 -0.0785834
temp + aou Pacific (26,26.5] -0.1505208 -0.1835390 -0.1175027
temp + aou Pacific (26.5,26.75] 0.0928101 0.0877369 0.0978832
temp + aou Pacific (26.75,27] -0.0953505 -0.1054814 -0.0852195
temp + aou Pacific (27,27.25] -0.2090660 -0.2579597 -0.1601723
temp + aou Pacific (27.25,27.5] -0.0223105 -0.0348404 -0.0097805
temp + aou Pacific (27.5,27.75] 0.0739964 -0.0523329 0.2003256
temp + aou Pacific (27.75,27.85] -0.0587438 -0.3010488 0.1835612
temp + aou Pacific (27.85,27.95] -0.0978745 -0.3092753 0.1135263
temp + aou Pacific (27.95,28.05] -0.0371209 -0.2434804 0.1692386
temp + aou Pacific (28.05,28.1] -0.0074979 -0.1735985 0.1586027
temp + aou Pacific (28.1,28.2] 0.8131835 0.8128105 0.8135566
temp + aou Pacific (28.2,28.3] 0.6580950 0.6071755 0.7090144
temp + aou Pacific (28.3,28.4] 0.9732680 0.9657120 0.9808239
temp + aou Pacific (28.4, Inf] 0.8827222 0.8827222 0.8827222
temp + nitrate Atlantic (-Inf,26] 0.0226831 -0.0055257 0.0508918
temp + nitrate Atlantic (26,26.5] -0.4945261 -0.5113398 -0.4777124
temp + nitrate Atlantic (26.5,26.75] -0.5629691 -0.5660045 -0.5599336
temp + nitrate Atlantic (26.75,27] -0.5279622 -0.5639781 -0.4919464
temp + nitrate Atlantic (27,27.25] -0.5294078 -0.5617337 -0.4970819
temp + nitrate Atlantic (27.25,27.5] -0.6070970 -0.6099397 -0.6042543
temp + nitrate Atlantic (27.5,27.75] -0.7291386 -0.7508664 -0.7074107
temp + nitrate Atlantic (27.75,27.85] -0.6968965 -0.7313650 -0.6624280
temp + nitrate Atlantic (27.85,27.95] -0.6627285 -0.6932653 -0.6321916
temp + nitrate Atlantic (27.95,28.05] -0.7162220 -0.7389880 -0.6934560
temp + nitrate Atlantic (28.05,28.1] -0.7831273 -0.7926046 -0.7736500
temp + nitrate Atlantic (28.1,28.15] -0.7760661 -0.8138176 -0.7383146
temp + nitrate Atlantic (28.15,28.2] -0.5658030 -0.7874775 -0.3441285
temp + nitrate Atlantic (28.2, Inf] -0.2581626 -0.2652442 -0.2510811
temp + nitrate Indian (-Inf,26] -0.5761943 -0.6556656 -0.4967230
temp + nitrate Indian (26,26.5] -0.6394348 -0.7008387 -0.5780309
temp + nitrate Indian (26.5,26.75] -0.3520478 -0.4924954 -0.2116003
temp + nitrate Indian (26.75,27] -0.0374828 -0.2424741 0.1675086
temp + nitrate Indian (27,27.25] 0.2503559 0.0790681 0.4216438
temp + nitrate Indian (27.25,27.5] 0.5527455 0.4583816 0.6471093
temp + nitrate Indian (27.5,27.75] 0.7232786 0.6615761 0.7849812
temp + nitrate Indian (27.75,27.85] 0.6851379 0.5602741 0.8100018
temp + nitrate Indian (27.85,27.95] 0.5799776 0.5218256 0.6381296
temp + nitrate Indian (27.95,28.05] 0.2287594 0.1355643 0.3219544
temp + nitrate Indian (28.05,28.1] 0.0730974 -0.1255911 0.2717860
temp + nitrate Indian (28.1,28.2] 0.1379717 -0.0621959 0.3381392
temp + nitrate Indian (28.2,28.3] -0.3103031 -0.4704545 -0.1501517
temp + nitrate Indian (28.3,28.4] 0.4522916 0.3856141 0.5189690
temp + nitrate Indian (28.4, Inf] 0.8864199 0.8864199 0.8864199
temp + nitrate Pacific (-Inf,26] -0.4315156 -0.4661574 -0.3968739
temp + nitrate Pacific (26,26.5] -0.5006703 -0.5178775 -0.4834632
temp + nitrate Pacific (26.5,26.75] -0.3340637 -0.3713053 -0.2968220
temp + nitrate Pacific (26.75,27] -0.4108191 -0.4344844 -0.3871538
temp + nitrate Pacific (27,27.25] -0.3587587 -0.4085727 -0.3089447
temp + nitrate Pacific (27.25,27.5] -0.0978065 -0.1009486 -0.0946644
temp + nitrate Pacific (27.5,27.75] 0.0388601 -0.0743625 0.1520826
temp + nitrate Pacific (27.75,27.85] -0.0597760 -0.2716843 0.1521322
temp + nitrate Pacific (27.85,27.95] -0.1000316 -0.2856562 0.0855930
temp + nitrate Pacific (27.95,28.05] -0.0935777 -0.2653304 0.0781750
temp + nitrate Pacific (28.05,28.1] -0.0562184 -0.2238482 0.1114115
temp + nitrate Pacific (28.1,28.2] 0.7642730 0.7579428 0.7706032
temp + nitrate Pacific (28.2,28.3] -0.3109989 -0.3549611 -0.2670367
temp + nitrate Pacific (28.3,28.4] 0.8343147 0.8036615 0.8649680
temp + nitrate Pacific (28.4, Inf] 0.5274362 0.5274362 0.5274362
temp + phosphate Atlantic (-Inf,26] -0.4888351 -0.5148166 -0.4628535
temp + phosphate Atlantic (26,26.5] -0.7483471 -0.7581970 -0.7384971
temp + phosphate Atlantic (26.5,26.75] -0.7137067 -0.7213841 -0.7060293
temp + phosphate Atlantic (26.75,27] -0.6548361 -0.6761724 -0.6334998
temp + phosphate Atlantic (27,27.25] -0.6382829 -0.6583948 -0.6181710
temp + phosphate Atlantic (27.25,27.5] -0.6912374 -0.6972934 -0.6851814
temp + phosphate Atlantic (27.5,27.75] -0.7789342 -0.7961899 -0.7616785
temp + phosphate Atlantic (27.75,27.85] -0.7323131 -0.7629290 -0.7016972
temp + phosphate Atlantic (27.85,27.95] -0.6852316 -0.7186695 -0.6517937
temp + phosphate Atlantic (27.95,28.05] -0.7314113 -0.7533168 -0.7095058
temp + phosphate Atlantic (28.05,28.1] -0.7962065 -0.8054536 -0.7869593
temp + phosphate Atlantic (28.1,28.15] -0.7936102 -0.8309172 -0.7563031
temp + phosphate Atlantic (28.15,28.2] -0.5750783 -0.7966861 -0.3534706
temp + phosphate Atlantic (28.2, Inf] -0.2641046 -0.2710374 -0.2571718
temp + phosphate Indian (-Inf,26] -0.5250016 -0.6459149 -0.4040883
temp + phosphate Indian (26,26.5] -0.5368084 -0.6921857 -0.3814311
temp + phosphate Indian (26.5,26.75] -0.2421536 -0.4711597 -0.0131476
temp + phosphate Indian (26.75,27] 0.0521542 -0.2055125 0.3098208
temp + phosphate Indian (27,27.25] 0.3601500 0.1517703 0.5685297
temp + phosphate Indian (27.25,27.5] 0.6480207 0.5301492 0.7658921
temp + phosphate Indian (27.5,27.75] 0.8169677 0.7776560 0.8562794
temp + phosphate Indian (27.75,27.85] 0.7672865 0.6969506 0.8376224
temp + phosphate Indian (27.85,27.95] 0.5906837 0.5335227 0.6478446
temp + phosphate Indian (27.95,28.05] 0.2555900 0.1688772 0.3423028
temp + phosphate Indian (28.05,28.1] 0.0923973 -0.1065766 0.2913712
temp + phosphate Indian (28.1,28.2] 0.1385096 -0.0695170 0.3465363
temp + phosphate Indian (28.2,28.3] -0.3317381 -0.4685441 -0.1949321
temp + phosphate Indian (28.3,28.4] 0.4574984 0.3535978 0.5613990
temp + phosphate Indian (28.4, Inf] 0.8902578 0.8902578 0.8902578
temp + phosphate Pacific (-Inf,26] -0.3382689 -0.3579697 -0.3185680
temp + phosphate Pacific (26,26.5] -0.4255578 -0.4488290 -0.4022866
temp + phosphate Pacific (26.5,26.75] -0.2668553 -0.2939982 -0.2397125
temp + phosphate Pacific (26.75,27] -0.3984635 -0.4320318 -0.3648953
temp + phosphate Pacific (27,27.25] -0.3453176 -0.3818017 -0.3088336
temp + phosphate Pacific (27.25,27.5] -0.0867688 -0.0968005 -0.0767370
temp + phosphate Pacific (27.5,27.75] 0.0591624 -0.0591863 0.1775111
temp + phosphate Pacific (27.75,27.85] -0.0365340 -0.2499070 0.1768390
temp + phosphate Pacific (27.85,27.95] -0.0922843 -0.2826719 0.0981034
temp + phosphate Pacific (27.95,28.05] -0.0941970 -0.2717655 0.0833716
temp + phosphate Pacific (28.05,28.1] -0.0401506 -0.1940254 0.1137242
temp + phosphate Pacific (28.1,28.2] 0.7673017 0.7555007 0.7791026
temp + phosphate Pacific (28.2,28.3] -0.1764611 -0.1820163 -0.1709059
temp + phosphate Pacific (28.3,28.4] 0.7325885 0.7063167 0.7588603
temp + phosphate Pacific (28.4, Inf] -0.1155025 -0.1155025 -0.1155025
temp + phosphate_star Atlantic (-Inf,26] -0.7931255 -0.8116451 -0.7746058
temp + phosphate_star Atlantic (26,26.5] -0.9647180 -0.9672565 -0.9621795
temp + phosphate_star Atlantic (26.5,26.75] -0.9749936 -0.9830239 -0.9669633
temp + phosphate_star Atlantic (26.75,27] -0.9697598 -0.9717010 -0.9678185
temp + phosphate_star Atlantic (27,27.25] -0.9607476 -0.9660684 -0.9554269
temp + phosphate_star Atlantic (27.25,27.5] -0.9518690 -0.9694757 -0.9342622
temp + phosphate_star Atlantic (27.5,27.75] -0.9427021 -0.9482334 -0.9371707
temp + phosphate_star Atlantic (27.75,27.85] -0.9267462 -0.9324488 -0.9210436
temp + phosphate_star Atlantic (27.85,27.95] -0.9096614 -0.9247592 -0.8945635
temp + phosphate_star Atlantic (27.95,28.05] -0.9072493 -0.9140572 -0.9004414
temp + phosphate_star Atlantic (28.05,28.1] -0.9098088 -0.9167877 -0.9028299
temp + phosphate_star Atlantic (28.1,28.15] -0.8830966 -0.9120523 -0.8541410
temp + phosphate_star Atlantic (28.15,28.2] -0.6375448 -0.8369992 -0.4380903
temp + phosphate_star Atlantic (28.2, Inf] -0.4606610 -0.4681639 -0.4531581
temp + phosphate_star Indian (-Inf,26] -0.6694357 -0.7914696 -0.5474018
temp + phosphate_star Indian (26,26.5] -0.7043445 -0.8685443 -0.5401447
temp + phosphate_star Indian (26.5,26.75] -0.6064666 -0.8580238 -0.3549093
temp + phosphate_star Indian (26.75,27] -0.8460249 -0.9485299 -0.7435199
temp + phosphate_star Indian (27,27.25] -0.9481785 -0.9755369 -0.9208201
temp + phosphate_star Indian (27.25,27.5] -0.9684257 -0.9760538 -0.9607975
temp + phosphate_star Indian (27.5,27.75] -0.9343176 -0.9378914 -0.9307439
temp + phosphate_star Indian (27.75,27.85] -0.9024111 -0.9045798 -0.9002424
temp + phosphate_star Indian (27.85,27.95] -0.9301393 -0.9508346 -0.9094441
temp + phosphate_star Indian (27.95,28.05] -0.8920150 -0.9306775 -0.8533525
temp + phosphate_star Indian (28.05,28.1] -0.7103709 -0.8046213 -0.6161204
temp + phosphate_star Indian (28.1,28.2] -0.7005303 -0.7387483 -0.6623123
temp + phosphate_star Indian (28.2,28.3] -0.8577347 -0.8844105 -0.8310589
temp + phosphate_star Indian (28.3,28.4] -0.8067110 -0.8188730 -0.7945490
temp + phosphate_star Indian (28.4, Inf] -0.9672777 -0.9672777 -0.9672777
temp + phosphate_star Pacific (-Inf,26] -0.7628952 -0.7833752 -0.7424152
temp + phosphate_star Pacific (26,26.5] -0.8501179 -0.8568113 -0.8434245
temp + phosphate_star Pacific (26.5,26.75] -0.8768120 -0.8924836 -0.8611404
temp + phosphate_star Pacific (26.75,27] -0.9313984 -0.9415936 -0.9212032
temp + phosphate_star Pacific (27,27.25] -0.8869462 -0.8912907 -0.8826018
temp + phosphate_star Pacific (27.25,27.5] -0.6080674 -0.6208399 -0.5952948
temp + phosphate_star Pacific (27.5,27.75] -0.4382067 -0.5494355 -0.3269778
temp + phosphate_star Pacific (27.75,27.85] -0.1454868 -0.4681026 0.1771289
temp + phosphate_star Pacific (27.85,27.95] -0.2378737 -0.4683766 -0.0073707
temp + phosphate_star Pacific (27.95,28.05] -0.4931691 -0.5993310 -0.3870072
temp + phosphate_star Pacific (28.05,28.1] -0.2042218 -0.2488322 -0.1596115
temp + phosphate_star Pacific (28.1,28.2] -0.0444517 -0.0943244 0.0054211
temp + phosphate_star Pacific (28.2,28.3] -0.7215189 -0.7979959 -0.6450420
temp + phosphate_star Pacific (28.3,28.4] -0.6858400 -0.7145063 -0.6571736
temp + phosphate_star Pacific (28.4, Inf] -0.6617605 -0.6617605 -0.6617605
temp + silicate Atlantic (-Inf,26] -0.5846235 -0.6432235 -0.5260235
temp + silicate Atlantic (26,26.5] -0.6621802 -0.6639051 -0.6604554
temp + silicate Atlantic (26.5,26.75] -0.6365400 -0.6673175 -0.6057624
temp + silicate Atlantic (26.75,27] -0.5585989 -0.5964422 -0.5207556
temp + silicate Atlantic (27,27.25] -0.5850558 -0.6180690 -0.5520427
temp + silicate Atlantic (27.25,27.5] -0.7592788 -0.7663052 -0.7522523
temp + silicate Atlantic (27.5,27.75] -0.8319844 -0.8415388 -0.8224301
temp + silicate Atlantic (27.75,27.85] -0.7470150 -0.7926002 -0.7014299
temp + silicate Atlantic (27.85,27.95] -0.7530575 -0.7886798 -0.7174353
temp + silicate Atlantic (27.95,28.05] -0.7730839 -0.7966505 -0.7495173
temp + silicate Atlantic (28.05,28.1] -0.7929202 -0.8061909 -0.7796494
temp + silicate Atlantic (28.1,28.15] -0.7870902 -0.8240257 -0.7501547
temp + silicate Atlantic (28.15,28.2] -0.5347789 -0.7599495 -0.3096082
temp + silicate Atlantic (28.2, Inf] -0.2214751 -0.2347122 -0.2082379
temp + silicate Indian (-Inf,26] -0.6380316 -0.6603864 -0.6156768
temp + silicate Indian (26,26.5] -0.6157147 -0.6805353 -0.5508941
temp + silicate Indian (26.5,26.75] -0.2513603 -0.3782039 -0.1245166
temp + silicate Indian (26.75,27] 0.2351350 0.0899329 0.3803370
temp + silicate Indian (27,27.25] 0.4491286 0.3728132 0.5254440
temp + silicate Indian (27.25,27.5] 0.5661510 0.5354110 0.5968909
temp + silicate Indian (27.5,27.75] 0.6211972 0.6054729 0.6369215
temp + silicate Indian (27.75,27.85] 0.7052963 0.6451254 0.7654671
temp + silicate Indian (27.85,27.95] 0.5569561 0.4828816 0.6310307
temp + silicate Indian (27.95,28.05] 0.3832657 0.3246145 0.4419168
temp + silicate Indian (28.05,28.1] 0.2618941 0.1170173 0.4067710
temp + silicate Indian (28.1,28.2] 0.2507829 0.1133613 0.3882045
temp + silicate Indian (28.2,28.3] -0.0016261 -0.2178073 0.2145550
temp + silicate Indian (28.3,28.4] 0.5963271 0.5093990 0.6832552
temp + silicate Indian (28.4, Inf] 0.9807079 0.9807079 0.9807079
temp + silicate Pacific (-Inf,26] -0.5600150 -0.6256940 -0.4943361
temp + silicate Pacific (26,26.5] -0.6829998 -0.6883477 -0.6776519
temp + silicate Pacific (26.5,26.75] -0.7052870 -0.7335197 -0.6770542
temp + silicate Pacific (26.75,27] -0.7071333 -0.7301765 -0.6840902
temp + silicate Pacific (27,27.25] -0.5627972 -0.5984303 -0.5271640
temp + silicate Pacific (27.25,27.5] -0.3472163 -0.3602428 -0.3341899
temp + silicate Pacific (27.5,27.75] -0.2057079 -0.3104184 -0.1009973
temp + silicate Pacific (27.75,27.85] -0.1609746 -0.3763762 0.0544270
temp + silicate Pacific (27.85,27.95] -0.2006992 -0.4206268 0.0192284
temp + silicate Pacific (27.95,28.05] -0.1956150 -0.4155552 0.0243253
temp + silicate Pacific (28.05,28.1] -0.0577373 -0.2209398 0.1054653
temp + silicate Pacific (28.1,28.2] 0.6793505 0.6744522 0.6842487
temp + silicate Pacific (28.2,28.3] -0.4279008 -0.6005559 -0.2552457
temp + silicate Pacific (28.3,28.4] 0.9455205 0.9406161 0.9504249
temp + silicate Pacific (28.4, Inf] 0.8113094 0.8113094 0.8113094 
rm(cor_predictors, cor_predictors_stats)

3.2.3 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
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# 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] 0.5302108 0.4627560 0.5976656
aou Atlantic (26,26.5] 0.0152450 -0.1115428 0.1420329
aou Atlantic (26.5,26.75] -0.4010592 -0.4106009 -0.3915175
aou Atlantic (26.75,27] -0.3273552 -0.3756754 -0.2790351
aou Atlantic (27,27.25] -0.2432945 -0.2872249 -0.1993640
aou Atlantic (27.25,27.5] -0.3716781 -0.4358645 -0.3074916
aou Atlantic (27.5,27.75] -0.7255499 -0.7419928 -0.7091070
aou Atlantic (27.75,27.85] -0.8806549 -0.9106389 -0.8506708
aou Atlantic (27.85,27.95] -0.8867048 -0.8995708 -0.8738388
aou Atlantic (27.95,28.05] -0.8386689 -0.8483468 -0.8289911
aou Atlantic (28.05,28.1] -0.8366301 -0.8397215 -0.8335387
aou Atlantic (28.1,28.15] -0.8472084 -0.8765885 -0.8178284
aou Atlantic (28.15,28.2] -0.8984475 -0.9063288 -0.8905661
aou Atlantic (28.2, Inf] -0.8611908 -0.8738698 -0.8485117
aou Indian (-Inf,26] -0.7687145 -0.9161484 -0.6212807
aou Indian (26,26.5] -0.9314795 -0.9611448 -0.9018142
aou Indian (26.5,26.75] -0.8664938 -0.9305085 -0.8024791
aou Indian (26.75,27] -0.5343326 -0.6955697 -0.3730955
aou Indian (27,27.25] 0.0484654 -0.1972247 0.2941556
aou Indian (27.25,27.5] 0.4903166 0.4027724 0.5778608
aou Indian (27.5,27.75] 0.4494325 0.3669029 0.5319621
aou Indian (27.75,27.85] 0.1237134 -0.0671719 0.3145986
aou Indian (27.85,27.95] 0.0771409 -0.0828973 0.2371791
aou Indian (27.95,28.05] 0.0531275 -0.0882650 0.1945200
aou Indian (28.05,28.1] -0.0543799 -0.0902121 -0.0185477
aou Indian (28.1,28.2] 0.1196624 0.0874820 0.1518428
aou Indian (28.2,28.3] 0.0709829 0.0466967 0.0952691
aou Indian (28.3,28.4] -0.0080504 -0.0997483 0.0836475
aou Indian (28.4, Inf] NA NA NA
aou Pacific (-Inf,26] -0.2708013 -0.3664520 -0.1751506
aou Pacific (26,26.5] -0.7026233 -0.7559245 -0.6493220
aou Pacific (26.5,26.75] -0.5808942 -0.6725045 -0.4892839
aou Pacific (26.75,27] -0.6022358 -0.6940626 -0.5104090
aou Pacific (27,27.25] 0.0743304 -0.0182043 0.1668652
aou Pacific (27.25,27.5] 0.5850834 0.5549019 0.6152650
aou Pacific (27.5,27.75] 0.7291938 0.7036789 0.7547087
aou Pacific (27.75,27.85] 0.7863601 0.7512893 0.8214308
aou Pacific (27.85,27.95] 0.7720045 0.7504579 0.7935512
aou Pacific (27.95,28.05] 0.5314983 0.5004722 0.5625245
aou Pacific (28.05,28.1] 0.3293101 0.3283833 0.3302370
aou Pacific (28.1,28.2] 0.3090817 0.2642527 0.3539107
aou Pacific (28.2,28.3] 0.0084620 -0.0134082 0.0303322
aou Pacific (28.3,28.4] -0.4536958 -0.7253338 -0.1820578
aou Pacific (28.4, Inf] -0.3270423 -0.3270423 -0.3270423
nitrate Atlantic (-Inf,26] 0.2097616 0.1885700 0.2309531
nitrate Atlantic (26,26.5] -0.3110227 -0.4398806 -0.1821648
nitrate Atlantic (26.5,26.75] -0.6218040 -0.6594139 -0.5841941
nitrate Atlantic (26.75,27] -0.6552687 -0.6781251 -0.6324124
nitrate Atlantic (27,27.25] -0.7597014 -0.7872027 -0.7322001
nitrate Atlantic (27.25,27.5] -0.8875077 -0.9036104 -0.8714050
nitrate Atlantic (27.5,27.75] -0.9635330 -0.9643160 -0.9627499
nitrate Atlantic (27.75,27.85] -0.9597315 -0.9597971 -0.9596659
nitrate Atlantic (27.85,27.95] -0.9346527 -0.9353302 -0.9339752
nitrate Atlantic (27.95,28.05] -0.8912856 -0.8997830 -0.8827882
nitrate Atlantic (28.05,28.1] -0.8806847 -0.8836440 -0.8777253
nitrate Atlantic (28.1,28.15] -0.8703688 -0.8984422 -0.8422955
nitrate Atlantic (28.15,28.2] -0.9248025 -0.9273803 -0.9222246
nitrate Atlantic (28.2, Inf] -0.9757493 -0.9769794 -0.9745193
nitrate Indian (-Inf,26] -0.7391201 -0.8813346 -0.5969055
nitrate Indian (26,26.5] -0.9104871 -0.9114289 -0.9095453
nitrate Indian (26.5,26.75] -0.8942122 -0.9078398 -0.8805846
nitrate Indian (26.75,27] -0.7479128 -0.8044730 -0.6913526
nitrate Indian (27,27.25] -0.3739906 -0.4578049 -0.2901764
nitrate Indian (27.25,27.5] 0.3021486 0.2984925 0.3058047
nitrate Indian (27.5,27.75] 0.3986580 0.3368292 0.4604868
nitrate Indian (27.75,27.85] -0.0232621 -0.1917715 0.1452473
nitrate Indian (27.85,27.95] -0.1427060 -0.2668632 -0.0185488
nitrate Indian (27.95,28.05] -0.3336053 -0.3631207 -0.3040899
nitrate Indian (28.05,28.1] -0.2765417 -0.3209688 -0.2321145
nitrate Indian (28.1,28.2] -0.1330046 -0.2260047 -0.0400045
nitrate Indian (28.2,28.3] -0.3227355 -0.3596642 -0.2858068
nitrate Indian (28.3,28.4] -0.3973879 -0.4008121 -0.3939638
nitrate Indian (28.4, Inf] NA NA NA
nitrate Pacific (-Inf,26] -0.2906018 -0.3691386 -0.2120650
nitrate Pacific (26,26.5] -0.8136098 -0.8714144 -0.7558052
nitrate Pacific (26.5,26.75] -0.7583116 -0.8051926 -0.7114307
nitrate Pacific (26.75,27] -0.7188476 -0.7600787 -0.6776165
nitrate Pacific (27,27.25] 0.0342860 -0.0484849 0.1170569
nitrate Pacific (27.25,27.5] 0.5104362 0.4797858 0.5410867
nitrate Pacific (27.5,27.75] 0.6591841 0.6375607 0.6808075
nitrate Pacific (27.75,27.85] 0.7406613 0.7112310 0.7700915
nitrate Pacific (27.85,27.95] 0.7319741 0.7145977 0.7493505
nitrate Pacific (27.95,28.05] 0.4969555 0.4704147 0.5234963
nitrate Pacific (28.05,28.1] 0.2985358 0.2964347 0.3006369
nitrate Pacific (28.1,28.2] 0.2753728 0.2213508 0.3293947
nitrate Pacific (28.2,28.3] -0.2342004 -0.4120646 -0.0563362
nitrate Pacific (28.3,28.4] -0.5601902 -0.6103966 -0.5099838
nitrate Pacific (28.4, Inf] 0.5678985 0.5678985 0.5678985
phosphate Atlantic (-Inf,26] -0.2253595 -0.3039478 -0.1467713
phosphate Atlantic (26,26.5] -0.5548426 -0.6620982 -0.4475871
phosphate Atlantic (26.5,26.75] -0.7334937 -0.7737389 -0.6932485
phosphate Atlantic (26.75,27] -0.7619683 -0.7757796 -0.7481571
phosphate Atlantic (27,27.25] -0.8410670 -0.8563099 -0.8258241
phosphate Atlantic (27.25,27.5] -0.9312231 -0.9387698 -0.9236764
phosphate Atlantic (27.5,27.75] -0.9759132 -0.9770013 -0.9748252
phosphate Atlantic (27.75,27.85] -0.9668815 -0.9692232 -0.9645398
phosphate Atlantic (27.85,27.95] -0.9405504 -0.9423894 -0.9387113
phosphate Atlantic (27.95,28.05] -0.9022426 -0.9063625 -0.8981228
phosphate Atlantic (28.05,28.1] -0.8856973 -0.8866454 -0.8847492
phosphate Atlantic (28.1,28.15] -0.8721747 -0.9020174 -0.8423319
phosphate Atlantic (28.15,28.2] -0.9282532 -0.9302880 -0.9262185
phosphate Atlantic (28.2, Inf] -0.9812998 -0.9824207 -0.9801789
phosphate Indian (-Inf,26] -0.7624301 -0.9121065 -0.6127537
phosphate Indian (26,26.5] -0.9426737 -0.9723856 -0.9129619
phosphate Indian (26.5,26.75] -0.9170011 -0.9552104 -0.8787918
phosphate Indian (26.75,27] -0.7583685 -0.8305315 -0.6862055
phosphate Indian (27,27.25] -0.3840578 -0.4884896 -0.2796260
phosphate Indian (27.25,27.5] 0.2557010 0.2211987 0.2902033
phosphate Indian (27.5,27.75] 0.3142064 0.2500524 0.3783603
phosphate Indian (27.75,27.85] -0.0751078 -0.2187652 0.0685496
phosphate Indian (27.85,27.95] -0.2020578 -0.3183409 -0.0857746
phosphate Indian (27.95,28.05] -0.3732699 -0.3948750 -0.3516648
phosphate Indian (28.05,28.1] -0.3309700 -0.3892555 -0.2726845
phosphate Indian (28.1,28.2] -0.2454468 -0.3552967 -0.1355969
phosphate Indian (28.2,28.3] -0.6359814 -0.6571760 -0.6147868
phosphate Indian (28.3,28.4] -0.6041187 -0.6176766 -0.5905609
phosphate Indian (28.4, Inf] NA NA NA
phosphate Pacific (-Inf,26] -0.2889554 -0.3535985 -0.2243123
phosphate Pacific (26,26.5] -0.8456950 -0.8866087 -0.8047813
phosphate Pacific (26.5,26.75] -0.8066319 -0.8497959 -0.7634678
phosphate Pacific (26.75,27] -0.7530203 -0.7891591 -0.7168814
phosphate Pacific (27,27.25] 0.0104649 -0.0783105 0.0992402
phosphate Pacific (27.25,27.5] 0.5025513 0.4644354 0.5406671
phosphate Pacific (27.5,27.75] 0.6338500 0.6087540 0.6589460
phosphate Pacific (27.75,27.85] 0.7027548 0.6729562 0.7325533
phosphate Pacific (27.85,27.95] 0.6916290 0.6760535 0.7072045
phosphate Pacific (27.95,28.05] 0.4183729 0.4089869 0.4277588
phosphate Pacific (28.05,28.1] 0.1888715 0.1623284 0.2154147
phosphate Pacific (28.1,28.2] 0.1634731 0.0921619 0.2347842
phosphate Pacific (28.2,28.3] -0.7041058 -0.7681737 -0.6400379
phosphate Pacific (28.3,28.4] -0.7828190 -0.8294411 -0.7361970
phosphate Pacific (28.4, Inf] 0.3535889 0.3535889 0.3535889
phosphate_star Atlantic (-Inf,26] -0.5574850 -0.6691543 -0.4458158
phosphate_star Atlantic (26,26.5] -0.7620101 -0.8351490 -0.6888712
phosphate_star Atlantic (26.5,26.75] -0.8598831 -0.8925945 -0.8271717
phosphate_star Atlantic (26.75,27] -0.9215957 -0.9221259 -0.9210655
phosphate_star Atlantic (27,27.25] -0.9362311 -0.9389139 -0.9335484
phosphate_star Atlantic (27.25,27.5] -0.9216224 -0.9252401 -0.9180047
phosphate_star Atlantic (27.5,27.75] -0.9113838 -0.9160686 -0.9066990
phosphate_star Atlantic (27.75,27.85] -0.8840898 -0.8866643 -0.8815154
phosphate_star Atlantic (27.85,27.95] -0.8292765 -0.8349488 -0.8236042
phosphate_star Atlantic (27.95,28.05] -0.8299812 -0.8392638 -0.8206986
phosphate_star Atlantic (28.05,28.1] -0.8522956 -0.8541574 -0.8504338
phosphate_star Atlantic (28.1,28.15] -0.8457331 -0.8743503 -0.8171158
phosphate_star Atlantic (28.15,28.2] -0.9158764 -0.9183812 -0.9133717
phosphate_star Atlantic (28.2, Inf] -0.9707285 -0.9721953 -0.9692618
phosphate_star Indian (-Inf,26] -0.6753833 -0.8544421 -0.4963245
phosphate_star Indian (26,26.5] -0.9074624 -0.9542897 -0.8606351
phosphate_star Indian (26.5,26.75] -0.8899113 -0.9123004 -0.8675222
phosphate_star Indian (26.75,27] -0.7479104 -0.8502058 -0.6456149
phosphate_star Indian (27,27.25] -0.6777754 -0.8527881 -0.5027627
phosphate_star Indian (27.25,27.5] -0.6479695 -0.7566130 -0.5393260
phosphate_star Indian (27.5,27.75] -0.4792524 -0.5692793 -0.3892255
phosphate_star Indian (27.75,27.85] -0.3231982 -0.4932446 -0.1531518
phosphate_star Indian (27.85,27.95] -0.3790048 -0.4581838 -0.2998257
phosphate_star Indian (27.95,28.05] -0.6001396 -0.6720284 -0.5282508
phosphate_star Indian (28.05,28.1] -0.5986796 -0.6842413 -0.5131180
phosphate_star Indian (28.1,28.2] -0.6386892 -0.6648395 -0.6125388
phosphate_star Indian (28.2,28.3] -0.5493027 -0.5771527 -0.5214527
phosphate_star Indian (28.3,28.4] -0.4104909 -0.5325648 -0.2884171
phosphate_star Indian (28.4, Inf] NA NA NA
phosphate_star Pacific (-Inf,26] -0.0559119 -0.0787581 -0.0330657
phosphate_star Pacific (26,26.5] -0.8302579 -0.8625303 -0.7979855
phosphate_star Pacific (26.5,26.75] -0.7833437 -0.8001141 -0.7665733
phosphate_star Pacific (26.75,27] -0.6248162 -0.6796905 -0.5699419
phosphate_star Pacific (27,27.25] -0.1229888 -0.1246810 -0.1212967
phosphate_star Pacific (27.25,27.5] -0.3608355 -0.3716564 -0.3500147
phosphate_star Pacific (27.5,27.75] -0.6015852 -0.6230827 -0.5800877
phosphate_star Pacific (27.75,27.85] -0.7224572 -0.7904355 -0.6544789
phosphate_star Pacific (27.85,27.95] -0.5497145 -0.6111872 -0.4882418
phosphate_star Pacific (27.95,28.05] -0.3018136 -0.3888359 -0.2147914
phosphate_star Pacific (28.05,28.1] -0.2886589 -0.3903671 -0.1869506
phosphate_star Pacific (28.1,28.2] -0.4930482 -0.6022310 -0.3838654
phosphate_star Pacific (28.2,28.3] -0.5125534 -0.6540260 -0.3710808
phosphate_star Pacific (28.3,28.4] -0.0440733 -0.3316619 0.2435153
phosphate_star Pacific (28.4, Inf] 0.4097158 0.4097158 0.4097158
sal Atlantic (-Inf,26] 0.4706604 0.2894469 0.6518739
sal Atlantic (26,26.5] 0.7097605 0.6118203 0.8077008
sal Atlantic (26.5,26.75] 0.7982261 0.7471547 0.8492975
sal Atlantic (26.75,27] 0.8756588 0.8702075 0.8811101
sal Atlantic (27,27.25] 0.8857178 0.8813851 0.8900505
sal Atlantic (27.25,27.5] 0.8524969 0.8290522 0.8759416
sal Atlantic (27.5,27.75] 0.8235486 0.8078961 0.8392011
sal Atlantic (27.75,27.85] 0.7171369 0.6942685 0.7400054
sal Atlantic (27.85,27.95] 0.6237267 0.6010212 0.6464322
sal Atlantic (27.95,28.05] 0.6470788 0.6135294 0.6806283
sal Atlantic (28.05,28.1] 0.7060041 0.6972945 0.7147137
sal Atlantic (28.1,28.15] 0.7194353 0.6802278 0.7586429
sal Atlantic (28.15,28.2] 0.8315045 0.8217416 0.8412674
sal Atlantic (28.2, Inf] 0.9503785 0.9451775 0.9555795
sal Indian (-Inf,26] 0.5917572 0.4628335 0.7206809
sal Indian (26,26.5] 0.6521291 0.4995309 0.8047274
sal Indian (26.5,26.75] 0.3768394 0.0721085 0.6815702
sal Indian (26.75,27] 0.2449228 -0.1273882 0.6172339
sal Indian (27,27.25] 0.3229247 -0.0187852 0.6646347
sal Indian (27.25,27.5] 0.4538982 0.2633983 0.6443982
sal Indian (27.5,27.75] 0.3997787 0.2272817 0.5722757
sal Indian (27.75,27.85] 0.1573626 -0.0629320 0.3776572
sal Indian (27.85,27.95] 0.2000991 0.0165675 0.3836306
sal Indian (27.95,28.05] 0.4164933 0.2727721 0.5602146
sal Indian (28.05,28.1] 0.3445077 0.1684054 0.5206100
sal Indian (28.1,28.2] 0.3199062 0.2643100 0.3755024
sal Indian (28.2,28.3] 0.2803079 0.1993472 0.3612685
sal Indian (28.3,28.4] 0.0085179 -0.0647758 0.0818116
sal Indian (28.4, Inf] NA NA NA
sal Pacific (-Inf,26] -0.0688296 -0.0722220 -0.0654373
sal Pacific (26,26.5] 0.4635215 0.4291161 0.4979270
sal Pacific (26.5,26.75] 0.4409105 0.3840672 0.4977537
sal Pacific (26.75,27] 0.3289974 0.2396131 0.4183817
sal Pacific (27,27.25] -0.4090394 -0.4096645 -0.4084142
sal Pacific (27.25,27.5] -0.4885717 -0.4926311 -0.4845122
sal Pacific (27.5,27.75] -0.3076618 -0.3502255 -0.2650980
sal Pacific (27.75,27.85] -0.4083184 -0.5718257 -0.2448111
sal Pacific (27.85,27.95] -0.4101172 -0.5352797 -0.2849547
sal Pacific (27.95,28.05] -0.2463451 -0.3064780 -0.1862122
sal Pacific (28.05,28.1] -0.1807463 -0.1921634 -0.1693291
sal Pacific (28.1,28.2] -0.1926782 -0.2366604 -0.1486960
sal Pacific (28.2,28.3] 0.0125417 -0.0323999 0.0574834
sal Pacific (28.3,28.4] -0.2879270 -0.5458152 -0.0300388
sal Pacific (28.4, Inf] -0.7565985 -0.7565985 -0.7565985
silicate Atlantic (-Inf,26] -0.2621217 -0.3497480 -0.1744953
silicate Atlantic (26,26.5] -0.5155757 -0.6411741 -0.3899774
silicate Atlantic (26.5,26.75] -0.6467611 -0.7018023 -0.5917198
silicate Atlantic (26.75,27] -0.6542191 -0.6785388 -0.6298993
silicate Atlantic (27,27.25] -0.7561510 -0.7699853 -0.7423168
silicate Atlantic (27.25,27.5] -0.8502451 -0.8818523 -0.8186380
silicate Atlantic (27.5,27.75] -0.8434751 -0.8656402 -0.8213100
silicate Atlantic (27.75,27.85] -0.8719168 -0.8763485 -0.8674851
silicate Atlantic (27.85,27.95] -0.8697845 -0.8797331 -0.8598359
silicate Atlantic (27.95,28.05] -0.8465970 -0.8467059 -0.8464881
silicate Atlantic (28.05,28.1] -0.8482411 -0.8516737 -0.8448085
silicate Atlantic (28.1,28.15] -0.8509731 -0.8791962 -0.8227500
silicate Atlantic (28.15,28.2] -0.9168051 -0.9184619 -0.9151483
silicate Atlantic (28.2, Inf] -0.9618300 -0.9663431 -0.9573168
silicate Indian (-Inf,26] -0.7176546 -0.8269183 -0.6083909
silicate Indian (26,26.5] -0.9132405 -0.9260009 -0.9004800
silicate Indian (26.5,26.75] -0.8777136 -0.9319156 -0.8235115
silicate Indian (26.75,27] -0.5883671 -0.7266758 -0.4500584
silicate Indian (27,27.25] -0.1825827 -0.3454431 -0.0197224
silicate Indian (27.25,27.5] 0.4209567 0.4195345 0.4223788
silicate Indian (27.5,27.75] 0.5839274 0.5631216 0.6047332
silicate Indian (27.75,27.85] 0.1810473 0.0934276 0.2686671
silicate Indian (27.85,27.95] -0.0033722 -0.1154749 0.1087306
silicate Indian (27.95,28.05] -0.1447608 -0.1965644 -0.0929572
silicate Indian (28.05,28.1] -0.1716190 -0.1788359 -0.1644021
silicate Indian (28.1,28.2] -0.0869743 -0.1359147 -0.0380339
silicate Indian (28.2,28.3] -0.2461760 -0.3418853 -0.1504667
silicate Indian (28.3,28.4] -0.3020435 -0.3091781 -0.2949090
silicate Indian (28.4, Inf] NA NA NA
silicate Pacific (-Inf,26] -0.2405403 -0.3150837 -0.1659970
silicate Pacific (26,26.5] -0.7056776 -0.7345244 -0.6768308
silicate Pacific (26.5,26.75] -0.6224440 -0.6225841 -0.6223040
silicate Pacific (26.75,27] -0.5042333 -0.5165561 -0.4919104
silicate Pacific (27,27.25] 0.3226225 0.2551696 0.3900754
silicate Pacific (27.25,27.5] 0.7942218 0.7731651 0.8152786
silicate Pacific (27.5,27.75] 0.8665327 0.8565296 0.8765358
silicate Pacific (27.75,27.85] 0.8271213 0.8055837 0.8486589
silicate Pacific (27.85,27.95] 0.7707138 0.7501222 0.7913054
silicate Pacific (27.95,28.05] 0.4938496 0.4583608 0.5293385
silicate Pacific (28.05,28.1] 0.2862315 0.2846786 0.2877844
silicate Pacific (28.1,28.2] 0.2723304 0.2442584 0.3004023
silicate Pacific (28.2,28.3] -0.2027279 -0.2218634 -0.1835924
silicate Pacific (28.3,28.4] -0.5859443 -0.7190189 -0.4528697
silicate Pacific (28.4, Inf] 0.2765553 0.2765553 0.2765553
temp Atlantic (-Inf,26] 0.2805178 0.1101572 0.4508784
temp Atlantic (26,26.5] 0.6796146 0.6084935 0.7507358
temp Atlantic (26.5,26.75] 0.7826658 0.7167395 0.8485921
temp Atlantic (26.75,27] 0.8325049 0.8254481 0.8395618
temp Atlantic (27,27.25] 0.8372015 0.8271292 0.8472739
temp Atlantic (27.25,27.5] 0.8051559 0.7692896 0.8410222
temp Atlantic (27.5,27.75] 0.7759474 0.7637962 0.7880985
temp Atlantic (27.75,27.85] 0.7070850 0.6965195 0.7176504
temp Atlantic (27.85,27.95] 0.6039841 0.5866455 0.6213227
temp Atlantic (27.95,28.05] 0.6081996 0.5854453 0.6309539
temp Atlantic (28.05,28.1] 0.6330189 0.6282518 0.6377860
temp Atlantic (28.1,28.15] 0.5863365 0.5194399 0.6532331
temp Atlantic (28.15,28.2] 0.3756890 0.1468718 0.6045062
temp Atlantic (28.2, Inf] 0.3039069 0.2871189 0.3206950
temp Indian (-Inf,26] 0.0163124 -0.0854731 0.1180979
temp Indian (26,26.5] 0.4474895 0.3449452 0.5500338
temp Indian (26.5,26.75] 0.3104553 0.0646375 0.5562731
temp Indian (26.75,27] 0.3833591 0.0844397 0.6822784
temp Indian (27,27.25] 0.4930166 0.2138784 0.7721547
temp Indian (27.25,27.5] 0.5285946 0.3798305 0.6773588
temp Indian (27.5,27.75] 0.2639908 0.1726420 0.3553397
temp Indian (27.75,27.85] 0.0904175 -0.1095945 0.2904296
temp Indian (27.85,27.95] 0.1536288 0.0214654 0.2857922
temp Indian (27.95,28.05] 0.3308561 0.1953588 0.4663534
temp Indian (28.05,28.1] 0.2592244 0.1016917 0.4167571
temp Indian (28.1,28.2] 0.2876799 0.2519929 0.3233668
temp Indian (28.2,28.3] 0.2661076 0.2074085 0.3248068
temp Indian (28.3,28.4] 0.0452359 -0.0762072 0.1666789
temp Indian (28.4, Inf] NA NA NA
temp Pacific (-Inf,26] -0.3894520 -0.4021738 -0.3767303
temp Pacific (26,26.5] 0.5046293 0.4705951 0.5386635
temp Pacific (26.5,26.75] 0.4618620 0.4062549 0.5174692
temp Pacific (26.75,27] 0.3684542 0.2797827 0.4571258
temp Pacific (27,27.25] -0.2633177 -0.2652238 -0.2614116
temp Pacific (27.25,27.5] -0.4634542 -0.4856765 -0.4412318
temp Pacific (27.5,27.75] -0.3695506 -0.4600498 -0.2790513
temp Pacific (27.75,27.85] -0.3760132 -0.5657317 -0.1862947
temp Pacific (27.85,27.95] -0.3516433 -0.5156547 -0.1876318
temp Pacific (27.95,28.05] -0.1519471 -0.2644878 -0.0394065
temp Pacific (28.05,28.1] -0.0477993 -0.0931164 -0.0024822
temp Pacific (28.1,28.2] 0.2316594 0.1748458 0.2884731
temp Pacific (28.2,28.3] 0.0967861 0.0533031 0.1402691
temp Pacific (28.3,28.4] -0.5062285 -0.7023085 -0.3101485
temp Pacific (28.4, Inf] -0.3270283 -0.3270283 -0.3270283 
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  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  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_1.4-1         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_2.1.0               
[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_0.11          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1