Last updated: 2021-08-06

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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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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d37a85d jens-daniel-mueller 2021-05-31
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[[2]]

Version Author Date
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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207339d jens-daniel-mueller 2021-06-03
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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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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] 0.8670663 0.8665862 0.8675463
aou + nitrate Atlantic (26,26.5] 0.8930562 0.8769725 0.9091398
aou + nitrate Atlantic (26.5,26.75] 0.9473583 0.9405153 0.9542014
aou + nitrate Atlantic (26.75,27] 0.9086606 0.9060032 0.9113180
aou + nitrate Atlantic (27,27.25] 0.7922065 0.7861578 0.7982551
aou + nitrate Atlantic (27.25,27.5] 0.7149183 0.6916597 0.7381769
aou + nitrate Atlantic (27.5,27.75] 0.8325103 0.8089322 0.8560885
aou + nitrate Atlantic (27.75,27.85] 0.9278470 0.9119856 0.9437084
aou + nitrate Atlantic (27.85,27.95] 0.9351306 0.9267858 0.9434754
aou + nitrate Atlantic (27.95,28.05] 0.9352171 0.9343769 0.9360572
aou + nitrate Atlantic (28.05,28.1] 0.9633262 0.9608466 0.9658057
aou + nitrate Atlantic (28.1,28.15] 0.9789392 0.9764166 0.9814619
aou + nitrate Atlantic (28.15,28.2] 0.9853398 0.9832634 0.9874162
aou + nitrate Atlantic (28.2, Inf] 0.9371630 0.9176417 0.9566844
aou + nitrate Indian (-Inf,26] 0.9938015 0.9934835 0.9941195
aou + nitrate Indian (26,26.5] 0.9912027 0.9886267 0.9937788
aou + nitrate Indian (26.5,26.75] 0.9813556 0.9733392 0.9893720
aou + nitrate Indian (26.75,27] 0.9322524 0.9111319 0.9533730
aou + nitrate Indian (27,27.25] 0.8651870 0.8102137 0.9201602
aou + nitrate Indian (27.25,27.5] 0.9031140 0.8590840 0.9471440
aou + nitrate Indian (27.5,27.75] 0.9032620 0.8590728 0.9474512
aou + nitrate Indian (27.75,27.85] 0.8445023 0.7810795 0.9079250
aou + nitrate Indian (27.85,27.95] 0.8436396 0.8184199 0.8688593
aou + nitrate Indian (27.95,28.05] 0.7446699 0.6782017 0.8111381
aou + nitrate Indian (28.05,28.1] 0.8586212 0.8135409 0.9037015
aou + nitrate Indian (28.1,28.2] 0.8119302 0.7909706 0.8328898
aou + nitrate Indian (28.2,28.3] 0.4381778 0.3901758 0.4861799
aou + nitrate Indian (28.3,28.4] 0.6862474 0.6698073 0.7026876
aou + nitrate Indian (28.4, Inf] 0.9393921 0.9393921 0.9393921
aou + nitrate Pacific (-Inf,26] 0.8740306 0.8473160 0.9007453
aou + nitrate Pacific (26,26.5] 0.8898060 0.8784469 0.9011652
aou + nitrate Pacific (26.5,26.75] 0.8631225 0.8375939 0.8886512
aou + nitrate Pacific (26.75,27] 0.9222317 0.9100292 0.9344342
aou + nitrate Pacific (27,27.25] 0.9729572 0.9716607 0.9742538
aou + nitrate Pacific (27.25,27.5] 0.9785833 0.9774971 0.9796695
aou + nitrate Pacific (27.5,27.75] 0.9823547 0.9822673 0.9824422
aou + nitrate Pacific (27.75,27.85] 0.9905982 0.9903299 0.9908664
aou + nitrate Pacific (27.85,27.95] 0.9905936 0.9891452 0.9920421
aou + nitrate Pacific (27.95,28.05] 0.9827445 0.9812545 0.9842346
aou + nitrate Pacific (28.05,28.1] 0.9854138 0.9823121 0.9885156
aou + nitrate Pacific (28.1,28.2] 0.9822558 0.9818626 0.9826490
aou + nitrate Pacific (28.2,28.3] -0.0100351 -0.1023794 0.0823092
aou + nitrate Pacific (28.3,28.4] 0.6981385 0.6835724 0.7127046
aou + nitrate Pacific (28.4, Inf] 0.7172465 0.7172465 0.7172465
aou + oxygen Atlantic (-Inf,26] -0.9525098 -0.9685175 -0.9365022
aou + oxygen Atlantic (26,26.5] -0.9169293 -0.9318704 -0.9019881
aou + oxygen Atlantic (26.5,26.75] -0.9640001 -0.9653795 -0.9626208
aou + oxygen Atlantic (26.75,27] -0.9722555 -0.9743191 -0.9701918
aou + oxygen Atlantic (27,27.25] -0.9600203 -0.9675389 -0.9525016
aou + oxygen Atlantic (27.25,27.5] -0.9426954 -0.9529431 -0.9324477
aou + oxygen Atlantic (27.5,27.75] -0.9130273 -0.9164084 -0.9096461
aou + oxygen Atlantic (27.75,27.85] -0.9494766 -0.9626886 -0.9362647
aou + oxygen Atlantic (27.85,27.95] -0.9706418 -0.9738496 -0.9674341
aou + oxygen Atlantic (27.95,28.05] -0.9675188 -0.9695652 -0.9654723
aou + oxygen Atlantic (28.05,28.1] -0.9813235 -0.9825198 -0.9801272
aou + oxygen Atlantic (28.1,28.15] -0.9899624 -0.9912096 -0.9887152
aou + oxygen Atlantic (28.15,28.2] -0.9939930 -0.9949363 -0.9930497
aou + oxygen Atlantic (28.2, Inf] -0.9858780 -0.9877514 -0.9840047
aou + oxygen Indian (-Inf,26] -0.9961350 -0.9967606 -0.9955094
aou + oxygen Indian (26,26.5] -0.9976572 -0.9982362 -0.9970781
aou + oxygen Indian (26.5,26.75] -0.9981143 -0.9987101 -0.9975185
aou + oxygen Indian (26.75,27] -0.9945132 -0.9965490 -0.9924773
aou + oxygen Indian (27,27.25] -0.9940092 -0.9960725 -0.9919460
aou + oxygen Indian (27.25,27.5] -0.9962692 -0.9974130 -0.9951253
aou + oxygen Indian (27.5,27.75] -0.9968466 -0.9975653 -0.9961280
aou + oxygen Indian (27.75,27.85] -0.9969017 -0.9976334 -0.9961701
aou + oxygen Indian (27.85,27.95] -0.9952976 -0.9954955 -0.9950997
aou + oxygen Indian (27.95,28.05] -0.9901330 -0.9907625 -0.9895036
aou + oxygen Indian (28.05,28.1] -0.9868798 -0.9904832 -0.9832764
aou + oxygen Indian (28.1,28.2] -0.9816244 -0.9832856 -0.9799632
aou + oxygen Indian (28.2,28.3] -0.9859810 -0.9874339 -0.9845281
aou + oxygen Indian (28.3,28.4] -0.9975695 -0.9984797 -0.9966594
aou + oxygen Indian (28.4, Inf] -0.9998107 -0.9998107 -0.9998107
aou + oxygen Pacific (-Inf,26] -0.8858981 -0.9033476 -0.8684486
aou + oxygen Pacific (26,26.5] -0.9803569 -0.9819021 -0.9788118
aou + oxygen Pacific (26.5,26.75] -0.9817231 -0.9834955 -0.9799507
aou + oxygen Pacific (26.75,27] -0.9821827 -0.9850913 -0.9792740
aou + oxygen Pacific (27,27.25] -0.9945264 -0.9946808 -0.9943720
aou + oxygen Pacific (27.25,27.5] -0.9961651 -0.9961829 -0.9961472
aou + oxygen Pacific (27.5,27.75] -0.9960649 -0.9967139 -0.9954160
aou + oxygen Pacific (27.75,27.85] -0.9981370 -0.9989655 -0.9973085
aou + oxygen Pacific (27.85,27.95] -0.9984386 -0.9990342 -0.9978430
aou + oxygen Pacific (27.95,28.05] -0.9977769 -0.9986706 -0.9968833
aou + oxygen Pacific (28.05,28.1] -0.9989332 -0.9991297 -0.9987366
aou + oxygen Pacific (28.1,28.2] -0.9981478 -0.9986167 -0.9976788
aou + oxygen Pacific (28.2,28.3] -0.9641638 -0.9718661 -0.9564614
aou + oxygen Pacific (28.3,28.4] -0.9990050 -0.9992469 -0.9987630
aou + oxygen Pacific (28.4, Inf] -0.9957066 -0.9957066 -0.9957066
aou + phosphate Atlantic (-Inf,26] 0.3461506 0.2857732 0.4065280
aou + phosphate Atlantic (26,26.5] 0.7206111 0.6673691 0.7738532
aou + phosphate Atlantic (26.5,26.75] 0.8691394 0.8539272 0.8843516
aou + phosphate Atlantic (26.75,27] 0.8329859 0.8227654 0.8432064
aou + phosphate Atlantic (27,27.25] 0.7051687 0.7001129 0.7102245
aou + phosphate Atlantic (27.25,27.5] 0.6400418 0.6077708 0.6723128
aou + phosphate Atlantic (27.5,27.75] 0.8001118 0.7770679 0.8231557
aou + phosphate Atlantic (27.75,27.85] 0.9094439 0.8891421 0.9297457
aou + phosphate Atlantic (27.85,27.95] 0.9252408 0.9171817 0.9332998
aou + phosphate Atlantic (27.95,28.05] 0.9294518 0.9261696 0.9327339
aou + phosphate Atlantic (28.05,28.1] 0.9598317 0.9553970 0.9642665
aou + phosphate Atlantic (28.1,28.15] 0.9750560 0.9699428 0.9801692
aou + phosphate Atlantic (28.15,28.2] 0.9842757 0.9827460 0.9858053
aou + phosphate Atlantic (28.2, Inf] 0.9331070 0.9122837 0.9539302
aou + phosphate Indian (-Inf,26] 0.9965058 0.9960183 0.9969933
aou + phosphate Indian (26,26.5] 0.9940915 0.9922410 0.9959421
aou + phosphate Indian (26.5,26.75] 0.9850251 0.9794636 0.9905866
aou + phosphate Indian (26.75,27] 0.9421934 0.9265997 0.9577871
aou + phosphate Indian (27,27.25] 0.8890142 0.8500399 0.9279886
aou + phosphate Indian (27.25,27.5] 0.9296959 0.9110501 0.9483417
aou + phosphate Indian (27.5,27.75] 0.9564324 0.9522822 0.9605825
aou + phosphate Indian (27.75,27.85] 0.9117500 0.8928411 0.9306588
aou + phosphate Indian (27.85,27.95] 0.8571191 0.8397914 0.8744469
aou + phosphate Indian (27.95,28.05] 0.7641172 0.7151567 0.8130777
aou + phosphate Indian (28.05,28.1] 0.8638536 0.8243974 0.9033097
aou + phosphate Indian (28.1,28.2] 0.8019995 0.7987691 0.8052298
aou + phosphate Indian (28.2,28.3] 0.3772935 0.2470962 0.5074909
aou + phosphate Indian (28.3,28.4] 0.6887716 0.5764584 0.8010849
aou + phosphate Indian (28.4, Inf] 0.9001952 0.9001952 0.9001952
aou + phosphate Pacific (-Inf,26] 0.8957952 0.8749134 0.9166770
aou + phosphate Pacific (26,26.5] 0.9453929 0.9422680 0.9485178
aou + phosphate Pacific (26.5,26.75] 0.9197796 0.9022254 0.9373338
aou + phosphate Pacific (26.75,27] 0.9382364 0.9234007 0.9530722
aou + phosphate Pacific (27,27.25] 0.9813989 0.9802439 0.9825539
aou + phosphate Pacific (27.25,27.5] 0.9834201 0.9833451 0.9834951
aou + phosphate Pacific (27.5,27.75] 0.9834440 0.9831213 0.9837668
aou + phosphate Pacific (27.75,27.85] 0.9887691 0.9887667 0.9887715
aou + phosphate Pacific (27.85,27.95] 0.9892681 0.9890162 0.9895200
aou + phosphate Pacific (27.95,28.05] 0.9843760 0.9829983 0.9857537
aou + phosphate Pacific (28.05,28.1] 0.9824758 0.9788307 0.9861209
aou + phosphate Pacific (28.1,28.2] 0.9769199 0.9766018 0.9772380
aou + phosphate Pacific (28.2,28.3] 0.0434337 0.0271414 0.0597261
aou + phosphate Pacific (28.3,28.4] 0.6049503 0.5248635 0.6850372
aou + phosphate Pacific (28.4, Inf] -0.5959908 -0.5959908 -0.5959908
aou + silicate Atlantic (-Inf,26] 0.1623439 0.0641571 0.2605307
aou + silicate Atlantic (26,26.5] 0.6480613 0.5446338 0.7514889
aou + silicate Atlantic (26.5,26.75] 0.8409862 0.8045661 0.8774063
aou + silicate Atlantic (26.75,27] 0.8297775 0.8062931 0.8532618
aou + silicate Atlantic (27,27.25] 0.6932760 0.6924510 0.6941011
aou + silicate Atlantic (27.25,27.5] 0.4097697 0.3516904 0.4678491
aou + silicate Atlantic (27.5,27.75] 0.5401309 0.4944132 0.5858486
aou + silicate Atlantic (27.75,27.85] 0.8114094 0.7944955 0.8283233
aou + silicate Atlantic (27.85,27.95] 0.8594673 0.8547147 0.8642199
aou + silicate Atlantic (27.95,28.05] 0.9082865 0.9018698 0.9147031
aou + silicate Atlantic (28.05,28.1] 0.9643959 0.9597743 0.9690175
aou + silicate Atlantic (28.1,28.15] 0.9762800 0.9726972 0.9798629
aou + silicate Atlantic (28.15,28.2] 0.9829269 0.9819426 0.9839113
aou + silicate Atlantic (28.2, Inf] 0.9360994 0.9287110 0.9434877
aou + silicate Indian (-Inf,26] 0.9443566 0.9321056 0.9566076
aou + silicate Indian (26,26.5] 0.9428253 0.9321535 0.9534972
aou + silicate Indian (26.5,26.75] 0.9587130 0.9504538 0.9669722
aou + silicate Indian (26.75,27] 0.9726531 0.9725538 0.9727524
aou + silicate Indian (27,27.25] 0.9239459 0.9184426 0.9294491
aou + silicate Indian (27.25,27.5] 0.8973348 0.8959856 0.8986841
aou + silicate Indian (27.5,27.75] 0.8852388 0.8829304 0.8875472
aou + silicate Indian (27.75,27.85] 0.8379298 0.8015314 0.8743282
aou + silicate Indian (27.85,27.95] 0.8056491 0.7814574 0.8298409
aou + silicate Indian (27.95,28.05] 0.8290519 0.7995336 0.8585701
aou + silicate Indian (28.05,28.1] 0.9320679 0.9220672 0.9420685
aou + silicate Indian (28.1,28.2] 0.7773780 0.7506346 0.8041214
aou + silicate Indian (28.2,28.3] 0.3278280 0.0194453 0.6362107
aou + silicate Indian (28.3,28.4] 0.6999818 0.6213719 0.7785917
aou + silicate Indian (28.4, Inf] 0.9967782 0.9967782 0.9967782
aou + silicate Pacific (-Inf,26] 0.5703686 0.5089460 0.6317912
aou + silicate Pacific (26,26.5] 0.6163261 0.5993098 0.6333424
aou + silicate Pacific (26.5,26.75] 0.4869406 0.4456512 0.5282299
aou + silicate Pacific (26.75,27] 0.6870480 0.6626887 0.7114072
aou + silicate Pacific (27,27.25] 0.8900391 0.8899903 0.8900880
aou + silicate Pacific (27.25,27.5] 0.9194933 0.9194645 0.9195220
aou + silicate Pacific (27.5,27.75] 0.9309001 0.9256871 0.9361130
aou + silicate Pacific (27.75,27.85] 0.9754822 0.9751299 0.9758346
aou + silicate Pacific (27.85,27.95] 0.9694029 0.9665911 0.9722147
aou + silicate Pacific (27.95,28.05] 0.9573734 0.9535863 0.9611606
aou + silicate Pacific (28.05,28.1] 0.9673774 0.9613104 0.9734445
aou + silicate Pacific (28.1,28.2] 0.9384861 0.9294739 0.9474982
aou + silicate Pacific (28.2,28.3] 0.0029622 -0.2261338 0.2320581
aou + silicate Pacific (28.3,28.4] 0.8961598 0.8422439 0.9500758
aou + silicate Pacific (28.4, Inf] 0.9851465 0.9851465 0.9851465
nitrate + phosphate Atlantic (-Inf,26] 0.6009751 0.5517736 0.6501767
nitrate + phosphate Atlantic (26,26.5] 0.9098165 0.8793697 0.9402633
nitrate + phosphate Atlantic (26.5,26.75] 0.9741069 0.9722201 0.9759936
nitrate + phosphate Atlantic (26.75,27] 0.9810740 0.9788507 0.9832974
nitrate + phosphate Atlantic (27,27.25] 0.9838464 0.9813791 0.9863136
nitrate + phosphate Atlantic (27.25,27.5] 0.9881874 0.9868807 0.9894942
nitrate + phosphate Atlantic (27.5,27.75] 0.9926342 0.9911962 0.9940721
nitrate + phosphate Atlantic (27.75,27.85] 0.9955616 0.9945385 0.9965847
nitrate + phosphate Atlantic (27.85,27.95] 0.9963405 0.9956747 0.9970063
nitrate + phosphate Atlantic (27.95,28.05] 0.9967490 0.9963685 0.9971295
nitrate + phosphate Atlantic (28.05,28.1] 0.9968739 0.9966436 0.9971041
nitrate + phosphate Atlantic (28.1,28.15] 0.9973099 0.9971519 0.9974680
nitrate + phosphate Atlantic (28.15,28.2] 0.9984724 0.9983426 0.9986023
nitrate + phosphate Atlantic (28.2, Inf] 0.9985600 0.9983823 0.9987378
nitrate + phosphate Indian (-Inf,26] 0.9976439 0.9974054 0.9978823
nitrate + phosphate Indian (26,26.5] 0.9972688 0.9971495 0.9973881
nitrate + phosphate Indian (26.5,26.75] 0.9976625 0.9973762 0.9979488
nitrate + phosphate Indian (26.75,27] 0.9958100 0.9942778 0.9973422
nitrate + phosphate Indian (27,27.25] 0.9895311 0.9820198 0.9970424
nitrate + phosphate Indian (27.25,27.5] 0.9769423 0.9603107 0.9935740
nitrate + phosphate Indian (27.5,27.75] 0.9424942 0.9042447 0.9807437
nitrate + phosphate Indian (27.75,27.85] 0.9287087 0.8871242 0.9702932
nitrate + phosphate Indian (27.85,27.95] 0.9599777 0.9515217 0.9684336
nitrate + phosphate Indian (27.95,28.05] 0.9753339 0.9676513 0.9830166
nitrate + phosphate Indian (28.05,28.1] 0.9850363 0.9830117 0.9870609
nitrate + phosphate Indian (28.1,28.2] 0.9566026 0.9552321 0.9579731
nitrate + phosphate Indian (28.2,28.3] 0.7906429 0.7577708 0.8235151
nitrate + phosphate Indian (28.3,28.4] 0.7562128 0.7063462 0.8060793
nitrate + phosphate Indian (28.4, Inf] 0.9139896 0.9139896 0.9139896
nitrate + phosphate Pacific (-Inf,26] 0.9521720 0.9482350 0.9561090
nitrate + phosphate Pacific (26,26.5] 0.9490360 0.9383653 0.9597068
nitrate + phosphate Pacific (26.5,26.75] 0.9368833 0.9308689 0.9428977
nitrate + phosphate Pacific (26.75,27] 0.9748849 0.9742800 0.9754899
nitrate + phosphate Pacific (27,27.25] 0.9874249 0.9866013 0.9882486
nitrate + phosphate Pacific (27.25,27.5] 0.9909063 0.9906251 0.9911874
nitrate + phosphate Pacific (27.5,27.75] 0.9934209 0.9926574 0.9941844
nitrate + phosphate Pacific (27.75,27.85] 0.9940012 0.9933970 0.9946054
nitrate + phosphate Pacific (27.85,27.95] 0.9932156 0.9912182 0.9952129
nitrate + phosphate Pacific (27.95,28.05] 0.9905524 0.9863669 0.9947379
nitrate + phosphate Pacific (28.05,28.1] 0.9879144 0.9840025 0.9918263
nitrate + phosphate Pacific (28.1,28.2] 0.9826191 0.9805268 0.9847114
nitrate + phosphate Pacific (28.2,28.3] 0.4211163 0.4059926 0.4362401
nitrate + phosphate Pacific (28.3,28.4] 0.7637650 0.6547395 0.8727905
nitrate + phosphate Pacific (28.4, Inf] 0.1320676 0.1320676 0.1320676
nitrate + silicate Atlantic (-Inf,26] 0.4702286 0.3209015 0.6195558
nitrate + silicate Atlantic (26,26.5] 0.8375904 0.7744255 0.9007554
nitrate + silicate Atlantic (26.5,26.75] 0.9245940 0.8937041 0.9554839
nitrate + silicate Atlantic (26.75,27] 0.9200629 0.9054136 0.9347121
nitrate + silicate Atlantic (27,27.25] 0.9151351 0.9143859 0.9158844
nitrate + silicate Atlantic (27.25,27.5] 0.8419810 0.8176726 0.8662894
nitrate + silicate Atlantic (27.5,27.75] 0.8549422 0.8443229 0.8655614
nitrate + silicate Atlantic (27.75,27.85] 0.9438319 0.9420787 0.9455851
nitrate + silicate Atlantic (27.85,27.95] 0.9694413 0.9672597 0.9716229
nitrate + silicate Atlantic (27.95,28.05] 0.9830790 0.9819376 0.9842204
nitrate + silicate Atlantic (28.05,28.1] 0.9912796 0.9911280 0.9914313
nitrate + silicate Atlantic (28.1,28.15] 0.9920901 0.9919465 0.9922336
nitrate + silicate Atlantic (28.15,28.2] 0.9913637 0.9899696 0.9927578
nitrate + silicate Atlantic (28.2, Inf] 0.9900000 0.9858326 0.9941675
nitrate + silicate Indian (-Inf,26] 0.9618359 0.9587786 0.9648932
nitrate + silicate Indian (26,26.5] 0.9546686 0.9488106 0.9605267
nitrate + silicate Indian (26.5,26.75] 0.9585890 0.9569712 0.9602069
nitrate + silicate Indian (26.75,27] 0.9345896 0.9204980 0.9486812
nitrate + silicate Indian (27,27.25] 0.9272764 0.9136406 0.9409123
nitrate + silicate Indian (27.25,27.5] 0.9238712 0.9181463 0.9295962
nitrate + silicate Indian (27.5,27.75] 0.8529888 0.8320922 0.8738855
nitrate + silicate Indian (27.75,27.85] 0.7646481 0.7092642 0.8200319
nitrate + silicate Indian (27.85,27.95] 0.8330069 0.8245144 0.8414994
nitrate + silicate Indian (27.95,28.05] 0.8710639 0.8627217 0.8794062
nitrate + silicate Indian (28.05,28.1] 0.9335895 0.9219822 0.9451968
nitrate + silicate Indian (28.1,28.2] 0.8633404 0.8544920 0.8721889
nitrate + silicate Indian (28.2,28.3] 0.4815650 0.4184476 0.5446824
nitrate + silicate Indian (28.3,28.4] 0.7409782 0.6926952 0.7892611
nitrate + silicate Indian (28.4, Inf] 0.9455491 0.9455491 0.9455491
nitrate + silicate Pacific (-Inf,26] 0.7914257 0.7807163 0.8021350
nitrate + silicate Pacific (26,26.5] 0.7895005 0.7880404 0.7909605
nitrate + silicate Pacific (26.5,26.75] 0.7320372 0.7279109 0.7361634
nitrate + silicate Pacific (26.75,27] 0.8167845 0.8146032 0.8189658
nitrate + silicate Pacific (27,27.25] 0.8993561 0.8980934 0.9006187
nitrate + silicate Pacific (27.25,27.5] 0.8920297 0.8892099 0.8948496
nitrate + silicate Pacific (27.5,27.75] 0.9002971 0.8993169 0.9012773
nitrate + silicate Pacific (27.75,27.85] 0.9578791 0.9553211 0.9604371
nitrate + silicate Pacific (27.85,27.95] 0.9638926 0.9577158 0.9700694
nitrate + silicate Pacific (27.95,28.05] 0.9622367 0.9528917 0.9715817
nitrate + silicate Pacific (28.05,28.1] 0.9689356 0.9624051 0.9754662
nitrate + silicate Pacific (28.1,28.2] 0.9595066 0.9576985 0.9613148
nitrate + silicate Pacific (28.2,28.3] 0.5043927 0.4020775 0.6067079
nitrate + silicate Pacific (28.3,28.4] 0.7907325 0.6945798 0.8868851
nitrate + silicate Pacific (28.4, Inf] 0.8262479 0.8262479 0.8262479
oxygen + nitrate Atlantic (-Inf,26] -0.7465130 -0.7485357 -0.7444903
oxygen + nitrate Atlantic (26,26.5] -0.6666794 -0.7131695 -0.6201894
oxygen + nitrate Atlantic (26.5,26.75] -0.8349878 -0.8519433 -0.8180322
oxygen + nitrate Atlantic (26.75,27] -0.7927101 -0.7936527 -0.7917676
oxygen + nitrate Atlantic (27,27.25] -0.6089595 -0.6347250 -0.5831939
oxygen + nitrate Atlantic (27.25,27.5] -0.4691921 -0.4783765 -0.4600077
oxygen + nitrate Atlantic (27.5,27.75] -0.5583163 -0.6045505 -0.5120822
oxygen + nitrate Atlantic (27.75,27.85] -0.7741209 -0.8262049 -0.7220368
oxygen + nitrate Atlantic (27.85,27.95] -0.8299156 -0.8490779 -0.8107533
oxygen + nitrate Atlantic (27.95,28.05] -0.8240534 -0.8307903 -0.8173166
oxygen + nitrate Atlantic (28.05,28.1] -0.8999872 -0.9072426 -0.8927317
oxygen + nitrate Atlantic (28.1,28.15] -0.9447081 -0.9524356 -0.9369805
oxygen + nitrate Atlantic (28.15,28.2] -0.9718665 -0.9726827 -0.9710503
oxygen + nitrate Atlantic (28.2, Inf] -0.8864850 -0.9172772 -0.8556929
oxygen + nitrate Indian (-Inf,26] -0.9827628 -0.9829469 -0.9825787
oxygen + nitrate Indian (26,26.5] -0.9815304 -0.9867921 -0.9762688
oxygen + nitrate Indian (26.5,26.75] -0.9692446 -0.9816230 -0.9568662
oxygen + nitrate Indian (26.75,27] -0.8908089 -0.9256316 -0.8559862
oxygen + nitrate Indian (27,27.25] -0.8078262 -0.8830397 -0.7326127
oxygen + nitrate Indian (27.25,27.5] -0.8685693 -0.9237421 -0.8133965
oxygen + nitrate Indian (27.5,27.75] -0.8820258 -0.9322768 -0.8317748
oxygen + nitrate Indian (27.75,27.85] -0.8228107 -0.8930050 -0.7526163
oxygen + nitrate Indian (27.85,27.95] -0.8004316 -0.8280819 -0.7727813
oxygen + nitrate Indian (27.95,28.05] -0.6531409 -0.7303266 -0.5759551
oxygen + nitrate Indian (28.05,28.1] -0.7708733 -0.8392449 -0.7025017
oxygen + nitrate Indian (28.1,28.2] -0.6969601 -0.7264112 -0.6675091
oxygen + nitrate Indian (28.2,28.3] -0.3110055 -0.3741419 -0.2478691
oxygen + nitrate Indian (28.3,28.4] -0.6564294 -0.6594666 -0.6533923
oxygen + nitrate Indian (28.4, Inf] -0.9389799 -0.9389799 -0.9389799
oxygen + nitrate Pacific (-Inf,26] -0.6015748 -0.6745690 -0.5285806
oxygen + nitrate Pacific (26,26.5] -0.7990454 -0.8167988 -0.7812920
oxygen + nitrate Pacific (26.5,26.75] -0.7691995 -0.8085140 -0.7298850
oxygen + nitrate Pacific (26.75,27] -0.8452168 -0.8709913 -0.8194424
oxygen + nitrate Pacific (27,27.25] -0.9509067 -0.9532247 -0.9485886
oxygen + nitrate Pacific (27.25,27.5] -0.9682931 -0.9705203 -0.9660659
oxygen + nitrate Pacific (27.5,27.75] -0.9752961 -0.9768908 -0.9737015
oxygen + nitrate Pacific (27.75,27.85] -0.9880416 -0.9903283 -0.9857549
oxygen + nitrate Pacific (27.85,27.95] -0.9882647 -0.9889024 -0.9876270
oxygen + nitrate Pacific (27.95,28.05] -0.9750439 -0.9772857 -0.9728021
oxygen + nitrate Pacific (28.05,28.1] -0.9801424 -0.9827287 -0.9775562
oxygen + nitrate Pacific (28.1,28.2] -0.9727167 -0.9744546 -0.9709789
oxygen + nitrate Pacific (28.2,28.3] 0.1470850 0.0609127 0.2332573
oxygen + nitrate Pacific (28.3,28.4] -0.6958617 -0.7044565 -0.6872668
oxygen + nitrate Pacific (28.4, Inf] -0.7786685 -0.7786685 -0.7786685
oxygen + phosphate Atlantic (-Inf,26] -0.1454182 -0.1794008 -0.1114356
oxygen + phosphate Atlantic (26,26.5] -0.4019011 -0.5056199 -0.2981823
oxygen + phosphate Atlantic (26.5,26.75] -0.7110170 -0.7388270 -0.6832070
oxygen + phosphate Atlantic (26.75,27] -0.6867699 -0.6944750 -0.6790648
oxygen + phosphate Atlantic (27,27.25] -0.4953306 -0.5099606 -0.4807005
oxygen + phosphate Atlantic (27.25,27.5] -0.3701888 -0.3859994 -0.3543782
oxygen + phosphate Atlantic (27.5,27.75] -0.5036557 -0.5460282 -0.4612832
oxygen + phosphate Atlantic (27.75,27.85] -0.7414163 -0.8012228 -0.6816099
oxygen + phosphate Atlantic (27.85,27.95] -0.8128129 -0.8320116 -0.7936142
oxygen + phosphate Atlantic (27.95,28.05] -0.8134858 -0.8235449 -0.8034266
oxygen + phosphate Atlantic (28.05,28.1] -0.8933472 -0.9031676 -0.8835267
oxygen + phosphate Atlantic (28.1,28.15] -0.9372283 -0.9484773 -0.9259792
oxygen + phosphate Atlantic (28.15,28.2] -0.9700007 -0.9700812 -0.9699202
oxygen + phosphate Atlantic (28.2, Inf] -0.8817928 -0.9145934 -0.8489922
oxygen + phosphate Indian (-Inf,26] -0.9872107 -0.9885555 -0.9858659
oxygen + phosphate Indian (26,26.5] -0.9855360 -0.9899407 -0.9811314
oxygen + phosphate Indian (26.5,26.75] -0.9740277 -0.9834928 -0.9645625
oxygen + phosphate Indian (26.75,27] -0.9037703 -0.9318772 -0.8756634
oxygen + phosphate Indian (27,27.25] -0.8358500 -0.8932742 -0.7784257
oxygen + phosphate Indian (27.25,27.5] -0.8983961 -0.9268552 -0.8699370
oxygen + phosphate Indian (27.5,27.75] -0.9429042 -0.9506961 -0.9351123
oxygen + phosphate Indian (27.75,27.85] -0.8891440 -0.9121862 -0.8661019
oxygen + phosphate Indian (27.85,27.95] -0.8097070 -0.8292964 -0.7901176
oxygen + phosphate Indian (27.95,28.05] -0.6732045 -0.7323489 -0.6140600
oxygen + phosphate Indian (28.05,28.1] -0.7784711 -0.8415962 -0.7153460
oxygen + phosphate Indian (28.1,28.2] -0.6916898 -0.7040963 -0.6792832
oxygen + phosphate Indian (28.2,28.3] -0.2587440 -0.3935660 -0.1239220
oxygen + phosphate Indian (28.3,28.4] -0.6624789 -0.7850067 -0.5399512
oxygen + phosphate Indian (28.4, Inf] -0.8971739 -0.8971739 -0.8971739
oxygen + phosphate Pacific (-Inf,26] -0.6656376 -0.7218603 -0.6094149
oxygen + phosphate Pacific (26,26.5] -0.8701819 -0.8787768 -0.8615870
oxygen + phosphate Pacific (26.5,26.75] -0.8362491 -0.8657644 -0.8067338
oxygen + phosphate Pacific (26.75,27] -0.8634497 -0.8928820 -0.8340174
oxygen + phosphate Pacific (27,27.25] -0.9612366 -0.9628358 -0.9596374
oxygen + phosphate Pacific (27.25,27.5] -0.9741173 -0.9741861 -0.9740485
oxygen + phosphate Pacific (27.5,27.75] -0.9782421 -0.9792471 -0.9772371
oxygen + phosphate Pacific (27.75,27.85] -0.9877109 -0.9901455 -0.9852763
oxygen + phosphate Pacific (27.85,27.95] -0.9874112 -0.9891289 -0.9856935
oxygen + phosphate Pacific (27.95,28.05] -0.9771560 -0.9824510 -0.9718610
oxygen + phosphate Pacific (28.05,28.1] -0.9771605 -0.9800806 -0.9742403
oxygen + phosphate Pacific (28.1,28.2] -0.9674996 -0.9705593 -0.9644399
oxygen + phosphate Pacific (28.2,28.3] 0.0907171 0.0708782 0.1105560
oxygen + phosphate Pacific (28.3,28.4] -0.5976763 -0.6813997 -0.5139529
oxygen + phosphate Pacific (28.4, Inf] 0.5191028 0.5191028 0.5191028
oxygen + silicate Atlantic (-Inf,26] 0.0466636 -0.0853825 0.1787098
oxygen + silicate Atlantic (26,26.5] -0.3669526 -0.5126052 -0.2213001
oxygen + silicate Atlantic (26.5,26.75] -0.7020682 -0.7437839 -0.6603526
oxygen + silicate Atlantic (26.75,27] -0.7102483 -0.7441465 -0.6763501
oxygen + silicate Atlantic (27,27.25] -0.4988614 -0.5209738 -0.4767490
oxygen + silicate Atlantic (27.25,27.5] -0.1276941 -0.1642000 -0.0911881
oxygen + silicate Atlantic (27.5,27.75] -0.2005031 -0.2622933 -0.1387129
oxygen + silicate Atlantic (27.75,27.85] -0.6241121 -0.6737600 -0.5744643
oxygen + silicate Atlantic (27.85,27.95] -0.7248788 -0.7389636 -0.7107941
oxygen + silicate Atlantic (27.95,28.05] -0.7802546 -0.7951620 -0.7653472
oxygen + silicate Atlantic (28.05,28.1] -0.9005355 -0.9113763 -0.8896948
oxygen + silicate Atlantic (28.1,28.15] -0.9414899 -0.9502513 -0.9327285
oxygen + silicate Atlantic (28.15,28.2] -0.9743960 -0.9772203 -0.9715718
oxygen + silicate Atlantic (28.2, Inf] -0.8896757 -0.9024948 -0.8768567
oxygen + silicate Indian (-Inf,26] -0.9255392 -0.9407377 -0.9103407
oxygen + silicate Indian (26,26.5] -0.9288300 -0.9405320 -0.9171279
oxygen + silicate Indian (26.5,26.75] -0.9498737 -0.9585554 -0.9411920
oxygen + silicate Indian (26.75,27] -0.9586223 -0.9617467 -0.9554979
oxygen + silicate Indian (27,27.25] -0.8866800 -0.9019315 -0.8714285
oxygen + silicate Indian (27.25,27.5] -0.8631884 -0.8677895 -0.8585873
oxygen + silicate Indian (27.5,27.75] -0.8553034 -0.8625659 -0.8480409
oxygen + silicate Indian (27.75,27.85] -0.8087212 -0.8485533 -0.7688892
oxygen + silicate Indian (27.85,27.95] -0.7553922 -0.7826825 -0.7281019
oxygen + silicate Indian (27.95,28.05] -0.7554842 -0.7941927 -0.7167756
oxygen + silicate Indian (28.05,28.1] -0.8758075 -0.8994814 -0.8521336
oxygen + silicate Indian (28.1,28.2] -0.6763171 -0.7029257 -0.6497084
oxygen + silicate Indian (28.2,28.3] -0.2443422 -0.5653928 0.0767085
oxygen + silicate Indian (28.3,28.4] -0.6615350 -0.7530512 -0.5700188
oxygen + silicate Indian (28.4, Inf] -0.9966456 -0.9966456 -0.9966456
oxygen + silicate Pacific (-Inf,26] -0.2554981 -0.3783116 -0.1326846
oxygen + silicate Pacific (26,26.5] -0.4848440 -0.5097811 -0.4599068
oxygen + silicate Pacific (26.5,26.75] -0.3350931 -0.3902833 -0.2799028
oxygen + silicate Pacific (26.75,27] -0.5537315 -0.5952332 -0.5122299
oxygen + silicate Pacific (27,27.25] -0.8453587 -0.8454471 -0.8452702
oxygen + silicate Pacific (27.25,27.5] -0.8879075 -0.8879365 -0.8878784
oxygen + silicate Pacific (27.5,27.75] -0.9024903 -0.9117935 -0.8931871
oxygen + silicate Pacific (27.75,27.85] -0.9675483 -0.9711931 -0.9639036
oxygen + silicate Pacific (27.85,27.95] -0.9616165 -0.9635833 -0.9596496
oxygen + silicate Pacific (27.95,28.05] -0.9426674 -0.9445183 -0.9408164
oxygen + silicate Pacific (28.05,28.1] -0.9583385 -0.9650201 -0.9516569
oxygen + silicate Pacific (28.1,28.2] -0.9189025 -0.9316322 -0.9061728
oxygen + silicate Pacific (28.2,28.3] 0.2094170 -0.0516637 0.4704976
oxygen + silicate Pacific (28.3,28.4] -0.8920112 -0.9465850 -0.8374373
oxygen + silicate Pacific (28.4, Inf] -0.9968118 -0.9968118 -0.9968118
sal + aou Atlantic (-Inf,26] 0.3291289 0.2792337 0.3790240
sal + aou Atlantic (26,26.5] -0.1150411 -0.1635783 -0.0665039
sal + aou Atlantic (26.5,26.75] -0.2794627 -0.3122056 -0.2467199
sal + aou Atlantic (26.75,27] -0.1669528 -0.2370290 -0.0968767
sal + aou Atlantic (27,27.25] -0.0025568 -0.0672936 0.0621800
sal + aou Atlantic (27.25,27.5] 0.0252766 -0.0646569 0.1152101
sal + aou Atlantic (27.5,27.75] -0.3653273 -0.3777083 -0.3529464
sal + aou Atlantic (27.75,27.85] -0.4169706 -0.5050727 -0.3288684
sal + aou Atlantic (27.85,27.95] -0.4524684 -0.5193076 -0.3856293
sal + aou Atlantic (27.95,28.05] -0.5949286 -0.6360300 -0.5538272
sal + aou Atlantic (28.05,28.1] -0.7613346 -0.7649448 -0.7577243
sal + aou Atlantic (28.1,28.15] -0.8219592 -0.8321307 -0.8117877
sal + aou Atlantic (28.15,28.2] -0.8990639 -0.9029237 -0.8952040
sal + aou Atlantic (28.2, Inf] -0.7923697 -0.8684441 -0.7162953
sal + aou Indian (-Inf,26] -0.8280939 -0.8327620 -0.8234258
sal + aou Indian (26,26.5] -0.8155945 -0.8257171 -0.8054719
sal + aou Indian (26.5,26.75] -0.4440994 -0.4498605 -0.4383383
sal + aou Indian (26.75,27] 0.4066181 0.3026031 0.5106332
sal + aou Indian (27,27.25] 0.8739376 0.8370082 0.9108670
sal + aou Indian (27.25,27.5] 0.9677887 0.9641875 0.9713898
sal + aou Indian (27.5,27.75] 0.9667426 0.9634374 0.9700478
sal + aou Indian (27.75,27.85] 0.9332003 0.9111653 0.9552353
sal + aou Indian (27.85,27.95] 0.9055064 0.9004999 0.9105128
sal + aou Indian (27.95,28.05] 0.7392368 0.7241865 0.7542870
sal + aou Indian (28.05,28.1] 0.2938946 0.2703634 0.3174258
sal + aou Indian (28.1,28.2] 0.2550123 0.1992790 0.3107457
sal + aou Indian (28.2,28.3] 0.7502641 0.7221864 0.7783417
sal + aou Indian (28.3,28.4] 0.9283195 0.9223111 0.9343279
sal + aou Indian (28.4, Inf] 0.6113362 0.6113362 0.6113362
sal + aou Pacific (-Inf,26] 0.0039689 -0.0119312 0.0198689
sal + aou Pacific (26,26.5] -0.0356606 -0.0703395 -0.0009817
sal + aou Pacific (26.5,26.75] 0.0870067 0.0829079 0.0911054
sal + aou Pacific (26.75,27] -0.1061406 -0.1087722 -0.1035090
sal + aou Pacific (27,27.25] -0.1794613 -0.2077852 -0.1511373
sal + aou Pacific (27.25,27.5] 0.0672801 0.0604058 0.0741544
sal + aou Pacific (27.5,27.75] 0.0458134 -0.0388070 0.1304338
sal + aou Pacific (27.75,27.85] -0.1843748 -0.4335483 0.0647988
sal + aou Pacific (27.85,27.95] -0.4116784 -0.6071977 -0.2161591
sal + aou Pacific (27.95,28.05] -0.6204953 -0.7594855 -0.4815051
sal + aou Pacific (28.05,28.1] -0.8797389 -0.8930653 -0.8664125
sal + aou Pacific (28.1,28.2] -0.8474472 -0.8947552 -0.8001391
sal + aou Pacific (28.2,28.3] 0.8540737 0.8468440 0.8613035
sal + aou Pacific (28.3,28.4] 0.8221396 0.7178100 0.9264692
sal + aou Pacific (28.4, Inf] -0.8029912 -0.8029912 -0.8029912
sal + nitrate Atlantic (-Inf,26] -0.0081501 -0.0320690 0.0157688
sal + nitrate Atlantic (26,26.5] -0.4420396 -0.4885998 -0.3954795
sal + nitrate Atlantic (26.5,26.75] -0.5404125 -0.5482112 -0.5326138
sal + nitrate Atlantic (26.75,27] -0.5338729 -0.5894533 -0.4782924
sal + nitrate Atlantic (27,27.25] -0.5618188 -0.6174829 -0.5061547
sal + nitrate Atlantic (27.25,27.5] -0.6227281 -0.6547618 -0.5906944
sal + nitrate Atlantic (27.5,27.75] -0.7642880 -0.7904991 -0.7380769
sal + nitrate Atlantic (27.75,27.85] -0.6832138 -0.7289142 -0.6375133
sal + nitrate Atlantic (27.85,27.95] -0.6959815 -0.7411111 -0.6508518
sal + nitrate Atlantic (27.95,28.05] -0.8112704 -0.8469156 -0.7756252
sal + nitrate Atlantic (28.05,28.1] -0.8850426 -0.8905768 -0.8795083
sal + nitrate Atlantic (28.1,28.15] -0.9007173 -0.9035065 -0.8979280
sal + nitrate Atlantic (28.15,28.2] -0.9422055 -0.9438681 -0.9405428
sal + nitrate Atlantic (28.2, Inf] -0.9477793 -0.9686037 -0.9269549
sal + nitrate Indian (-Inf,26] -0.8603497 -0.8711671 -0.8495324
sal + nitrate Indian (26,26.5] -0.8733145 -0.8750272 -0.8716017
sal + nitrate Indian (26.5,26.75] -0.5791223 -0.6172239 -0.5410206
sal + nitrate Indian (26.75,27] 0.0689170 -0.0994541 0.2372881
sal + nitrate Indian (27,27.25] 0.5345643 0.3792920 0.6898366
sal + nitrate Indian (27.25,27.5] 0.8042969 0.7323561 0.8762377
sal + nitrate Indian (27.5,27.75] 0.8395822 0.7765453 0.9026191
sal + nitrate Indian (27.75,27.85] 0.6562286 0.5403483 0.7721089
sal + nitrate Indian (27.85,27.95] 0.5671595 0.5265283 0.6077907
sal + nitrate Indian (27.95,28.05] 0.1315396 0.0619052 0.2011741
sal + nitrate Indian (28.05,28.1] -0.2032576 -0.3056855 -0.1008296
sal + nitrate Indian (28.1,28.2] -0.2662752 -0.3487064 -0.1838439
sal + nitrate Indian (28.2,28.3] -0.0492469 -0.0853970 -0.0130968
sal + nitrate Indian (28.3,28.4] 0.6146399 0.6075581 0.6217216
sal + nitrate Indian (28.4, Inf] 0.6122443 0.6122443 0.6122443
sal + nitrate Pacific (-Inf,26] -0.3269387 -0.3747843 -0.2790931
sal + nitrate Pacific (26,26.5] -0.3767748 -0.3942272 -0.3593224
sal + nitrate Pacific (26.5,26.75] -0.3143978 -0.3569162 -0.2718795
sal + nitrate Pacific (26.75,27] -0.3905340 -0.4196723 -0.3613958
sal + nitrate Pacific (27,27.25] -0.2968906 -0.3281077 -0.2656734
sal + nitrate Pacific (27.25,27.5] 0.0432991 0.0399087 0.0466894
sal + nitrate Pacific (27.5,27.75] 0.0269839 -0.0409471 0.0949148
sal + nitrate Pacific (27.75,27.85] -0.1937847 -0.4071666 0.0195972
sal + nitrate Pacific (27.85,27.95] -0.4313101 -0.5986394 -0.2639807
sal + nitrate Pacific (27.95,28.05] -0.6806164 -0.7844027 -0.5768301
sal + nitrate Pacific (28.05,28.1] -0.9135252 -0.9215106 -0.9055397
sal + nitrate Pacific (28.1,28.2] -0.8969256 -0.9317724 -0.8620789
sal + nitrate Pacific (28.2,28.3] 0.0023458 -0.0893618 0.0940535
sal + nitrate Pacific (28.3,28.4] 0.5014221 0.4126600 0.5901841
sal + nitrate Pacific (28.4, Inf] -0.9912407 -0.9912407 -0.9912407
sal + oxygen Atlantic (-Inf,26] -0.5850546 -0.5888706 -0.5812386
sal + oxygen Atlantic (26,26.5] -0.2740161 -0.3544212 -0.1936110
sal + oxygen Atlantic (26.5,26.75] 0.0181245 -0.0216802 0.0579291
sal + oxygen Atlantic (26.75,27] -0.0614001 -0.1230017 0.0002015
sal + oxygen Atlantic (27,27.25] -0.2687634 -0.3051617 -0.2323651
sal + oxygen Atlantic (27.25,27.5] -0.3465858 -0.4014902 -0.2916813
sal + oxygen Atlantic (27.5,27.75] -0.0314695 -0.0525341 -0.0104050
sal + oxygen Atlantic (27.75,27.85] 0.1214975 -0.0164553 0.2594503
sal + oxygen Atlantic (27.85,27.95] 0.2371135 0.1506713 0.3235558
sal + oxygen Atlantic (27.95,28.05] 0.3864608 0.3487101 0.4242115
sal + oxygen Atlantic (28.05,28.1] 0.6276023 0.6183575 0.6368471
sal + oxygen Atlantic (28.1,28.15] 0.7358996 0.7172137 0.7545854
sal + oxygen Atlantic (28.15,28.2] 0.8593190 0.8592660 0.8593721
sal + oxygen Atlantic (28.2, Inf] 0.7152352 0.6217206 0.8087499
sal + oxygen Indian (-Inf,26] 0.8171758 0.8165147 0.8178369
sal + oxygen Indian (26,26.5] 0.7812942 0.7649519 0.7976364
sal + oxygen Indian (26.5,26.75] 0.3923053 0.3890854 0.3955251
sal + oxygen Indian (26.75,27] -0.4969421 -0.5786997 -0.4151844
sal + oxygen Indian (27,27.25] -0.9192902 -0.9416938 -0.8968867
sal + oxygen Indian (27.25,27.5] -0.9813496 -0.9813762 -0.9813230
sal + oxygen Indian (27.5,27.75] -0.9661663 -0.9698181 -0.9625145
sal + oxygen Indian (27.75,27.85] -0.9399545 -0.9579166 -0.9219924
sal + oxygen Indian (27.85,27.95] -0.9267211 -0.9287969 -0.9246452
sal + oxygen Indian (27.95,28.05] -0.8153207 -0.8326032 -0.7980382
sal + oxygen Indian (28.05,28.1] -0.4364775 -0.4372675 -0.4356874
sal + oxygen Indian (28.1,28.2] -0.4076597 -0.4483374 -0.3669820
sal + oxygen Indian (28.2,28.3] -0.8176546 -0.8476869 -0.7876222
sal + oxygen Indian (28.3,28.4] -0.9274357 -0.9348837 -0.9199877
sal + oxygen Indian (28.4, Inf] -0.6095883 -0.6095883 -0.6095883
sal + oxygen Pacific (-Inf,26] -0.3821940 -0.4352639 -0.3291240
sal + oxygen Pacific (26,26.5] -0.1493059 -0.1919798 -0.1066320
sal + oxygen Pacific (26.5,26.75] -0.2694495 -0.2822880 -0.2566109
sal + oxygen Pacific (26.75,27] -0.0758880 -0.0938457 -0.0579303
sal + oxygen Pacific (27,27.25] 0.0823848 0.0547364 0.1100332
sal + oxygen Pacific (27.25,27.5] -0.1383978 -0.1449286 -0.1318671
sal + oxygen Pacific (27.5,27.75] -0.0970558 -0.1880811 -0.0060305
sal + oxygen Pacific (27.75,27.85] 0.1426817 -0.1237030 0.4090664
sal + oxygen Pacific (27.85,27.95] 0.3834133 0.1695492 0.5972774
sal + oxygen Pacific (27.95,28.05] 0.5920013 0.4296551 0.7543475
sal + oxygen Pacific (28.05,28.1] 0.8679035 0.8485910 0.8872160
sal + oxygen Pacific (28.1,28.2] 0.8211351 0.7652533 0.8770168
sal + oxygen Pacific (28.2,28.3] -0.8488627 -0.8578522 -0.8398733
sal + oxygen Pacific (28.3,28.4] -0.8202316 -0.9211448 -0.7193184
sal + oxygen Pacific (28.4, Inf] 0.8547118 0.8547118 0.8547118
sal + phosphate Atlantic (-Inf,26] -0.5623095 -0.5759808 -0.5486383
sal + phosphate Atlantic (26,26.5] -0.7364091 -0.7477408 -0.7250774
sal + phosphate Atlantic (26.5,26.75] -0.7037452 -0.7051344 -0.7023561
sal + phosphate Atlantic (26.75,27] -0.6684778 -0.7068373 -0.6301183
sal + phosphate Atlantic (27,27.25] -0.6775860 -0.7165759 -0.6385960
sal + phosphate Atlantic (27.25,27.5] -0.7087706 -0.7339397 -0.6836015
sal + phosphate Atlantic (27.5,27.75] -0.8085228 -0.8265743 -0.7904712
sal + phosphate Atlantic (27.75,27.85] -0.7200244 -0.7583319 -0.6817169
sal + phosphate Atlantic (27.85,27.95] -0.7206597 -0.7624707 -0.6788487
sal + phosphate Atlantic (27.95,28.05] -0.8234371 -0.8600582 -0.7868161
sal + phosphate Atlantic (28.05,28.1] -0.8959826 -0.9024202 -0.8895450
sal + phosphate Atlantic (28.1,28.15] -0.9136023 -0.9173096 -0.9098951
sal + phosphate Atlantic (28.15,28.2] -0.9468678 -0.9474665 -0.9462691
sal + phosphate Atlantic (28.2, Inf] -0.9523039 -0.9717924 -0.9328153
sal + phosphate Indian (-Inf,26] -0.8447780 -0.8510542 -0.8385017
sal + phosphate Indian (26,26.5] -0.8606975 -0.8612172 -0.8601778
sal + phosphate Indian (26.5,26.75] -0.5649731 -0.5985461 -0.5314001
sal + phosphate Indian (26.75,27] 0.0988841 -0.0615276 0.2592957
sal + phosphate Indian (27,27.25] 0.5746976 0.4399618 0.7094334
sal + phosphate Indian (27.25,27.5] 0.8418160 0.7958236 0.8878084
sal + phosphate Indian (27.5,27.75] 0.9087524 0.8901253 0.9273794
sal + phosphate Indian (27.75,27.85] 0.7822183 0.7283740 0.8360627
sal + phosphate Indian (27.85,27.95] 0.6204733 0.5811278 0.6598188
sal + phosphate Indian (27.95,28.05] 0.1717644 0.1125578 0.2309709
sal + phosphate Indian (28.05,28.1] -0.1827974 -0.2904073 -0.0751875
sal + phosphate Indian (28.1,28.2] -0.2668619 -0.3482685 -0.1854553
sal + phosphate Indian (28.2,28.3] -0.0896137 -0.1919399 0.0127124
sal + phosphate Indian (28.3,28.4] 0.6170510 0.4874939 0.7466081
sal + phosphate Indian (28.4, Inf] 0.5096224 0.5096224 0.5096224
sal + phosphate Pacific (-Inf,26] -0.1910283 -0.2160770 -0.1659795
sal + phosphate Pacific (26,26.5] -0.3010685 -0.3251084 -0.2770286
sal + phosphate Pacific (26.5,26.75] -0.2501484 -0.2809722 -0.2193245
sal + phosphate Pacific (26.75,27] -0.3846190 -0.4178851 -0.3513530
sal + phosphate Pacific (27,27.25] -0.2916994 -0.3125898 -0.2708090
sal + phosphate Pacific (27.25,27.5] 0.0445925 0.0370876 0.0520973
sal + phosphate Pacific (27.5,27.75] 0.0439483 -0.0275951 0.1154917
sal + phosphate Pacific (27.75,27.85] -0.1642754 -0.3789735 0.0504227
sal + phosphate Pacific (27.85,27.95] -0.4223343 -0.5921999 -0.2524687
sal + phosphate Pacific (27.95,28.05] -0.6844426 -0.7926402 -0.5762451
sal + phosphate Pacific (28.05,28.1] -0.9213063 -0.9340546 -0.9085579
sal + phosphate Pacific (28.1,28.2] -0.8978209 -0.9303327 -0.8653092
sal + phosphate Pacific (28.2,28.3] -0.0144154 -0.0587858 0.0299549
sal + phosphate Pacific (28.3,28.4] 0.3773493 0.3385665 0.4161321
sal + phosphate Pacific (28.4, Inf] 0.0000000 0.0000000 0.0000000
sal + silicate Atlantic (-Inf,26] -0.6518981 -0.6985543 -0.6052418
sal + silicate Atlantic (26,26.5] -0.6514891 -0.6537118 -0.6492664
sal + silicate Atlantic (26.5,26.75] -0.6063836 -0.6427982 -0.5699690
sal + silicate Atlantic (26.75,27] -0.5363926 -0.6119482 -0.4608371
sal + silicate Atlantic (27,27.25] -0.5953246 -0.6484340 -0.5422152
sal + silicate Atlantic (27.25,27.5] -0.7331079 -0.7600255 -0.7061903
sal + silicate Atlantic (27.5,27.75] -0.7984405 -0.8027207 -0.7941603
sal + silicate Atlantic (27.75,27.85] -0.7139983 -0.7653511 -0.6626455
sal + silicate Atlantic (27.85,27.95] -0.7586348 -0.8021644 -0.7151052
sal + silicate Atlantic (27.95,28.05] -0.8422339 -0.8778197 -0.8066481
sal + silicate Atlantic (28.05,28.1] -0.8894987 -0.8971633 -0.8818340
sal + silicate Atlantic (28.1,28.15] -0.9025118 -0.9041075 -0.9009161
sal + silicate Atlantic (28.15,28.2] -0.9174093 -0.9184387 -0.9163800
sal + silicate Atlantic (28.2, Inf] -0.9271982 -0.9700006 -0.8843958
sal + silicate Indian (-Inf,26] -0.9222790 -0.9480717 -0.8964862
sal + silicate Indian (26,26.5] -0.9094732 -0.9405495 -0.8783969
sal + silicate Indian (26.5,26.75] -0.5675818 -0.6042232 -0.5309404
sal + silicate Indian (26.75,27] 0.3147330 0.2118788 0.4175873
sal + silicate Indian (27,27.25] 0.6686793 0.6047024 0.7326562
sal + silicate Indian (27.25,27.5] 0.7806681 0.7746003 0.7867358
sal + silicate Indian (27.5,27.75] 0.8426701 0.8393821 0.8459581
sal + silicate Indian (27.75,27.85] 0.8061803 0.7664896 0.8458711
sal + silicate Indian (27.85,27.95] 0.6695958 0.6254536 0.7137379
sal + silicate Indian (27.95,28.05] 0.4012150 0.3470570 0.4553729
sal + silicate Indian (28.05,28.1] 0.0637518 -0.0034832 0.1309868
sal + silicate Indian (28.1,28.2] -0.0086097 -0.0642451 0.0470257
sal + silicate Indian (28.2,28.3] 0.3249476 0.1689195 0.4809757
sal + silicate Indian (28.3,28.4] 0.7042261 0.6413439 0.7671083
sal + silicate Indian (28.4, Inf] 0.6301516 0.6301516 0.6301516
sal + silicate Pacific (-Inf,26] -0.6035193 -0.6703494 -0.5366893
sal + silicate Pacific (26,26.5] -0.6191806 -0.6193192 -0.6190421
sal + silicate Pacific (26.5,26.75] -0.7000009 -0.7351349 -0.6648669
sal + silicate Pacific (26.75,27] -0.7178362 -0.7440365 -0.6916358
sal + silicate Pacific (27,27.25] -0.5353963 -0.5528013 -0.5179913
sal + silicate Pacific (27.25,27.5] -0.2013255 -0.2114376 -0.1912133
sal + silicate Pacific (27.5,27.75] -0.0294686 -0.0920577 0.0331206
sal + silicate Pacific (27.75,27.85] -0.1741959 -0.3821286 0.0337367
sal + silicate Pacific (27.85,27.95] -0.3652231 -0.5292585 -0.2011877
sal + silicate Pacific (27.95,28.05] -0.5936626 -0.6843857 -0.5029395
sal + silicate Pacific (28.05,28.1] -0.8625582 -0.8638689 -0.8612474
sal + silicate Pacific (28.1,28.2] -0.8974427 -0.9317425 -0.8631428
sal + silicate Pacific (28.2,28.3] 0.0911429 -0.1677110 0.3499969
sal + silicate Pacific (28.3,28.4] 0.6887260 0.6677604 0.7096915
sal + silicate Pacific (28.4, Inf] -0.8934051 -0.8934051 -0.8934051
sal + temp Atlantic (-Inf,26] 0.9480742 0.9380499 0.9580985
sal + temp Atlantic (26,26.5] 0.9613483 0.9605050 0.9621915
sal + temp Atlantic (26.5,26.75] 0.9885186 0.9882810 0.9887562
sal + temp Atlantic (26.75,27] 0.9802654 0.9782372 0.9822936
sal + temp Atlantic (27,27.25] 0.9780238 0.9759651 0.9800826
sal + temp Atlantic (27.25,27.5] 0.9751776 0.9722070 0.9781482
sal + temp Atlantic (27.5,27.75] 0.9688300 0.9682974 0.9693627
sal + temp Atlantic (27.75,27.85] 0.9850262 0.9831944 0.9868580
sal + temp Atlantic (27.85,27.95] 0.9635665 0.9594703 0.9676627
sal + temp Atlantic (27.95,28.05] 0.9484201 0.9447926 0.9520475
sal + temp Atlantic (28.05,28.1] 0.9714872 0.9710433 0.9719311
sal + temp Atlantic (28.1,28.15] 0.9649482 0.9493990 0.9804973
sal + temp Atlantic (28.15,28.2] 0.6983198 0.4736815 0.9229582
sal + temp Atlantic (28.2, Inf] 0.3408961 0.3078970 0.3738951
sal + temp Indian (-Inf,26] 0.5451589 0.4811001 0.6092176
sal + temp Indian (26,26.5] 0.8777062 0.8749613 0.8804511
sal + temp Indian (26.5,26.75] 0.9249943 0.9039281 0.9460605
sal + temp Indian (26.75,27] 0.9721143 0.9685186 0.9757100
sal + temp Indian (27,27.25] 0.9546490 0.9532974 0.9560005
sal + temp Indian (27.25,27.5] 0.9407107 0.9259458 0.9554756
sal + temp Indian (27.5,27.75] 0.8844361 0.8590688 0.9098034
sal + temp Indian (27.75,27.85] 0.9209454 0.9065577 0.9353332
sal + temp Indian (27.85,27.95] 0.9410348 0.9352658 0.9468037
sal + temp Indian (27.95,28.05] 0.9536038 0.9423810 0.9648267
sal + temp Indian (28.05,28.1] 0.9422177 0.9290867 0.9553487
sal + temp Indian (28.1,28.2] 0.8716933 0.8565102 0.8868764
sal + temp Indian (28.2,28.3] 0.9171241 0.9084722 0.9257761
sal + temp Indian (28.3,28.4] 0.9337735 0.9279614 0.9395855
sal + temp Indian (28.4, Inf] 0.5879077 0.5879077 0.5879077
sal + temp Pacific (-Inf,26] 0.7787976 0.7538114 0.8037838
sal + temp Pacific (26,26.5] 0.9283716 0.9229011 0.9338421
sal + temp Pacific (26.5,26.75] 0.9756437 0.9741422 0.9771451
sal + temp Pacific (26.75,27] 0.9677477 0.9649695 0.9705259
sal + temp Pacific (27,27.25] 0.9309388 0.9277704 0.9341073
sal + temp Pacific (27.25,27.5] 0.8023826 0.7978257 0.8069396
sal + temp Pacific (27.5,27.75] 0.5717629 0.5333778 0.6101480
sal + temp Pacific (27.75,27.85] 0.7159390 0.6315093 0.8003687
sal + temp Pacific (27.85,27.95] 0.5303934 0.3915360 0.6692508
sal + temp Pacific (27.95,28.05] 0.4096670 0.2651969 0.5541370
sal + temp Pacific (28.05,28.1] 0.1353303 0.0859031 0.1847575
sal + temp Pacific (28.1,28.2] -0.5838623 -0.6752014 -0.4925233
sal + temp Pacific (28.2,28.3] 0.6850428 0.6701642 0.6999214
sal + temp Pacific (28.3,28.4] 0.8015914 0.7270221 0.8761608
sal + temp Pacific (28.4, Inf] -0.9852757 -0.9852757 -0.9852757
silicate + phosphate Atlantic (-Inf,26] 0.6794581 0.6530107 0.7059055
silicate + phosphate Atlantic (26,26.5] 0.8851438 0.8378016 0.9324859
silicate + phosphate Atlantic (26.5,26.75] 0.9266279 0.9061593 0.9470966
silicate + phosphate Atlantic (26.75,27] 0.9206293 0.9144534 0.9268052
silicate + phosphate Atlantic (27,27.25] 0.9261118 0.9239997 0.9282239
silicate + phosphate Atlantic (27.25,27.5] 0.8776814 0.8571251 0.8982377
silicate + phosphate Atlantic (27.5,27.75] 0.8784128 0.8644073 0.8924182
silicate + phosphate Atlantic (27.75,27.85] 0.9522506 0.9519323 0.9525688
silicate + phosphate Atlantic (27.85,27.95] 0.9750138 0.9726109 0.9774167
silicate + phosphate Atlantic (27.95,28.05] 0.9860094 0.9846897 0.9873291
silicate + phosphate Atlantic (28.05,28.1] 0.9926532 0.9925105 0.9927958
silicate + phosphate Atlantic (28.1,28.15] 0.9936997 0.9933832 0.9940163
silicate + phosphate Atlantic (28.15,28.2] 0.9909972 0.9898990 0.9920954
silicate + phosphate Atlantic (28.2, Inf] 0.9895912 0.9844004 0.9947820
silicate + phosphate Indian (-Inf,26] 0.9569835 0.9497211 0.9642460
silicate + phosphate Indian (26,26.5] 0.9554849 0.9494777 0.9614920
silicate + phosphate Indian (26.5,26.75] 0.9626863 0.9601272 0.9652455
silicate + phosphate Indian (26.75,27] 0.9460442 0.9358435 0.9562448
silicate + phosphate Indian (27,27.25] 0.9405313 0.9390682 0.9419944
silicate + phosphate Indian (27.25,27.5] 0.9362666 0.9252063 0.9473268
silicate + phosphate Indian (27.5,27.75] 0.9032920 0.8917068 0.9148772
silicate + phosphate Indian (27.75,27.85] 0.8842983 0.8663982 0.9021984
silicate + phosphate Indian (27.85,27.95] 0.9059639 0.9005311 0.9113968
silicate + phosphate Indian (27.95,28.05] 0.9034119 0.9026588 0.9041650
silicate + phosphate Indian (28.05,28.1] 0.9374303 0.9288643 0.9459964
silicate + phosphate Indian (28.1,28.2] 0.8373824 0.8162508 0.8585140
silicate + phosphate Indian (28.2,28.3] 0.4572925 0.3196909 0.5948941
silicate + phosphate Indian (28.3,28.4] 0.7004732 0.6395060 0.7614405
silicate + phosphate Indian (28.4, Inf] 0.9056940 0.9056940 0.9056940
silicate + phosphate Pacific (-Inf,26] 0.6613522 0.6596700 0.6630344
silicate + phosphate Pacific (26,26.5] 0.7324139 0.7273611 0.7374667
silicate + phosphate Pacific (26.5,26.75] 0.6758602 0.6733898 0.6783305
silicate + phosphate Pacific (26.75,27] 0.8104438 0.8064813 0.8144063
silicate + phosphate Pacific (27,27.25] 0.9051136 0.9009388 0.9092885
silicate + phosphate Pacific (27.25,27.5] 0.8977880 0.8964896 0.8990865
silicate + phosphate Pacific (27.5,27.75] 0.8975184 0.8950880 0.8999489
silicate + phosphate Pacific (27.75,27.85] 0.9586142 0.9567587 0.9604696
silicate + phosphate Pacific (27.85,27.95] 0.9685395 0.9637549 0.9733240
silicate + phosphate Pacific (27.95,28.05] 0.9645992 0.9581405 0.9710578
silicate + phosphate Pacific (28.05,28.1] 0.9656654 0.9558766 0.9754542
silicate + phosphate Pacific (28.1,28.2] 0.9536633 0.9521672 0.9551593
silicate + phosphate Pacific (28.2,28.3] 0.4127819 0.3136712 0.5118926
silicate + phosphate Pacific (28.3,28.4] 0.7645337 0.7157597 0.8133077
silicate + phosphate Pacific (28.4, Inf] -0.4492519 -0.4492519 -0.4492519
temp + aou Atlantic (-Inf,26] 0.2854252 0.2065777 0.3642727
temp + aou Atlantic (26,26.5] -0.1647747 -0.2295744 -0.0999751
temp + aou Atlantic (26.5,26.75] -0.2945117 -0.3227587 -0.2662648
temp + aou Atlantic (26.75,27] -0.1448299 -0.2057403 -0.0839194
temp + aou Atlantic (27,27.25] 0.0600576 -0.0071949 0.1273100
temp + aou Atlantic (27.25,27.5] 0.0693847 -0.0224398 0.1612093
temp + aou Atlantic (27.5,27.75] -0.3089057 -0.3173648 -0.3004466
temp + aou Atlantic (27.75,27.85] -0.4033804 -0.4785812 -0.3281797
temp + aou Atlantic (27.85,27.95] -0.4012355 -0.4537997 -0.3486713
temp + aou Atlantic (27.95,28.05] -0.4861370 -0.5013712 -0.4709028
temp + aou Atlantic (28.05,28.1] -0.6479520 -0.6537668 -0.6421372
temp + aou Atlantic (28.1,28.15] -0.6839733 -0.7038169 -0.6641296
temp + aou Atlantic (28.15,28.2] -0.5126314 -0.7537860 -0.2714768
temp + aou Atlantic (28.2, Inf] -0.0031646 -0.0579083 0.0515791
temp + aou Indian (-Inf,26] -0.6057885 -0.6067387 -0.6048384
temp + aou Indian (26,26.5] -0.6422347 -0.6836224 -0.6008470
temp + aou Indian (26.5,26.75] -0.2812143 -0.3240207 -0.2384078
temp + aou Indian (26.75,27] 0.2733430 0.1711915 0.3754944
temp + aou Indian (27,27.25] 0.7318157 0.6776473 0.7859840
temp + aou Indian (27.25,27.5] 0.8679049 0.8313949 0.9044149
temp + aou Indian (27.5,27.75] 0.8989028 0.8738802 0.9239254
temp + aou Indian (27.75,27.85] 0.9259430 0.9060296 0.9458563
temp + aou Indian (27.85,27.95] 0.9105336 0.9103167 0.9107505
temp + aou Indian (27.95,28.05] 0.7992131 0.7867585 0.8116677
temp + aou Indian (28.05,28.1] 0.5052056 0.4676886 0.5427227
temp + aou Indian (28.1,28.2] 0.5252847 0.4803081 0.5702613
temp + aou Indian (28.2,28.3] 0.6895378 0.6882039 0.6908717
temp + aou Indian (28.3,28.4] 0.9552743 0.9475146 0.9630340
temp + aou Indian (28.4, Inf] 0.9935992 0.9935992 0.9935992
temp + aou Pacific (-Inf,26] -0.0746922 -0.0899946 -0.0593899
temp + aou Pacific (26,26.5] -0.1452415 -0.1741513 -0.1163317
temp + aou Pacific (26.5,26.75] 0.0873133 0.0773698 0.0972567
temp + aou Pacific (26.75,27] -0.0948079 -0.0969410 -0.0926749
temp + aou Pacific (27,27.25] -0.2187011 -0.2687828 -0.1686195
temp + aou Pacific (27.25,27.5] -0.0267975 -0.0411009 -0.0124941
temp + aou Pacific (27.5,27.75] 0.0995628 -0.0225613 0.2216868
temp + aou Pacific (27.75,27.85] -0.0375315 -0.2967796 0.2217166
temp + aou Pacific (27.85,27.95] -0.0736958 -0.2878564 0.1404648
temp + aou Pacific (27.95,28.05] -0.0061120 -0.1801632 0.1679393
temp + aou Pacific (28.05,28.1] -0.0255955 -0.2106495 0.1594584
temp + aou Pacific (28.1,28.2] 0.8116113 0.8101202 0.8131025
temp + aou Pacific (28.2,28.3] 0.6374616 0.5994530 0.6754702
temp + aou Pacific (28.3,28.4] 0.9583581 0.9547488 0.9619674
temp + aou Pacific (28.4, Inf] 0.8930663 0.8930663 0.8930663
temp + nitrate Atlantic (-Inf,26] -0.0115559 -0.0175861 -0.0055257
temp + nitrate Atlantic (26,26.5] -0.5261708 -0.5688372 -0.4835044
temp + nitrate Atlantic (26.5,26.75] -0.5604375 -0.5606544 -0.5602206
temp + nitrate Atlantic (26.75,27] -0.5188940 -0.5637454 -0.4740426
temp + nitrate Atlantic (27,27.25] -0.5021689 -0.5588820 -0.4454558
temp + nitrate Atlantic (27.25,27.5] -0.5698634 -0.6002826 -0.5394442
temp + nitrate Atlantic (27.5,27.75] -0.7212201 -0.7502088 -0.6922313
temp + nitrate Atlantic (27.75,27.85] -0.6820238 -0.7152316 -0.6488160
temp + nitrate Atlantic (27.85,27.95] -0.6686901 -0.6997959 -0.6375843
temp + nitrate Atlantic (27.95,28.05] -0.7329377 -0.7495654 -0.7163100
temp + nitrate Atlantic (28.05,28.1] -0.8022844 -0.8058758 -0.7986931
temp + nitrate Atlantic (28.1,28.15] -0.7895100 -0.8192206 -0.7597993
temp + nitrate Atlantic (28.15,28.2] -0.5449365 -0.7938164 -0.2960566
temp + nitrate Atlantic (28.2, Inf] -0.1867425 -0.1939828 -0.1795022
temp + nitrate Indian (-Inf,26] -0.6649991 -0.6720349 -0.6579634
temp + nitrate Indian (26,26.5] -0.7172618 -0.7426626 -0.6918611
temp + nitrate Indian (26.5,26.75] -0.4317478 -0.5041312 -0.3593643
temp + nitrate Indian (26.75,27] -0.0732930 -0.2321797 0.0855938
temp + nitrate Indian (27,27.25] 0.3148520 0.1379746 0.4917295
temp + nitrate Indian (27.25,27.5] 0.6085510 0.4818001 0.7353019
temp + nitrate Indian (27.5,27.75] 0.7124105 0.6177629 0.8070582
temp + nitrate Indian (27.75,27.85] 0.6785763 0.5697582 0.7873943
temp + nitrate Indian (27.85,27.95] 0.5939337 0.5648222 0.6230451
temp + nitrate Indian (27.95,28.05] 0.2327159 0.1638171 0.3016148
temp + nitrate Indian (28.05,28.1] 0.0318877 -0.0894922 0.1532675
temp + nitrate Indian (28.1,28.2] 0.0285190 -0.0542253 0.1112633
temp + nitrate Indian (28.2,28.3] -0.1659653 -0.2293310 -0.1025996
temp + nitrate Indian (28.3,28.4] 0.6530381 0.6516712 0.6544050
temp + nitrate Indian (28.4, Inf] 0.9319603 0.9319603 0.9319603
temp + nitrate Pacific (-Inf,26] -0.4211284 -0.4488132 -0.3934437
temp + nitrate Pacific (26,26.5] -0.4971493 -0.5106267 -0.4836718
temp + nitrate Pacific (26.5,26.75] -0.3318134 -0.3705609 -0.2930658
temp + nitrate Pacific (26.75,27] -0.4076900 -0.4370857 -0.3782943
temp + nitrate Pacific (27,27.25] -0.3694498 -0.4218541 -0.3170455
temp + nitrate Pacific (27.25,27.5] -0.1019228 -0.1031502 -0.1006954
temp + nitrate Pacific (27.5,27.75] 0.0620961 -0.0486138 0.1728060
temp + nitrate Pacific (27.75,27.85] -0.0446738 -0.2739448 0.1845972
temp + nitrate Pacific (27.85,27.95] -0.0804990 -0.2677708 0.1067727
temp + nitrate Pacific (27.95,28.05] -0.0706198 -0.2143708 0.0731313
temp + nitrate Pacific (28.05,28.1] -0.0622048 -0.2376627 0.1132531
temp + nitrate Pacific (28.1,28.2] 0.7604985 0.7472821 0.7737149
temp + nitrate Pacific (28.2,28.3] -0.3621111 -0.3876451 -0.3365770
temp + nitrate Pacific (28.3,28.4] 0.7482201 0.6873992 0.8090410
temp + nitrate Pacific (28.4, Inf] 0.9540653 0.9540653 0.9540653
temp + oxygen Atlantic (-Inf,26] -0.5602586 -0.5843570 -0.5361602
temp + oxygen Atlantic (26,26.5] -0.2387402 -0.3385478 -0.1389327
temp + oxygen Atlantic (26.5,26.75] 0.0302792 -0.0046447 0.0652031
temp + oxygen Atlantic (26.75,27] -0.0895231 -0.1420813 -0.0369648
temp + oxygen Atlantic (27,27.25] -0.3352764 -0.3734485 -0.2971044
temp + oxygen Atlantic (27.25,27.5] -0.3962431 -0.4525530 -0.3399332
temp + oxygen Atlantic (27.5,27.75] -0.1051114 -0.1221551 -0.0880677
temp + oxygen Atlantic (27.75,27.85] 0.0996770 -0.0240952 0.2234493
temp + oxygen Atlantic (27.85,27.95] 0.1702077 0.1005386 0.2398768
temp + oxygen Atlantic (27.95,28.05] 0.2498743 0.2408922 0.2588564
temp + oxygen Atlantic (28.05,28.1] 0.4900245 0.4778932 0.5021558
temp + oxygen Atlantic (28.1,28.15] 0.5766575 0.5615762 0.5917389
temp + oxygen Atlantic (28.15,28.2] 0.4223208 0.1582259 0.6864157
temp + oxygen Atlantic (28.2, Inf] -0.1589612 -0.2249704 -0.0929520
temp + oxygen Indian (-Inf,26] 0.5340137 0.5269814 0.5410460
temp + oxygen Indian (26,26.5] 0.5886395 0.5381087 0.6391702
temp + oxygen Indian (26.5,26.75] 0.2228852 0.1888191 0.2569513
temp + oxygen Indian (26.75,27] -0.3707307 -0.4510664 -0.2903951
temp + oxygen Indian (27,27.25] -0.8013325 -0.8374916 -0.7651735
temp + oxygen Indian (27.25,27.5] -0.9072977 -0.9326187 -0.8819767
temp + oxygen Indian (27.5,27.75] -0.9307029 -0.9482861 -0.9131198
temp + oxygen Indian (27.75,27.85] -0.9523853 -0.9656051 -0.9391656
temp + oxygen Indian (27.85,27.95] -0.9459277 -0.9468141 -0.9450412
temp + oxygen Indian (27.95,28.05] -0.8747699 -0.8870346 -0.8625052
temp + oxygen Indian (28.05,28.1] -0.6347935 -0.6508304 -0.6187566
temp + oxygen Indian (28.1,28.2] -0.6574825 -0.6857936 -0.6291713
temp + oxygen Indian (28.2,28.3] -0.7869556 -0.7924330 -0.7814783
temp + oxygen Indian (28.3,28.4] -0.9560062 -0.9642550 -0.9477573
temp + oxygen Indian (28.4, Inf] -0.9955178 -0.9955178 -0.9955178
temp + oxygen Pacific (-Inf,26] -0.3920898 -0.4402123 -0.3439672
temp + oxygen Pacific (26,26.5] -0.0522184 -0.0892061 -0.0152306
temp + oxygen Pacific (26.5,26.75] -0.2747936 -0.2933325 -0.2562546
temp + oxygen Pacific (26.75,27] -0.0930954 -0.1106568 -0.0755339
temp + oxygen Pacific (27,27.25] 0.1157622 0.0662462 0.1652783
temp + oxygen Pacific (27.25,27.5] -0.0607175 -0.0752023 -0.0462327
temp + oxygen Pacific (27.5,27.75] -0.1861127 -0.3137872 -0.0584381
temp + oxygen Pacific (27.75,27.85] -0.0196892 -0.2924804 0.2531020
temp + oxygen Pacific (27.85,27.95] 0.0204377 -0.2048111 0.2456865
temp + oxygen Pacific (27.95,28.05] -0.0562655 -0.2436373 0.1311064
temp + oxygen Pacific (28.05,28.1] -0.0073513 -0.1981059 0.1834032
temp + oxygen Pacific (28.1,28.2] -0.8319547 -0.8341030 -0.8298064
temp + oxygen Pacific (28.2,28.3] -0.7857850 -0.8035824 -0.7679876
temp + oxygen Pacific (28.3,28.4] -0.9598494 -0.9685504 -0.9511483
temp + oxygen Pacific (28.4, Inf] -0.9308795 -0.9308795 -0.9308795
temp + phosphate Atlantic (-Inf,26] -0.4845546 -0.5062557 -0.4628535
temp + phosphate Atlantic (26,26.5] -0.7611050 -0.7683965 -0.7538135
temp + phosphate Atlantic (26.5,26.75] -0.7131505 -0.7209058 -0.7053951
temp + phosphate Atlantic (26.75,27] -0.6470301 -0.6767749 -0.6172854
temp + phosphate Atlantic (27,27.25] -0.6170034 -0.6578100 -0.5761969
temp + phosphate Atlantic (27.25,27.5] -0.6610008 -0.6848296 -0.6371719
temp + phosphate Atlantic (27.5,27.75] -0.7703356 -0.7911227 -0.7495486
temp + phosphate Atlantic (27.75,27.85] -0.7193319 -0.7461424 -0.6925215
temp + phosphate Atlantic (27.85,27.95] -0.6937385 -0.7234146 -0.6640624
temp + phosphate Atlantic (27.95,28.05] -0.7476749 -0.7654208 -0.7299290
temp + phosphate Atlantic (28.05,28.1] -0.8140116 -0.8184836 -0.8095396
temp + phosphate Atlantic (28.1,28.15] -0.8066581 -0.8371045 -0.7762117
temp + phosphate Atlantic (28.15,28.2] -0.5506913 -0.8001572 -0.3012253
temp + phosphate Atlantic (28.2, Inf] -0.1897473 -0.1923967 -0.1870979
temp + phosphate Indian (-Inf,26] -0.6516430 -0.6551638 -0.6481221
temp + phosphate Indian (26,26.5] -0.7071755 -0.7326731 -0.6816778
temp + phosphate Indian (26.5,26.75] -0.4162059 -0.4850637 -0.3473482
temp + phosphate Indian (26.75,27] -0.0429141 -0.1939113 0.1080830
temp + phosphate Indian (27,27.25] 0.3590224 0.2025063 0.5155386
temp + phosphate Indian (27.25,27.5] 0.6517800 0.5538638 0.7496961
temp + phosphate Indian (27.5,27.75] 0.8057052 0.7618233 0.8495870
temp + phosphate Indian (27.75,27.85] 0.7501782 0.6985413 0.8018152
temp + phosphate Indian (27.85,27.95] 0.5980885 0.5767402 0.6194367
temp + phosphate Indian (27.95,28.05] 0.2581570 0.2051644 0.3111496
temp + phosphate Indian (28.05,28.1] 0.0528592 -0.0682039 0.1739222
temp + phosphate Indian (28.1,28.2] 0.0355444 -0.0381014 0.1091902
temp + phosphate Indian (28.2,28.3] -0.1789403 -0.2781416 -0.0797389
temp + phosphate Indian (28.3,28.4] 0.6251738 0.4801982 0.7701494
temp + phosphate Indian (28.4, Inf] 0.8818115 0.8818115 0.8818115
temp + phosphate Pacific (-Inf,26] -0.3247361 -0.3314844 -0.3179879
temp + phosphate Pacific (26,26.5] -0.4202842 -0.4378361 -0.4027322
temp + phosphate Pacific (26.5,26.75] -0.2651815 -0.2945344 -0.2358285
temp + phosphate Pacific (26.75,27] -0.3942103 -0.4293401 -0.3590805
temp + phosphate Pacific (27,27.25] -0.3540441 -0.3942747 -0.3138134
temp + phosphate Pacific (27.25,27.5] -0.0903500 -0.1047419 -0.0759581
temp + phosphate Pacific (27.5,27.75] 0.0838651 -0.0299083 0.1976384
temp + phosphate Pacific (27.75,27.85] -0.0180286 -0.2441590 0.2081018
temp + phosphate Pacific (27.85,27.95] -0.0695019 -0.2580495 0.1190456
temp + phosphate Pacific (27.95,28.05] -0.0624522 -0.2036903 0.0787859
temp + phosphate Pacific (28.05,28.1] -0.0489310 -0.2187192 0.1208572
temp + phosphate Pacific (28.1,28.2] 0.7676293 0.7506828 0.7845757
temp + phosphate Pacific (28.2,28.3] -0.2381922 -0.2627128 -0.2136717
temp + phosphate Pacific (28.3,28.4] 0.6719211 0.6643027 0.6795394
temp + phosphate Pacific (28.4, Inf] -0.1709733 -0.1709733 -0.1709733
temp + silicate Atlantic (-Inf,26] -0.5771862 -0.6432235 -0.5111489
temp + silicate Atlantic (26,26.5] -0.6698216 -0.6729169 -0.6667263
temp + silicate Atlantic (26.5,26.75] -0.6297799 -0.6674335 -0.5921263
temp + silicate Atlantic (26.75,27] -0.5295320 -0.5954246 -0.4636394
temp + silicate Atlantic (27,27.25] -0.5621388 -0.6134213 -0.5108563
temp + silicate Atlantic (27.25,27.5] -0.7504310 -0.7629071 -0.7379548
temp + silicate Atlantic (27.5,27.75] -0.8330966 -0.8460197 -0.8201734
temp + silicate Atlantic (27.75,27.85] -0.7436317 -0.7862745 -0.7009889
temp + silicate Atlantic (27.85,27.95] -0.7582025 -0.7925965 -0.7238085
temp + silicate Atlantic (27.95,28.05] -0.7834658 -0.8038855 -0.7630460
temp + silicate Atlantic (28.05,28.1] -0.8065490 -0.8141379 -0.7989601
temp + silicate Atlantic (28.1,28.15] -0.7910562 -0.8179937 -0.7641187
temp + silicate Atlantic (28.15,28.2] -0.5024757 -0.7558514 -0.2491000
temp + silicate Atlantic (28.2, Inf] -0.1513554 -0.1888373 -0.1138734
temp + silicate Indian (-Inf,26] -0.6983685 -0.7341163 -0.6626206
temp + silicate Indian (26,26.5] -0.7306189 -0.7905366 -0.6707012
temp + silicate Indian (26.5,26.75] -0.3825735 -0.3915439 -0.3736031
temp + silicate Indian (26.75,27] 0.1835295 0.0866256 0.2804333
temp + silicate Indian (27,27.25] 0.4752662 0.3917871 0.5587454
temp + silicate Indian (27.25,27.5] 0.5988018 0.5445134 0.6530903
temp + silicate Indian (27.5,27.75] 0.6490332 0.6019076 0.6961588
temp + silicate Indian (27.75,27.85] 0.6608758 0.5971017 0.7246499
temp + silicate Indian (27.85,27.95] 0.5483803 0.5161503 0.5806102
temp + silicate Indian (27.95,28.05] 0.3980782 0.3609900 0.4351664
temp + silicate Indian (28.05,28.1] 0.2672966 0.1953107 0.3392826
temp + silicate Indian (28.1,28.2] 0.2161576 0.1697533 0.2625619
temp + silicate Indian (28.2,28.3] 0.1250732 -0.0981941 0.3483406
temp + silicate Indian (28.3,28.4] 0.7294710 0.6547019 0.8042401
temp + silicate Indian (28.4, Inf] 0.9916847 0.9916847 0.9916847
temp + silicate Pacific (-Inf,26] -0.5510849 -0.6217870 -0.4803828
temp + silicate Pacific (26,26.5] -0.6827077 -0.6855989 -0.6798165
temp + silicate Pacific (26.5,26.75] -0.7026758 -0.7364064 -0.6689453
temp + silicate Pacific (26.75,27] -0.7052952 -0.7326450 -0.6779455
temp + silicate Pacific (27,27.25] -0.5648050 -0.5992494 -0.5303606
temp + silicate Pacific (27.25,27.5] -0.3454685 -0.3601209 -0.3308162
temp + silicate Pacific (27.5,27.75] -0.1861166 -0.2857013 -0.0865319
temp + silicate Pacific (27.75,27.85] -0.1295654 -0.3640934 0.1049627
temp + silicate Pacific (27.85,27.95] -0.1724627 -0.3974645 0.0525392
temp + silicate Pacific (27.95,28.05] -0.1656105 -0.3549170 0.0236960
temp + silicate Pacific (28.05,28.1] -0.0851627 -0.2795688 0.1092434
temp + silicate Pacific (28.1,28.2] 0.6777495 0.6639437 0.6915554
temp + silicate Pacific (28.2,28.3] -0.4166651 -0.6305852 -0.2027449
temp + silicate Pacific (28.3,28.4] 0.9368862 0.9260512 0.9477213
temp + silicate Pacific (28.4, Inf] 0.9570604 0.9570604 0.9570604
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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] 0.5535120 0.4627560 0.6442679
aou Atlantic (26,26.5] -0.0118803 -0.1772474 0.1534868
aou Atlantic (26.5,26.75] -0.3966911 -0.4002941 -0.3930882
aou Atlantic (26.75,27] -0.3107998 -0.3835620 -0.2380375
aou Atlantic (27,27.25] -0.2209788 -0.2789720 -0.1629857
aou Atlantic (27.25,27.5] -0.3346568 -0.4114930 -0.2578207
aou Atlantic (27.5,27.75] -0.7312883 -0.7500593 -0.7125173
aou Atlantic (27.75,27.85] -0.8860592 -0.9188036 -0.8533148
aou Atlantic (27.85,27.95] -0.9041678 -0.9159853 -0.8923503
aou Atlantic (27.95,28.05] -0.8743893 -0.8884984 -0.8602802
aou Atlantic (28.05,28.1] -0.8757714 -0.8832207 -0.8683221
aou Atlantic (28.1,28.15] -0.9143170 -0.9241119 -0.9045220
aou Atlantic (28.15,28.2] -0.9237068 -0.9274646 -0.9199490
aou Atlantic (28.2, Inf] -0.8754468 -0.9124522 -0.8384414
aou Indian (-Inf,26] -0.7847844 -0.9460872 -0.6234815
aou Indian (26,26.5] -0.9332032 -0.9609542 -0.9054522
aou Indian (26.5,26.75] -0.8654616 -0.9307148 -0.8002083
aou Indian (26.75,27] -0.5232765 -0.6259290 -0.4206240
aou Indian (27,27.25] 0.0743975 -0.0519133 0.2007084
aou Indian (27.25,27.5] 0.6126124 0.6018503 0.6233746
aou Indian (27.5,27.75] 0.6059385 0.5603409 0.6515360
aou Indian (27.75,27.85] 0.3121870 0.3073951 0.3169788
aou Indian (27.85,27.95] 0.2385507 0.2134903 0.2636112
aou Indian (27.95,28.05] 0.2316107 0.2266476 0.2365739
aou Indian (28.05,28.1] 0.0993521 -0.0200368 0.2187409
aou Indian (28.1,28.2] 0.1109436 -0.0066480 0.2285353
aou Indian (28.2,28.3] 0.1998053 0.0870660 0.3125445
aou Indian (28.3,28.4] -0.0442886 -0.1404143 0.0518371
aou Indian (28.4, Inf] -0.8262605 -0.8262605 -0.8262605
aou Pacific (-Inf,26] -0.2634634 -0.3617127 -0.1652141
aou Pacific (26,26.5] -0.7037837 -0.7581515 -0.6494159
aou Pacific (26.5,26.75] -0.6050559 -0.7192529 -0.4908588
aou Pacific (26.75,27] -0.6024037 -0.6938298 -0.5109776
aou Pacific (27,27.25] 0.0714552 -0.0150884 0.1579989
aou Pacific (27.25,27.5] 0.5997053 0.5766642 0.6227464
aou Pacific (27.5,27.75] 0.7513474 0.7342070 0.7684878
aou Pacific (27.75,27.85] 0.8334018 0.8204746 0.8463291
aou Pacific (27.85,27.95] 0.8063259 0.7949133 0.8177384
aou Pacific (27.95,28.05] 0.6247723 0.6106912 0.6388533
aou Pacific (28.05,28.1] 0.3492723 0.3122220 0.3863226
aou Pacific (28.1,28.2] 0.3213351 0.2695239 0.3731464
aou Pacific (28.2,28.3] 0.1065527 0.0638161 0.1492893
aou Pacific (28.3,28.4] -0.2146674 -0.4453334 0.0159987
aou Pacific (28.4, Inf] -0.5708663 -0.5708663 -0.5708663
nitrate Atlantic (-Inf,26] 0.2428634 0.1885700 0.2971568
nitrate Atlantic (26,26.5] -0.3393436 -0.4998048 -0.1788824
nitrate Atlantic (26.5,26.75] -0.6190628 -0.6475983 -0.5905273
nitrate Atlantic (26.75,27] -0.6404713 -0.6891053 -0.5918372
nitrate Atlantic (27,27.25] -0.7380733 -0.7839839 -0.6921627
nitrate Atlantic (27.25,27.5] -0.8764431 -0.9019248 -0.8509614
nitrate Atlantic (27.5,27.75] -0.9680927 -0.9691676 -0.9670179
nitrate Atlantic (27.75,27.85] -0.9680318 -0.9687581 -0.9673056
nitrate Atlantic (27.85,27.95] -0.9561146 -0.9602269 -0.9520022
nitrate Atlantic (27.95,28.05] -0.9344446 -0.9425153 -0.9263739
nitrate Atlantic (28.05,28.1] -0.9208629 -0.9237862 -0.9179396
nitrate Atlantic (28.1,28.15] -0.9367905 -0.9402757 -0.9333052
nitrate Atlantic (28.15,28.2] -0.9530013 -0.9637186 -0.9422840
nitrate Atlantic (28.2, Inf] -0.9799455 -0.9835781 -0.9763129
nitrate Indian (-Inf,26] -0.7727290 -0.9475743 -0.5978837
nitrate Indian (26,26.5] -0.9411891 -0.9699010 -0.9124772
nitrate Indian (26.5,26.75] -0.9180288 -0.9579950 -0.8780626
nitrate Indian (26.75,27] -0.7574084 -0.8097541 -0.7050628
nitrate Indian (27,27.25] -0.3505344 -0.4038080 -0.2972608
nitrate Indian (27.25,27.5] 0.4008861 0.3492788 0.4524934
nitrate Indian (27.5,27.75] 0.5448680 0.5006713 0.5890647
nitrate Indian (27.75,27.85] 0.1522335 0.1351980 0.1692689
nitrate Indian (27.85,27.95] -0.0263071 -0.0712455 0.0186313
nitrate Indian (27.95,28.05] -0.2278151 -0.3266591 -0.1289711
nitrate Indian (28.05,28.1] -0.1876944 -0.3998894 0.0245005
nitrate Indian (28.1,28.2] -0.1851247 -0.3237825 -0.0464670
nitrate Indian (28.2,28.3] -0.2124761 -0.3237793 -0.1011729
nitrate Indian (28.3,28.4] -0.3961729 -0.4234801 -0.3688657
nitrate Indian (28.4, Inf] -0.8490818 -0.8490818 -0.8490818
nitrate Pacific (-Inf,26] -0.2875163 -0.3658016 -0.2092309
nitrate Pacific (26,26.5] -0.8157535 -0.8673564 -0.7641506
nitrate Pacific (26.5,26.75] -0.7694758 -0.8242587 -0.7146929
nitrate Pacific (26.75,27] -0.7149082 -0.7596044 -0.6702120
nitrate Pacific (27,27.25] 0.0307419 -0.0475173 0.1090011
nitrate Pacific (27.25,27.5] 0.5305879 0.5090325 0.5521433
nitrate Pacific (27.5,27.75] 0.6927057 0.6850618 0.7003495
nitrate Pacific (27.75,27.85] 0.7969933 0.7950637 0.7989230
nitrate Pacific (27.85,27.95] 0.7706255 0.7654935 0.7757574
nitrate Pacific (27.95,28.05] 0.5743951 0.5593162 0.5894739
nitrate Pacific (28.05,28.1] 0.3066552 0.2747087 0.3386017
nitrate Pacific (28.1,28.2] 0.2810178 0.2194074 0.3426282
nitrate Pacific (28.2,28.3] -0.2203041 -0.3628393 -0.0777690
nitrate Pacific (28.3,28.4] -0.3611746 -0.4813062 -0.2410430
nitrate Pacific (28.4, Inf] -0.9815707 -0.9815707 -0.9815707
oxygen Atlantic (-Inf,26] -0.5846347 -0.7262975 -0.4429718
oxygen Atlantic (26,26.5] -0.2561442 -0.4029920 -0.1092964
oxygen Atlantic (26.5,26.75] 0.1940163 0.1703741 0.2176584
oxygen Atlantic (26.75,27] 0.1117304 0.0378710 0.1855898
oxygen Atlantic (27,27.25] -0.0197842 -0.0591398 0.0195714
oxygen Atlantic (27.25,27.5] 0.0461540 -0.0161684 0.1084765
oxygen Atlantic (27.5,27.75] 0.4272992 0.3873761 0.4672223
oxygen Atlantic (27.75,27.85] 0.7213129 0.6418509 0.8007750
oxygen Atlantic (27.85,27.95] 0.8051761 0.7786266 0.8317255
oxygen Atlantic (27.95,28.05] 0.7752896 0.7558211 0.7947582
oxygen Atlantic (28.05,28.1] 0.8255264 0.8129945 0.8380583
oxygen Atlantic (28.1,28.15] 0.8917774 0.8738452 0.9097095
oxygen Atlantic (28.15,28.2] 0.9235004 0.9196642 0.9273365
oxygen Atlantic (28.2, Inf] 0.8174241 0.7642454 0.8706028
oxygen Indian (-Inf,26] 0.8110207 0.6718974 0.9501440
oxygen Indian (26,26.5] 0.9287456 0.9030961 0.9543950
oxygen Indian (26.5,26.75] 0.8468465 0.7749593 0.9187336
oxygen Indian (26.75,27] 0.4462534 0.3262341 0.5662727
oxygen Indian (27,27.25] -0.1648658 -0.3032008 -0.0265308
oxygen Indian (27.25,27.5] -0.6384760 -0.6437120 -0.6332401
oxygen Indian (27.5,27.75] -0.5841989 -0.6343883 -0.5340095
oxygen Indian (27.75,27.85] -0.3096141 -0.3122662 -0.3069621
oxygen Indian (27.85,27.95] -0.2604641 -0.2847100 -0.2362181
oxygen Indian (27.95,28.05] -0.2987242 -0.3079256 -0.2895229
oxygen Indian (28.05,28.1] -0.1700261 -0.2577276 -0.0823246
oxygen Indian (28.1,28.2] -0.1853439 -0.2877587 -0.0829292
oxygen Indian (28.2,28.3] -0.2377535 -0.3326471 -0.1428599
oxygen Indian (28.3,28.4] 0.0149703 -0.0850901 0.1150306
oxygen Indian (28.4, Inf] 0.8236381 0.8236381 0.8236381
oxygen Pacific (-Inf,26] 0.4050470 0.3159280 0.4941660
oxygen Pacific (26,26.5] 0.6084024 0.5494952 0.6673096
oxygen Pacific (26.5,26.75] 0.4971041 0.3651836 0.6290247
oxygen Pacific (26.75,27] 0.5329774 0.4183894 0.6475655
oxygen Pacific (27,27.25] -0.0434431 -0.1321341 0.0452479
oxygen Pacific (27.25,27.5] -0.5572283 -0.5798500 -0.5346066
oxygen Pacific (27.5,27.75] -0.7100408 -0.7310295 -0.6890520
oxygen Pacific (27.75,27.85] -0.8123266 -0.8297028 -0.7949504
oxygen Pacific (27.85,27.95] -0.7900171 -0.8034929 -0.7765413
oxygen Pacific (27.95,28.05] -0.6136625 -0.6285396 -0.5987854
oxygen Pacific (28.05,28.1] -0.3535444 -0.3905984 -0.3164905
oxygen Pacific (28.1,28.2] -0.3276346 -0.3804147 -0.2748546
oxygen Pacific (28.2,28.3] -0.1608887 -0.2286734 -0.0931041
oxygen Pacific (28.3,28.4] 0.2096650 -0.0177930 0.4371230
oxygen Pacific (28.4, Inf] 0.6444155 0.6444155 0.6444155
phosphate Atlantic (-Inf,26] -0.2438218 -0.3408723 -0.1467713
phosphate Atlantic (26,26.5] -0.5696234 -0.6882820 -0.4509648
phosphate Atlantic (26.5,26.75] -0.7383205 -0.7717504 -0.7048906
phosphate Atlantic (26.75,27] -0.7552714 -0.7867463 -0.7237965
phosphate Atlantic (27,27.25] -0.8276227 -0.8541198 -0.8011257
phosphate Atlantic (27.25,27.5] -0.9244405 -0.9384454 -0.9104355
phosphate Atlantic (27.5,27.75] -0.9801745 -0.9816603 -0.9786888
phosphate Atlantic (27.75,27.85] -0.9750074 -0.9768419 -0.9731730
phosphate Atlantic (27.85,27.95] -0.9589287 -0.9637648 -0.9540926
phosphate Atlantic (27.95,28.05] -0.9365263 -0.9452271 -0.9278254
phosphate Atlantic (28.05,28.1] -0.9204315 -0.9234416 -0.9174215
phosphate Atlantic (28.1,28.15] -0.9368754 -0.9385622 -0.9351885
phosphate Atlantic (28.15,28.2] -0.9540393 -0.9644969 -0.9435817
phosphate Atlantic (28.2, Inf] -0.9835597 -0.9863153 -0.9808041
phosphate Indian (-Inf,26] -0.7803995 -0.9460447 -0.6147544
phosphate Indian (26,26.5] -0.9446949 -0.9740070 -0.9153828
phosphate Indian (26.5,26.75] -0.9197372 -0.9623129 -0.8771614
phosphate Indian (26.75,27] -0.7540720 -0.8074427 -0.7007013
phosphate Indian (27,27.25] -0.3375068 -0.3931771 -0.2818364
phosphate Indian (27.25,27.5] 0.3942642 0.3452574 0.4432711
phosphate Indian (27.5,27.75] 0.5178095 0.4609222 0.5746968
phosphate Indian (27.75,27.85] 0.1340242 0.0897507 0.1782976
phosphate Indian (27.85,27.95] -0.0631817 -0.1145675 -0.0117959
phosphate Indian (27.95,28.05] -0.2615874 -0.3526518 -0.1705231
phosphate Indian (28.05,28.1] -0.2380205 -0.4372219 -0.0388191
phosphate Indian (28.1,28.2] -0.2991032 -0.4045246 -0.1936818
phosphate Indian (28.2,28.3] -0.4786736 -0.4986096 -0.4587377
phosphate Indian (28.3,28.4] -0.5671836 -0.6233081 -0.5110591
phosphate Indian (28.4, Inf] -0.9449579 -0.9449579 -0.9449579
phosphate Pacific (-Inf,26] -0.2838560 -0.3461921 -0.2215198
phosphate Pacific (26,26.5] -0.8470578 -0.8861411 -0.8079745
phosphate Pacific (26.5,26.75] -0.8172203 -0.8695729 -0.7648676
phosphate Pacific (26.75,27] -0.7514909 -0.7911512 -0.7118306
phosphate Pacific (27,27.25] 0.0055133 -0.0784967 0.0895233
phosphate Pacific (27.25,27.5] 0.5212501 0.4929533 0.5495469
phosphate Pacific (27.5,27.75] 0.6705719 0.6572355 0.6839083
phosphate Pacific (27.75,27.85] 0.7682161 0.7624661 0.7739661
phosphate Pacific (27.85,27.95] 0.7425555 0.7350849 0.7500261
phosphate Pacific (27.95,28.05] 0.5386254 0.5264428 0.5508079
phosphate Pacific (28.05,28.1] 0.2358467 0.2165182 0.2551753
phosphate Pacific (28.1,28.2] 0.1892784 0.1234526 0.2551042
phosphate Pacific (28.2,28.3] -0.6573102 -0.7483623 -0.5662581
phosphate Pacific (28.3,28.4] -0.6914504 -0.7030522 -0.6798486
phosphate Pacific (28.4, Inf] -0.3190593 -0.3190593 -0.3190593
sal Atlantic (-Inf,26] 0.5027547 0.2894469 0.7160626
sal Atlantic (26,26.5] 0.7202668 0.6118218 0.8287119
sal Atlantic (26.5,26.75] 0.8139933 0.7583531 0.8696336
sal Atlantic (26.75,27] 0.8931101 0.8792035 0.9070167
sal Atlantic (27,27.25] 0.8856574 0.8804039 0.8909109
sal Atlantic (27.25,27.5] 0.8486502 0.8340209 0.8632794
sal Atlantic (27.5,27.75] 0.8315805 0.8062195 0.8569415
sal Atlantic (27.75,27.85] 0.7201891 0.7015051 0.7388731
sal Atlantic (27.85,27.95] 0.6487658 0.6244109 0.6731207
sal Atlantic (27.95,28.05] 0.7068723 0.6722294 0.7415151
sal Atlantic (28.05,28.1] 0.7653810 0.7583899 0.7723722
sal Atlantic (28.1,28.15] 0.7945160 0.7852812 0.8037508
sal Atlantic (28.15,28.2] 0.8706031 0.8420079 0.8991983
sal Atlantic (28.2, Inf] 0.9628467 0.9565170 0.9691765
sal Indian (-Inf,26] 0.8184206 0.7217294 0.9151118
sal Indian (26,26.5] 0.8419931 0.7984683 0.8855178
sal Indian (26.5,26.75] 0.6524051 0.6207906 0.6840196
sal Indian (26.75,27] 0.4257447 0.2696110 0.5818783
sal Indian (27,27.25] 0.4428629 0.2879785 0.5977473
sal Indian (27.25,27.5] 0.6437508 0.6243132 0.6631884
sal Indian (27.5,27.75] 0.6331702 0.5975366 0.6688037
sal Indian (27.75,27.85] 0.4095854 0.3847519 0.4344190
sal Indian (27.85,27.95] 0.4055041 0.3916267 0.4193814
sal Indian (27.95,28.05] 0.5723362 0.5351431 0.6095293
sal Indian (28.05,28.1] 0.4834766 0.3803684 0.5865849
sal Indian (28.1,28.2] 0.3760579 0.3405338 0.4115820
sal Indian (28.2,28.3] 0.2459137 0.2324932 0.2593342
sal Indian (28.3,28.4] -0.0240061 -0.1011768 0.0531647
sal Indian (28.4, Inf] -0.4196725 -0.4196725 -0.4196725
sal Pacific (-Inf,26] -0.0656348 -0.0722761 -0.0589935
sal Pacific (26,26.5] 0.4660499 0.4457421 0.4863577
sal Pacific (26.5,26.75] 0.4307457 0.3646284 0.4968630
sal Pacific (26.75,27] 0.3219228 0.2419086 0.4019371
sal Pacific (27,27.25] -0.4097613 -0.4133409 -0.4061817
sal Pacific (27.25,27.5] -0.4901114 -0.4925042 -0.4877186
sal Pacific (27.5,27.75] -0.2821619 -0.3477272 -0.2165967
sal Pacific (27.75,27.85] -0.4060077 -0.6038691 -0.2081463
sal Pacific (27.85,27.95] -0.4295921 -0.5739314 -0.2852529
sal Pacific (27.95,28.05] -0.3208834 -0.3959867 -0.2457801
sal Pacific (28.05,28.1] -0.1917757 -0.2098438 -0.1737077
sal Pacific (28.1,28.2] -0.1859882 -0.2362692 -0.1357073
sal Pacific (28.2,28.3] 0.0567257 -0.0030471 0.1164985
sal Pacific (28.3,28.4] -0.0283699 -0.2323939 0.1756540
sal Pacific (28.4, Inf] 0.9477348 0.9477348 0.9477348
silicate Atlantic (-Inf,26] -0.2712685 -0.3680416 -0.1744953
silicate Atlantic (26,26.5] -0.5236285 -0.6605620 -0.3866950
silicate Atlantic (26.5,26.75] -0.6422500 -0.6883059 -0.5961941
silicate Atlantic (26.75,27] -0.6385012 -0.6863447 -0.5906577
silicate Atlantic (27,27.25] -0.7384575 -0.7633433 -0.7135718
silicate Atlantic (27.25,27.5] -0.8637064 -0.8803767 -0.8470360
silicate Atlantic (27.5,27.75] -0.8550286 -0.8738175 -0.8362397
silicate Atlantic (27.75,27.85] -0.8879746 -0.8963828 -0.8795664
silicate Atlantic (27.85,27.95] -0.8978394 -0.9123841 -0.8832948
silicate Atlantic (27.95,28.05] -0.8945582 -0.9091408 -0.8799757
silicate Atlantic (28.05,28.1] -0.8917589 -0.8967971 -0.8867208
silicate Atlantic (28.1,28.15] -0.9239154 -0.9265181 -0.9213126
silicate Atlantic (28.15,28.2] -0.9483254 -0.9596714 -0.9369795
silicate Atlantic (28.2, Inf] -0.9671749 -0.9800510 -0.9542988
silicate Indian (-Inf,26] -0.7726997 -0.9342469 -0.6111525
silicate Indian (26,26.5] -0.9337520 -0.9641534 -0.9033506
silicate Indian (26.5,26.75] -0.8863437 -0.9520808 -0.8206065
silicate Indian (26.75,27] -0.5792014 -0.6763509 -0.4820519
silicate Indian (27,27.25] -0.1526474 -0.2453209 -0.0599739
silicate Indian (27.25,27.5] 0.5007793 0.4503473 0.5512114
silicate Indian (27.5,27.75] 0.6729160 0.6063458 0.7394863
silicate Indian (27.75,27.85] 0.3298606 0.2312831 0.4284381
silicate Indian (27.85,27.95] 0.1292103 0.0693377 0.1890829
silicate Indian (27.95,28.05] -0.0015839 -0.0971004 0.0939326
silicate Indian (28.05,28.1] -0.0465007 -0.2102058 0.1172043
silicate Indian (28.1,28.2] -0.1265934 -0.2284137 -0.0247731
silicate Indian (28.2,28.3] -0.1383311 -0.1500342 -0.1266281
silicate Indian (28.3,28.4] -0.3398368 -0.3802895 -0.2993841
silicate Indian (28.4, Inf] -0.8345437 -0.8345437 -0.8345437
silicate Pacific (-Inf,26] -0.2406942 -0.3247254 -0.1566629
silicate Pacific (26,26.5] -0.7031585 -0.7246195 -0.6816974
silicate Pacific (26.5,26.75] -0.6184178 -0.6228398 -0.6139959
silicate Pacific (26.75,27] -0.5039162 -0.5083291 -0.4995033
silicate Pacific (27,27.25] 0.3203735 0.2623109 0.3784362
silicate Pacific (27.25,27.5] 0.8037443 0.7902213 0.8172673
silicate Pacific (27.5,27.75] 0.8862494 0.8829775 0.8895213
silicate Pacific (27.75,27.85] 0.8659001 0.8614553 0.8703450
silicate Pacific (27.85,27.95] 0.8014205 0.7869410 0.8159001
silicate Pacific (27.95,28.05] 0.6067353 0.5887745 0.6246961
silicate Pacific (28.05,28.1] 0.3194769 0.2753994 0.3635545
silicate Pacific (28.1,28.2] 0.2697284 0.2444749 0.2949819
silicate Pacific (28.2,28.3] -0.2451711 -0.3099443 -0.1803979
silicate Pacific (28.3,28.4] -0.4628813 -0.4807389 -0.4450237
silicate Pacific (28.4, Inf] -0.7033731 -0.7033731 -0.7033731
temp Atlantic (-Inf,26] 0.3543442 0.1101572 0.5985311
temp Atlantic (26,26.5] 0.6888765 0.6028203 0.7749328
temp Atlantic (26.5,26.75] 0.7962502 0.7238043 0.8686960
temp Atlantic (26.75,27] 0.8648745 0.8388058 0.8909431
temp Atlantic (27,27.25] 0.8342016 0.8247019 0.8437013
temp Atlantic (27.25,27.5] 0.7952290 0.7745528 0.8159053
temp Atlantic (27.5,27.75] 0.7811600 0.7543132 0.8080069
temp Atlantic (27.75,27.85] 0.7069634 0.7013919 0.7125350
temp Atlantic (27.85,27.95] 0.6330163 0.6191790 0.6468535
temp Atlantic (27.95,28.05] 0.6617185 0.6508574 0.6725796
temp Atlantic (28.05,28.1] 0.6878676 0.6832500 0.6924851
temp Atlantic (28.1,28.15] 0.6649474 0.6174099 0.7124848
temp Atlantic (28.15,28.2] 0.3927007 0.1620350 0.6233665
temp Atlantic (28.2, Inf] 0.2177453 0.1955226 0.2399680
temp Indian (-Inf,26] 0.2042283 -0.0790568 0.4875135
temp Indian (26,26.5] 0.6219474 0.5335110 0.7103838
temp Indian (26.5,26.75] 0.4963186 0.4239262 0.5687110
temp Indian (26.75,27] 0.5305876 0.4044175 0.6567578
temp Indian (27,27.25] 0.6193856 0.5010609 0.7377102
temp Indian (27.25,27.5] 0.6902967 0.6864010 0.6941923
temp Indian (27.5,27.75] 0.4367335 0.3557326 0.5177344
temp Indian (27.75,27.85] 0.2819671 0.2679461 0.2959882
temp Indian (27.85,27.95] 0.3150853 0.2936421 0.3365285
temp Indian (27.95,28.05] 0.4779616 0.4358304 0.5200928
temp Indian (28.05,28.1] 0.4251580 0.3678712 0.4824447
temp Indian (28.1,28.2] 0.3486640 0.3379641 0.3593640
temp Indian (28.2,28.3] 0.2584906 0.2511115 0.2658697
temp Indian (28.3,28.4] -0.0195362 -0.1366623 0.0975899
temp Indian (28.4, Inf] -0.8126621 -0.8126621 -0.8126621
temp Pacific (-Inf,26] -0.3962552 -0.3967901 -0.3957204
temp Pacific (26,26.5] 0.5091462 0.4870062 0.5312861
temp Pacific (26.5,26.75] 0.4483957 0.3761693 0.5206221
temp Pacific (26.75,27] 0.3638542 0.2809290 0.4467795
temp Pacific (27,27.25] -0.2553815 -0.2578664 -0.2528966
temp Pacific (27.25,27.5] -0.4702253 -0.4847056 -0.4557449
temp Pacific (27.5,27.75] -0.3583645 -0.4477874 -0.2689417
temp Pacific (27.75,27.85] -0.3567249 -0.5796357 -0.1338140
temp Pacific (27.85,27.95] -0.3439752 -0.5324335 -0.1555169
temp Pacific (27.95,28.05] -0.1923654 -0.3182023 -0.0665286
temp Pacific (28.05,28.1] -0.1002572 -0.1588728 -0.0416417
temp Pacific (28.1,28.2] 0.2362204 0.1758360 0.2966047
temp Pacific (28.2,28.3] 0.1187873 0.0883675 0.1492071
temp Pacific (28.3,28.4] -0.2941321 -0.3963359 -0.1919283
temp Pacific (28.4, Inf] -0.8792293 -0.8792293 -0.8792293
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