Last updated: 2021-06-24

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor correlation

The correlation between:

  • pairs of seven potential predictor variables and
  • C* and seven potential predictor variables

were investigated based on:

  • property-property plots and
  • calculated correlation coeffcients.

3.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

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

Version Author Date
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
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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
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984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[2]]

Version Author Date
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
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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
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
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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
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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
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 
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
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] 0.8708085 0.8707876 0.8708294
aou + nitrate Atlantic (26,26.5] 0.8451297 0.8007267 0.8895326
aou + nitrate Atlantic (26.5,26.75] 0.9251431 0.9152453 0.9350410
aou + nitrate Atlantic (26.75,27] 0.9005798 0.8940282 0.9071314
aou + nitrate Atlantic (27,27.25] 0.7998417 0.7691689 0.8305146
aou + nitrate Atlantic (27.25,27.5] 0.7478409 0.7254158 0.7702661
aou + nitrate Atlantic (27.5,27.75] 0.8459952 0.8272592 0.8647313
aou + nitrate Atlantic (27.75,27.85] 0.9262713 0.9054741 0.9470686
aou + nitrate Atlantic (27.85,27.95] 0.9294396 0.9209155 0.9379637
aou + nitrate Atlantic (27.95,28.05] 0.9377609 0.9322953 0.9432265
aou + nitrate Atlantic (28.05,28.1] 0.9553679 0.9552974 0.9554384
aou + nitrate Atlantic (28.1,28.15] 0.9742443 0.9734960 0.9749925
aou + nitrate Atlantic (28.15,28.2] 0.9802964 0.9733008 0.9872920
aou + nitrate Atlantic (28.2, Inf] 0.9165535 0.8960884 0.9370185
aou + nitrate Indo-Pacific (-Inf,26] 0.9194188 0.9029506 0.9358870
aou + nitrate Indo-Pacific (26,26.5] 0.9015364 0.8988846 0.9041883
aou + nitrate Indo-Pacific (26.5,26.75] 0.8942787 0.8860944 0.9024631
aou + nitrate Indo-Pacific (26.75,27] 0.9331150 0.9324687 0.9337613
aou + nitrate Indo-Pacific (27,27.25] 0.9583611 0.9550398 0.9616825
aou + nitrate Indo-Pacific (27.25,27.5] 0.9632809 0.9566491 0.9699127
aou + nitrate Indo-Pacific (27.5,27.75] 0.9662931 0.9625248 0.9700613
aou + nitrate Indo-Pacific (27.75,27.85] 0.9773426 0.9766543 0.9780308
aou + nitrate Indo-Pacific (27.85,27.95] 0.9770795 0.9736999 0.9804591
aou + nitrate Indo-Pacific (27.95,28.05] 0.9637292 0.9549730 0.9724854
aou + nitrate Indo-Pacific (28.05,28.1] 0.9733934 0.9639027 0.9828840
aou + nitrate Indo-Pacific (28.1,28.2] 0.9663701 0.9598675 0.9728726
aou + nitrate Indo-Pacific (28.2,28.3] 0.2754614 0.2231807 0.3277420
aou + nitrate Indo-Pacific (28.3,28.4] 0.4358346 0.4070040 0.4646653
aou + nitrate Indo-Pacific (28.4, Inf] 0.0674241 -0.7799844 0.9148327
aou + phosphate Atlantic (-Inf,26] 0.2878683 0.0383195 0.5374170
aou + phosphate Atlantic (26,26.5] 0.6131823 0.5182361 0.7081285
aou + phosphate Atlantic (26.5,26.75] 0.8225183 0.7979188 0.8471178
aou + phosphate Atlantic (26.75,27] 0.8174088 0.8086889 0.8261287
aou + phosphate Atlantic (27,27.25] 0.7240887 0.6966428 0.7515347
aou + phosphate Atlantic (27.25,27.5] 0.6864983 0.6502845 0.7227121
aou + phosphate Atlantic (27.5,27.75] 0.8177559 0.7953253 0.8401864
aou + phosphate Atlantic (27.75,27.85] 0.9096035 0.8841621 0.9350449
aou + phosphate Atlantic (27.85,27.95] 0.9242591 0.9189787 0.9295394
aou + phosphate Atlantic (27.95,28.05] 0.9335708 0.9273522 0.9397893
aou + phosphate Atlantic (28.05,28.1] 0.9507913 0.9500311 0.9515515
aou + phosphate Atlantic (28.1,28.15] 0.9707042 0.9672051 0.9742033
aou + phosphate Atlantic (28.15,28.2] 0.9802059 0.9739480 0.9864639
aou + phosphate Atlantic (28.2, Inf] 0.9105984 0.8883019 0.9328949
aou + phosphate Indo-Pacific (-Inf,26] 0.9372591 0.9187695 0.9557487
aou + phosphate Indo-Pacific (26,26.5] 0.9535897 0.9528990 0.9542804
aou + phosphate Indo-Pacific (26.5,26.75] 0.9374391 0.9362283 0.9386498
aou + phosphate Indo-Pacific (26.75,27] 0.9473708 0.9426211 0.9521204
aou + phosphate Indo-Pacific (27,27.25] 0.9700414 0.9678308 0.9722520
aou + phosphate Indo-Pacific (27.25,27.5] 0.9753833 0.9737298 0.9770367
aou + phosphate Indo-Pacific (27.5,27.75] 0.9775694 0.9763962 0.9787427
aou + phosphate Indo-Pacific (27.75,27.85] 0.9833285 0.9831651 0.9834919
aou + phosphate Indo-Pacific (27.85,27.95] 0.9803575 0.9775968 0.9831182
aou + phosphate Indo-Pacific (27.95,28.05] 0.9681592 0.9632173 0.9731012
aou + phosphate Indo-Pacific (28.05,28.1] 0.9751283 0.9692345 0.9810220
aou + phosphate Indo-Pacific (28.1,28.2] 0.9617749 0.9562504 0.9672994
aou + phosphate Indo-Pacific (28.2,28.3] 0.2142044 0.0566145 0.3717943
aou + phosphate Indo-Pacific (28.3,28.4] 0.3506654 0.1753828 0.5259479
aou + phosphate Indo-Pacific (28.4, Inf] -0.0009445 -0.8362895 0.8344006
aou + phosphate_star Atlantic (-Inf,26] -0.4865423 -0.6331181 -0.3399664
aou + phosphate_star Atlantic (26,26.5] 0.1323233 0.0187144 0.2459322
aou + phosphate_star Atlantic (26.5,26.75] 0.3465410 0.2925126 0.4005694
aou + phosphate_star Atlantic (26.75,27] 0.1878357 0.1670085 0.2086629
aou + phosphate_star Atlantic (27,27.25] 0.0547590 0.0377344 0.0717835
aou + phosphate_star Atlantic (27.25,27.5] 0.1450099 0.0388034 0.2512163
aou + phosphate_star Atlantic (27.5,27.75] 0.4862318 0.4374703 0.5349933
aou + phosphate_star Atlantic (27.75,27.85] 0.6517329 0.5754603 0.7280055
aou + phosphate_star Atlantic (27.85,27.95] 0.6668198 0.6487912 0.6848484
aou + phosphate_star Atlantic (27.95,28.05] 0.7415505 0.7310010 0.7521001
aou + phosphate_star Atlantic (28.05,28.1] 0.8227309 0.8205415 0.8249204
aou + phosphate_star Atlantic (28.1,28.15] 0.8902110 0.8821660 0.8982559
aou + phosphate_star Atlantic (28.15,28.2] 0.9260110 0.9012427 0.9507793
aou + phosphate_star Atlantic (28.2, Inf] 0.7456651 0.6927086 0.7986215
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5792659 0.5106562 0.6478755
aou + phosphate_star Indo-Pacific (26,26.5] 0.6140072 0.6012185 0.6267960
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4532745 0.3919222 0.5146267
aou + phosphate_star Indo-Pacific (26.75,27] 0.4046445 0.3698037 0.4394853
aou + phosphate_star Indo-Pacific (27,27.25] 0.0565344 0.0268075 0.0862612
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4256994 -0.4295853 -0.4218135
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.5799638 -0.5993701 -0.5605574
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.4824562 -0.5662476 -0.3986649
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1818704 -0.2684282 -0.0953127
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1458877 0.1376559 0.1541195
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.5861952 0.5607405 0.6116499
aou + phosphate_star Indo-Pacific (28.1,28.2] 0.1920605 0.0909801 0.2931409
aou + phosphate_star Indo-Pacific (28.2,28.3] -0.6582066 -0.7764710 -0.5399421
aou + phosphate_star Indo-Pacific (28.3,28.4] -0.8526245 -0.8688873 -0.8363616
aou + phosphate_star Indo-Pacific (28.4, Inf] -0.9622800 -0.9916952 -0.9328648
aou + silicate Atlantic (-Inf,26] -0.0009029 -0.0981612 0.0963554
aou + silicate Atlantic (26,26.5] 0.5464960 0.4183910 0.6746009
aou + silicate Atlantic (26.5,26.75] 0.7532338 0.6282299 0.8782377
aou + silicate Atlantic (26.75,27] 0.7965082 0.7367878 0.8562287
aou + silicate Atlantic (27,27.25] 0.6870086 0.6536192 0.7203981
aou + silicate Atlantic (27.25,27.5] 0.4660751 0.4115859 0.5205642
aou + silicate Atlantic (27.5,27.75] 0.5779617 0.5238704 0.6320529
aou + silicate Atlantic (27.75,27.85] 0.8157072 0.7985872 0.8328271
aou + silicate Atlantic (27.85,27.95] 0.8468636 0.8402585 0.8534686
aou + silicate Atlantic (27.95,28.05] 0.9113289 0.9044572 0.9182006
aou + silicate Atlantic (28.05,28.1] 0.9557394 0.9536707 0.9578082
aou + silicate Atlantic (28.1,28.15] 0.9705806 0.9695889 0.9715723
aou + silicate Atlantic (28.15,28.2] 0.9801868 0.9786822 0.9816914
aou + silicate Atlantic (28.2, Inf] 0.9240375 0.9187076 0.9293675
aou + silicate Indo-Pacific (-Inf,26] 0.7444502 0.6994579 0.7894425
aou + silicate Indo-Pacific (26,26.5] 0.6943817 0.6873837 0.7013796
aou + silicate Indo-Pacific (26.5,26.75] 0.6273534 0.5957302 0.6589766
aou + silicate Indo-Pacific (26.75,27] 0.7598803 0.7446121 0.7751484
aou + silicate Indo-Pacific (27,27.25] 0.8854307 0.8767665 0.8940948
aou + silicate Indo-Pacific (27.25,27.5] 0.9174365 0.9104741 0.9243990
aou + silicate Indo-Pacific (27.5,27.75] 0.9331462 0.9226267 0.9436658
aou + silicate Indo-Pacific (27.75,27.85] 0.9679124 0.9643053 0.9715195
aou + silicate Indo-Pacific (27.85,27.95] 0.9649749 0.9643676 0.9655823
aou + silicate Indo-Pacific (27.95,28.05] 0.9552167 0.9507119 0.9597214
aou + silicate Indo-Pacific (28.05,28.1] 0.9708965 0.9705718 0.9712212
aou + silicate Indo-Pacific (28.1,28.2] 0.9252084 0.9175804 0.9328364
aou + silicate Indo-Pacific (28.2,28.3] 0.3454625 0.2965463 0.3943787
aou + silicate Indo-Pacific (28.3,28.4] 0.5274222 0.3701288 0.6847156
aou + silicate Indo-Pacific (28.4, Inf] 0.3522235 -0.2922564 0.9967033
nitrate + phosphate Atlantic (-Inf,26] 0.5910507 0.3824842 0.7996171
nitrate + phosphate Atlantic (26,26.5] 0.8844073 0.8472868 0.9215277
nitrate + phosphate Atlantic (26.5,26.75] 0.9653808 0.9578363 0.9729253
nitrate + phosphate Atlantic (26.75,27] 0.9789123 0.9784604 0.9793643
nitrate + phosphate Atlantic (27,27.25] 0.9858028 0.9854989 0.9861068
nitrate + phosphate Atlantic (27.25,27.5] 0.9909182 0.9907564 0.9910800
nitrate + phosphate Atlantic (27.5,27.75] 0.9922879 0.9906609 0.9939148
nitrate + phosphate Atlantic (27.75,27.85] 0.9944408 0.9928378 0.9960439
nitrate + phosphate Atlantic (27.85,27.95] 0.9925511 0.9899778 0.9951243
nitrate + phosphate Atlantic (27.95,28.05] 0.9919852 0.9888713 0.9950992
nitrate + phosphate Atlantic (28.05,28.1] 0.9930143 0.9905652 0.9954635
nitrate + phosphate Atlantic (28.1,28.15] 0.9944444 0.9923959 0.9964929
nitrate + phosphate Atlantic (28.15,28.2] 0.9970900 0.9964817 0.9976983
nitrate + phosphate Atlantic (28.2, Inf] 0.9973136 0.9967631 0.9978640
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9676664 0.9673564 0.9679765
nitrate + phosphate Indo-Pacific (26,26.5] 0.9529587 0.9517572 0.9541602
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9553286 0.9467984 0.9638588
nitrate + phosphate Indo-Pacific (26.75,27] 0.9823502 0.9787935 0.9859070
nitrate + phosphate Indo-Pacific (27,27.25] 0.9867743 0.9844789 0.9890697
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9894611 0.9871791 0.9917431
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9890415 0.9880859 0.9899970
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9888484 0.9879853 0.9897114
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9893815 0.9888423 0.9899207
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9850360 0.9799778 0.9900941
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9832496 0.9779419 0.9885574
nitrate + phosphate Indo-Pacific (28.1,28.2] 0.9802767 0.9766264 0.9839270
nitrate + phosphate Indo-Pacific (28.2,28.3] 0.6230828 0.6185745 0.6275911
nitrate + phosphate Indo-Pacific (28.3,28.4] 0.7072525 0.6878742 0.7266309
nitrate + phosphate Indo-Pacific (28.4, Inf] 0.8511028 0.8254382 0.8767674
nitrate + phosphate_star Atlantic (-Inf,26] -0.1145527 -0.2797944 0.0506891
nitrate + phosphate_star Atlantic (26,26.5] 0.5722009 0.5219671 0.6224347
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6555647 0.6248065 0.6863229
nitrate + phosphate_star Atlantic (26.75,27] 0.5796623 0.5483450 0.6109796
nitrate + phosphate_star Atlantic (27,27.25] 0.6275206 0.5762630 0.6787782
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7524891 0.7072566 0.7977217
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8634239 0.8555349 0.8713130
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8791909 0.8565632 0.9018185
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8805769 0.8761253 0.8850286
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9141049 0.9092258 0.9189841
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9420966 0.9368499 0.9473434
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9596416 0.9587199 0.9605633
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9753138 0.9677445 0.9828831
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9442022 0.9340232 0.9543813
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8034150 0.7901218 0.8167082
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8147596 0.8084236 0.8210955
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.7205384 0.6735518 0.7675250
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6637741 0.6291718 0.6983764
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.2970293 0.2613362 0.3327223
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.1990214 -0.2215642 -0.1764786
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.3792446 -0.3852154 -0.3732738
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3221309 -0.4079183 -0.2363435
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0105990 -0.1109342 0.0897361
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3545719 0.3322489 0.3768949
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.7038695 0.6978380 0.7099010
nitrate + phosphate_star Indo-Pacific (28.1,28.2] 0.3772866 0.2699591 0.4846140
nitrate + phosphate_star Indo-Pacific (28.2,28.3] 0.2944212 0.2699829 0.3188595
nitrate + phosphate_star Indo-Pacific (28.3,28.4] -0.0504039 -0.1397328 0.0389250
nitrate + phosphate_star Indo-Pacific (28.4, Inf] 0.0128156 -0.7836413 0.8092725
nitrate + silicate Atlantic (-Inf,26] 0.3485327 0.3003326 0.3967327
nitrate + silicate Atlantic (26,26.5] 0.8191648 0.7562374 0.8820923
nitrate + silicate Atlantic (26.5,26.75] 0.8832353 0.7926849 0.9737856
nitrate + silicate Atlantic (26.75,27] 0.9020662 0.8588530 0.9452794
nitrate + silicate Atlantic (27,27.25] 0.9160829 0.9097088 0.9224570
nitrate + silicate Atlantic (27.25,27.5] 0.8659137 0.8492909 0.8825365
nitrate + silicate Atlantic (27.5,27.75] 0.8635058 0.8514208 0.8755907
nitrate + silicate Atlantic (27.75,27.85] 0.9399203 0.9397874 0.9400532
nitrate + silicate Atlantic (27.85,27.95] 0.9617539 0.9617155 0.9617923
nitrate + silicate Atlantic (27.95,28.05] 0.9793029 0.9783682 0.9802376
nitrate + silicate Atlantic (28.05,28.1] 0.9890099 0.9875998 0.9904200
nitrate + silicate Atlantic (28.1,28.15] 0.9896785 0.9886661 0.9906909
nitrate + silicate Atlantic (28.15,28.2] 0.9900959 0.9894796 0.9907121
nitrate + silicate Atlantic (28.2, Inf] 0.9872204 0.9818250 0.9926158
nitrate + silicate Indo-Pacific (-Inf,26] 0.8682228 0.8678752 0.8685704
nitrate + silicate Indo-Pacific (26,26.5] 0.8297500 0.8186365 0.8408636
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8063812 0.7790574 0.8337050
nitrate + silicate Indo-Pacific (26.75,27] 0.8510046 0.8354285 0.8665807
nitrate + silicate Indo-Pacific (27,27.25] 0.9062795 0.9028481 0.9097108
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9063321 0.9048373 0.9078268
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9049975 0.9000559 0.9099391
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9523890 0.9484294 0.9563486
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9633893 0.9626170 0.9641616
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9540898 0.9404871 0.9676925
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9614263 0.9486702 0.9741825
nitrate + silicate Indo-Pacific (28.1,28.2] 0.9502141 0.9493787 0.9510495
nitrate + silicate Indo-Pacific (28.2,28.3] 0.5197690 0.4785638 0.5609742
nitrate + silicate Indo-Pacific (28.3,28.4] 0.7335020 0.6757359 0.7912682
nitrate + silicate Indo-Pacific (28.4, Inf] 0.8556500 0.7964885 0.9148115
phosphate + phosphate_star Atlantic (-Inf,26] 0.6672035 0.5943524 0.7400546
phosphate + phosphate_star Atlantic (26,26.5] 0.8593532 0.8565520 0.8621543
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8165566 0.8073182 0.8257951
phosphate + phosphate_star Atlantic (26.75,27] 0.7166981 0.6902005 0.7431956
phosphate + phosphate_star Atlantic (27,27.25] 0.7245901 0.6852723 0.7639079
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8150425 0.7821425 0.8479426
phosphate + phosphate_star Atlantic (27.5,27.75] 0.8979526 0.8906198 0.9052853
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9058146 0.8889347 0.9226946
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8992033 0.8941993 0.9042074
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9308567 0.9299145 0.9317989
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9573331 0.9553976 0.9592686
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9728580 0.9723568 0.9733591
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9810637 0.9741066 0.9880208
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9524651 0.9447117 0.9602185
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8106939 0.7899201 0.8314678
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8207096 0.8125540 0.8288652
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7322582 0.6876223 0.7768942
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6727931 0.6333855 0.7122008
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.2923456 0.2734549 0.3112363
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2257054 -0.2277906 -0.2236201
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4109874 -0.4302087 -0.3917660
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3293904 -0.4242476 -0.2345331
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0038713 -0.1002353 0.1079779
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.3824938 0.3558323 0.4091553
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.7477160 0.7449800 0.7504520
phosphate + phosphate_star Indo-Pacific (28.1,28.2] 0.4468348 0.3368217 0.5568479
phosphate + phosphate_star Indo-Pacific (28.2,28.3] 0.5688958 0.5677077 0.5700838
phosphate + phosphate_star Indo-Pacific (28.3,28.4] 0.1756901 -0.0383374 0.3897176
phosphate + phosphate_star Indo-Pacific (28.4, Inf] 0.1593565 -0.5803584 0.8990714
sal + aou Atlantic (-Inf,26] 0.4520683 0.3171619 0.5869747
sal + aou Atlantic (26,26.5] -0.0393932 -0.0991442 0.0203579
sal + aou Atlantic (26.5,26.75] -0.2325720 -0.2903682 -0.1747758
sal + aou Atlantic (26.75,27] -0.1332896 -0.1402222 -0.1263570
sal + aou Atlantic (27,27.25] -0.0526618 -0.0530832 -0.0522405
sal + aou Atlantic (27.25,27.5] -0.0862563 -0.1688616 -0.0036510
sal + aou Atlantic (27.5,27.75] -0.3681685 -0.3989541 -0.3373830
sal + aou Atlantic (27.75,27.85] -0.4076998 -0.5241588 -0.2912407
sal + aou Atlantic (27.85,27.95] -0.4504121 -0.5149629 -0.3858614
sal + aou Atlantic (27.95,28.05] -0.5989370 -0.6246400 -0.5732340
sal + aou Atlantic (28.05,28.1] -0.7063684 -0.7273031 -0.6854336
sal + aou Atlantic (28.1,28.15] -0.7909679 -0.8047031 -0.7772327
sal + aou Atlantic (28.15,28.2] -0.8772385 -0.9146175 -0.8398595
sal + aou Atlantic (28.2, Inf] -0.7320181 -0.8144450 -0.6495911
sal + aou Indo-Pacific (-Inf,26] -0.0118729 -0.0724377 0.0486918
sal + aou Indo-Pacific (26,26.5] -0.1313106 -0.2234368 -0.0391844
sal + aou Indo-Pacific (26.5,26.75] -0.1739539 -0.3243179 -0.0235898
sal + aou Indo-Pacific (26.75,27] -0.2380239 -0.3317644 -0.1442834
sal + aou Indo-Pacific (27,27.25] -0.0462664 -0.0791215 -0.0134112
sal + aou Indo-Pacific (27.25,27.5] 0.1605133 0.1504522 0.1705743
sal + aou Indo-Pacific (27.5,27.75] 0.0929944 0.0463122 0.1396765
sal + aou Indo-Pacific (27.75,27.85] -0.0701740 -0.2002860 0.0599380
sal + aou Indo-Pacific (27.85,27.95] -0.1916281 -0.2981759 -0.0850804
sal + aou Indo-Pacific (27.95,28.05] -0.3111255 -0.3311394 -0.2911116
sal + aou Indo-Pacific (28.05,28.1] -0.6530627 -0.6577130 -0.6484125
sal + aou Indo-Pacific (28.1,28.2] -0.6080045 -0.6806142 -0.5353948
sal + aou Indo-Pacific (28.2,28.3] 0.7624079 0.7589379 0.7658779
sal + aou Indo-Pacific (28.3,28.4] 0.8934582 0.8735709 0.9133454
sal + aou Indo-Pacific (28.4, Inf] 0.8158317 0.6657295 0.9659339
sal + nitrate Atlantic (-Inf,26] 0.1289506 0.0259690 0.2319321
sal + nitrate Atlantic (26,26.5] -0.4358935 -0.4700454 -0.4017416
sal + nitrate Atlantic (26.5,26.75] -0.5380492 -0.5833370 -0.4927614
sal + nitrate Atlantic (26.75,27] -0.5134996 -0.5256173 -0.5013819
sal + nitrate Atlantic (27,27.25] -0.5974480 -0.6375599 -0.5573362
sal + nitrate Atlantic (27.25,27.5] -0.6797911 -0.7093279 -0.6502544
sal + nitrate Atlantic (27.5,27.75] -0.7461581 -0.7508749 -0.7414412
sal + nitrate Atlantic (27.75,27.85] -0.6724288 -0.7333863 -0.6114712
sal + nitrate Atlantic (27.85,27.95] -0.6941993 -0.7376848 -0.6507137
sal + nitrate Atlantic (27.95,28.05] -0.7964454 -0.8282468 -0.7646440
sal + nitrate Atlantic (28.05,28.1] -0.8506199 -0.8699885 -0.8312513
sal + nitrate Atlantic (28.1,28.15] -0.8759275 -0.8986819 -0.8531731
sal + nitrate Atlantic (28.15,28.2] -0.9299568 -0.9421923 -0.9177213
sal + nitrate Atlantic (28.2, Inf] -0.9326784 -0.9566238 -0.9087330
sal + nitrate Indo-Pacific (-Inf,26] -0.2838425 -0.3886165 -0.1790686
sal + nitrate Indo-Pacific (26,26.5] -0.4530953 -0.5312789 -0.3749117
sal + nitrate Indo-Pacific (26.5,26.75] -0.5133032 -0.6325950 -0.3940113
sal + nitrate Indo-Pacific (26.75,27] -0.5046807 -0.5903382 -0.4190233
sal + nitrate Indo-Pacific (27,27.25] -0.2451113 -0.2607381 -0.2294845
sal + nitrate Indo-Pacific (27.25,27.5] 0.0012004 -0.0315246 0.0339254
sal + nitrate Indo-Pacific (27.5,27.75] -0.0597423 -0.0771978 -0.0422868
sal + nitrate Indo-Pacific (27.75,27.85] -0.2005345 -0.3149951 -0.0860739
sal + nitrate Indo-Pacific (27.85,27.95] -0.3263671 -0.4348285 -0.2179056
sal + nitrate Indo-Pacific (27.95,28.05] -0.4918253 -0.5293331 -0.4543174
sal + nitrate Indo-Pacific (28.05,28.1] -0.7590967 -0.7772110 -0.7409823
sal + nitrate Indo-Pacific (28.1,28.2] -0.7268546 -0.8011693 -0.6525399
sal + nitrate Indo-Pacific (28.2,28.3] -0.0765712 -0.0995600 -0.0535824
sal + nitrate Indo-Pacific (28.3,28.4] 0.2669713 0.1239870 0.4099556
sal + nitrate Indo-Pacific (28.4, Inf] -0.1119816 -0.8525268 0.6285635
sal + phosphate Atlantic (-Inf,26] -0.5457600 -0.6005961 -0.4909238
sal + phosphate Atlantic (26,26.5] -0.7696944 -0.7932672 -0.7461216
sal + phosphate Atlantic (26.5,26.75] -0.7226950 -0.7439005 -0.7014895
sal + phosphate Atlantic (26.75,27] -0.6597731 -0.6683895 -0.6511567
sal + phosphate Atlantic (27,27.25] -0.6986329 -0.7273699 -0.6698959
sal + phosphate Atlantic (27.25,27.5] -0.7465310 -0.7643177 -0.7287443
sal + phosphate Atlantic (27.5,27.75] -0.7877616 -0.7936073 -0.7819159
sal + phosphate Atlantic (27.75,27.85] -0.7071914 -0.7621454 -0.6522375
sal + phosphate Atlantic (27.85,27.95] -0.7084592 -0.7605080 -0.6564104
sal + phosphate Atlantic (27.95,28.05] -0.8042908 -0.8382895 -0.7702921
sal + phosphate Atlantic (28.05,28.1] -0.8605385 -0.8813610 -0.8397159
sal + phosphate Atlantic (28.1,28.15] -0.8876854 -0.9119827 -0.8633882
sal + phosphate Atlantic (28.15,28.2] -0.9345981 -0.9479304 -0.9212658
sal + phosphate Atlantic (28.2, Inf] -0.9386084 -0.9598143 -0.9174026
sal + phosphate Indo-Pacific (-Inf,26] -0.1756769 -0.2671001 -0.0842536
sal + phosphate Indo-Pacific (26,26.5] -0.3720908 -0.4607385 -0.2834430
sal + phosphate Indo-Pacific (26.5,26.75] -0.4574014 -0.5897661 -0.3250367
sal + phosphate Indo-Pacific (26.75,27] -0.4933461 -0.5910851 -0.3956070
sal + phosphate Indo-Pacific (27,27.25] -0.2217521 -0.2627117 -0.1807925
sal + phosphate Indo-Pacific (27.25,27.5] 0.0518162 0.0516761 0.0519562
sal + phosphate Indo-Pacific (27.5,27.75] 0.0164740 -0.0213419 0.0542899
sal + phosphate Indo-Pacific (27.75,27.85] -0.1202543 -0.2517168 0.0112082
sal + phosphate Indo-Pacific (27.85,27.95] -0.2732864 -0.3974330 -0.1491397
sal + phosphate Indo-Pacific (27.95,28.05] -0.4667252 -0.5107086 -0.4227418
sal + phosphate Indo-Pacific (28.05,28.1] -0.7422270 -0.7655516 -0.7189024
sal + phosphate Indo-Pacific (28.1,28.2] -0.7210600 -0.7972072 -0.6449129
sal + phosphate Indo-Pacific (28.2,28.3] -0.1420556 -0.3142668 0.0301555
sal + phosphate Indo-Pacific (28.3,28.4] 0.2128334 -0.0820387 0.5077054
sal + phosphate Indo-Pacific (28.4, Inf] -0.1334796 -0.7753150 0.5083557
sal + phosphate_star Atlantic (-Inf,26] -0.9070767 -0.9202583 -0.8938952
sal + phosphate_star Atlantic (26,26.5] -0.9586544 -0.9633634 -0.9539455
sal + phosphate_star Atlantic (26.5,26.75] -0.9713550 -0.9793609 -0.9633491
sal + phosphate_star Atlantic (26.75,27] -0.9772572 -0.9785648 -0.9759497
sal + phosphate_star Atlantic (27,27.25] -0.9744416 -0.9757870 -0.9730962
sal + phosphate_star Atlantic (27.25,27.5] -0.9655943 -0.9692496 -0.9619390
sal + phosphate_star Atlantic (27.5,27.75] -0.9400759 -0.9472137 -0.9329382
sal + phosphate_star Atlantic (27.75,27.85] -0.9068129 -0.9254839 -0.8881419
sal + phosphate_star Atlantic (27.85,27.95] -0.8956395 -0.9243092 -0.8669698
sal + phosphate_star Atlantic (27.95,28.05] -0.9240335 -0.9446772 -0.9033898
sal + phosphate_star Atlantic (28.05,28.1] -0.9436996 -0.9572735 -0.9301256
sal + phosphate_star Atlantic (28.1,28.15] -0.9461197 -0.9672527 -0.9249867
sal + phosphate_star Atlantic (28.15,28.2] -0.9668996 -0.9672873 -0.9665119
sal + phosphate_star Atlantic (28.2, Inf] -0.9839879 -0.9852066 -0.9827692
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5396948 -0.6351548 -0.4442348
sal + phosphate_star Indo-Pacific (26,26.5] -0.7722930 -0.8230402 -0.7215459
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8802302 -0.9118611 -0.8485993
sal + phosphate_star Indo-Pacific (26.75,27] -0.9101448 -0.9297582 -0.8905314
sal + phosphate_star Indo-Pacific (27,27.25] -0.8369399 -0.8372995 -0.8365803
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6844614 -0.7187650 -0.6501577
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.5403427 -0.6041735 -0.4765120
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.4815594 -0.5467876 -0.4163313
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.5928481 -0.6187363 -0.5669598
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7869998 -0.8247646 -0.7492349
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8243332 -0.8723175 -0.7763489
sal + phosphate_star Indo-Pacific (28.1,28.2] -0.6674598 -0.7242884 -0.6106313
sal + phosphate_star Indo-Pacific (28.2,28.3] -0.7510541 -0.8293344 -0.6727739
sal + phosphate_star Indo-Pacific (28.3,28.4] -0.8225265 -0.8633449 -0.7817081
sal + phosphate_star Indo-Pacific (28.4, Inf] -0.8001689 -0.9464129 -0.6539248
sal + silicate Atlantic (-Inf,26] -0.7215867 -0.7437272 -0.6994463
sal + silicate Atlantic (26,26.5] -0.7118825 -0.7212224 -0.7025427
sal + silicate Atlantic (26.5,26.75] -0.6386838 -0.6451544 -0.6322132
sal + silicate Atlantic (26.75,27] -0.5404244 -0.5524509 -0.5283978
sal + silicate Atlantic (27,27.25] -0.6481121 -0.6798313 -0.6163930
sal + silicate Atlantic (27.25,27.5] -0.7844435 -0.8020248 -0.7668621
sal + silicate Atlantic (27.5,27.75] -0.7962598 -0.8101721 -0.7823474
sal + silicate Atlantic (27.75,27.85] -0.6984014 -0.7745933 -0.6222096
sal + silicate Atlantic (27.85,27.95] -0.7650195 -0.8175481 -0.7124909
sal + silicate Atlantic (27.95,28.05] -0.8368594 -0.8683085 -0.8054104
sal + silicate Atlantic (28.05,28.1] -0.8621474 -0.8843943 -0.8399005
sal + silicate Atlantic (28.1,28.15] -0.8885969 -0.9053039 -0.8718898
sal + silicate Atlantic (28.15,28.2] -0.9095750 -0.9264164 -0.8927336
sal + silicate Atlantic (28.2, Inf] -0.8985201 -0.9481571 -0.8488830
sal + silicate Indo-Pacific (-Inf,26] -0.4454514 -0.5498398 -0.3410631
sal + silicate Indo-Pacific (26,26.5] -0.5927647 -0.6471242 -0.5384052
sal + silicate Indo-Pacific (26.5,26.75] -0.7312561 -0.8057468 -0.6567653
sal + silicate Indo-Pacific (26.75,27] -0.7030483 -0.7562577 -0.6498389
sal + silicate Indo-Pacific (27,27.25] -0.4103793 -0.4341605 -0.3865980
sal + silicate Indo-Pacific (27.25,27.5] -0.1018402 -0.1064625 -0.0972179
sal + silicate Indo-Pacific (27.5,27.75] -0.0209076 -0.0282215 -0.0135937
sal + silicate Indo-Pacific (27.75,27.85] -0.1505112 -0.2502749 -0.0507476
sal + silicate Indo-Pacific (27.85,27.95] -0.2628736 -0.3674847 -0.1582625
sal + silicate Indo-Pacific (27.95,28.05] -0.4000893 -0.4295459 -0.3706328
sal + silicate Indo-Pacific (28.05,28.1] -0.6874500 -0.6930062 -0.6818939
sal + silicate Indo-Pacific (28.1,28.2] -0.6809543 -0.7442207 -0.6176878
sal + silicate Indo-Pacific (28.2,28.3] 0.2912228 0.2870565 0.2953890
sal + silicate Indo-Pacific (28.3,28.4] 0.3650403 0.1094172 0.6206635
sal + silicate Indo-Pacific (28.4, Inf] 0.0939139 -0.4844462 0.6722739
sal + temp Atlantic (-Inf,26] 0.9076107 0.8800536 0.9351678
sal + temp Atlantic (26,26.5] 0.9633958 0.9621981 0.9645935
sal + temp Atlantic (26.5,26.75] 0.9894691 0.9894508 0.9894875
sal + temp Atlantic (26.75,27] 0.9804210 0.9762597 0.9845822
sal + temp Atlantic (27,27.25] 0.9797724 0.9771290 0.9824158
sal + temp Atlantic (27.25,27.5] 0.9765757 0.9749375 0.9782139
sal + temp Atlantic (27.5,27.75] 0.9684886 0.9667116 0.9702656
sal + temp Atlantic (27.75,27.85] 0.9852269 0.9843030 0.9861508
sal + temp Atlantic (27.85,27.95] 0.9605953 0.9577715 0.9634191
sal + temp Atlantic (27.95,28.05] 0.9427530 0.9356155 0.9498904
sal + temp Atlantic (28.05,28.1] 0.9645571 0.9568614 0.9722528
sal + temp Atlantic (28.1,28.15] 0.9508209 0.9226387 0.9790031
sal + temp Atlantic (28.15,28.2] 0.7286208 0.5359107 0.9213309
sal + temp Atlantic (28.2, Inf] 0.3790800 0.3567660 0.4013940
sal + temp Indo-Pacific (-Inf,26] 0.7568959 0.7201645 0.7936274
sal + temp Indo-Pacific (26,26.5] 0.9428865 0.9379117 0.9478614
sal + temp Indo-Pacific (26.5,26.75] 0.9800882 0.9781675 0.9820089
sal + temp Indo-Pacific (26.75,27] 0.9775261 0.9755280 0.9795242
sal + temp Indo-Pacific (27,27.25] 0.9506925 0.9488230 0.9525620
sal + temp Indo-Pacific (27.25,27.5] 0.8871556 0.8624457 0.9118655
sal + temp Indo-Pacific (27.5,27.75] 0.7537034 0.7008794 0.8065274
sal + temp Indo-Pacific (27.75,27.85] 0.8580698 0.8262759 0.8898637
sal + temp Indo-Pacific (27.85,27.95] 0.7948064 0.7767242 0.8128886
sal + temp Indo-Pacific (27.95,28.05] 0.7562235 0.7370995 0.7753476
sal + temp Indo-Pacific (28.05,28.1] 0.5948461 0.4839480 0.7057443
sal + temp Indo-Pacific (28.1,28.2] -0.0630030 -0.1090184 -0.0169876
sal + temp Indo-Pacific (28.2,28.3] 0.8043377 0.7872941 0.8213812
sal + temp Indo-Pacific (28.3,28.4] 0.8872393 0.8599358 0.9145427
sal + temp Indo-Pacific (28.4, Inf] 0.3193551 -0.0287948 0.6675049
silicate + phosphate Atlantic (-Inf,26] 0.7964947 0.7806347 0.8123547
silicate + phosphate Atlantic (26,26.5] 0.9044131 0.8528594 0.9559669
silicate + phosphate Atlantic (26.5,26.75] 0.8959759 0.8205543 0.9713976
silicate + phosphate Atlantic (26.75,27] 0.9122207 0.8772865 0.9471550
silicate + phosphate Atlantic (27,27.25] 0.9347688 0.9285902 0.9409474
silicate + phosphate Atlantic (27.25,27.5] 0.8986907 0.8884239 0.9089575
silicate + phosphate Atlantic (27.5,27.75] 0.8875976 0.8766467 0.8985485
silicate + phosphate Atlantic (27.75,27.85] 0.9479913 0.9474281 0.9485544
silicate + phosphate Atlantic (27.85,27.95] 0.9671051 0.9651299 0.9690803
silicate + phosphate Atlantic (27.95,28.05] 0.9792447 0.9764639 0.9820256
silicate + phosphate Atlantic (28.05,28.1] 0.9885351 0.9861919 0.9908784
silicate + phosphate Atlantic (28.1,28.15] 0.9904604 0.9890344 0.9918864
silicate + phosphate Atlantic (28.15,28.2] 0.9892393 0.9888843 0.9895943
silicate + phosphate Atlantic (28.2, Inf] 0.9852622 0.9787767 0.9917478
silicate + phosphate Indo-Pacific (-Inf,26] 0.7883922 0.7785176 0.7982668
silicate + phosphate Indo-Pacific (26,26.5] 0.7872686 0.7787803 0.7957569
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7730847 0.7396616 0.8065078
silicate + phosphate Indo-Pacific (26.75,27] 0.8519618 0.8334704 0.8704532
silicate + phosphate Indo-Pacific (27,27.25] 0.9094839 0.9013178 0.9176501
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9082914 0.9036495 0.9129334
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9056436 0.8957068 0.9155805
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9546955 0.9473641 0.9620268
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9683217 0.9660895 0.9705540
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9658511 0.9638494 0.9678528
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9685154 0.9648722 0.9721585
silicate + phosphate Indo-Pacific (28.1,28.2] 0.9432479 0.9421225 0.9443734
silicate + phosphate Indo-Pacific (28.2,28.3] 0.3813926 0.2793228 0.4834624
silicate + phosphate Indo-Pacific (28.3,28.4] 0.6206669 0.5919814 0.6493525
silicate + phosphate Indo-Pacific (28.4, Inf] 0.6038322 0.3632331 0.8444314
silicate + phosphate_star Atlantic (-Inf,26] 0.7541940 0.7109127 0.7974754
silicate + phosphate_star Atlantic (26,26.5] 0.7885689 0.7565041 0.8206338
silicate + phosphate_star Atlantic (26.5,26.75] 0.7261382 0.7098983 0.7423781
silicate + phosphate_star Atlantic (26.75,27] 0.5954759 0.5668694 0.6240823
silicate + phosphate_star Atlantic (27,27.25] 0.6715155 0.6355522 0.7074789
silicate + phosphate_star Atlantic (27.25,27.5] 0.8606051 0.8385527 0.8826576
silicate + phosphate_star Atlantic (27.5,27.75] 0.9159814 0.9147497 0.9172131
silicate + phosphate_star Atlantic (27.75,27.85] 0.9059006 0.8778947 0.9339065
silicate + phosphate_star Atlantic (27.85,27.95] 0.9294913 0.9228513 0.9361314
silicate + phosphate_star Atlantic (27.95,28.05] 0.9255870 0.9210476 0.9301263
silicate + phosphate_star Atlantic (28.05,28.1] 0.9367790 0.9299096 0.9436484
silicate + phosphate_star Atlantic (28.1,28.15] 0.9579141 0.9570116 0.9588165
silicate + phosphate_star Atlantic (28.15,28.2] 0.9595895 0.9485034 0.9706756
silicate + phosphate_star Atlantic (28.2, Inf] 0.9191723 0.8890312 0.9493134
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7138695 0.6946626 0.7330764
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7887761 0.7771858 0.8003664
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7987251 0.7589629 0.8384873
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7306746 0.7079878 0.7533613
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3258175 0.2902996 0.3613354
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2420240 -0.2601014 -0.2239465
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.4682647 -0.4785573 -0.4579722
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4008915 -0.4854251 -0.3163579
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0326523 -0.1331069 0.0678022
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3223770 0.3015227 0.3432313
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.6604199 0.6341082 0.6867315
silicate + phosphate_star Indo-Pacific (28.1,28.2] 0.4018722 0.3312071 0.4725372
silicate + phosphate_star Indo-Pacific (28.2,28.3] 0.0860257 0.0152230 0.1568285
silicate + phosphate_star Indo-Pacific (28.3,28.4] -0.2009342 -0.4450160 0.0431476
silicate + phosphate_star Indo-Pacific (28.4, Inf] -0.3069552 -0.9219632 0.3080529
temp + aou Atlantic (-Inf,26] 0.3742950 0.2717682 0.4768217
temp + aou Atlantic (26,26.5] -0.0835628 -0.1666612 -0.0004645
temp + aou Atlantic (26.5,26.75] -0.2517400 -0.3031585 -0.2003216
temp + aou Atlantic (26.75,27] -0.1130486 -0.1189152 -0.1071820
temp + aou Atlantic (27,27.25] 0.0101035 0.0016475 0.0185594
temp + aou Atlantic (27.25,27.5] -0.0471168 -0.1363913 0.0421577
temp + aou Atlantic (27.5,27.75] -0.3182239 -0.3638509 -0.2725970
temp + aou Atlantic (27.75,27.85] -0.3937445 -0.4946393 -0.2928497
temp + aou Atlantic (27.85,27.95] -0.3850136 -0.4349511 -0.3350762
temp + aou Atlantic (27.95,28.05] -0.5031903 -0.5084248 -0.4979559
temp + aou Atlantic (28.05,28.1] -0.5759365 -0.6192604 -0.5326126
temp + aou Atlantic (28.1,28.15] -0.6190364 -0.6951940 -0.5428787
temp + aou Atlantic (28.15,28.2] -0.4917087 -0.7672923 -0.2161250
temp + aou Atlantic (28.2, Inf] 0.0661631 -0.0390391 0.1713653
temp + aou Indo-Pacific (-Inf,26] -0.1104383 -0.1327670 -0.0881096
temp + aou Indo-Pacific (26,26.5] -0.1978058 -0.2797017 -0.1159098
temp + aou Indo-Pacific (26.5,26.75] -0.1480542 -0.2825865 -0.0135219
temp + aou Indo-Pacific (26.75,27] -0.2333473 -0.3151443 -0.1515504
temp + aou Indo-Pacific (27,27.25] -0.0945265 -0.0953170 -0.0937360
temp + aou Indo-Pacific (27.25,27.5] 0.1164593 0.0948535 0.1380650
temp + aou Indo-Pacific (27.5,27.75] 0.1436740 0.0803088 0.2070391
temp + aou Indo-Pacific (27.75,27.85] 0.0653782 -0.0573509 0.1881072
temp + aou Indo-Pacific (27.85,27.95] 0.0888018 -0.0002313 0.1778349
temp + aou Indo-Pacific (27.95,28.05] 0.1672305 0.1311502 0.2033107
temp + aou Indo-Pacific (28.05,28.1] 0.0586192 -0.0321749 0.1494132
temp + aou Indo-Pacific (28.1,28.2] 0.7092644 0.6460245 0.7725042
temp + aou Indo-Pacific (28.2,28.3] 0.6945255 0.6847020 0.7043491
temp + aou Indo-Pacific (28.3,28.4] 0.9639858 0.9603719 0.9675996
temp + aou Indo-Pacific (28.4, Inf] 0.5983564 0.2026127 0.9941001
temp + nitrate Atlantic (-Inf,26] 0.1060480 0.0234872 0.1886089
temp + nitrate Atlantic (26,26.5] -0.5246565 -0.5534121 -0.4959009
temp + nitrate Atlantic (26.5,26.75] -0.5614464 -0.6030399 -0.5198530
temp + nitrate Atlantic (26.75,27] -0.4937255 -0.5139486 -0.4735025
temp + nitrate Atlantic (27,27.25] -0.5442216 -0.5953929 -0.4930504
temp + nitrate Atlantic (27.25,27.5] -0.6368167 -0.6687866 -0.6048467
temp + nitrate Atlantic (27.5,27.75] -0.7056706 -0.7155843 -0.6957569
temp + nitrate Atlantic (27.75,27.85] -0.6704928 -0.7155926 -0.6253930
temp + nitrate Atlantic (27.85,27.95] -0.6536986 -0.6856319 -0.6217652
temp + nitrate Atlantic (27.95,28.05] -0.7235276 -0.7433325 -0.7037227
temp + nitrate Atlantic (28.05,28.1] -0.7526293 -0.7911083 -0.7141502
temp + nitrate Atlantic (28.1,28.15] -0.7319522 -0.8129114 -0.6509931
temp + nitrate Atlantic (28.15,28.2] -0.5402543 -0.7933784 -0.2871301
temp + nitrate Atlantic (28.2, Inf] -0.1769956 -0.2486983 -0.1052930
temp + nitrate Indo-Pacific (-Inf,26] -0.3893023 -0.4515671 -0.3270375
temp + nitrate Indo-Pacific (26,26.5] -0.5243845 -0.5896734 -0.4590956
temp + nitrate Indo-Pacific (26.5,26.75] -0.5027551 -0.6103731 -0.3951371
temp + nitrate Indo-Pacific (26.75,27] -0.5185241 -0.5928254 -0.4442227
temp + nitrate Indo-Pacific (27,27.25] -0.3198343 -0.3309613 -0.3087074
temp + nitrate Indo-Pacific (27.25,27.5] -0.0758996 -0.0918117 -0.0599874
temp + nitrate Indo-Pacific (27.5,27.75] -0.0079365 -0.0468177 0.0309448
temp + nitrate Indo-Pacific (27.75,27.85] -0.0561062 -0.1675972 0.0553848
temp + nitrate Indo-Pacific (27.85,27.95] -0.0407559 -0.1364139 0.0549020
temp + nitrate Indo-Pacific (27.95,28.05] -0.0219133 -0.0771093 0.0332827
temp + nitrate Indo-Pacific (28.05,28.1] -0.0838974 -0.2081485 0.0403536
temp + nitrate Indo-Pacific (28.1,28.2] 0.5788001 0.4907047 0.6668956
temp + nitrate Indo-Pacific (28.2,28.3] -0.2501725 -0.3250737 -0.1752713
temp + nitrate Indo-Pacific (28.3,28.4] 0.4348114 0.3788206 0.4908023
temp + nitrate Indo-Pacific (28.4, Inf] 0.6085117 0.3017891 0.9152342
temp + phosphate Atlantic (-Inf,26] -0.5022839 -0.5813623 -0.4232054
temp + phosphate Atlantic (26,26.5] -0.7945033 -0.8154763 -0.7735303
temp + phosphate Atlantic (26.5,26.75] -0.7343466 -0.7544543 -0.7142388
temp + phosphate Atlantic (26.75,27] -0.6344855 -0.6519884 -0.6169826
temp + phosphate Atlantic (27,27.25] -0.6438361 -0.6828859 -0.6047863
temp + phosphate Atlantic (27.25,27.5] -0.7076544 -0.7276723 -0.6876364
temp + phosphate Atlantic (27.5,27.75] -0.7506776 -0.7566889 -0.7446664
temp + phosphate Atlantic (27.75,27.85] -0.7057207 -0.7460657 -0.6653757
temp + phosphate Atlantic (27.85,27.95] -0.6696038 -0.7106388 -0.6285689
temp + phosphate Atlantic (27.95,28.05] -0.7323638 -0.7558487 -0.7088788
temp + phosphate Atlantic (28.05,28.1] -0.7645418 -0.8033380 -0.7257457
temp + phosphate Atlantic (28.1,28.15] -0.7488007 -0.8302380 -0.6673635
temp + phosphate Atlantic (28.15,28.2] -0.5498976 -0.8014388 -0.2983565
temp + phosphate Atlantic (28.2, Inf] -0.1889447 -0.2537379 -0.1241515
temp + phosphate Indo-Pacific (-Inf,26] -0.3109375 -0.3567458 -0.2651292
temp + phosphate Indo-Pacific (26,26.5] -0.4473031 -0.5239584 -0.3706478
temp + phosphate Indo-Pacific (26.5,26.75] -0.4474428 -0.5665070 -0.3283786
temp + phosphate Indo-Pacific (26.75,27] -0.5033390 -0.5891460 -0.4175321
temp + phosphate Indo-Pacific (27,27.25] -0.2908504 -0.3025867 -0.2791141
temp + phosphate Indo-Pacific (27.25,27.5] -0.0238201 -0.0377002 -0.0099399
temp + phosphate Indo-Pacific (27.5,27.75] 0.0638369 0.0088344 0.1188394
temp + phosphate Indo-Pacific (27.75,27.85] 0.0127848 -0.1117041 0.1372738
temp + phosphate Indo-Pacific (27.85,27.95] -0.0002836 -0.1065881 0.1060208
temp + phosphate Indo-Pacific (27.95,28.05] -0.0013946 -0.0618642 0.0590751
temp + phosphate Indo-Pacific (28.05,28.1] -0.0601386 -0.1869091 0.0666318
temp + phosphate Indo-Pacific (28.1,28.2] 0.5880202 0.5032893 0.6727511
temp + phosphate Indo-Pacific (28.2,28.3] -0.1985293 -0.3236709 -0.0733878
temp + phosphate Indo-Pacific (28.3,28.4] 0.3531186 0.1468249 0.5594123
temp + phosphate Indo-Pacific (28.4, Inf] 0.3770895 -0.0540297 0.8082088
temp + phosphate_star Atlantic (-Inf,26] -0.8400322 -0.8431571 -0.8369073
temp + phosphate_star Atlantic (26,26.5] -0.9679296 -0.9731875 -0.9626717
temp + phosphate_star Atlantic (26.5,26.75] -0.9746368 -0.9855154 -0.9637582
temp + phosphate_star Atlantic (26.75,27] -0.9679695 -0.9741131 -0.9618260
temp + phosphate_star Atlantic (27,27.25] -0.9654354 -0.9689109 -0.9619598
temp + phosphate_star Atlantic (27.25,27.5] -0.9532474 -0.9614961 -0.9449987
temp + phosphate_star Atlantic (27.5,27.75] -0.9312756 -0.9331937 -0.9293575
temp + phosphate_star Atlantic (27.75,27.85] -0.9183060 -0.9277770 -0.9088351
temp + phosphate_star Atlantic (27.85,27.95] -0.8986515 -0.9231340 -0.8741689
temp + phosphate_star Atlantic (27.95,28.05] -0.8983064 -0.9164247 -0.8801881
temp + phosphate_star Atlantic (28.05,28.1] -0.8948517 -0.9190578 -0.8706456
temp + phosphate_star Atlantic (28.1,28.15] -0.8530270 -0.9188910 -0.7871630
temp + phosphate_star Atlantic (28.15,28.2] -0.6378556 -0.8411112 -0.4346000
temp + phosphate_star Atlantic (28.2, Inf] -0.4090634 -0.4471294 -0.3709975
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7316108 -0.7723555 -0.6908661
temp + phosphate_star Indo-Pacific (26,26.5] -0.8454526 -0.8841552 -0.8067500
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.9016230 -0.9274268 -0.8758193
temp + phosphate_star Indo-Pacific (26.75,27] -0.9444794 -0.9564798 -0.9324789
temp + phosphate_star Indo-Pacific (27,27.25] -0.9190523 -0.9207014 -0.9174032
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.8021812 -0.8222001 -0.7821622
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.6606170 -0.7191145 -0.6021195
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.5961054 -0.6557441 -0.5364667
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.7153008 -0.7224798 -0.7081217
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7582894 -0.7888855 -0.7276933
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.4890538 -0.6247893 -0.3533184
temp + phosphate_star Indo-Pacific (28.1,28.2] -0.2662322 -0.2808306 -0.2516338
temp + phosphate_star Indo-Pacific (28.2,28.3] -0.7892270 -0.8434628 -0.7349912
temp + phosphate_star Indo-Pacific (28.3,28.4] -0.8163164 -0.8187274 -0.8139053
temp + phosphate_star Indo-Pacific (28.4, Inf] -0.5673101 -0.9437660 -0.1908541
temp + silicate Atlantic (-Inf,26] -0.6706791 -0.6827265 -0.6586317
temp + silicate Atlantic (26,26.5] -0.7303130 -0.7414838 -0.7191422
temp + silicate Atlantic (26.5,26.75] -0.6670828 -0.6729137 -0.6612518
temp + silicate Atlantic (26.75,27] -0.5362436 -0.5540521 -0.5184351
temp + silicate Atlantic (27,27.25] -0.6139425 -0.6488542 -0.5790308
temp + silicate Atlantic (27.25,27.5] -0.7983282 -0.8093862 -0.7872702
temp + silicate Atlantic (27.5,27.75] -0.8263970 -0.8374529 -0.8153411
temp + silicate Atlantic (27.75,27.85] -0.7273813 -0.7913627 -0.6633999
temp + silicate Atlantic (27.85,27.95] -0.7578682 -0.7973451 -0.7183912
temp + silicate Atlantic (27.95,28.05] -0.7866789 -0.8040454 -0.7693124
temp + silicate Atlantic (28.05,28.1] -0.7655316 -0.8058383 -0.7252249
temp + silicate Atlantic (28.1,28.15] -0.7489398 -0.8194598 -0.6784197
temp + silicate Atlantic (28.15,28.2] -0.5095871 -0.7676546 -0.2515195
temp + silicate Atlantic (28.2, Inf] -0.1334144 -0.2358996 -0.0309292
temp + silicate Indo-Pacific (-Inf,26] -0.4686394 -0.5510962 -0.3861826
temp + silicate Indo-Pacific (26,26.5] -0.6417175 -0.6890618 -0.5943732
temp + silicate Indo-Pacific (26.5,26.75] -0.7306503 -0.7980935 -0.6632072
temp + silicate Indo-Pacific (26.75,27] -0.7015152 -0.7438697 -0.6591607
temp + silicate Indo-Pacific (27,27.25] -0.4572917 -0.4689640 -0.4456193
temp + silicate Indo-Pacific (27.25,27.5] -0.1953897 -0.2012174 -0.1895621
temp + silicate Indo-Pacific (27.5,27.75] -0.1168992 -0.1487881 -0.0850102
temp + silicate Indo-Pacific (27.75,27.85] -0.0791287 -0.1813866 0.0231292
temp + silicate Indo-Pacific (27.85,27.95] -0.0654074 -0.1657892 0.0349745
temp + silicate Indo-Pacific (27.95,28.05] -0.0206297 -0.0755674 0.0343080
temp + silicate Indo-Pacific (28.05,28.1] -0.0237314 -0.1210946 0.0736317
temp + silicate Indo-Pacific (28.1,28.2] 0.5422344 0.4695267 0.6149422
temp + silicate Indo-Pacific (28.2,28.3] -0.0145996 -0.0430634 0.0138642
temp + silicate Indo-Pacific (28.3,28.4] 0.5747400 0.4012652 0.7482148
temp + silicate Indo-Pacific (28.4, Inf] 0.8587525 0.7248520 0.9926531 
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
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] 0.5392277 0.4221265 0.6563290
aou Atlantic (26,26.5] 0.1346386 -0.0735738 0.3428510
aou Atlantic (26.5,26.75] -0.2830262 -0.4141560 -0.1518964
aou Atlantic (26.75,27] -0.2757957 -0.2851886 -0.2664029
aou Atlantic (27,27.25] -0.2899292 -0.2981159 -0.2817425
aou Atlantic (27.25,27.5] -0.4472711 -0.5165319 -0.3780104
aou Atlantic (27.5,27.75] -0.7517110 -0.7596346 -0.7437874
aou Atlantic (27.75,27.85] -0.8725109 -0.9175433 -0.8274785
aou Atlantic (27.85,27.95] -0.8803224 -0.8964625 -0.8641823
aou Atlantic (27.95,28.05] -0.8212918 -0.8374385 -0.8051450
aou Atlantic (28.05,28.1] -0.8180316 -0.8271210 -0.8089422
aou Atlantic (28.1,28.15] -0.8075249 -0.8584229 -0.7566269
aou Atlantic (28.15,28.2] -0.8860770 -0.8951142 -0.8770397
aou Atlantic (28.2, Inf] -0.8393717 -0.8722494 -0.8064940
aou Indo-Pacific (-Inf,26] -0.4179866 -0.5495656 -0.2864077
aou Indo-Pacific (26,26.5] -0.7584215 -0.7810713 -0.7357716
aou Indo-Pacific (26.5,26.75] -0.7141741 -0.7183489 -0.7099992
aou Indo-Pacific (26.75,27] -0.6934089 -0.7236852 -0.6631326
aou Indo-Pacific (27,27.25] 0.0255909 -0.0427948 0.0939766
aou Indo-Pacific (27.25,27.5] 0.5775836 0.5654132 0.5897541
aou Indo-Pacific (27.5,27.75] 0.7149773 0.6980161 0.7319386
aou Indo-Pacific (27.75,27.85] 0.7685774 0.7395249 0.7976299
aou Indo-Pacific (27.85,27.95] 0.7188763 0.7151347 0.7226179
aou Indo-Pacific (27.95,28.05] 0.4489985 0.4447254 0.4532716
aou Indo-Pacific (28.05,28.1] 0.2238901 0.1466581 0.3011220
aou Indo-Pacific (28.1,28.2] 0.2142101 0.1062117 0.3222086
aou Indo-Pacific (28.2,28.3] 0.1325761 0.0557901 0.2093621
aou Indo-Pacific (28.3,28.4] 0.1274898 0.0219541 0.2330256
aou Indo-Pacific (28.4, Inf] 0.1192655 -0.7190771 0.9576081
nitrate Atlantic (-Inf,26] 0.2744939 0.1283711 0.4206166
nitrate Atlantic (26,26.5] -0.2728000 -0.4361092 -0.1094908
nitrate Atlantic (26.5,26.75] -0.5608875 -0.6715128 -0.4502622
nitrate Atlantic (26.75,27] -0.6246735 -0.6317714 -0.6175756
nitrate Atlantic (27,27.25] -0.7721393 -0.8055443 -0.7387343
nitrate Atlantic (27.25,27.5] -0.9096211 -0.9267273 -0.8925150
nitrate Atlantic (27.5,27.75] -0.9669842 -0.9721550 -0.9618134
nitrate Atlantic (27.75,27.85] -0.9571065 -0.9623133 -0.9518997
nitrate Atlantic (27.85,27.95] -0.9265413 -0.9353075 -0.9177751
nitrate Atlantic (27.95,28.05] -0.8703950 -0.8988153 -0.8419747
nitrate Atlantic (28.05,28.1] -0.8644543 -0.8791820 -0.8497267
nitrate Atlantic (28.1,28.15] -0.8348656 -0.8923705 -0.7773607
nitrate Atlantic (28.15,28.2] -0.9164362 -0.9211530 -0.9117194
nitrate Atlantic (28.2, Inf] -0.9750291 -0.9755855 -0.9744727
nitrate Indo-Pacific (-Inf,26] -0.4265891 -0.5409110 -0.3122672
nitrate Indo-Pacific (26,26.5] -0.8546850 -0.8740031 -0.8353669
nitrate Indo-Pacific (26.5,26.75] -0.8528144 -0.8616140 -0.8440148
nitrate Indo-Pacific (26.75,27] -0.8183653 -0.8248190 -0.8119117
nitrate Indo-Pacific (27,27.25] -0.0545556 -0.0941026 -0.0150086
nitrate Indo-Pacific (27.25,27.5] 0.5147632 0.5119153 0.5176111
nitrate Indo-Pacific (27.5,27.75] 0.6590383 0.6534588 0.6646177
nitrate Indo-Pacific (27.75,27.85] 0.7343615 0.7186434 0.7500797
nitrate Indo-Pacific (27.85,27.95] 0.6770447 0.6591857 0.6949036
nitrate Indo-Pacific (27.95,28.05] 0.3806697 0.3530956 0.4082439
nitrate Indo-Pacific (28.05,28.1] 0.1606769 0.0552164 0.2661373
nitrate Indo-Pacific (28.1,28.2] 0.1238489 -0.0136117 0.2613095
nitrate Indo-Pacific (28.2,28.3] -0.2545580 -0.2969792 -0.2121369
nitrate Indo-Pacific (28.3,28.4] -0.5057235 -0.5117508 -0.4996961
nitrate Indo-Pacific (28.4, Inf] -0.8080749 -0.8203519 -0.7957978
phosphate Atlantic (-Inf,26] -0.1417189 -0.2340968 -0.0493409
phosphate Atlantic (26,26.5] -0.5345586 -0.6606825 -0.4084346
phosphate Atlantic (26.5,26.75] -0.6943234 -0.7801495 -0.6084972
phosphate Atlantic (26.75,27] -0.7417201 -0.7506651 -0.7327750
phosphate Atlantic (27,27.25] -0.8480176 -0.8738043 -0.8222309
phosphate Atlantic (27.25,27.5] -0.9442616 -0.9544251 -0.9340982
phosphate Atlantic (27.5,27.75] -0.9785500 -0.9802867 -0.9768134
phosphate Atlantic (27.75,27.85] -0.9654357 -0.9661543 -0.9647171
phosphate Atlantic (27.85,27.95] -0.9352419 -0.9365830 -0.9339008
phosphate Atlantic (27.95,28.05] -0.8836392 -0.9036227 -0.8636557
phosphate Atlantic (28.05,28.1] -0.8747483 -0.8827828 -0.8667139
phosphate Atlantic (28.1,28.15] -0.8392794 -0.8956269 -0.7829318
phosphate Atlantic (28.15,28.2] -0.9195737 -0.9219151 -0.9172322
phosphate Atlantic (28.2, Inf] -0.9813892 -0.9815544 -0.9812240
phosphate Indo-Pacific (-Inf,26] -0.4318874 -0.5385101 -0.3252648
phosphate Indo-Pacific (26,26.5] -0.8800569 -0.9001631 -0.8599506
phosphate Indo-Pacific (26.5,26.75] -0.8816093 -0.8820722 -0.8811465
phosphate Indo-Pacific (26.75,27] -0.8350696 -0.8428238 -0.8273154
phosphate Indo-Pacific (27,27.25] -0.0823385 -0.1298638 -0.0348133
phosphate Indo-Pacific (27.25,27.5] 0.4972385 0.4881030 0.5063740
phosphate Indo-Pacific (27.5,27.75] 0.6302042 0.6176232 0.6427852
phosphate Indo-Pacific (27.75,27.85] 0.6949739 0.6703165 0.7196313
phosphate Indo-Pacific (27.85,27.95] 0.6344124 0.6237271 0.6450976
phosphate Indo-Pacific (27.95,28.05] 0.3202787 0.2954274 0.3451299
phosphate Indo-Pacific (28.05,28.1] 0.0816451 -0.0282644 0.1915546
phosphate Indo-Pacific (28.1,28.2] 0.0280598 -0.1151706 0.1712902
phosphate Indo-Pacific (28.2,28.3] -0.6864959 -0.6957591 -0.6772327
phosphate Indo-Pacific (28.3,28.4] -0.7133232 -0.7798306 -0.6468158
phosphate Indo-Pacific (28.4, Inf] -0.8405603 -0.9293783 -0.7517424
phosphate_star Atlantic (-Inf,26] -0.4828046 -0.5883717 -0.3772375
phosphate_star Atlantic (26,26.5] -0.7461352 -0.8406988 -0.6515717
phosphate_star Atlantic (26.5,26.75] -0.8427440 -0.9040655 -0.7814225
phosphate_star Atlantic (26.75,27] -0.9158438 -0.9169362 -0.9147515
phosphate_star Atlantic (27,27.25] -0.9322478 -0.9399270 -0.9245686
phosphate_star Atlantic (27.25,27.5] -0.9232728 -0.9340889 -0.9124568
phosphate_star Atlantic (27.5,27.75] -0.9093434 -0.9247013 -0.8939855
phosphate_star Atlantic (27.75,27.85] -0.8775269 -0.8830927 -0.8719611
phosphate_star Atlantic (27.85,27.95] -0.8188389 -0.8240176 -0.8136602
phosphate_star Atlantic (27.95,28.05] -0.8145170 -0.8317318 -0.7973021
phosphate_star Atlantic (28.05,28.1] -0.8377565 -0.8449183 -0.8305947
phosphate_star Atlantic (28.1,28.15] -0.8107884 -0.8685711 -0.7530057
phosphate_star Atlantic (28.15,28.2] -0.8999829 -0.9101929 -0.8897728
phosphate_star Atlantic (28.2, Inf] -0.9724957 -0.9725259 -0.9724655
phosphate_star Indo-Pacific (-Inf,26] -0.1997734 -0.2700863 -0.1294605
phosphate_star Indo-Pacific (26,26.5] -0.8591660 -0.8638869 -0.8544451
phosphate_star Indo-Pacific (26.5,26.75] -0.8495788 -0.8890257 -0.8101320
phosphate_star Indo-Pacific (26.75,27] -0.7508123 -0.8049788 -0.6966459
phosphate_star Indo-Pacific (27,27.25] -0.2925182 -0.3707893 -0.2142470
phosphate_star Indo-Pacific (27.25,27.5] -0.3190683 -0.3583017 -0.2798348
phosphate_star Indo-Pacific (27.5,27.75] -0.4800423 -0.5255246 -0.4345600
phosphate_star Indo-Pacific (27.75,27.85] -0.4909304 -0.5043291 -0.4775317
phosphate_star Indo-Pacific (27.85,27.95] -0.3137018 -0.3220785 -0.3053252
phosphate_star Indo-Pacific (27.95,28.05] -0.2711875 -0.3457618 -0.1966131
phosphate_star Indo-Pacific (28.05,28.1] -0.3064018 -0.4400476 -0.1727560
phosphate_star Indo-Pacific (28.1,28.2] -0.5447034 -0.6300949 -0.4593120
phosphate_star Indo-Pacific (28.2,28.3] -0.5948367 -0.6203675 -0.5693059
phosphate_star Indo-Pacific (28.3,28.4] -0.5320475 -0.6590831 -0.4050119
phosphate_star Indo-Pacific (28.4, Inf] -0.2359468 -0.9332833 0.4613896
sal Atlantic (-Inf,26] 0.4168521 0.2583092 0.5753951
sal Atlantic (26,26.5] 0.6817504 0.5430548 0.8204461
sal Atlantic (26.5,26.75] 0.7763448 0.6765050 0.8761846
sal Atlantic (26.75,27] 0.8651033 0.8621591 0.8680475
sal Atlantic (27,27.25] 0.8857316 0.8758023 0.8956609
sal Atlantic (27.25,27.5] 0.8547481 0.8531183 0.8563780
sal Atlantic (27.5,27.75] 0.8020923 0.7985223 0.8056622
sal Atlantic (27.75,27.85] 0.6956750 0.6718604 0.7194897
sal Atlantic (27.85,27.95] 0.5981155 0.5700019 0.6262292
sal Atlantic (27.95,28.05] 0.6172894 0.5715756 0.6630033
sal Atlantic (28.05,28.1] 0.6752294 0.6532638 0.6971951
sal Atlantic (28.1,28.15] 0.6676598 0.5802853 0.7550342
sal Atlantic (28.15,28.2] 0.8084623 0.8046326 0.8122921
sal Atlantic (28.2, Inf] 0.9511717 0.9462820 0.9560614
sal Indo-Pacific (-Inf,26] 0.0101178 -0.0292002 0.0494357
sal Indo-Pacific (26,26.5] 0.5330173 0.4549859 0.6110487
sal Indo-Pacific (26.5,26.75] 0.6113980 0.4948365 0.7279595
sal Indo-Pacific (26.75,27] 0.5254837 0.4185279 0.6324394
sal Indo-Pacific (27,27.25] -0.1377138 -0.2016557 -0.0737719
sal Indo-Pacific (27.25,27.5] -0.2670656 -0.2711004 -0.2630307
sal Indo-Pacific (27.5,27.75] -0.1927143 -0.1996874 -0.1857413
sal Indo-Pacific (27.75,27.85] -0.2957185 -0.3293617 -0.2620752
sal Indo-Pacific (27.85,27.95] -0.2829030 -0.2993016 -0.2665044
sal Indo-Pacific (27.95,28.05] -0.0835997 -0.1680621 0.0008627
sal Indo-Pacific (28.05,28.1] -0.0495839 -0.2254104 0.1262426
sal Indo-Pacific (28.1,28.2] 0.0350874 -0.1069576 0.1771324
sal Indo-Pacific (28.2,28.3] 0.2516968 0.1673594 0.3360341
sal Indo-Pacific (28.3,28.4] 0.2369932 0.0596236 0.4143627
sal Indo-Pacific (28.4, Inf] 0.3307396 -0.3349388 0.9964180
silicate Atlantic (-Inf,26] -0.1719085 -0.1976241 -0.1461929
silicate Atlantic (26,26.5] -0.4894942 -0.6467192 -0.3322691
silicate Atlantic (26.5,26.75] -0.5880143 -0.7237833 -0.4522453
silicate Atlantic (26.75,27] -0.6300359 -0.6420682 -0.6180036
silicate Atlantic (27,27.25] -0.7939797 -0.8132394 -0.7747201
silicate Atlantic (27.25,27.5] -0.8973819 -0.9062484 -0.8885154
silicate Atlantic (27.5,27.75] -0.8618084 -0.8786952 -0.8449216
silicate Atlantic (27.75,27.85] -0.8743300 -0.8832971 -0.8653630
silicate Atlantic (27.85,27.95] -0.8603246 -0.8643093 -0.8563399
silicate Atlantic (27.95,28.05] -0.8228476 -0.8428710 -0.8028241
silicate Atlantic (28.05,28.1] -0.8336817 -0.8418625 -0.8255009
silicate Atlantic (28.1,28.15] -0.8142879 -0.8715360 -0.7570398
silicate Atlantic (28.15,28.2] -0.9033691 -0.9041106 -0.9026276
silicate Atlantic (28.2, Inf] -0.9578956 -0.9703387 -0.9454526
silicate Indo-Pacific (-Inf,26] -0.3817884 -0.4866556 -0.2769212
silicate Indo-Pacific (26,26.5] -0.7604245 -0.7686457 -0.7522034
silicate Indo-Pacific (26.5,26.75] -0.7350369 -0.7704672 -0.6996066
silicate Indo-Pacific (26.75,27] -0.6324265 -0.6536280 -0.6112250
silicate Indo-Pacific (27,27.25] 0.2131032 0.1889377 0.2372687
silicate Indo-Pacific (27.25,27.5] 0.7652653 0.7637602 0.7667704
silicate Indo-Pacific (27.5,27.75] 0.8486705 0.8431007 0.8542403
silicate Indo-Pacific (27.75,27.85] 0.8112403 0.8056547 0.8168259
silicate Indo-Pacific (27.85,27.95] 0.7181753 0.7069607 0.7293899
silicate Indo-Pacific (27.95,28.05] 0.4135932 0.4084919 0.4186945
silicate Indo-Pacific (28.05,28.1] 0.1867499 0.1069408 0.2665591
silicate Indo-Pacific (28.1,28.2] 0.1318547 0.0273180 0.2363915
silicate Indo-Pacific (28.2,28.3] -0.1300767 -0.1482195 -0.1119339
silicate Indo-Pacific (28.3,28.4] -0.4217926 -0.4965837 -0.3470016
silicate Indo-Pacific (28.4, Inf] -0.5904729 -0.7255380 -0.4554078
temp Atlantic (-Inf,26] 0.2013148 0.0870380 0.3155916
temp Atlantic (26,26.5] 0.6640210 0.5620805 0.7659616
temp Atlantic (26.5,26.75] 0.7609644 0.6480188 0.8739099
temp Atlantic (26.75,27] 0.8196106 0.8020369 0.8371842
temp Atlantic (27,27.25] 0.8438510 0.8298988 0.8578032
temp Atlantic (27.25,27.5] 0.8103205 0.8057104 0.8149305
temp Atlantic (27.5,27.75] 0.7516524 0.7366215 0.7666833
temp Atlantic (27.75,27.85] 0.6834661 0.6764134 0.6905188
temp Atlantic (27.85,27.95] 0.5759010 0.5528486 0.5989535
temp Atlantic (27.95,28.05] 0.5804781 0.5444194 0.6165369
temp Atlantic (28.05,28.1] 0.5924498 0.5553027 0.6295970
temp Atlantic (28.1,28.15] 0.5161974 0.3740203 0.6583746
temp Atlantic (28.15,28.2] 0.3409741 0.0898674 0.5920807
temp Atlantic (28.2, Inf] 0.2461737 0.2058497 0.2864977
temp Indo-Pacific (-Inf,26] -0.3208411 -0.3303314 -0.3113507
temp Indo-Pacific (26,26.5] 0.5407334 0.4818052 0.5996616
temp Indo-Pacific (26.5,26.75] 0.6032718 0.4951531 0.7113906
temp Indo-Pacific (26.75,27] 0.5520996 0.4564024 0.6477968
temp Indo-Pacific (27,27.25] -0.0221182 -0.1005488 0.0563124
temp Indo-Pacific (27.25,27.5] -0.2495300 -0.2571613 -0.2418987
temp Indo-Pacific (27.5,27.75] -0.2630846 -0.2862267 -0.2399426
temp Indo-Pacific (27.75,27.85] -0.2542029 -0.2961414 -0.2122644
temp Indo-Pacific (27.85,27.95] -0.1821256 -0.1854713 -0.1787800
temp Indo-Pacific (27.95,28.05] 0.0245151 -0.0324698 0.0815001
temp Indo-Pacific (28.05,28.1] 0.0636649 -0.0420362 0.1693660
temp Indo-Pacific (28.1,28.2] 0.2510173 0.2101405 0.2918940
temp Indo-Pacific (28.2,28.3] 0.2238701 0.1764582 0.2712820
temp Indo-Pacific (28.3,28.4] 0.1094290 -0.0260068 0.2448648
temp Indo-Pacific (28.4, Inf] -0.3808785 -0.7142736 -0.0474835 
rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_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] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1