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1 Required data

Required are:

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

  • property-property plots and
  • calculated correlation coeffcients.

2.1 Correlation plots

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

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
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
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
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d 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
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

[[2]]

Version Author Date
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
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
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d 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
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

[[3]]

Version Author Date
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
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()
      
    }
  }
}

}

2.2 Correlation assesment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version Author Date
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] 0.8944222 0.8841517 0.9046927
aou + nitrate Atlantic (26,26.5] 0.8555214 0.8443454 0.8666974
aou + nitrate Atlantic (26.5,26.75] 0.9328392 0.9305940 0.9350843
aou + nitrate Atlantic (26.75,27] 0.9126811 0.9109620 0.9144002
aou + nitrate Atlantic (27,27.25] 0.8656713 0.8646289 0.8667137
aou + nitrate Atlantic (27.25,27.5] 0.7614198 0.7561357 0.7667040
aou + nitrate Atlantic (27.5,27.75] 0.8678607 0.8661606 0.8695609
aou + nitrate Atlantic (27.75,27.85] 0.9451893 0.9384599 0.9519186
aou + nitrate Atlantic (27.85,27.95] 0.9498879 0.9435802 0.9561956
aou + nitrate Atlantic (27.95,28.05] 0.9516674 0.9470962 0.9562386
aou + nitrate Atlantic (28.05,28.1] 0.9519444 0.9443556 0.9595333
aou + nitrate Atlantic (28.1,28.15] 0.9728506 0.9653846 0.9803165
aou + nitrate Atlantic (28.15,28.2] 0.9787813 0.9689872 0.9885754
aou + nitrate Atlantic (28.2, Inf] 0.8191577 0.7673866 0.8709287
aou + nitrate Indo-Pacific (-Inf,26] 0.9070104 0.8938621 0.9201586
aou + nitrate Indo-Pacific (26,26.5] 0.9048869 0.9018555 0.9079182
aou + nitrate Indo-Pacific (26.5,26.75] 0.9184604 0.9184116 0.9185092
aou + nitrate Indo-Pacific (26.75,27] 0.9441747 0.9424891 0.9458604
aou + nitrate Indo-Pacific (27,27.25] 0.9647041 0.9643088 0.9650994
aou + nitrate Indo-Pacific (27.25,27.5] 0.9707114 0.9683869 0.9730358
aou + nitrate Indo-Pacific (27.5,27.75] 0.9715957 0.9714699 0.9717216
aou + nitrate Indo-Pacific (27.75,27.85] 0.9810802 0.9805594 0.9816011
aou + nitrate Indo-Pacific (27.85,27.95] 0.9784495 0.9769150 0.9799841
aou + nitrate Indo-Pacific (27.95,28.05] 0.9645643 0.9628576 0.9662710
aou + nitrate Indo-Pacific (28.05,28.1] 0.9595411 0.9573230 0.9617591
aou + nitrate Indo-Pacific (28.1,28.2] 0.9237884 0.9185622 0.9290146
aou + nitrate Indo-Pacific (28.2,28.3] 0.4115280 0.3753480 0.4477079
aou + nitrate Indo-Pacific (28.3,28.4] 0.2992699 0.2343373 0.3642025
aou + phosphate Atlantic (-Inf,26] 0.3889550 0.1947923 0.5831177
aou + phosphate Atlantic (26,26.5] 0.6329470 0.5998144 0.6660795
aou + phosphate Atlantic (26.5,26.75] 0.8436252 0.8421296 0.8451207
aou + phosphate Atlantic (26.75,27] 0.8365916 0.8335496 0.8396335
aou + phosphate Atlantic (27,27.25] 0.8088691 0.8027179 0.8150203
aou + phosphate Atlantic (27.25,27.5] 0.7066471 0.6954457 0.7178486
aou + phosphate Atlantic (27.5,27.75] 0.8436536 0.8413191 0.8459882
aou + phosphate Atlantic (27.75,27.85] 0.9335731 0.9228356 0.9443106
aou + phosphate Atlantic (27.85,27.95] 0.9434252 0.9364889 0.9503615
aou + phosphate Atlantic (27.95,28.05] 0.9470933 0.9416505 0.9525362
aou + phosphate Atlantic (28.05,28.1] 0.9440608 0.9349632 0.9531583
aou + phosphate Atlantic (28.1,28.15] 0.9691738 0.9615131 0.9768344
aou + phosphate Atlantic (28.15,28.2] 0.9786121 0.9684809 0.9887433
aou + phosphate Atlantic (28.2, Inf] 0.8147520 0.7615387 0.8679653
aou + phosphate Indo-Pacific (-Inf,26] 0.9259394 0.9116480 0.9402308
aou + phosphate Indo-Pacific (26,26.5] 0.9553785 0.9503245 0.9604325
aou + phosphate Indo-Pacific (26.5,26.75] 0.9511823 0.9483264 0.9540383
aou + phosphate Indo-Pacific (26.75,27] 0.9506848 0.9456540 0.9557156
aou + phosphate Indo-Pacific (27,27.25] 0.9719352 0.9690064 0.9748640
aou + phosphate Indo-Pacific (27.25,27.5] 0.9788518 0.9781703 0.9795333
aou + phosphate Indo-Pacific (27.5,27.75] 0.9799653 0.9792134 0.9807173
aou + phosphate Indo-Pacific (27.75,27.85] 0.9842625 0.9841796 0.9843453
aou + phosphate Indo-Pacific (27.85,27.95] 0.9803139 0.9794776 0.9811502
aou + phosphate Indo-Pacific (27.95,28.05] 0.9681237 0.9677375 0.9685098
aou + phosphate Indo-Pacific (28.05,28.1] 0.9593891 0.9591414 0.9596368
aou + phosphate Indo-Pacific (28.1,28.2] 0.9138249 0.9097028 0.9179471
aou + phosphate Indo-Pacific (28.2,28.3] 0.3083102 0.2585458 0.3580745
aou + phosphate Indo-Pacific (28.3,28.4] 0.3480401 0.2583442 0.4377361
aou + phosphate_star Atlantic (-Inf,26] -0.4822498 -0.5683715 -0.3961280
aou + phosphate_star Atlantic (26,26.5] 0.1297791 0.0643568 0.1952015
aou + phosphate_star Atlantic (26.5,26.75] 0.4197441 0.4082290 0.4312592
aou + phosphate_star Atlantic (26.75,27] 0.2119372 0.2003226 0.2235519
aou + phosphate_star Atlantic (27,27.25] 0.2291827 0.1566477 0.3017177
aou + phosphate_star Atlantic (27.25,27.5] 0.1925599 0.1453020 0.2398177
aou + phosphate_star Atlantic (27.5,27.75] 0.5394627 0.5373816 0.5415438
aou + phosphate_star Atlantic (27.75,27.85] 0.7010768 0.6636619 0.7384917
aou + phosphate_star Atlantic (27.85,27.95] 0.6901083 0.6649493 0.7152673
aou + phosphate_star Atlantic (27.95,28.05] 0.7849197 0.7680345 0.8018049
aou + phosphate_star Atlantic (28.05,28.1] 0.8053252 0.7788581 0.8317922
aou + phosphate_star Atlantic (28.1,28.15] 0.8868622 0.8605222 0.9132021
aou + phosphate_star Atlantic (28.15,28.2] 0.9215967 0.8830834 0.9601099
aou + phosphate_star Atlantic (28.2, Inf] 0.4981381 0.3513975 0.6448787
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6210861 0.5628411 0.6793311
aou + phosphate_star Indo-Pacific (26,26.5] 0.6349678 0.6265170 0.6434186
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.5515478 0.5413247 0.5617709
aou + phosphate_star Indo-Pacific (26.75,27] 0.4702375 0.4692695 0.4712055
aou + phosphate_star Indo-Pacific (27,27.25] 0.1634415 0.1277304 0.1991526
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4144767 -0.4245594 -0.4043940
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6136176 -0.6253878 -0.6018473
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5058477 -0.5335549 -0.4781406
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1802066 -0.2023865 -0.1580267
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1774682 0.1262688 0.2286675
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.3751847 0.3368816 0.4134878
aou + phosphate_star Indo-Pacific (28.1,28.2] -0.1218973 -0.1719557 -0.0718390
aou + phosphate_star Indo-Pacific (28.2,28.3] -0.8069602 -0.8393199 -0.7746005
aou + phosphate_star Indo-Pacific (28.3,28.4] -0.8522642 -0.8536526 -0.8508758
aou + silicate Atlantic (-Inf,26] 0.0929284 0.0005008 0.1853561
aou + silicate Atlantic (26,26.5] 0.5506981 0.5256790 0.5757172
aou + silicate Atlantic (26.5,26.75] 0.7738923 0.7593212 0.7884634
aou + silicate Atlantic (26.75,27] 0.8228376 0.8027716 0.8429036
aou + silicate Atlantic (27,27.25] 0.7729087 0.7633453 0.7824721
aou + silicate Atlantic (27.25,27.5] 0.5095429 0.4804610 0.5386248
aou + silicate Atlantic (27.5,27.75] 0.6546580 0.6335690 0.6757469
aou + silicate Atlantic (27.75,27.85] 0.8538043 0.8510764 0.8565321
aou + silicate Atlantic (27.85,27.95] 0.8879234 0.8813929 0.8944538
aou + silicate Atlantic (27.95,28.05] 0.9331150 0.9306762 0.9355538
aou + silicate Atlantic (28.05,28.1] 0.9539320 0.9478440 0.9600199
aou + silicate Atlantic (28.1,28.15] 0.9741562 0.9710551 0.9772573
aou + silicate Atlantic (28.15,28.2] 0.9845738 0.9808982 0.9882495
aou + silicate Atlantic (28.2, Inf] 0.8249057 0.7658465 0.8839650
aou + silicate Indo-Pacific (-Inf,26] 0.7007682 0.6846076 0.7169288
aou + silicate Indo-Pacific (26,26.5] 0.6595868 0.6426049 0.6765687
aou + silicate Indo-Pacific (26.5,26.75] 0.6717647 0.6603095 0.6832199
aou + silicate Indo-Pacific (26.75,27] 0.7643612 0.7535457 0.7751766
aou + silicate Indo-Pacific (27,27.25] 0.8917822 0.8775017 0.9060627
aou + silicate Indo-Pacific (27.25,27.5] 0.9229014 0.9102232 0.9355795
aou + silicate Indo-Pacific (27.5,27.75] 0.9430105 0.9361859 0.9498352
aou + silicate Indo-Pacific (27.75,27.85] 0.9715861 0.9708034 0.9723688
aou + silicate Indo-Pacific (27.85,27.95] 0.9666982 0.9665543 0.9668422
aou + silicate Indo-Pacific (27.95,28.05] 0.9525022 0.9519952 0.9530092
aou + silicate Indo-Pacific (28.05,28.1] 0.9536596 0.9520653 0.9552539
aou + silicate Indo-Pacific (28.1,28.2] 0.8878156 0.8804605 0.8951707
aou + silicate Indo-Pacific (28.2,28.3] 0.6041158 0.5974387 0.6107929
aou + silicate Indo-Pacific (28.3,28.4] 0.4787621 0.4210657 0.5364585
nitrate + phosphate Atlantic (-Inf,26] 0.6411687 0.4751397 0.8071977
nitrate + phosphate Atlantic (26,26.5] 0.9056631 0.8943210 0.9170051
nitrate + phosphate Atlantic (26.5,26.75] 0.9706747 0.9689266 0.9724229
nitrate + phosphate Atlantic (26.75,27] 0.9814188 0.9813578 0.9814799
nitrate + phosphate Atlantic (27,27.25] 0.9886687 0.9880660 0.9892714
nitrate + phosphate Atlantic (27.25,27.5] 0.9920662 0.9919302 0.9922021
nitrate + phosphate Atlantic (27.5,27.75] 0.9932137 0.9915589 0.9948685
nitrate + phosphate Atlantic (27.75,27.85] 0.9943559 0.9931048 0.9956070
nitrate + phosphate Atlantic (27.85,27.95] 0.9914338 0.9890793 0.9937884
nitrate + phosphate Atlantic (27.95,28.05] 0.9923737 0.9906706 0.9940768
nitrate + phosphate Atlantic (28.05,28.1] 0.9922726 0.9910037 0.9935416
nitrate + phosphate Atlantic (28.1,28.15] 0.9963197 0.9959834 0.9966560
nitrate + phosphate Atlantic (28.15,28.2] 0.9971037 0.9970562 0.9971512
nitrate + phosphate Atlantic (28.2, Inf] 0.9942263 0.9927294 0.9957232
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9603274 0.9582759 0.9623790
nitrate + phosphate Indo-Pacific (26,26.5] 0.9555770 0.9513148 0.9598392
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9662391 0.9640405 0.9684377
nitrate + phosphate Indo-Pacific (26.75,27] 0.9871587 0.9855185 0.9887988
nitrate + phosphate Indo-Pacific (27,27.25] 0.9897792 0.9879319 0.9916264
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9922878 0.9916523 0.9929233
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9912370 0.9909209 0.9915530
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9911700 0.9907666 0.9915735
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9911728 0.9901617 0.9921839
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9856282 0.9836038 0.9876526
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9843296 0.9819149 0.9867443
nitrate + phosphate Indo-Pacific (28.1,28.2] 0.9721665 0.9667119 0.9776210
nitrate + phosphate Indo-Pacific (28.2,28.3] 0.6092996 0.5921793 0.6264199
nitrate + phosphate Indo-Pacific (28.3,28.4] 0.6883511 0.6882829 0.6884192
nitrate + phosphate_star Atlantic (-Inf,26] -0.1554853 -0.2538520 -0.0571186
nitrate + phosphate_star Atlantic (26,26.5] 0.5779885 0.5378207 0.6181564
nitrate + phosphate_star Atlantic (26.5,26.75] 0.7005327 0.6872752 0.7137902
nitrate + phosphate_star Atlantic (26.75,27] 0.5825292 0.5694837 0.5955747
nitrate + phosphate_star Atlantic (27,27.25] 0.6751107 0.6203605 0.7298609
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7740979 0.7490513 0.7991446
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8729214 0.8719903 0.8738524
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8832012 0.8692445 0.8971580
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8644187 0.8543642 0.8744732
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9225972 0.9160563 0.9291382
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9356591 0.9280303 0.9432879
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9625367 0.9561510 0.9689223
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9755521 0.9660444 0.9850598
nitrate + phosphate_star Atlantic (28.2, Inf] 0.8940862 0.8582863 0.9298860
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8498537 0.8279155 0.8717919
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8295344 0.8221760 0.8368929
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.7693068 0.7563342 0.7822794
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.7014899 0.6921024 0.7108775
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3789593 0.3513313 0.4065872
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2157430 -0.2343767 -0.1971093
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4365879 -0.4469152 -0.4262605
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3627236 -0.3927925 -0.3326546
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0107922 -0.0370008 0.0154165
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3809083 0.3348611 0.4269555
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5788821 0.5465361 0.6112282
nitrate + phosphate_star Indo-Pacific (28.1,28.2] 0.2118707 0.1607148 0.2630266
nitrate + phosphate_star Indo-Pacific (28.2,28.3] -0.0066936 -0.0576739 0.0442867
nitrate + phosphate_star Indo-Pacific (28.3,28.4] 0.0728851 -0.0023409 0.1481112
nitrate + silicate Atlantic (-Inf,26] 0.3760432 0.3090333 0.4430531
nitrate + silicate Atlantic (26,26.5] 0.8244184 0.8163513 0.8324855
nitrate + silicate Atlantic (26.5,26.75] 0.8908464 0.8796903 0.9020025
nitrate + silicate Atlantic (26.75,27] 0.9180430 0.9053871 0.9306990
nitrate + silicate Atlantic (27,27.25] 0.9338741 0.9276260 0.9401222
nitrate + silicate Atlantic (27.25,27.5] 0.8828681 0.8671821 0.8985541
nitrate + silicate Atlantic (27.5,27.75] 0.8884972 0.8788077 0.8981867
nitrate + silicate Atlantic (27.75,27.85] 0.9530122 0.9495264 0.9564979
nitrate + silicate Atlantic (27.85,27.95] 0.9708516 0.9699587 0.9717445
nitrate + silicate Atlantic (27.95,28.05] 0.9822744 0.9816047 0.9829442
nitrate + silicate Atlantic (28.05,28.1] 0.9890536 0.9888134 0.9892939
nitrate + silicate Atlantic (28.1,28.15] 0.9913625 0.9909272 0.9917977
nitrate + silicate Atlantic (28.15,28.2] 0.9908940 0.9896703 0.9921178
nitrate + silicate Atlantic (28.2, Inf] 0.9695968 0.9623329 0.9768607
nitrate + silicate Indo-Pacific (-Inf,26] 0.8686663 0.8665577 0.8707749
nitrate + silicate Indo-Pacific (26,26.5] 0.8204982 0.8084369 0.8325595
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8264088 0.8158437 0.8369739
nitrate + silicate Indo-Pacific (26.75,27] 0.8504837 0.8410372 0.8599301
nitrate + silicate Indo-Pacific (27,27.25] 0.9051209 0.8896892 0.9205526
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8993829 0.8812071 0.9175587
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9092783 0.8995227 0.9190338
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9555500 0.9540181 0.9570818
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9644664 0.9636815 0.9652513
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9507537 0.9459167 0.9555906
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9563631 0.9533339 0.9593924
nitrate + silicate Indo-Pacific (28.1,28.2] 0.9090606 0.9031827 0.9149385
nitrate + silicate Indo-Pacific (28.2,28.3] 0.5471244 0.5214871 0.5727616
nitrate + silicate Indo-Pacific (28.3,28.4] 0.7214810 0.6992089 0.7437530
phosphate + phosphate_star Atlantic (-Inf,26] 0.5932374 0.5013672 0.6851076
phosphate + phosphate_star Atlantic (26,26.5] 0.8470566 0.8349772 0.8591360
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8400208 0.8345891 0.8454525
phosphate + phosphate_star Atlantic (26.75,27] 0.7119883 0.6997922 0.7241845
phosphate + phosphate_star Atlantic (27,27.25] 0.7559249 0.7142232 0.7976266
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8287686 0.8105785 0.8469587
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9042718 0.9014115 0.9071321
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9079386 0.8987004 0.9171769
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8891583 0.8825816 0.8957349
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9404885 0.9368066 0.9441704
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9546789 0.9496069 0.9597509
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9727486 0.9667936 0.9787035
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9812427 0.9717423 0.9907431
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9056729 0.8731216 0.9382242
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8530024 0.8344953 0.8715096
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8322467 0.8287577 0.8357357
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7800230 0.7666184 0.7934275
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7185317 0.7064097 0.7306537
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3862796 0.3652258 0.4073335
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2306279 -0.2428100 -0.2184458
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4591731 -0.4702263 -0.4481199
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3571647 -0.3870734 -0.3272559
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0086015 -0.0181899 0.0353929
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4131756 0.3674330 0.4589182
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.6186112 0.5856601 0.6515623
phosphate + phosphate_star Indo-Pacific (28.1,28.2] 0.2870858 0.2294843 0.3446874
phosphate + phosphate_star Indo-Pacific (28.2,28.3] 0.2966647 0.2933873 0.2999420
phosphate + phosphate_star Indo-Pacific (28.3,28.4] 0.1885785 0.0925131 0.2846440
sal + aou Atlantic (-Inf,26] 0.4094425 0.3075654 0.5113197
sal + aou Atlantic (26,26.5] -0.0346491 -0.0878216 0.0185233
sal + aou Atlantic (26.5,26.75] -0.3194372 -0.3286350 -0.3102394
sal + aou Atlantic (26.75,27] -0.1642162 -0.1699874 -0.1584450
sal + aou Atlantic (27,27.25] -0.2370435 -0.3059712 -0.1681159
sal + aou Atlantic (27.25,27.5] -0.1810414 -0.2298078 -0.1322750
sal + aou Atlantic (27.5,27.75] -0.3859751 -0.4009109 -0.3710393
sal + aou Atlantic (27.75,27.85] -0.4231244 -0.4726981 -0.3735507
sal + aou Atlantic (27.85,27.95] -0.3614817 -0.4111499 -0.3118135
sal + aou Atlantic (27.95,28.05] -0.6118669 -0.6421839 -0.5815500
sal + aou Atlantic (28.05,28.1] -0.6650293 -0.7044133 -0.6256453
sal + aou Atlantic (28.1,28.15] -0.7950031 -0.8304885 -0.7595177
sal + aou Atlantic (28.15,28.2] -0.8661188 -0.9248711 -0.8073665
sal + aou Atlantic (28.2, Inf] -0.5530220 -0.6625380 -0.4435061
sal + aou Indo-Pacific (-Inf,26] -0.0614724 -0.0763978 -0.0465471
sal + aou Indo-Pacific (26,26.5] -0.2181730 -0.2528783 -0.1834678
sal + aou Indo-Pacific (26.5,26.75] -0.3158459 -0.3530823 -0.2786095
sal + aou Indo-Pacific (26.75,27] -0.3180620 -0.3470643 -0.2890598
sal + aou Indo-Pacific (27,27.25] -0.1617008 -0.1665757 -0.1568258
sal + aou Indo-Pacific (27.25,27.5] 0.0570369 0.0425578 0.0715159
sal + aou Indo-Pacific (27.5,27.75] -0.0164395 -0.0223674 -0.0105115
sal + aou Indo-Pacific (27.75,27.85] -0.1905390 -0.1949145 -0.1861636
sal + aou Indo-Pacific (27.85,27.95] -0.2943303 -0.3137453 -0.2749154
sal + aou Indo-Pacific (27.95,28.05] -0.3643423 -0.3811630 -0.3475217
sal + aou Indo-Pacific (28.05,28.1] -0.4194455 -0.4201112 -0.4187797
sal + aou Indo-Pacific (28.1,28.2] -0.0718552 -0.0737813 -0.0699291
sal + aou Indo-Pacific (28.2,28.3] 0.8675285 0.8620744 0.8729827
sal + aou Indo-Pacific (28.3,28.4] 0.8207113 0.8064240 0.8349987
sal + nitrate Atlantic (-Inf,26] 0.1372087 0.0486907 0.2257266
sal + nitrate Atlantic (26,26.5] -0.4521618 -0.4881605 -0.4161630
sal + nitrate Atlantic (26.5,26.75] -0.5992506 -0.6120684 -0.5864327
sal + nitrate Atlantic (26.75,27] -0.5293736 -0.5372034 -0.5215438
sal + nitrate Atlantic (27,27.25] -0.6679975 -0.7196551 -0.6163399
sal + nitrate Atlantic (27.25,27.5] -0.7422017 -0.7723379 -0.7120655
sal + nitrate Atlantic (27.5,27.75] -0.7175831 -0.7281869 -0.7069792
sal + nitrate Atlantic (27.75,27.85] -0.6279525 -0.6422082 -0.6136967
sal + nitrate Atlantic (27.85,27.95] -0.5809373 -0.6096371 -0.5522375
sal + nitrate Atlantic (27.95,28.05] -0.7786700 -0.7919753 -0.7653646
sal + nitrate Atlantic (28.05,28.1] -0.8265353 -0.8424944 -0.8105762
sal + nitrate Atlantic (28.1,28.15] -0.8886144 -0.8996616 -0.8775672
sal + nitrate Atlantic (28.15,28.2] -0.9301333 -0.9503751 -0.9098915
sal + nitrate Atlantic (28.2, Inf] -0.9092671 -0.9293642 -0.8891700
sal + nitrate Indo-Pacific (-Inf,26] -0.3327916 -0.3507740 -0.3148093
sal + nitrate Indo-Pacific (26,26.5] -0.5255201 -0.5668561 -0.4841840
sal + nitrate Indo-Pacific (26.5,26.75] -0.5976920 -0.6336409 -0.5617432
sal + nitrate Indo-Pacific (26.75,27] -0.5534127 -0.5867508 -0.5200746
sal + nitrate Indo-Pacific (27,27.25] -0.3233925 -0.3355055 -0.3112794
sal + nitrate Indo-Pacific (27.25,27.5] -0.0400420 -0.0481368 -0.0319473
sal + nitrate Indo-Pacific (27.5,27.75] -0.1151613 -0.1172495 -0.1130732
sal + nitrate Indo-Pacific (27.75,27.85] -0.2834264 -0.2918179 -0.2750349
sal + nitrate Indo-Pacific (27.85,27.95] -0.4120955 -0.4251212 -0.3990697
sal + nitrate Indo-Pacific (27.95,28.05] -0.5326237 -0.5471209 -0.5181264
sal + nitrate Indo-Pacific (28.05,28.1] -0.6136676 -0.6149204 -0.6124149
sal + nitrate Indo-Pacific (28.1,28.2] -0.3696195 -0.3711591 -0.3680800
sal + nitrate Indo-Pacific (28.2,28.3] 0.2719274 0.2462162 0.2976387
sal + nitrate Indo-Pacific (28.3,28.4] 0.1075156 -0.0043000 0.2193311
sal + phosphate Atlantic (-Inf,26] -0.4960132 -0.5354339 -0.4565926
sal + phosphate Atlantic (26,26.5] -0.7615605 -0.7672534 -0.7558675
sal + phosphate Atlantic (26.5,26.75] -0.7582039 -0.7631112 -0.7532966
sal + phosphate Atlantic (26.75,27] -0.6658517 -0.6738061 -0.6578974
sal + phosphate Atlantic (27,27.25] -0.7476446 -0.7852537 -0.7100355
sal + phosphate Atlantic (27.25,27.5] -0.7962588 -0.8174045 -0.7751131
sal + phosphate Atlantic (27.5,27.75] -0.7590110 -0.7676074 -0.7504146
sal + phosphate Atlantic (27.75,27.85] -0.6620911 -0.6770823 -0.6470999
sal + phosphate Atlantic (27.85,27.95] -0.6004392 -0.6333100 -0.5675684
sal + phosphate Atlantic (27.95,28.05] -0.7914290 -0.8066579 -0.7762001
sal + phosphate Atlantic (28.05,28.1] -0.8424870 -0.8575598 -0.8274143
sal + phosphate Atlantic (28.1,28.15] -0.9006914 -0.9128980 -0.8884849
sal + phosphate Atlantic (28.15,28.2] -0.9362086 -0.9575025 -0.9149146
sal + phosphate Atlantic (28.2, Inf] -0.9157601 -0.9329762 -0.8985439
sal + phosphate Indo-Pacific (-Inf,26] -0.1556298 -0.1767215 -0.1345380
sal + phosphate Indo-Pacific (26,26.5] -0.4442542 -0.4929337 -0.3955747
sal + phosphate Indo-Pacific (26.5,26.75] -0.5586505 -0.5967151 -0.5205860
sal + phosphate Indo-Pacific (26.75,27] -0.5617327 -0.5992923 -0.5241731
sal + phosphate Indo-Pacific (27,27.25] -0.3265955 -0.3458345 -0.3073565
sal + phosphate Indo-Pacific (27.25,27.5] -0.0167905 -0.0190355 -0.0145456
sal + phosphate Indo-Pacific (27.5,27.75] -0.0615658 -0.0645469 -0.0585848
sal + phosphate Indo-Pacific (27.75,27.85] -0.2282785 -0.2389798 -0.2175772
sal + phosphate Indo-Pacific (27.85,27.95] -0.3787161 -0.3920191 -0.3654132
sal + phosphate Indo-Pacific (27.95,28.05] -0.5219246 -0.5318193 -0.5120299
sal + phosphate Indo-Pacific (28.05,28.1] -0.6054933 -0.6075017 -0.6034849
sal + phosphate Indo-Pacific (28.1,28.2] -0.3723813 -0.3780496 -0.3667130
sal + phosphate Indo-Pacific (28.2,28.3] 0.1671168 0.0930882 0.2411454
sal + phosphate Indo-Pacific (28.3,28.4] 0.1654592 0.0331344 0.2977839
sal + phosphate_star Atlantic (-Inf,26] -0.8926763 -0.9116381 -0.8737144
sal + phosphate_star Atlantic (26,26.5] -0.9648765 -0.9671181 -0.9626350
sal + phosphate_star Atlantic (26.5,26.75] -0.9731335 -0.9731442 -0.9731229
sal + phosphate_star Atlantic (26.75,27] -0.9822086 -0.9824795 -0.9819378
sal + phosphate_star Atlantic (27,27.25] -0.9814834 -0.9824408 -0.9805260
sal + phosphate_star Atlantic (27.25,27.5] -0.9710462 -0.9724622 -0.9696302
sal + phosphate_star Atlantic (27.5,27.75] -0.9181633 -0.9226933 -0.9136333
sal + phosphate_star Atlantic (27.75,27.85] -0.8658228 -0.8693871 -0.8622585
sal + phosphate_star Atlantic (27.85,27.95] -0.8454600 -0.8629668 -0.8279532
sal + phosphate_star Atlantic (27.95,28.05] -0.9102041 -0.9163899 -0.9040183
sal + phosphate_star Atlantic (28.05,28.1] -0.9377224 -0.9425262 -0.9329185
sal + phosphate_star Atlantic (28.1,28.15] -0.9601710 -0.9625049 -0.9578372
sal + phosphate_star Atlantic (28.15,28.2] -0.9730544 -0.9756967 -0.9704120
sal + phosphate_star Atlantic (28.2, Inf] -0.9745681 -0.9787119 -0.9704244
sal + phosphate_star Indo-Pacific (-Inf,26] -0.4281371 -0.4737204 -0.3825539
sal + phosphate_star Indo-Pacific (26,26.5] -0.7991329 -0.8295443 -0.7687214
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.9079416 -0.9151873 -0.9006959
sal + phosphate_star Indo-Pacific (26.75,27] -0.9243001 -0.9311290 -0.9174713
sal + phosphate_star Indo-Pacific (27,27.25] -0.8377260 -0.8470475 -0.8284045
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.5714609 -0.6059624 -0.5369594
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.3741915 -0.4081724 -0.3402106
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.3511000 -0.3863660 -0.3158341
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.5606555 -0.5917976 -0.5295134
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7956296 -0.7978493 -0.7934100
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8709218 -0.8726718 -0.8691718
sal + phosphate_star Indo-Pacific (28.1,28.2] -0.7869100 -0.7969118 -0.7769081
sal + phosphate_star Indo-Pacific (28.2,28.3] -0.7643085 -0.8086235 -0.7199936
sal + phosphate_star Indo-Pacific (28.3,28.4] -0.7678321 -0.7819160 -0.7537482
sal + silicate Atlantic (-Inf,26] -0.7124741 -0.7477422 -0.6772060
sal + silicate Atlantic (26,26.5] -0.7229750 -0.7473236 -0.6986264
sal + silicate Atlantic (26.5,26.75] -0.6836742 -0.6877317 -0.6796167
sal + silicate Atlantic (26.75,27] -0.5398673 -0.5562193 -0.5235154
sal + silicate Atlantic (27,27.25] -0.7016181 -0.7447607 -0.6584756
sal + silicate Atlantic (27.25,27.5] -0.8125388 -0.8307972 -0.7942803
sal + silicate Atlantic (27.5,27.75] -0.7498032 -0.7692174 -0.7303890
sal + silicate Atlantic (27.75,27.85] -0.6956500 -0.7256047 -0.6656953
sal + silicate Atlantic (27.85,27.95] -0.6780259 -0.7120540 -0.6439977
sal + silicate Atlantic (27.95,28.05] -0.8177534 -0.8364579 -0.7990489
sal + silicate Atlantic (28.05,28.1] -0.8338536 -0.8533680 -0.8143391
sal + silicate Atlantic (28.1,28.15] -0.8872738 -0.9070721 -0.8674755
sal + silicate Atlantic (28.15,28.2] -0.9006996 -0.9341098 -0.8672893
sal + silicate Atlantic (28.2, Inf] -0.8542212 -0.8762464 -0.8321960
sal + silicate Indo-Pacific (-Inf,26] -0.5479790 -0.5509168 -0.5450412
sal + silicate Indo-Pacific (26,26.5] -0.6702399 -0.6712697 -0.6692100
sal + silicate Indo-Pacific (26.5,26.75] -0.7969710 -0.8043726 -0.7895693
sal + silicate Indo-Pacific (26.75,27] -0.7560478 -0.7612920 -0.7508036
sal + silicate Indo-Pacific (27,27.25] -0.5053729 -0.5192122 -0.4915336
sal + silicate Indo-Pacific (27.25,27.5] -0.1907338 -0.2259179 -0.1555497
sal + silicate Indo-Pacific (27.5,27.75] -0.0939826 -0.1077659 -0.0801994
sal + silicate Indo-Pacific (27.75,27.85] -0.2435697 -0.2480024 -0.2391369
sal + silicate Indo-Pacific (27.85,27.95] -0.3435103 -0.3586348 -0.3283857
sal + silicate Indo-Pacific (27.95,28.05] -0.4292595 -0.4399971 -0.4185219
sal + silicate Indo-Pacific (28.05,28.1] -0.5064184 -0.5064619 -0.5063750
sal + silicate Indo-Pacific (28.1,28.2] -0.1728978 -0.1750884 -0.1707071
sal + silicate Indo-Pacific (28.2,28.3] 0.6124014 0.6106155 0.6141873
sal + silicate Indo-Pacific (28.3,28.4] 0.2685124 0.1757550 0.3612698
sal + temp Atlantic (-Inf,26] 0.9123164 0.8851004 0.9395323
sal + temp Atlantic (26,26.5] 0.9687256 0.9665947 0.9708565
sal + temp Atlantic (26.5,26.75] 0.9901523 0.9900337 0.9902708
sal + temp Atlantic (26.75,27] 0.9825451 0.9823663 0.9827239
sal + temp Atlantic (27,27.25] 0.9804004 0.9793735 0.9814274
sal + temp Atlantic (27.25,27.5] 0.9751797 0.9744939 0.9758655
sal + temp Atlantic (27.5,27.75] 0.9677400 0.9647305 0.9707494
sal + temp Atlantic (27.75,27.85] 0.9806159 0.9795243 0.9817076
sal + temp Atlantic (27.85,27.95] 0.9454984 0.9451865 0.9458102
sal + temp Atlantic (27.95,28.05] 0.9282164 0.9250864 0.9313463
sal + temp Atlantic (28.05,28.1] 0.9674181 0.9670361 0.9678001
sal + temp Atlantic (28.1,28.15] 0.9639713 0.9636272 0.9643153
sal + temp Atlantic (28.15,28.2] 0.8941835 0.8838797 0.9044874
sal + temp Atlantic (28.2, Inf] 0.3204772 0.1903930 0.4505613
sal + temp Indo-Pacific (-Inf,26] 0.7032046 0.6911592 0.7152500
sal + temp Indo-Pacific (26,26.5] 0.9382346 0.9324835 0.9439857
sal + temp Indo-Pacific (26.5,26.75] 0.9818246 0.9807814 0.9828679
sal + temp Indo-Pacific (26.75,27] 0.9782852 0.9772306 0.9793398
sal + temp Indo-Pacific (27,27.25] 0.9428882 0.9408233 0.9449532
sal + temp Indo-Pacific (27.25,27.5] 0.8525542 0.8519212 0.8531872
sal + temp Indo-Pacific (27.5,27.75] 0.6819702 0.6743667 0.6895737
sal + temp Indo-Pacific (27.75,27.85] 0.8314981 0.8249781 0.8380182
sal + temp Indo-Pacific (27.85,27.95] 0.7646170 0.7489438 0.7802902
sal + temp Indo-Pacific (27.95,28.05] 0.7280498 0.7270210 0.7290786
sal + temp Indo-Pacific (28.05,28.1] 0.7022650 0.6891704 0.7153596
sal + temp Indo-Pacific (28.1,28.2] 0.4467926 0.4245784 0.4690068
sal + temp Indo-Pacific (28.2,28.3] 0.8285995 0.8218252 0.8353738
sal + temp Indo-Pacific (28.3,28.4] 0.8001678 0.7784997 0.8218359
silicate + phosphate Atlantic (-Inf,26] 0.7501859 0.7043921 0.7959796
silicate + phosphate Atlantic (26,26.5] 0.9120520 0.9064938 0.9176102
silicate + phosphate Atlantic (26.5,26.75] 0.9036218 0.8941631 0.9130805
silicate + phosphate Atlantic (26.75,27] 0.9224163 0.9138430 0.9309897
silicate + phosphate Atlantic (27,27.25] 0.9481929 0.9444652 0.9519205
silicate + phosphate Atlantic (27.25,27.5] 0.9096266 0.8988597 0.9203935
silicate + phosphate Atlantic (27.5,27.75] 0.9065187 0.8975426 0.9154948
silicate + phosphate Atlantic (27.75,27.85] 0.9592456 0.9572626 0.9612287
silicate + phosphate Atlantic (27.85,27.95] 0.9733352 0.9718489 0.9748215
silicate + phosphate Atlantic (27.95,28.05] 0.9830942 0.9820011 0.9841873
silicate + phosphate Atlantic (28.05,28.1] 0.9882294 0.9868367 0.9896221
silicate + phosphate Atlantic (28.1,28.15] 0.9924823 0.9915278 0.9934369
silicate + phosphate Atlantic (28.15,28.2] 0.9891602 0.9876644 0.9906561
silicate + phosphate Atlantic (28.2, Inf] 0.9682582 0.9603501 0.9761663
silicate + phosphate Indo-Pacific (-Inf,26] 0.7606386 0.7568127 0.7644645
silicate + phosphate Indo-Pacific (26,26.5] 0.7588402 0.7411537 0.7765268
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7986095 0.7876645 0.8095545
silicate + phosphate Indo-Pacific (26.75,27] 0.8560899 0.8444159 0.8677639
silicate + phosphate Indo-Pacific (27,27.25] 0.9123302 0.8954871 0.9291732
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9047650 0.8854493 0.9240807
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9107511 0.8984171 0.9230851
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9585359 0.9559295 0.9611422
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9702077 0.9701206 0.9702948
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9634834 0.9628565 0.9641104
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9610688 0.9609126 0.9612249
silicate + phosphate Indo-Pacific (28.1,28.2] 0.9002600 0.8974296 0.9030905
silicate + phosphate Indo-Pacific (28.2,28.3] 0.4242158 0.3821795 0.4662521
silicate + phosphate Indo-Pacific (28.3,28.4] 0.6550051 0.6476373 0.6623729
silicate + phosphate_star Atlantic (-Inf,26] 0.6788683 0.6239573 0.7337792
silicate + phosphate_star Atlantic (26,26.5] 0.7941396 0.7697016 0.8185776
silicate + phosphate_star Atlantic (26.5,26.75] 0.7582303 0.7514586 0.7650021
silicate + phosphate_star Atlantic (26.75,27] 0.5931962 0.5732187 0.6131737
silicate + phosphate_star Atlantic (27,27.25] 0.7135518 0.6710679 0.7560358
silicate + phosphate_star Atlantic (27.25,27.5] 0.8661915 0.8536366 0.8787464
silicate + phosphate_star Atlantic (27.5,27.75] 0.9110026 0.9059850 0.9160202
silicate + phosphate_star Atlantic (27.75,27.85] 0.9231829 0.9071160 0.9392498
silicate + phosphate_star Atlantic (27.85,27.95] 0.9161011 0.9060302 0.9261719
silicate + phosphate_star Atlantic (27.95,28.05] 0.9326369 0.9249203 0.9403535
silicate + phosphate_star Atlantic (28.05,28.1] 0.9296120 0.9201763 0.9390476
silicate + phosphate_star Atlantic (28.1,28.15] 0.9555781 0.9437033 0.9674529
silicate + phosphate_star Atlantic (28.15,28.2] 0.9547278 0.9362889 0.9731667
silicate + phosphate_star Atlantic (28.2, Inf] 0.8537492 0.8157593 0.8917391
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7579530 0.7402853 0.7756207
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7931553 0.7902676 0.7960430
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8373567 0.8363190 0.8383943
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7679579 0.7657573 0.7701584
silicate + phosphate_star Indo-Pacific (27,27.25] 0.4024789 0.3724156 0.4325421
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2708230 -0.2776041 -0.2640420
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5398929 -0.5552725 -0.5245133
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4394225 -0.4730557 -0.4057893
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0349549 -0.0584952 -0.0114146
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3523172 0.3065068 0.3981276
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.5220850 0.4930806 0.5510893
silicate + phosphate_star Indo-Pacific (28.1,28.2] 0.1340052 0.0736177 0.1943927
silicate + phosphate_star Indo-Pacific (28.2,28.3] -0.2885922 -0.3206978 -0.2564865
silicate + phosphate_star Indo-Pacific (28.3,28.4] -0.1199842 -0.1957152 -0.0442531
temp + aou Atlantic (-Inf,26] 0.3790548 0.2820238 0.4760857
temp + aou Atlantic (26,26.5] -0.0797189 -0.1361431 -0.0232946
temp + aou Atlantic (26.5,26.75] -0.3318444 -0.3384635 -0.3252253
temp + aou Atlantic (26.75,27] -0.1553213 -0.1593032 -0.1513394
temp + aou Atlantic (27,27.25] -0.1745466 -0.2476149 -0.1014783
temp + aou Atlantic (27.25,27.5] -0.1329738 -0.1818350 -0.0841126
temp + aou Atlantic (27.5,27.75] -0.3492895 -0.3519377 -0.3466414
temp + aou Atlantic (27.75,27.85] -0.4198443 -0.4604878 -0.3792008
temp + aou Atlantic (27.85,27.95] -0.3464494 -0.3913205 -0.3015784
temp + aou Atlantic (27.95,28.05] -0.5172016 -0.5322207 -0.5021825
temp + aou Atlantic (28.05,28.1] -0.5258086 -0.5721156 -0.4795017
temp + aou Atlantic (28.1,28.15] -0.6515488 -0.6981048 -0.6049928
temp + aou Atlantic (28.15,28.2] -0.6281796 -0.7469492 -0.5094100
temp + aou Atlantic (28.2, Inf] 0.4373350 0.4254650 0.4492049
temp + aou Indo-Pacific (-Inf,26] -0.2713056 -0.3139135 -0.2286977
temp + aou Indo-Pacific (26,26.5] -0.2841839 -0.3115845 -0.2567833
temp + aou Indo-Pacific (26.5,26.75] -0.2855869 -0.3228051 -0.2483686
temp + aou Indo-Pacific (26.75,27] -0.3168045 -0.3431448 -0.2904643
temp + aou Indo-Pacific (27,27.25] -0.2204269 -0.2321629 -0.2086908
temp + aou Indo-Pacific (27.25,27.5] 0.0112994 0.0085702 0.0140286
temp + aou Indo-Pacific (27.5,27.75] 0.0552189 0.0474273 0.0630106
temp + aou Indo-Pacific (27.75,27.85] -0.0008027 -0.0087174 0.0071120
temp + aou Indo-Pacific (27.85,27.95] 0.0312425 0.0301272 0.0323579
temp + aou Indo-Pacific (27.95,28.05] 0.1152361 0.0866506 0.1438217
temp + aou Indo-Pacific (28.05,28.1] 0.2333079 0.2101911 0.2564248
temp + aou Indo-Pacific (28.1,28.2] 0.7415162 0.7235886 0.7594437
temp + aou Indo-Pacific (28.2,28.3] 0.8210107 0.8180773 0.8239441
temp + aou Indo-Pacific (28.3,28.4] 0.9607625 0.9504110 0.9711140
temp + nitrate Atlantic (-Inf,26] 0.1477977 0.0485758 0.2470196
temp + nitrate Atlantic (26,26.5] -0.5236351 -0.5591977 -0.4880724
temp + nitrate Atlantic (26.5,26.75] -0.6155586 -0.6263969 -0.6047202
temp + nitrate Atlantic (26.75,27] -0.5290281 -0.5307820 -0.5272742
temp + nitrate Atlantic (27,27.25] -0.6245356 -0.6806997 -0.5683715
temp + nitrate Atlantic (27.25,27.5] -0.7092292 -0.7407549 -0.6777035
temp + nitrate Atlantic (27.5,27.75] -0.6917098 -0.6927329 -0.6906866
temp + nitrate Atlantic (27.75,27.85] -0.6356925 -0.6444068 -0.6269782
temp + nitrate Atlantic (27.85,27.95] -0.5687201 -0.5919612 -0.5454791
temp + nitrate Atlantic (27.95,28.05] -0.6953578 -0.7010060 -0.6897096
temp + nitrate Atlantic (28.05,28.1] -0.7206969 -0.7394593 -0.7019346
temp + nitrate Atlantic (28.1,28.15] -0.7674341 -0.7829124 -0.7519557
temp + nitrate Atlantic (28.15,28.2] -0.7150614 -0.7732608 -0.6568619
temp + nitrate Atlantic (28.2, Inf] 0.0015233 -0.0783875 0.0814341
temp + nitrate Indo-Pacific (-Inf,26] -0.5683567 -0.5838272 -0.5528861
temp + nitrate Indo-Pacific (26,26.5] -0.5968261 -0.6289619 -0.5646903
temp + nitrate Indo-Pacific (26.5,26.75] -0.5813417 -0.6174200 -0.5452634
temp + nitrate Indo-Pacific (26.75,27] -0.5701383 -0.6004827 -0.5397940
temp + nitrate Indo-Pacific (27,27.25] -0.4116796 -0.4160457 -0.4073134
temp + nitrate Indo-Pacific (27.25,27.5] -0.1278181 -0.1286644 -0.1269717
temp + nitrate Indo-Pacific (27.5,27.75] -0.0518691 -0.0630547 -0.0406835
temp + nitrate Indo-Pacific (27.75,27.85] -0.0896425 -0.1012467 -0.0780383
temp + nitrate Indo-Pacific (27.85,27.95] -0.0838968 -0.0897402 -0.0780533
temp + nitrate Indo-Pacific (27.95,28.05] -0.0612289 -0.0867767 -0.0356810
temp + nitrate Indo-Pacific (28.05,28.1] 0.0194585 -0.0056441 0.0445611
temp + nitrate Indo-Pacific (28.1,28.2] 0.5127286 0.4881624 0.5372948
temp + nitrate Indo-Pacific (28.2,28.3] 0.1557092 0.1415112 0.1699072
temp + nitrate Indo-Pacific (28.3,28.4] 0.3202946 0.2316920 0.4088972
temp + phosphate Atlantic (-Inf,26] -0.4472540 -0.4995704 -0.3949376
temp + phosphate Atlantic (26,26.5] -0.7817004 -0.7863004 -0.7771004
temp + phosphate Atlantic (26.5,26.75] -0.7643579 -0.7681983 -0.7605175
temp + phosphate Atlantic (26.75,27] -0.6581267 -0.6583426 -0.6579109
temp + phosphate Atlantic (27,27.25] -0.7033627 -0.7450580 -0.6616675
temp + phosphate Atlantic (27.25,27.5] -0.7677035 -0.7900549 -0.7453520
temp + phosphate Atlantic (27.5,27.75] -0.7345818 -0.7358371 -0.7333265
temp + phosphate Atlantic (27.75,27.85] -0.6687521 -0.6780586 -0.6594455
temp + phosphate Atlantic (27.85,27.95] -0.5866489 -0.6146356 -0.5586622
temp + phosphate Atlantic (27.95,28.05] -0.7103693 -0.7185217 -0.7022169
temp + phosphate Atlantic (28.05,28.1] -0.7394080 -0.7577928 -0.7210231
temp + phosphate Atlantic (28.1,28.15] -0.7842745 -0.8013483 -0.7672008
temp + phosphate Atlantic (28.15,28.2] -0.7269115 -0.7871691 -0.6666538
temp + phosphate Atlantic (28.2, Inf] -0.0157980 -0.1007977 0.0692018
temp + phosphate Indo-Pacific (-Inf,26] -0.4587315 -0.4696398 -0.4478231
temp + phosphate Indo-Pacific (26,26.5] -0.5223534 -0.5615312 -0.4831756
temp + phosphate Indo-Pacific (26.5,26.75] -0.5414138 -0.5800852 -0.5027424
temp + phosphate Indo-Pacific (26.75,27] -0.5725266 -0.6076151 -0.5374381
temp + phosphate Indo-Pacific (27,27.25] -0.4038651 -0.4085543 -0.3991758
temp + phosphate Indo-Pacific (27.25,27.5] -0.0978588 -0.1051415 -0.0905761
temp + phosphate Indo-Pacific (27.5,27.75] 0.0049856 -0.0113293 0.0213006
temp + phosphate Indo-Pacific (27.75,27.85] -0.0395080 -0.0536310 -0.0253851
temp + phosphate Indo-Pacific (27.85,27.95] -0.0563341 -0.0618831 -0.0507852
temp + phosphate Indo-Pacific (27.95,28.05] -0.0512526 -0.0722068 -0.0302984
temp + phosphate Indo-Pacific (28.05,28.1] 0.0308636 0.0126919 0.0490354
temp + phosphate Indo-Pacific (28.1,28.2] 0.5106845 0.4976819 0.5236871
temp + phosphate Indo-Pacific (28.2,28.3] 0.1346676 0.0586498 0.2106854
temp + phosphate Indo-Pacific (28.3,28.4] 0.3551182 0.2421111 0.4681253
temp + phosphate_star Atlantic (-Inf,26] -0.8481049 -0.8486948 -0.8475149
temp + phosphate_star Atlantic (26,26.5] -0.9682064 -0.9719959 -0.9644170
temp + phosphate_star Atlantic (26.5,26.75] -0.9743993 -0.9750769 -0.9737217
temp + phosphate_star Atlantic (26.75,27] -0.9837001 -0.9861117 -0.9812885
temp + phosphate_star Atlantic (27,27.25] -0.9817099 -0.9843887 -0.9790312
temp + phosphate_star Atlantic (27.25,27.5] -0.9747334 -0.9760282 -0.9734386
temp + phosphate_star Atlantic (27.5,27.75] -0.9167286 -0.9168248 -0.9166325
temp + phosphate_star Atlantic (27.75,27.85] -0.8832401 -0.8878297 -0.8786505
temp + phosphate_star Atlantic (27.85,27.95] -0.8473765 -0.8607126 -0.8340405
temp + phosphate_star Atlantic (27.95,28.05] -0.8696591 -0.8754542 -0.8638640
temp + phosphate_star Atlantic (28.05,28.1] -0.8832326 -0.8878086 -0.8786567
temp + phosphate_star Atlantic (28.1,28.15] -0.8820897 -0.8827241 -0.8814554
temp + phosphate_star Atlantic (28.15,28.2] -0.8108699 -0.8284298 -0.7933100
temp + phosphate_star Atlantic (28.2, Inf] -0.3669641 -0.5116620 -0.2222662
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7835503 -0.7914611 -0.7756395
temp + phosphate_star Indo-Pacific (26,26.5] -0.8792546 -0.8978063 -0.8607028
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.9208763 -0.9280722 -0.9136804
temp + phosphate_star Indo-Pacific (26.75,27] -0.9542071 -0.9588435 -0.9495707
temp + phosphate_star Indo-Pacific (27,27.25] -0.9204277 -0.9284189 -0.9124366
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7216047 -0.7424852 -0.7007241
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5360391 -0.5579662 -0.5141121
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.4960111 -0.5229317 -0.4690904
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.6813550 -0.6909225 -0.6717876
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7495379 -0.7725070 -0.7265688
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6147262 -0.6351180 -0.5943344
temp + phosphate_star Indo-Pacific (28.1,28.2] -0.5479022 -0.6005573 -0.4952471
temp + phosphate_star Indo-Pacific (28.2,28.3] -0.7892845 -0.8303322 -0.7482369
temp + phosphate_star Indo-Pacific (28.3,28.4] -0.8117739 -0.8165733 -0.8069746
temp + silicate Atlantic (-Inf,26] -0.6572611 -0.6965651 -0.6179571
temp + silicate Atlantic (26,26.5] -0.7355312 -0.7627577 -0.7083048
temp + silicate Atlantic (26.5,26.75] -0.7068137 -0.7090619 -0.7045656
temp + silicate Atlantic (26.75,27] -0.5518603 -0.5615902 -0.5421304
temp + silicate Atlantic (27,27.25] -0.6771798 -0.7209493 -0.6334103
temp + silicate Atlantic (27.25,27.5] -0.8375171 -0.8505341 -0.8245001
temp + silicate Atlantic (27.5,27.75] -0.7854509 -0.8028330 -0.7680689
temp + silicate Atlantic (27.75,27.85] -0.7254277 -0.7517273 -0.6991280
temp + silicate Atlantic (27.85,27.95] -0.6832388 -0.7117271 -0.6547504
temp + silicate Atlantic (27.95,28.05] -0.7602096 -0.7696914 -0.7507277
temp + silicate Atlantic (28.05,28.1] -0.7296566 -0.7539431 -0.7053701
temp + silicate Atlantic (28.1,28.15] -0.7686729 -0.7971378 -0.7402081
temp + silicate Atlantic (28.15,28.2] -0.6699696 -0.7495597 -0.5903795
temp + silicate Atlantic (28.2, Inf] 0.0409107 -0.0511194 0.1329407
temp + silicate Indo-Pacific (-Inf,26] -0.6404824 -0.6588350 -0.6221297
temp + silicate Indo-Pacific (26,26.5] -0.7128945 -0.7190296 -0.7067594
temp + silicate Indo-Pacific (26.5,26.75] -0.7886327 -0.7977253 -0.7795400
temp + silicate Indo-Pacific (26.75,27] -0.7505739 -0.7549326 -0.7462151
temp + silicate Indo-Pacific (27,27.25] -0.5528177 -0.5808946 -0.5247409
temp + silicate Indo-Pacific (27.25,27.5] -0.2835819 -0.3106123 -0.2565514
temp + silicate Indo-Pacific (27.5,27.75] -0.1806202 -0.1907835 -0.1704569
temp + silicate Indo-Pacific (27.75,27.85] -0.1241960 -0.1302150 -0.1181770
temp + silicate Indo-Pacific (27.85,27.95] -0.1112404 -0.1142154 -0.1082654
temp + silicate Indo-Pacific (27.95,28.05] -0.0717426 -0.0966307 -0.0468545
temp + silicate Indo-Pacific (28.05,28.1] 0.1071764 0.0849699 0.1293829
temp + silicate Indo-Pacific (28.1,28.2] 0.5467831 0.5227322 0.5708340
temp + silicate Indo-Pacific (28.2,28.3] 0.4128570 0.4039881 0.4217260
temp + silicate Indo-Pacific (28.3,28.4] 0.5255738 0.4513418 0.5998057
rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Version Author Date
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] 0.5605067 0.5300193 0.5909941
aou Atlantic (26,26.5] 0.1613267 0.0529772 0.2696763
aou Atlantic (26.5,26.75] -0.3143323 -0.3830014 -0.2456632
aou Atlantic (26.75,27] -0.2918149 -0.3044856 -0.2791442
aou Atlantic (27,27.25] -0.4518146 -0.5108554 -0.3927738
aou Atlantic (27.25,27.5] -0.4779129 -0.4954765 -0.4603494
aou Atlantic (27.5,27.75] -0.7817950 -0.7984370 -0.7651529
aou Atlantic (27.75,27.85] -0.9052796 -0.9271237 -0.8834355
aou Atlantic (27.85,27.95] -0.9148375 -0.9329339 -0.8967412
aou Atlantic (27.95,28.05] -0.8622629 -0.8724619 -0.8520640
aou Atlantic (28.05,28.1] -0.8336042 -0.8445629 -0.8226454
aou Atlantic (28.1,28.15] -0.8653871 -0.8760672 -0.8547069
aou Atlantic (28.15,28.2] -0.9457167 -0.9589754 -0.9324581
aou Atlantic (28.2, Inf] -0.6757770 -0.7766008 -0.5749532
aou Indo-Pacific (-Inf,26] -0.1054657 -0.1187264 -0.0922050
aou Indo-Pacific (26,26.5] -0.7382845 -0.7648754 -0.7116936
aou Indo-Pacific (26.5,26.75] -0.7597715 -0.7795565 -0.7399866
aou Indo-Pacific (26.75,27] -0.7347065 -0.7750663 -0.6943468
aou Indo-Pacific (27,27.25] 0.0474359 -0.0220201 0.1168920
aou Indo-Pacific (27.25,27.5] 0.5997265 0.5562785 0.6431746
aou Indo-Pacific (27.5,27.75] 0.7494343 0.7372700 0.7615986
aou Indo-Pacific (27.75,27.85] 0.8041634 0.8034975 0.8048294
aou Indo-Pacific (27.85,27.95] 0.7560003 0.7435351 0.7684656
aou Indo-Pacific (27.95,28.05] 0.5206220 0.4754731 0.5657708
aou Indo-Pacific (28.05,28.1] 0.2465772 0.1707798 0.3223746
aou Indo-Pacific (28.1,28.2] 0.2370941 0.1274055 0.3467827
aou Indo-Pacific (28.2,28.3] 0.0594279 0.0399800 0.0788759
aou Indo-Pacific (28.3,28.4] 0.1210425 0.0755012 0.1665839
aou Indo-Pacific (28.4, Inf] NA NA NA
nitrate Atlantic (-Inf,26] 0.3270437 0.3052051 0.3488823
nitrate Atlantic (26,26.5] -0.2667232 -0.3480777 -0.1853687
nitrate Atlantic (26.5,26.75] -0.5612105 -0.6227211 -0.4997000
nitrate Atlantic (26.75,27] -0.6152970 -0.6289349 -0.6016592
nitrate Atlantic (27,27.25] -0.8078239 -0.8468403 -0.7688074
nitrate Atlantic (27.25,27.5] -0.9169472 -0.9230267 -0.9108677
nitrate Atlantic (27.5,27.75] -0.9705001 -0.9749620 -0.9660382
nitrate Atlantic (27.75,27.85] -0.9613357 -0.9657195 -0.9569519
nitrate Atlantic (27.85,27.95] -0.9304836 -0.9393010 -0.9216662
nitrate Atlantic (27.95,28.05] -0.9026836 -0.9072055 -0.8981617
nitrate Atlantic (28.05,28.1] -0.8799213 -0.8802197 -0.8796229
nitrate Atlantic (28.1,28.15] -0.9012202 -0.9027172 -0.8997232
nitrate Atlantic (28.15,28.2] -0.9786576 -0.9796895 -0.9776257
nitrate Atlantic (28.2, Inf] -0.9528876 -0.9706756 -0.9350996
nitrate Indo-Pacific (-Inf,26] -0.1139932 -0.1190471 -0.1089392
nitrate Indo-Pacific (26,26.5] -0.8404429 -0.8500780 -0.8308078
nitrate Indo-Pacific (26.5,26.75] -0.8760534 -0.8845514 -0.8675553
nitrate Indo-Pacific (26.75,27] -0.8528562 -0.8712602 -0.8344522
nitrate Indo-Pacific (27,27.25] -0.0386488 -0.0842646 0.0069671
nitrate Indo-Pacific (27.25,27.5] 0.5249000 0.4746619 0.5751382
nitrate Indo-Pacific (27.5,27.75] 0.6773259 0.6640759 0.6905760
nitrate Indo-Pacific (27.75,27.85] 0.7584768 0.7577787 0.7591749
nitrate Indo-Pacific (27.85,27.95] 0.6998327 0.6834529 0.7162124
nitrate Indo-Pacific (27.95,28.05] 0.4317517 0.3778969 0.4856064
nitrate Indo-Pacific (28.05,28.1] 0.1639804 0.0795397 0.2484212
nitrate Indo-Pacific (28.1,28.2] 0.1041198 -0.0193434 0.2275829
nitrate Indo-Pacific (28.2,28.3] -0.2982648 -0.3118080 -0.2847217
nitrate Indo-Pacific (28.3,28.4] -0.5538879 -0.5860866 -0.5216893
nitrate Indo-Pacific (28.4, Inf] NA NA NA
phosphate Atlantic (-Inf,26] 0.0064978 -0.0714237 0.0844194
phosphate Atlantic (26,26.5] -0.5062572 -0.5545617 -0.4579528
phosphate Atlantic (26.5,26.75] -0.6779330 -0.7181150 -0.6377510
phosphate Atlantic (26.75,27] -0.7311941 -0.7436963 -0.7186919
phosphate Atlantic (27,27.25] -0.8717692 -0.8988603 -0.8446780
phosphate Atlantic (27.25,27.5] -0.9482931 -0.9523633 -0.9442228
phosphate Atlantic (27.5,27.75] -0.9820055 -0.9833565 -0.9806545
phosphate Atlantic (27.75,27.85] -0.9707622 -0.9723155 -0.9692089
phosphate Atlantic (27.85,27.95] -0.9426126 -0.9430737 -0.9421516
phosphate Atlantic (27.95,28.05] -0.9138154 -0.9158119 -0.9118189
phosphate Atlantic (28.05,28.1] -0.8910489 -0.8949256 -0.8871721
phosphate Atlantic (28.1,28.15] -0.9039534 -0.9052295 -0.9026773
phosphate Atlantic (28.15,28.2] -0.9820438 -0.9839400 -0.9801476
phosphate Atlantic (28.2, Inf] -0.9618507 -0.9770851 -0.9466163
phosphate Indo-Pacific (-Inf,26] -0.1051740 -0.1097344 -0.1006137
phosphate Indo-Pacific (26,26.5] -0.8570683 -0.8700315 -0.8441051
phosphate Indo-Pacific (26.5,26.75] -0.8948533 -0.9024942 -0.8872124
phosphate Indo-Pacific (26.75,27] -0.8631120 -0.8793520 -0.8468720
phosphate Indo-Pacific (27,27.25] -0.0503722 -0.0979322 -0.0028121
phosphate Indo-Pacific (27.25,27.5] 0.5191680 0.4679705 0.5703654
phosphate Indo-Pacific (27.5,27.75] 0.6595108 0.6421707 0.6768509
phosphate Indo-Pacific (27.75,27.85] 0.7285963 0.7284859 0.7287066
phosphate Indo-Pacific (27.85,27.95] 0.6690870 0.6504728 0.6877013
phosphate Indo-Pacific (27.95,28.05] 0.3839104 0.3267311 0.4410898
phosphate Indo-Pacific (28.05,28.1] 0.0910120 -0.0008373 0.1828613
phosphate Indo-Pacific (28.1,28.2] -0.0075294 -0.1479445 0.1328856
phosphate Indo-Pacific (28.2,28.3] -0.6829383 -0.7008273 -0.6650494
phosphate Indo-Pacific (28.3,28.4] -0.6841674 -0.6911799 -0.6771549
phosphate Indo-Pacific (28.4, Inf] NA NA NA
phosphate_star Atlantic (-Inf,26] -0.4337852 -0.4663012 -0.4012692
phosphate_star Atlantic (26,26.5] -0.7382898 -0.7441487 -0.7324309
phosphate_star Atlantic (26.5,26.75] -0.8082827 -0.8130908 -0.8034747
phosphate_star Atlantic (26.75,27] -0.9245789 -0.9253961 -0.9237617
phosphate_star Atlantic (27,27.25] -0.9386989 -0.9434731 -0.9339247
phosphate_star Atlantic (27.25,27.5] -0.9338742 -0.9470543 -0.9206941
phosphate_star Atlantic (27.5,27.75] -0.9195222 -0.9303474 -0.9086971
phosphate_star Atlantic (27.75,27.85] -0.8772778 -0.8846186 -0.8699370
phosphate_star Atlantic (27.85,27.95] -0.7957423 -0.8047912 -0.7866933
phosphate_star Atlantic (27.95,28.05] -0.8514392 -0.8575903 -0.8452881
phosphate_star Atlantic (28.05,28.1] -0.8465873 -0.8522993 -0.8408752
phosphate_star Atlantic (28.1,28.15] -0.8786017 -0.8798943 -0.8773091
phosphate_star Atlantic (28.15,28.2] -0.9737269 -0.9752666 -0.9721873
phosphate_star Atlantic (28.2, Inf] -0.9499779 -0.9671191 -0.9328368
phosphate_star Indo-Pacific (-Inf,26] 0.0463648 0.0450589 0.0476706
phosphate_star Indo-Pacific (26,26.5] -0.8505421 -0.8527177 -0.8483664
phosphate_star Indo-Pacific (26.5,26.75] -0.8719958 -0.8872080 -0.8567835
phosphate_star Indo-Pacific (26.75,27] -0.7839202 -0.8171943 -0.7506461
phosphate_star Indo-Pacific (27,27.25] -0.2520044 -0.3314195 -0.1725894
phosphate_star Indo-Pacific (27.25,27.5] -0.3368341 -0.3560075 -0.3176607
phosphate_star Indo-Pacific (27.5,27.75] -0.5744285 -0.5781087 -0.5707483
phosphate_star Indo-Pacific (27.75,27.85] -0.5766721 -0.5957729 -0.5575713
phosphate_star Indo-Pacific (27.85,27.95] -0.3663868 -0.3694964 -0.3632772
phosphate_star Indo-Pacific (27.95,28.05] -0.2840143 -0.3155970 -0.2524315
phosphate_star Indo-Pacific (28.05,28.1] -0.3318513 -0.4019429 -0.2617598
phosphate_star Indo-Pacific (28.1,28.2] -0.5269949 -0.5839062 -0.4700836
phosphate_star Indo-Pacific (28.2,28.3] -0.4569065 -0.4882783 -0.4255348
phosphate_star Indo-Pacific (28.3,28.4] -0.5162743 -0.5424955 -0.4900532
phosphate_star Indo-Pacific (28.4, Inf] NA NA NA
sal Atlantic (-Inf,26] 0.3147437 0.3131699 0.3163175
sal Atlantic (26,26.5] 0.6699134 0.6626741 0.6771526
sal Atlantic (26.5,26.75] 0.7352544 0.7275557 0.7429532
sal Atlantic (26.75,27] 0.8917405 0.8898722 0.8936088
sal Atlantic (27,27.25] 0.9138203 0.9099638 0.9176768
sal Atlantic (27.25,27.5] 0.8967392 0.8780711 0.9154073
sal Atlantic (27.5,27.75] 0.7810950 0.7779913 0.7841986
sal Atlantic (27.75,27.85] 0.6274774 0.6186952 0.6362595
sal Atlantic (27.85,27.95] 0.4428405 0.4337467 0.4519342
sal Atlantic (27.95,28.05] 0.6189514 0.6150878 0.6228150
sal Atlantic (28.05,28.1] 0.6646790 0.6579159 0.6714420
sal Atlantic (28.1,28.15] 0.7526202 0.7510571 0.7541832
sal Atlantic (28.15,28.2] 0.9146160 0.9084402 0.9207918
sal Atlantic (28.2, Inf] 0.9289125 0.9125040 0.9453210
sal Indo-Pacific (-Inf,26] 0.0188804 -0.0016749 0.0394357
sal Indo-Pacific (26,26.5] 0.6005281 0.5656001 0.6354562
sal Indo-Pacific (26.5,26.75] 0.6949558 0.6604293 0.7294822
sal Indo-Pacific (26.75,27] 0.5892893 0.5300224 0.6485562
sal Indo-Pacific (27,27.25] -0.1942048 -0.2921653 -0.0962442
sal Indo-Pacific (27.25,27.5] -0.3837681 -0.4453721 -0.3221642
sal Indo-Pacific (27.5,27.75] -0.2594916 -0.2884708 -0.2305124
sal Indo-Pacific (27.75,27.85] -0.3442865 -0.3540023 -0.3345708
sal Indo-Pacific (27.85,27.95] -0.2810793 -0.3132957 -0.2488629
sal Indo-Pacific (27.95,28.05] -0.0521730 -0.0841219 -0.0202241
sal Indo-Pacific (28.05,28.1] 0.0702927 0.0036573 0.1369281
sal Indo-Pacific (28.1,28.2] 0.1454697 0.0863204 0.2046191
sal Indo-Pacific (28.2,28.3] 0.1060247 0.0893152 0.1227342
sal Indo-Pacific (28.3,28.4] 0.2275148 0.1668563 0.2881732
sal Indo-Pacific (28.4, Inf] NA NA NA
silicate Atlantic (-Inf,26] -0.0398872 -0.0622211 -0.0175533
silicate Atlantic (26,26.5] -0.4773965 -0.5244300 -0.4303631
silicate Atlantic (26.5,26.75] -0.5825841 -0.6352985 -0.5298697
silicate Atlantic (26.75,27] -0.6314670 -0.6454839 -0.6174502
silicate Atlantic (27,27.25] -0.8304269 -0.8552293 -0.8056245
silicate Atlantic (27.25,27.5] -0.9060139 -0.9151556 -0.8968722
silicate Atlantic (27.5,27.75] -0.8822432 -0.8929271 -0.8715592
silicate Atlantic (27.75,27.85] -0.8966575 -0.9049734 -0.8883416
silicate Atlantic (27.85,27.95] -0.8744006 -0.8760602 -0.8727409
silicate Atlantic (27.95,28.05] -0.8641868 -0.8680361 -0.8603374
silicate Atlantic (28.05,28.1] -0.8558140 -0.8598255 -0.8518025
silicate Atlantic (28.1,28.15] -0.8852222 -0.8852607 -0.8851838
silicate Atlantic (28.15,28.2] -0.9665651 -0.9687167 -0.9644135
silicate Atlantic (28.2, Inf] -0.9208503 -0.9464321 -0.8952685
silicate Indo-Pacific (-Inf,26] -0.1238507 -0.1251865 -0.1225149
silicate Indo-Pacific (26,26.5] -0.7392307 -0.7423285 -0.7361329
silicate Indo-Pacific (26.5,26.75] -0.7659901 -0.7670076 -0.7649725
silicate Indo-Pacific (26.75,27] -0.6683355 -0.6737458 -0.6629252
silicate Indo-Pacific (27,27.25] 0.2527829 0.2518365 0.2537293
silicate Indo-Pacific (27.25,27.5] 0.7864546 0.7786102 0.7942989
silicate Indo-Pacific (27.5,27.75] 0.8612882 0.8570488 0.8655277
silicate Indo-Pacific (27.75,27.85] 0.8321251 0.8265606 0.8376896
silicate Indo-Pacific (27.85,27.95] 0.7432963 0.7282840 0.7583086
silicate Indo-Pacific (27.95,28.05] 0.4831616 0.4317052 0.5346179
silicate Indo-Pacific (28.05,28.1] 0.1933605 0.1165020 0.2702190
silicate Indo-Pacific (28.1,28.2] 0.1259169 0.0100362 0.2417976
silicate Indo-Pacific (28.2,28.3] -0.1291951 -0.1483484 -0.1100418
silicate Indo-Pacific (28.3,28.4] -0.5012000 -0.5298317 -0.4725683
silicate Indo-Pacific (28.4, Inf] NA NA NA
temp Atlantic (-Inf,26] 0.1579896 0.1444025 0.1715767
temp Atlantic (26,26.5] 0.6553287 0.6528410 0.6578164
temp Atlantic (26.5,26.75] 0.7154757 0.7029057 0.7280458
temp Atlantic (26.75,27] 0.8744587 0.8671276 0.8817898
temp Atlantic (27,27.25] 0.8856283 0.8843584 0.8868983
temp Atlantic (27.25,27.5] 0.8705882 0.8516536 0.8895228
temp Atlantic (27.5,27.75] 0.7455134 0.7338597 0.7571671
temp Atlantic (27.75,27.85] 0.6265329 0.6122869 0.6407789
temp Atlantic (27.85,27.95] 0.4557979 0.4504228 0.4611730
temp Atlantic (27.95,28.05] 0.5753184 0.5668050 0.5838318
temp Atlantic (28.05,28.1] 0.5734362 0.5648510 0.5820214
temp Atlantic (28.1,28.15] 0.6099762 0.5998660 0.6200865
temp Atlantic (28.15,28.2] 0.6865563 0.6583321 0.7147805
temp Atlantic (28.2, Inf] 0.1489533 0.0467612 0.2511454
temp Indo-Pacific (-Inf,26] -0.3686147 -0.3706318 -0.3665976
temp Indo-Pacific (26,26.5] 0.6012930 0.5780431 0.6245429
temp Indo-Pacific (26.5,26.75] 0.6741181 0.6372950 0.7109412
temp Indo-Pacific (26.75,27] 0.6149760 0.5593543 0.6705976
temp Indo-Pacific (27,27.25] -0.0640719 -0.1634289 0.0352851
temp Indo-Pacific (27.25,27.5] -0.3489697 -0.3982567 -0.2996828
temp Indo-Pacific (27.5,27.75] -0.3060554 -0.3261394 -0.2859715
temp Indo-Pacific (27.75,27.85] -0.2609656 -0.2700635 -0.2518677
temp Indo-Pacific (27.85,27.95] -0.1572105 -0.1704748 -0.1439462
temp Indo-Pacific (27.95,28.05] 0.0424762 0.0418999 0.0430524
temp Indo-Pacific (28.05,28.1] 0.1847485 0.1804281 0.1890689
temp Indo-Pacific (28.1,28.2] 0.2613663 0.1729122 0.3498203
temp Indo-Pacific (28.2,28.3] 0.0715212 0.0387026 0.1043397
temp Indo-Pacific (28.3,28.4] 0.0959791 0.0314007 0.1605575
temp Indo-Pacific (28.4, Inf] NA NA NA
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_0.13          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