Last updated: 2021-06-15

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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
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
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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
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
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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
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
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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
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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
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] 0.8780974 0.8707876 0.8854073
aou + nitrate Atlantic (26,26.5] 0.8399300 0.8000703 0.8797897
aou + nitrate Atlantic (26.5,26.75] 0.9270970 0.9180352 0.9361588
aou + nitrate Atlantic (26.75,27] 0.9125182 0.9100567 0.9149796
aou + nitrate Atlantic (27,27.25] 0.8480902 0.8246378 0.8715425
aou + nitrate Atlantic (27.25,27.5] 0.7696271 0.7567222 0.7825321
aou + nitrate Atlantic (27.5,27.75] 0.8595970 0.8593388 0.8598552
aou + nitrate Atlantic (27.75,27.85] 0.9231579 0.8959147 0.9504011
aou + nitrate Atlantic (27.85,27.95] 0.9344459 0.9189277 0.9499641
aou + nitrate Atlantic (27.95,28.05] 0.9521725 0.9485849 0.9557601
aou + nitrate Atlantic (28.05,28.1] 0.9551039 0.9503270 0.9598808
aou + nitrate Atlantic (28.1,28.15] 0.9740785 0.9715129 0.9766440
aou + nitrate Atlantic (28.15,28.2] 0.9805117 0.9688489 0.9921744
aou + nitrate Atlantic (28.2, Inf] 0.8329571 0.8125777 0.8533365
aou + nitrate Indo-Pacific (-Inf,26] 0.9074862 0.8888153 0.9261571
aou + nitrate Indo-Pacific (26,26.5] 0.9004832 0.8975165 0.9034500
aou + nitrate Indo-Pacific (26.5,26.75] 0.9003243 0.8852525 0.9153962
aou + nitrate Indo-Pacific (26.75,27] 0.9337717 0.9261465 0.9413969
aou + nitrate Indo-Pacific (27,27.25] 0.9618462 0.9604849 0.9632075
aou + nitrate Indo-Pacific (27.25,27.5] 0.9657259 0.9590750 0.9723769
aou + nitrate Indo-Pacific (27.5,27.75] 0.9676726 0.9626934 0.9726517
aou + nitrate Indo-Pacific (27.75,27.85] 0.9794216 0.9791540 0.9796893
aou + nitrate Indo-Pacific (27.85,27.95] 0.9783228 0.9727691 0.9838765
aou + nitrate Indo-Pacific (27.95,28.05] 0.9678453 0.9590218 0.9766688
aou + nitrate Indo-Pacific (28.05,28.1] 0.9740000 0.9647119 0.9832881
aou + nitrate Indo-Pacific (28.1,28.2] 0.9698620 0.9607989 0.9789251
aou + nitrate Indo-Pacific (28.2,28.3] 0.2578245 0.1914519 0.3241971
aou + nitrate Indo-Pacific (28.3,28.4] 0.3996155 0.2932106 0.5060205
aou + nitrate Indo-Pacific (28.4, Inf] 0.0674241 -0.7799844 0.9148327
aou + phosphate Atlantic (-Inf,26] 0.3268044 0.1161918 0.5374170
aou + phosphate Atlantic (26,26.5] 0.6074974 0.5295337 0.6854611
aou + phosphate Atlantic (26.5,26.75] 0.8268896 0.8054538 0.8483254
aou + phosphate Atlantic (26.75,27] 0.8376498 0.8364258 0.8388739
aou + phosphate Atlantic (27,27.25] 0.7882454 0.7716481 0.8048427
aou + phosphate Atlantic (27.25,27.5] 0.7145452 0.6876614 0.7414290
aou + phosphate Atlantic (27.5,27.75] 0.8337489 0.8319623 0.8355355
aou + phosphate Atlantic (27.75,27.85] 0.9032177 0.8687022 0.9377333
aou + phosphate Atlantic (27.85,27.95] 0.9266638 0.9117408 0.9415868
aou + phosphate Atlantic (27.95,28.05] 0.9479011 0.9440306 0.9517716
aou + phosphate Atlantic (28.05,28.1] 0.9493167 0.9446299 0.9540034
aou + phosphate Atlantic (28.1,28.15] 0.9694211 0.9694102 0.9694320
aou + phosphate Atlantic (28.15,28.2] 0.9795170 0.9672205 0.9918135
aou + phosphate Atlantic (28.2, Inf] 0.8256328 0.8053427 0.8459229
aou + phosphate Indo-Pacific (-Inf,26] 0.9313398 0.9097193 0.9529604
aou + phosphate Indo-Pacific (26,26.5] 0.9501100 0.9466412 0.9535788
aou + phosphate Indo-Pacific (26.5,26.75] 0.9351662 0.9259491 0.9443834
aou + phosphate Indo-Pacific (26.75,27] 0.9439365 0.9405595 0.9473135
aou + phosphate Indo-Pacific (27,27.25] 0.9710108 0.9675812 0.9744403
aou + phosphate Indo-Pacific (27.25,27.5] 0.9777731 0.9764946 0.9790517
aou + phosphate Indo-Pacific (27.5,27.75] 0.9792282 0.9771367 0.9813198
aou + phosphate Indo-Pacific (27.75,27.85] 0.9844774 0.9842735 0.9846814
aou + phosphate Indo-Pacific (27.85,27.95] 0.9808223 0.9763551 0.9852894
aou + phosphate Indo-Pacific (27.95,28.05] 0.9709799 0.9652365 0.9767233
aou + phosphate Indo-Pacific (28.05,28.1] 0.9753522 0.9690699 0.9816344
aou + phosphate Indo-Pacific (28.1,28.2] 0.9646642 0.9563244 0.9730040
aou + phosphate Indo-Pacific (28.2,28.3] 0.1628512 -0.0131199 0.3388222
aou + phosphate Indo-Pacific (28.3,28.4] 0.2768212 0.0437994 0.5098430
aou + phosphate Indo-Pacific (28.4, Inf] -0.0009445 -0.8362895 0.8344006
aou + phosphate_star Atlantic (-Inf,26] -0.4804522 -0.6209379 -0.3399664
aou + phosphate_star Atlantic (26,26.5] 0.1319798 0.0360289 0.2279307
aou + phosphate_star Atlantic (26.5,26.75] 0.3619855 0.3174654 0.4065055
aou + phosphate_star Atlantic (26.75,27] 0.2133193 0.1848317 0.2418070
aou + phosphate_star Atlantic (27,27.25] 0.1959128 0.1496351 0.2421905
aou + phosphate_star Atlantic (27.25,27.5] 0.2088533 0.1141399 0.3035668
aou + phosphate_star Atlantic (27.5,27.75] 0.4932257 0.4845311 0.5019203
aou + phosphate_star Atlantic (27.75,27.85] 0.5834070 0.4688966 0.6979173
aou + phosphate_star Atlantic (27.85,27.95] 0.6102477 0.5508575 0.6696380
aou + phosphate_star Atlantic (27.95,28.05] 0.7824086 0.7661677 0.7986495
aou + phosphate_star Atlantic (28.05,28.1] 0.8179178 0.8003725 0.8354630
aou + phosphate_star Atlantic (28.1,28.15] 0.8831043 0.8821784 0.8840302
aou + phosphate_star Atlantic (28.15,28.2] 0.9253912 0.8794625 0.9713200
aou + phosphate_star Atlantic (28.2, Inf] 0.5115352 0.4453060 0.5777645
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6190438 0.5338892 0.7041983
aou + phosphate_star Indo-Pacific (26,26.5] 0.6069279 0.5710231 0.6428326
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4355185 0.3131343 0.5579026
aou + phosphate_star Indo-Pacific (26.75,27] 0.4077351 0.3127535 0.5027167
aou + phosphate_star Indo-Pacific (27,27.25] 0.1289150 0.1127944 0.1450356
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.3699598 -0.3925911 -0.3473286
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.5669382 -0.5684933 -0.5653831
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.4947249 -0.5882266 -0.4012232
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.2229047 -0.2915892 -0.1542202
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1846125 0.1802164 0.1890086
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.5821166 0.5327705 0.6314627
aou + phosphate_star Indo-Pacific (28.1,28.2] 0.1545672 0.1113118 0.1978226
aou + phosphate_star Indo-Pacific (28.2,28.3] -0.7304780 -0.7929070 -0.6680490
aou + phosphate_star Indo-Pacific (28.3,28.4] -0.8659053 -0.8928349 -0.8389757
aou + phosphate_star Indo-Pacific (28.4, Inf] -0.9622800 -0.9916952 -0.9328648
aou + silicate Atlantic (-Inf,26] 0.0484463 0.0005371 0.0963554
aou + silicate Atlantic (26,26.5] 0.5412817 0.4296965 0.6528669
aou + silicate Atlantic (26.5,26.75] 0.7603580 0.6416118 0.8791042
aou + silicate Atlantic (26.75,27] 0.8067345 0.7525519 0.8609171
aou + silicate Atlantic (27,27.25] 0.7460575 0.7299072 0.7622079
aou + silicate Atlantic (27.25,27.5] 0.5053217 0.4438917 0.5667517
aou + silicate Atlantic (27.5,27.75] 0.6337637 0.5996827 0.6678447
aou + silicate Atlantic (27.75,27.85] 0.8182979 0.7974794 0.8391164
aou + silicate Atlantic (27.85,27.95] 0.8585107 0.8414685 0.8755529
aou + silicate Atlantic (27.95,28.05] 0.9324735 0.9317078 0.9332392
aou + silicate Atlantic (28.05,28.1] 0.9560107 0.9540312 0.9579903
aou + silicate Atlantic (28.1,28.15] 0.9684605 0.9682882 0.9686328
aou + silicate Atlantic (28.15,28.2] 0.9853209 0.9801279 0.9905140
aou + silicate Atlantic (28.2, Inf] 0.8332320 0.7876928 0.8787712
aou + silicate Indo-Pacific (-Inf,26] 0.7230875 0.6693177 0.7768573
aou + silicate Indo-Pacific (26,26.5] 0.6736188 0.6498798 0.6973578
aou + silicate Indo-Pacific (26.5,26.75] 0.6129100 0.5294312 0.6963888
aou + silicate Indo-Pacific (26.75,27] 0.7514587 0.7023238 0.8005937
aou + silicate Indo-Pacific (27,27.25] 0.8947610 0.8808285 0.9086935
aou + silicate Indo-Pacific (27.25,27.5] 0.9193527 0.9060404 0.9326649
aou + silicate Indo-Pacific (27.5,27.75] 0.9349113 0.9188769 0.9509457
aou + silicate Indo-Pacific (27.75,27.85] 0.9691683 0.9649648 0.9733718
aou + silicate Indo-Pacific (27.85,27.95] 0.9643847 0.9623400 0.9664294
aou + silicate Indo-Pacific (27.95,28.05] 0.9553880 0.9528355 0.9579405
aou + silicate Indo-Pacific (28.05,28.1] 0.9671717 0.9670122 0.9673313
aou + silicate Indo-Pacific (28.1,28.2] 0.9315576 0.9288093 0.9343060
aou + silicate Indo-Pacific (28.2,28.3] 0.3898559 0.2883828 0.4913291
aou + silicate Indo-Pacific (28.3,28.4] 0.4749716 0.2969728 0.6529705
aou + silicate Indo-Pacific (28.4, Inf] 0.3522235 -0.2922564 0.9967033
nitrate + phosphate Atlantic (-Inf,26] 0.6170006 0.4343841 0.7996171
nitrate + phosphate Atlantic (26,26.5] 0.8842301 0.8512531 0.9172071
nitrate + phosphate Atlantic (26.5,26.75] 0.9662887 0.9597815 0.9727959
nitrate + phosphate Atlantic (26.75,27] 0.9807238 0.9803852 0.9810623
nitrate + phosphate Atlantic (27,27.25] 0.9876845 0.9875989 0.9877701
nitrate + phosphate Atlantic (27.25,27.5] 0.9912243 0.9909665 0.9914821
nitrate + phosphate Atlantic (27.5,27.75] 0.9916980 0.9884283 0.9949677
nitrate + phosphate Atlantic (27.75,27.85] 0.9930971 0.9903267 0.9958675
nitrate + phosphate Atlantic (27.85,27.95] 0.9889433 0.9842159 0.9936707
nitrate + phosphate Atlantic (27.95,28.05] 0.9905488 0.9863597 0.9947379
nitrate + phosphate Atlantic (28.05,28.1] 0.9912346 0.9885557 0.9939135
nitrate + phosphate Atlantic (28.1,28.15] 0.9934122 0.9916388 0.9951857
nitrate + phosphate Atlantic (28.15,28.2] 0.9977483 0.9969718 0.9985248
nitrate + phosphate Atlantic (28.2, Inf] 0.9952117 0.9942995 0.9961239
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9643356 0.9554812 0.9731899
nitrate + phosphate Indo-Pacific (26,26.5] 0.9578251 0.9571274 0.9585228
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9608570 0.9510646 0.9706494
nitrate + phosphate Indo-Pacific (26.75,27] 0.9839781 0.9789140 0.9890422
nitrate + phosphate Indo-Pacific (27,27.25] 0.9893513 0.9874127 0.9912899
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9899275 0.9873237 0.9925313
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9888902 0.9866896 0.9910908
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9896216 0.9890017 0.9902415
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9902472 0.9894680 0.9910265
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9870136 0.9828769 0.9911502
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9840364 0.9802009 0.9878719
nitrate + phosphate Indo-Pacific (28.1,28.2] 0.9816675 0.9792641 0.9840709
nitrate + phosphate Indo-Pacific (28.2,28.3] 0.5660656 0.4916556 0.6404757
nitrate + phosphate Indo-Pacific (28.3,28.4] 0.6626759 0.6122271 0.7131247
nitrate + phosphate Indo-Pacific (28.4, Inf] 0.8511028 0.8254382 0.8767674
nitrate + phosphate_star Atlantic (-Inf,26] -0.1206854 -0.2920599 0.0506891
nitrate + phosphate_star Atlantic (26,26.5] 0.5786107 0.5332719 0.6239495
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6643974 0.6402413 0.6885536
nitrate + phosphate_star Atlantic (26.75,27] 0.5788092 0.5484392 0.6091792
nitrate + phosphate_star Atlantic (27,27.25] 0.6701764 0.6050736 0.7352792
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7729603 0.7280539 0.8178667
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8532495 0.8429334 0.8635657
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8377640 0.7977583 0.8777698
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8306988 0.8069578 0.8544398
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9178533 0.9062293 0.9294774
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9370348 0.9285436 0.9455260
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9542480 0.9529287 0.9555673
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9765366 0.9630277 0.9900454
nitrate + phosphate_star Atlantic (28.2, Inf] 0.8929510 0.8774346 0.9084674
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8491944 0.8142076 0.8841812
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8224364 0.8054055 0.8394673
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.7072046 0.6256152 0.7887939
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6680896 0.5984367 0.7377425
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3595895 0.3450514 0.3741276
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.1486622 -0.1978451 -0.0994793
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.3685473 -0.3860536 -0.3510410
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3436031 -0.4437094 -0.2434968
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0562196 -0.1511268 0.0386876
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3797988 0.3636652 0.3959324
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.7009325 0.6791881 0.7226769
nitrate + phosphate_star Indo-Pacific (28.1,28.2] 0.3304585 0.2575451 0.4033718
nitrate + phosphate_star Indo-Pacific (28.2,28.3] 0.2274856 0.2181786 0.2367925
nitrate + phosphate_star Indo-Pacific (28.3,28.4] -0.0548341 -0.1303596 0.0206914
nitrate + phosphate_star Indo-Pacific (28.4, Inf] 0.0128156 -0.7836413 0.8092725
nitrate + silicate Atlantic (-Inf,26] 0.3852213 0.3737099 0.3967327
nitrate + silicate Atlantic (26,26.5] 0.8190080 0.7621788 0.8758372
nitrate + silicate Atlantic (26.5,26.75] 0.8878217 0.8018000 0.9738433
nitrate + silicate Atlantic (26.75,27] 0.9066283 0.8669764 0.9462803
nitrate + silicate Atlantic (27,27.25] 0.9288692 0.9255504 0.9321881
nitrate + silicate Atlantic (27.25,27.5] 0.8773646 0.8545276 0.9002017
nitrate + silicate Atlantic (27.5,27.75] 0.8821195 0.8698852 0.8943538
nitrate + silicate Atlantic (27.75,27.85] 0.9447467 0.9429239 0.9465695
nitrate + silicate Atlantic (27.85,27.95] 0.9637128 0.9625409 0.9648847
nitrate + silicate Atlantic (27.95,28.05] 0.9802484 0.9797392 0.9807576
nitrate + silicate Atlantic (28.05,28.1] 0.9879211 0.9864922 0.9893499
nitrate + silicate Atlantic (28.1,28.15] 0.9889219 0.9875579 0.9902860
nitrate + silicate Atlantic (28.15,28.2] 0.9928481 0.9907244 0.9949718
nitrate + silicate Atlantic (28.2, Inf] 0.9711822 0.9697343 0.9726301
nitrate + silicate Indo-Pacific (-Inf,26] 0.8794479 0.8661039 0.8927918
nitrate + silicate Indo-Pacific (26,26.5] 0.8261872 0.8059414 0.8464330
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8005937 0.7475808 0.8536066
nitrate + silicate Indo-Pacific (26.75,27] 0.8489254 0.8168772 0.8809736
nitrate + silicate Indo-Pacific (27,27.25] 0.9146567 0.9009335 0.9283798
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9075474 0.8967977 0.9182970
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9067633 0.8910105 0.9225160
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9536526 0.9487122 0.9585930
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9648557 0.9643315 0.9653800
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9575356 0.9476853 0.9673860
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9614902 0.9506577 0.9723226
nitrate + silicate Indo-Pacific (28.1,28.2] 0.9521740 0.9487852 0.9555627
nitrate + silicate Indo-Pacific (28.2,28.3] 0.5250263 0.5037711 0.5462815
nitrate + silicate Indo-Pacific (28.3,28.4] 0.7082584 0.6915639 0.7249528
nitrate + silicate Indo-Pacific (28.4, Inf] 0.8556500 0.7964885 0.9148115
phosphate + phosphate_star Atlantic (-Inf,26] 0.6451260 0.5943524 0.6958997
phosphate + phosphate_star Atlantic (26,26.5] 0.8637049 0.8632033 0.8642064
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8216814 0.8152771 0.8280858
phosphate + phosphate_star Atlantic (26.75,27] 0.7100738 0.6868885 0.7332592
phosphate + phosphate_star Atlantic (27,27.25] 0.7540454 0.7054791 0.8026117
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8300193 0.7979000 0.8621386
phosphate + phosphate_star Atlantic (27.5,27.75] 0.8885944 0.8821465 0.8950424
phosphate + phosphate_star Atlantic (27.75,27.85] 0.8720753 0.8422192 0.9019314
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8603753 0.8416712 0.8790795
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9378677 0.9324904 0.9432450
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9561499 0.9514770 0.9608227
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9704809 0.9698408 0.9711209
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9817697 0.9702426 0.9932969
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9051221 0.8878587 0.9223855
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8473467 0.8176823 0.8770112
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8220077 0.8024335 0.8415820
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7220619 0.6459210 0.7982028
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6827691 0.6139759 0.7515623
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3574089 0.3568229 0.3579948
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.1786078 -0.2057565 -0.1514592
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4056460 -0.4087439 -0.4025480
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3489586 -0.4549125 -0.2430047
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.0407941 -0.1364437 0.0548555
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4077962 0.3892489 0.4263434
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.7439326 0.7228835 0.7649817
phosphate + phosphate_star Indo-Pacific (28.1,28.2] 0.4033275 0.3341288 0.4725261
phosphate + phosphate_star Indo-Pacific (28.2,28.3] 0.5313392 0.4630755 0.5996030
phosphate + phosphate_star Indo-Pacific (28.3,28.4] 0.2225751 0.0377189 0.4074313
phosphate + phosphate_star Indo-Pacific (28.4, Inf] 0.1593565 -0.5803584 0.8990714
sal + aou Atlantic (-Inf,26] 0.4366689 0.3171619 0.5561760
sal + aou Atlantic (26,26.5] -0.0542724 -0.0896746 -0.0188702
sal + aou Atlantic (26.5,26.75] -0.2527151 -0.2975249 -0.2079053
sal + aou Atlantic (26.75,27] -0.1561416 -0.1562543 -0.1560290
sal + aou Atlantic (27,27.25] -0.1971118 -0.2305229 -0.1637007
sal + aou Atlantic (27.25,27.5] -0.1641550 -0.2431947 -0.0851154
sal + aou Atlantic (27.5,27.75] -0.3444528 -0.3850636 -0.3038419
sal + aou Atlantic (27.75,27.85] -0.2962873 -0.4440605 -0.1485140
sal + aou Atlantic (27.85,27.95] -0.2487919 -0.3637616 -0.1338221
sal + aou Atlantic (27.95,28.05] -0.5898904 -0.6487273 -0.5310534
sal + aou Atlantic (28.05,28.1] -0.6605982 -0.7102626 -0.6109338
sal + aou Atlantic (28.1,28.15] -0.7507053 -0.7706568 -0.7307538
sal + aou Atlantic (28.15,28.2] -0.8747361 -0.9419656 -0.8075066
sal + aou Atlantic (28.2, Inf] -0.5433114 -0.5575408 -0.5290820
sal + aou Indo-Pacific (-Inf,26] -0.0388671 -0.0626539 -0.0150804
sal + aou Indo-Pacific (26,26.5] -0.1607240 -0.2775633 -0.0438848
sal + aou Indo-Pacific (26.5,26.75] -0.1699143 -0.3896434 0.0498147
sal + aou Indo-Pacific (26.75,27] -0.2500683 -0.3983886 -0.1017479
sal + aou Indo-Pacific (27,27.25] -0.1195234 -0.1541120 -0.0849349
sal + aou Indo-Pacific (27.25,27.5] 0.0702485 0.0424332 0.0980638
sal + aou Indo-Pacific (27.5,27.75] 0.0003233 -0.0098205 0.0104671
sal + aou Indo-Pacific (27.75,27.85] -0.1339601 -0.2176578 -0.0502624
sal + aou Indo-Pacific (27.85,27.95] -0.2198067 -0.2363942 -0.2032192
sal + aou Indo-Pacific (27.95,28.05] -0.3861965 -0.4115502 -0.3608428
sal + aou Indo-Pacific (28.05,28.1] -0.6609777 -0.7013088 -0.6206465
sal + aou Indo-Pacific (28.1,28.2] -0.5907220 -0.6309469 -0.5504971
sal + aou Indo-Pacific (28.2,28.3] 0.8255892 0.7956097 0.8555687
sal + aou Indo-Pacific (28.3,28.4] 0.9189161 0.9167395 0.9210927
sal + aou Indo-Pacific (28.4, Inf] 0.8158317 0.6657295 0.9659339
sal + nitrate Atlantic (-Inf,26] 0.1201746 0.0259690 0.2143802
sal + nitrate Atlantic (26,26.5] -0.4521420 -0.4781748 -0.4261091
sal + nitrate Atlantic (26.5,26.75] -0.5512765 -0.5856076 -0.5169455
sal + nitrate Atlantic (26.75,27] -0.5112513 -0.5216542 -0.5008485
sal + nitrate Atlantic (27,27.25] -0.6500614 -0.7070260 -0.5930968
sal + nitrate Atlantic (27.25,27.5] -0.7144565 -0.7483901 -0.6805229
sal + nitrate Atlantic (27.5,27.75] -0.7077330 -0.7474594 -0.6680066
sal + nitrate Atlantic (27.75,27.85] -0.5841063 -0.6620268 -0.5061858
sal + nitrate Atlantic (27.85,27.95] -0.5110912 -0.5873699 -0.4348125
sal + nitrate Atlantic (27.95,28.05] -0.7545537 -0.8000701 -0.7090373
sal + nitrate Atlantic (28.05,28.1] -0.8111554 -0.8433373 -0.7789734
sal + nitrate Atlantic (28.1,28.15] -0.8423034 -0.8610708 -0.8235360
sal + nitrate Atlantic (28.15,28.2] -0.9332471 -0.9569373 -0.9095569
sal + nitrate Atlantic (28.2, Inf] -0.8987857 -0.9040210 -0.8935504
sal + nitrate Indo-Pacific (-Inf,26] -0.3200968 -0.3944502 -0.2457434
sal + nitrate Indo-Pacific (26,26.5] -0.4880721 -0.5839545 -0.3921896
sal + nitrate Indo-Pacific (26.5,26.75] -0.5019210 -0.6683884 -0.3354537
sal + nitrate Indo-Pacific (26.75,27] -0.5168442 -0.6344289 -0.3992595
sal + nitrate Indo-Pacific (27,27.25] -0.3082777 -0.3386747 -0.2778807
sal + nitrate Indo-Pacific (27.25,27.5] -0.0746163 -0.1301931 -0.0190395
sal + nitrate Indo-Pacific (27.5,27.75] -0.1411340 -0.1699336 -0.1123343
sal + nitrate Indo-Pacific (27.75,27.85] -0.2533996 -0.3295328 -0.1772663
sal + nitrate Indo-Pacific (27.85,27.95] -0.3511016 -0.3884118 -0.3137914
sal + nitrate Indo-Pacific (27.95,28.05] -0.5451035 -0.5464239 -0.5437832
sal + nitrate Indo-Pacific (28.05,28.1] -0.7657639 -0.7750244 -0.7565033
sal + nitrate Indo-Pacific (28.1,28.2] -0.7082774 -0.7186101 -0.6979446
sal + nitrate Indo-Pacific (28.2,28.3] 0.0349583 -0.0276529 0.0975695
sal + nitrate Indo-Pacific (28.3,28.4] 0.2608592 0.0781477 0.4435707
sal + nitrate Indo-Pacific (28.4, Inf] -0.1119816 -0.8525268 0.6285635
sal + phosphate Atlantic (-Inf,26] -0.5399088 -0.5888938 -0.4909238
sal + phosphate Atlantic (26,26.5] -0.7822193 -0.8052863 -0.7591523
sal + phosphate Atlantic (26.5,26.75] -0.7313138 -0.7463217 -0.7163059
sal + phosphate Atlantic (26.75,27] -0.6513198 -0.6556312 -0.6470085
sal + phosphate Atlantic (27,27.25] -0.7345300 -0.7745893 -0.6944707
sal + phosphate Atlantic (27.25,27.5] -0.7728639 -0.7935022 -0.7522257
sal + phosphate Atlantic (27.5,27.75] -0.7500373 -0.7852171 -0.7148575
sal + phosphate Atlantic (27.75,27.85] -0.6250495 -0.6944246 -0.5556744
sal + phosphate Atlantic (27.85,27.95] -0.5312944 -0.6145707 -0.4480181
sal + phosphate Atlantic (27.95,28.05] -0.7635846 -0.8126198 -0.7145493
sal + phosphate Atlantic (28.05,28.1] -0.8241620 -0.8590087 -0.7893153
sal + phosphate Atlantic (28.1,28.15] -0.8580421 -0.8799202 -0.8361640
sal + phosphate Atlantic (28.15,28.2] -0.9380577 -0.9612797 -0.9148356
sal + phosphate Atlantic (28.2, Inf] -0.9058186 -0.9092612 -0.9023759
sal + phosphate Indo-Pacific (-Inf,26] -0.1751372 -0.2216036 -0.1286708
sal + phosphate Indo-Pacific (26,26.5] -0.4068765 -0.5117850 -0.3019680
sal + phosphate Indo-Pacific (26.5,26.75] -0.4590175 -0.6367169 -0.2813181
sal + phosphate Indo-Pacific (26.75,27] -0.5139844 -0.6406999 -0.3872689
sal + phosphate Indo-Pacific (27,27.25] -0.2929830 -0.3428110 -0.2431550
sal + phosphate Indo-Pacific (27.25,27.5] -0.0254319 -0.0516188 0.0007550
sal + phosphate Indo-Pacific (27.5,27.75] -0.0626770 -0.0674434 -0.0579106
sal + phosphate Indo-Pacific (27.75,27.85] -0.1765742 -0.2681886 -0.0849598
sal + phosphate Indo-Pacific (27.85,27.95] -0.3019918 -0.3522395 -0.2517441
sal + phosphate Indo-Pacific (27.95,28.05] -0.5244708 -0.5304153 -0.5185262
sal + phosphate Indo-Pacific (28.05,28.1] -0.7497710 -0.7532009 -0.7463410
sal + phosphate Indo-Pacific (28.1,28.2] -0.7041694 -0.7123838 -0.6959549
sal + phosphate Indo-Pacific (28.2,28.3] -0.0704300 -0.2851634 0.1443035
sal + phosphate Indo-Pacific (28.3,28.4] 0.1608601 -0.1366382 0.4583585
sal + phosphate Indo-Pacific (28.4, Inf] -0.1334796 -0.7753150 0.5083557
sal + phosphate_star Atlantic (-Inf,26] -0.9087432 -0.9202583 -0.8972282
sal + phosphate_star Atlantic (26,26.5] -0.9585610 -0.9643697 -0.9527522
sal + phosphate_star Atlantic (26.5,26.75] -0.9716183 -0.9786189 -0.9646177
sal + phosphate_star Atlantic (26.75,27] -0.9769202 -0.9783971 -0.9754434
sal + phosphate_star Atlantic (27,27.25] -0.9764060 -0.9774549 -0.9753572
sal + phosphate_star Atlantic (27.25,27.5] -0.9671165 -0.9711519 -0.9630810
sal + phosphate_star Atlantic (27.5,27.75] -0.9274062 -0.9406265 -0.9141859
sal + phosphate_star Atlantic (27.75,27.85] -0.8867614 -0.9053323 -0.8681905
sal + phosphate_star Atlantic (27.85,27.95] -0.8286203 -0.8681416 -0.7890990
sal + phosphate_star Atlantic (27.95,28.05] -0.8898708 -0.9209310 -0.8588107
sal + phosphate_star Atlantic (28.05,28.1] -0.9204806 -0.9411460 -0.8998152
sal + phosphate_star Atlantic (28.1,28.15] -0.9293980 -0.9474524 -0.9113437
sal + phosphate_star Atlantic (28.15,28.2] -0.9712249 -0.9737053 -0.9687446
sal + phosphate_star Atlantic (28.2, Inf] -0.9755477 -0.9814914 -0.9696040
sal + phosphate_star Indo-Pacific (-Inf,26] -0.4735319 -0.5466027 -0.4004610
sal + phosphate_star Indo-Pacific (26,26.5] -0.7891868 -0.8423631 -0.7360104
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8892646 -0.9261287 -0.8524006
sal + phosphate_star Indo-Pacific (26.75,27] -0.9176862 -0.9394779 -0.8958946
sal + phosphate_star Indo-Pacific (27,27.25] -0.8490965 -0.8580964 -0.8400966
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6591478 -0.6669930 -0.6513025
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4829662 -0.4861851 -0.4797473
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.4260373 -0.4404546 -0.4116200
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.5676517 -0.6569050 -0.4783983
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7629519 -0.8169813 -0.7089226
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8224055 -0.8740679 -0.7707430
sal + phosphate_star Indo-Pacific (28.1,28.2] -0.6433802 -0.7290315 -0.5577289
sal + phosphate_star Indo-Pacific (28.2,28.3] -0.7552642 -0.8040070 -0.7065214
sal + phosphate_star Indo-Pacific (28.3,28.4] -0.8418856 -0.8994951 -0.7842761
sal + phosphate_star Indo-Pacific (28.4, Inf] -0.8001689 -0.9464129 -0.6539248
sal + silicate Atlantic (-Inf,26] -0.7086250 -0.7437272 -0.6735229
sal + silicate Atlantic (26,26.5] -0.7270401 -0.7345071 -0.7195731
sal + silicate Atlantic (26.5,26.75] -0.6494405 -0.6510042 -0.6478767
sal + silicate Atlantic (26.75,27] -0.5467323 -0.5625069 -0.5309576
sal + silicate Atlantic (27,27.25] -0.6986266 -0.7350125 -0.6622407
sal + silicate Atlantic (27.25,27.5] -0.8061080 -0.8183048 -0.7939112
sal + silicate Atlantic (27.5,27.75] -0.7478436 -0.7881162 -0.7075710
sal + silicate Atlantic (27.75,27.85] -0.6268494 -0.7266933 -0.5270055
sal + silicate Atlantic (27.85,27.95] -0.6083031 -0.6929903 -0.5236159
sal + silicate Atlantic (27.95,28.05] -0.7983690 -0.8487746 -0.7479634
sal + silicate Atlantic (28.05,28.1] -0.8258638 -0.8638229 -0.7879046
sal + silicate Atlantic (28.1,28.15] -0.8628786 -0.8829119 -0.8428453
sal + silicate Atlantic (28.15,28.2] -0.9124067 -0.9510020 -0.8738115
sal + silicate Atlantic (28.2, Inf] -0.8452298 -0.8691860 -0.8212737
sal + silicate Indo-Pacific (-Inf,26] -0.5065908 -0.5743851 -0.4387964
sal + silicate Indo-Pacific (26,26.5] -0.6339379 -0.6910040 -0.5768718
sal + silicate Indo-Pacific (26.5,26.75] -0.7514171 -0.8311604 -0.6716737
sal + silicate Indo-Pacific (26.75,27] -0.7231585 -0.7788784 -0.6674386
sal + silicate Indo-Pacific (27,27.25] -0.4630389 -0.4822784 -0.4437994
sal + silicate Indo-Pacific (27.25,27.5] -0.1880371 -0.2363389 -0.1397353
sal + silicate Indo-Pacific (27.5,27.75] -0.1096097 -0.1532389 -0.0659805
sal + silicate Indo-Pacific (27.75,27.85] -0.2041930 -0.2641365 -0.1442495
sal + silicate Indo-Pacific (27.85,27.95] -0.2909848 -0.3276902 -0.2542794
sal + silicate Indo-Pacific (27.95,28.05] -0.4523155 -0.4564506 -0.4481804
sal + silicate Indo-Pacific (28.05,28.1] -0.6957562 -0.7308865 -0.6606259
sal + silicate Indo-Pacific (28.1,28.2] -0.6558851 -0.6962661 -0.6155042
sal + silicate Indo-Pacific (28.2,28.3] 0.4120546 0.3364076 0.4877016
sal + silicate Indo-Pacific (28.3,28.4] 0.3282771 0.0965760 0.5599781
sal + silicate Indo-Pacific (28.4, Inf] 0.0939139 -0.4844462 0.6722739
sal + temp Atlantic (-Inf,26] 0.8893346 0.8435013 0.9351678
sal + temp Atlantic (26,26.5] 0.9627834 0.9612571 0.9643097
sal + temp Atlantic (26.5,26.75] 0.9896135 0.9894863 0.9897406
sal + temp Atlantic (26.75,27] 0.9795309 0.9756646 0.9833973
sal + temp Atlantic (27,27.25] 0.9802461 0.9771362 0.9833559
sal + temp Atlantic (27.25,27.5] 0.9774898 0.9757305 0.9792490
sal + temp Atlantic (27.5,27.75] 0.9690001 0.9687683 0.9692318
sal + temp Atlantic (27.75,27.85] 0.9829688 0.9813714 0.9845662
sal + temp Atlantic (27.85,27.95] 0.9576988 0.9550482 0.9603495
sal + temp Atlantic (27.95,28.05] 0.9308426 0.9193332 0.9423521
sal + temp Atlantic (28.05,28.1] 0.9631766 0.9566812 0.9696720
sal + temp Atlantic (28.1,28.15] 0.9522420 0.9328320 0.9716520
sal + temp Atlantic (28.15,28.2] 0.8048113 0.6884931 0.9211294
sal + temp Atlantic (28.2, Inf] 0.4498916 0.3183446 0.5814387
sal + temp Indo-Pacific (-Inf,26] 0.7110366 0.6588555 0.7632176
sal + temp Indo-Pacific (26,26.5] 0.9393294 0.9282873 0.9503715
sal + temp Indo-Pacific (26.5,26.75] 0.9805030 0.9770304 0.9839755
sal + temp Indo-Pacific (26.75,27] 0.9783839 0.9752073 0.9815605
sal + temp Indo-Pacific (27,27.25] 0.9506335 0.9494769 0.9517901
sal + temp Indo-Pacific (27.25,27.5] 0.8812155 0.8631254 0.8993057
sal + temp Indo-Pacific (27.5,27.75] 0.7504131 0.7125157 0.7883105
sal + temp Indo-Pacific (27.75,27.85] 0.8501586 0.8266387 0.8736785
sal + temp Indo-Pacific (27.85,27.95] 0.7865822 0.7790034 0.7941611
sal + temp Indo-Pacific (27.95,28.05] 0.7095621 0.6625712 0.7565529
sal + temp Indo-Pacific (28.05,28.1] 0.5348480 0.3781879 0.6915081
sal + temp Indo-Pacific (28.1,28.2] -0.1205180 -0.2965851 0.0555490
sal + temp Indo-Pacific (28.2,28.3] 0.7978254 0.7545420 0.8411088
sal + temp Indo-Pacific (28.3,28.4] 0.9130292 0.9062714 0.9197870
sal + temp Indo-Pacific (28.4, Inf] 0.3193551 -0.0287948 0.6675049
silicate + phosphate Atlantic (-Inf,26] 0.7976859 0.7806347 0.8147371
silicate + phosphate Atlantic (26,26.5] 0.9082615 0.8608449 0.9556781
silicate + phosphate Atlantic (26.5,26.75] 0.9006415 0.8287021 0.9725809
silicate + phosphate Atlantic (26.75,27] 0.9172038 0.8852739 0.9491337
silicate + phosphate Atlantic (27,27.25] 0.9458244 0.9406393 0.9510096
silicate + phosphate Atlantic (27.25,27.5] 0.9068592 0.8925926 0.9211258
silicate + phosphate Atlantic (27.5,27.75] 0.9013874 0.8905070 0.9122679
silicate + phosphate Atlantic (27.75,27.85] 0.9505251 0.9499543 0.9510959
silicate + phosphate Atlantic (27.85,27.95] 0.9661590 0.9613316 0.9709864
silicate + phosphate Atlantic (27.95,28.05] 0.9792236 0.9754822 0.9829649
silicate + phosphate Atlantic (28.05,28.1] 0.9867415 0.9840176 0.9894654
silicate + phosphate Atlantic (28.1,28.15] 0.9901049 0.9882027 0.9920072
silicate + phosphate Atlantic (28.15,28.2] 0.9916751 0.9885822 0.9947681
silicate + phosphate Atlantic (28.2, Inf] 0.9687857 0.9678327 0.9697388
silicate + phosphate Indo-Pacific (-Inf,26] 0.7902089 0.7539021 0.8265158
silicate + phosphate Indo-Pacific (26,26.5] 0.7772467 0.7566844 0.7978090
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7696468 0.7041913 0.8351022
silicate + phosphate Indo-Pacific (26.75,27] 0.8538264 0.8178026 0.8898502
silicate + phosphate Indo-Pacific (27,27.25] 0.9191098 0.9030790 0.9351405
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9087034 0.8926077 0.9247992
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9046957 0.8825563 0.9268351
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9551547 0.9458924 0.9644169
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9691362 0.9664110 0.9718614
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9658558 0.9648406 0.9668710
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9671375 0.9639884 0.9702865
silicate + phosphate Indo-Pacific (28.1,28.2] 0.9470295 0.9439646 0.9500944
silicate + phosphate Indo-Pacific (28.2,28.3] 0.3659300 0.2398296 0.4920304
silicate + phosphate Indo-Pacific (28.3,28.4] 0.6004171 0.5516625 0.6491716
silicate + phosphate Indo-Pacific (28.4, Inf] 0.6038322 0.3632331 0.8444314
silicate + phosphate_star Atlantic (-Inf,26] 0.7277014 0.6579273 0.7974754
silicate + phosphate_star Atlantic (26,26.5] 0.7962877 0.7660420 0.8265335
silicate + phosphate_star Atlantic (26.5,26.75] 0.7342664 0.7213777 0.7471551
silicate + phosphate_star Atlantic (26.75,27] 0.6051677 0.5727870 0.6375484
silicate + phosphate_star Atlantic (27,27.25] 0.7169997 0.6791207 0.7548787
silicate + phosphate_star Atlantic (27.25,27.5] 0.8739251 0.8595581 0.8882920
silicate + phosphate_star Atlantic (27.5,27.75] 0.9012330 0.8881790 0.9142869
silicate + phosphate_star Atlantic (27.75,27.85] 0.8765015 0.8290689 0.9239341
silicate + phosphate_star Atlantic (27.85,27.95] 0.8911363 0.8672089 0.9150637
silicate + phosphate_star Atlantic (27.95,28.05] 0.9265369 0.9121987 0.9408750
silicate + phosphate_star Atlantic (28.05,28.1] 0.9317538 0.9205432 0.9429644
silicate + phosphate_star Atlantic (28.1,28.15] 0.9559926 0.9526293 0.9593558
silicate + phosphate_star Atlantic (28.15,28.2] 0.9602422 0.9359830 0.9845013
silicate + phosphate_star Atlantic (28.2, Inf] 0.8538025 0.8532984 0.8543066
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7718374 0.7409942 0.8026805
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7927555 0.7706842 0.8148268
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8087618 0.7546438 0.8628798
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7496028 0.7127158 0.7864899
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3861417 0.3685302 0.4037532
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.1906530 -0.2293352 -0.1519709
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.4653542 -0.4850859 -0.4456226
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4223975 -0.5221901 -0.3226049
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0692101 -0.1642353 0.0258151
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3551912 0.3486299 0.3617525
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.6639204 0.6159770 0.7118639
silicate + phosphate_star Indo-Pacific (28.1,28.2] 0.3576563 0.3358329 0.3794797
silicate + phosphate_star Indo-Pacific (28.2,28.3] -0.0056176 -0.0220140 0.0107788
silicate + phosphate_star Indo-Pacific (28.3,28.4] -0.1617604 -0.3296259 0.0061052
silicate + phosphate_star Indo-Pacific (28.4, Inf] -0.3069552 -0.9219632 0.3080529
temp + aou Atlantic (-Inf,26] 0.3708515 0.2717682 0.4699348
temp + aou Atlantic (26,26.5] -0.0950301 -0.1591171 -0.0309430
temp + aou Atlantic (26.5,26.75] -0.2720605 -0.3108141 -0.2333070
temp + aou Atlantic (26.75,27] -0.1323226 -0.1346961 -0.1299491
temp + aou Atlantic (27,27.25] -0.1335668 -0.1813667 -0.0857668
temp + aou Atlantic (27.25,27.5] -0.1264489 -0.2190871 -0.0338107
temp + aou Atlantic (27.5,27.75] -0.3130408 -0.3246336 -0.3014479
temp + aou Atlantic (27.75,27.85] -0.2690934 -0.3979401 -0.1402466
temp + aou Atlantic (27.85,27.95] -0.2212152 -0.3224097 -0.1200206
temp + aou Atlantic (27.95,28.05] -0.5188894 -0.5476297 -0.4901491
temp + aou Atlantic (28.05,28.1] -0.5395173 -0.6056054 -0.4734292
temp + aou Atlantic (28.1,28.15] -0.5630487 -0.6289117 -0.4971856
temp + aou Atlantic (28.15,28.2] -0.5563103 -0.7861171 -0.3265036
temp + aou Atlantic (28.2, Inf] 0.2772896 0.1863520 0.3682272
temp + aou Indo-Pacific (-Inf,26] -0.2473677 -0.3032786 -0.1914569
temp + aou Indo-Pacific (26,26.5] -0.2257634 -0.3265230 -0.1250038
temp + aou Indo-Pacific (26.5,26.75] -0.1476942 -0.3475131 0.0521246
temp + aou Indo-Pacific (26.75,27] -0.2486998 -0.3852461 -0.1121536
temp + aou Indo-Pacific (27,27.25] -0.1789434 -0.1868805 -0.1710062
temp + aou Indo-Pacific (27.25,27.5] 0.0082008 -0.0135957 0.0299973
temp + aou Indo-Pacific (27.5,27.75] 0.0336064 0.0254990 0.0417139
temp + aou Indo-Pacific (27.75,27.85] -0.0003152 -0.0805725 0.0799422
temp + aou Indo-Pacific (27.85,27.95] 0.0822686 0.0669883 0.0975489
temp + aou Indo-Pacific (27.95,28.05] 0.1298636 0.1176272 0.1421000
temp + aou Indo-Pacific (28.05,28.1] 0.1047582 0.0289316 0.1805847
temp + aou Indo-Pacific (28.1,28.2] 0.7612852 0.7064030 0.8161675
temp + aou Indo-Pacific (28.2,28.3] 0.7301132 0.7023839 0.7578424
temp + aou Indo-Pacific (28.3,28.4] 0.9633959 0.9627469 0.9640448
temp + aou Indo-Pacific (28.4, Inf] 0.5983564 0.2026127 0.9941001
temp + nitrate Atlantic (-Inf,26] 0.1284891 0.0234872 0.2334910
temp + nitrate Atlantic (26,26.5] -0.5397046 -0.5636532 -0.5157561
temp + nitrate Atlantic (26.5,26.75] -0.5743326 -0.6053134 -0.5433517
temp + nitrate Atlantic (26.75,27] -0.4890524 -0.5036794 -0.4744253
temp + nitrate Atlantic (27,27.25] -0.5985423 -0.6710305 -0.5260541
temp + nitrate Atlantic (27.25,27.5] -0.6767260 -0.7194993 -0.6339526
temp + nitrate Atlantic (27.5,27.75] -0.6798159 -0.6970869 -0.6625450
temp + nitrate Atlantic (27.75,27.85] -0.5701992 -0.6280437 -0.5123546
temp + nitrate Atlantic (27.85,27.95] -0.4926417 -0.5564087 -0.4288746
temp + nitrate Atlantic (27.95,28.05] -0.6926751 -0.7202085 -0.6651417
temp + nitrate Atlantic (28.05,28.1] -0.7187888 -0.7639194 -0.6736582
temp + nitrate Atlantic (28.1,28.15] -0.6827422 -0.7422204 -0.6232640
temp + nitrate Atlantic (28.15,28.2] -0.6248359 -0.8002968 -0.4493749
temp + nitrate Atlantic (28.2, Inf] -0.1408140 -0.2904660 0.0088381
temp + nitrate Indo-Pacific (-Inf,26] -0.5523992 -0.5705105 -0.5342880
temp + nitrate Indo-Pacific (26,26.5] -0.5588453 -0.6354465 -0.4822441
temp + nitrate Indo-Pacific (26.5,26.75] -0.4943879 -0.6443338 -0.3444420
temp + nitrate Indo-Pacific (26.75,27] -0.5331166 -0.6389387 -0.4272946
temp + nitrate Indo-Pacific (27,27.25] -0.3915072 -0.3989903 -0.3840241
temp + nitrate Indo-Pacific (27.25,27.5] -0.1690919 -0.2159558 -0.1222281
temp + nitrate Indo-Pacific (27.5,27.75] -0.1104776 -0.1214375 -0.0995177
temp + nitrate Indo-Pacific (27.75,27.85] -0.1124629 -0.1885080 -0.0364178
temp + nitrate Indo-Pacific (27.85,27.95] -0.0457558 -0.0841904 -0.0073213
temp + nitrate Indo-Pacific (27.95,28.05] -0.0415915 -0.0800929 -0.0030901
temp + nitrate Indo-Pacific (28.05,28.1] -0.0331736 -0.1526051 0.0862579
temp + nitrate Indo-Pacific (28.1,28.2] 0.6536748 0.5643271 0.7430225
temp + nitrate Indo-Pacific (28.2,28.3] -0.1779661 -0.2824832 -0.0734491
temp + nitrate Indo-Pacific (28.3,28.4] 0.3901415 0.2476437 0.5326392
temp + nitrate Indo-Pacific (28.4, Inf] 0.6085117 0.3017891 0.9152342
temp + phosphate Atlantic (-Inf,26] -0.4691962 -0.5151870 -0.4232054
temp + phosphate Atlantic (26,26.5] -0.8052715 -0.8240378 -0.7865051
temp + phosphate Atlantic (26.5,26.75] -0.7426857 -0.7566670 -0.7287044
temp + phosphate Atlantic (26.75,27] -0.6235539 -0.6330980 -0.6140099
temp + phosphate Atlantic (27,27.25] -0.6822994 -0.7368053 -0.6277935
temp + phosphate Atlantic (27.25,27.5] -0.7393484 -0.7677996 -0.7108972
temp + phosphate Atlantic (27.5,27.75] -0.7238316 -0.7405296 -0.7071337
temp + phosphate Atlantic (27.75,27.85] -0.6119471 -0.6625155 -0.5613788
temp + phosphate Atlantic (27.85,27.95] -0.5129453 -0.5843365 -0.4415541
temp + phosphate Atlantic (27.95,28.05] -0.7023021 -0.7348572 -0.6697471
temp + phosphate Atlantic (28.05,28.1] -0.7334537 -0.7798567 -0.6870508
temp + phosphate Atlantic (28.1,28.15] -0.7043943 -0.7667963 -0.6419923
temp + phosphate Atlantic (28.15,28.2] -0.6355146 -0.8084490 -0.4625803
temp + phosphate Atlantic (28.2, Inf] -0.1562471 -0.3013423 -0.0111519
temp + phosphate Indo-Pacific (-Inf,26] -0.4533154 -0.4888078 -0.4178230
temp + phosphate Indo-Pacific (26,26.5] -0.4832510 -0.5680309 -0.3984712
temp + phosphate Indo-Pacific (26.5,26.75] -0.4527778 -0.6118117 -0.2937439
temp + phosphate Indo-Pacific (26.75,27] -0.5275134 -0.6408378 -0.4141890
temp + phosphate Indo-Pacific (27,27.25] -0.3704160 -0.3956754 -0.3451567
temp + phosphate Indo-Pacific (27.25,27.5] -0.1166604 -0.1354629 -0.0978579
temp + phosphate Indo-Pacific (27.5,27.75] -0.0318527 -0.0432540 -0.0204513
temp + phosphate Indo-Pacific (27.75,27.85] -0.0446418 -0.1340040 0.0447203
temp + phosphate Indo-Pacific (27.85,27.95] -0.0077176 -0.0578876 0.0424525
temp + phosphate Indo-Pacific (27.95,28.05] -0.0233060 -0.0655840 0.0189721
temp + phosphate Indo-Pacific (28.05,28.1] -0.0088961 -0.1338519 0.1160596
temp + phosphate Indo-Pacific (28.1,28.2] 0.6597768 0.5746249 0.7449286
temp + phosphate Indo-Pacific (28.2,28.3] -0.1415092 -0.3011116 0.0180932
temp + phosphate Indo-Pacific (28.3,28.4] 0.2722295 0.0087546 0.5357045
temp + phosphate Indo-Pacific (28.4, Inf] 0.3770895 -0.0540297 0.8082088
temp + phosphate_star Atlantic (-Inf,26] -0.8321749 -0.8431571 -0.8211927
temp + phosphate_star Atlantic (26,26.5] -0.9681919 -0.9728752 -0.9635085
temp + phosphate_star Atlantic (26.5,26.75] -0.9743999 -0.9841149 -0.9646850
temp + phosphate_star Atlantic (26.75,27] -0.9673991 -0.9721502 -0.9626480
temp + phosphate_star Atlantic (27,27.25] -0.9684051 -0.9711885 -0.9656218
temp + phosphate_star Atlantic (27.25,27.5] -0.9588910 -0.9650104 -0.9527715
temp + phosphate_star Atlantic (27.5,27.75] -0.9213525 -0.9286685 -0.9140366
temp + phosphate_star Atlantic (27.75,27.85] -0.8930489 -0.8991285 -0.8869693
temp + phosphate_star Atlantic (27.85,27.95] -0.8346499 -0.8679575 -0.8013422
temp + phosphate_star Atlantic (27.95,28.05] -0.8623154 -0.8885884 -0.8360424
temp + phosphate_star Atlantic (28.05,28.1] -0.8730831 -0.8988118 -0.8473543
temp + phosphate_star Atlantic (28.1,28.15] -0.8241476 -0.8728104 -0.7754848
temp + phosphate_star Atlantic (28.15,28.2] -0.7241639 -0.8385972 -0.6097306
temp + phosphate_star Atlantic (28.2, Inf] -0.4816883 -0.6360938 -0.3272827
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7942045 -0.8022226 -0.7861863
temp + phosphate_star Indo-Pacific (26,26.5] -0.8659108 -0.8985318 -0.8332897
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.9118864 -0.9380700 -0.8857027
temp + phosphate_star Indo-Pacific (26.75,27] -0.9521781 -0.9639549 -0.9404012
temp + phosphate_star Indo-Pacific (27,27.25] -0.9265407 -0.9336006 -0.9194808
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7751673 -0.7752706 -0.7750639
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5983264 -0.6122641 -0.5843888
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.5454863 -0.5587034 -0.5322692
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.7127124 -0.7730458 -0.6523790
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7326175 -0.7729643 -0.6922708
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.4339482 -0.6194167 -0.2484797
temp + phosphate_star Indo-Pacific (28.1,28.2] -0.2193918 -0.2624363 -0.1763472
temp + phosphate_star Indo-Pacific (28.2,28.3] -0.7823346 -0.8100506 -0.7546187
temp + phosphate_star Indo-Pacific (28.3,28.4] -0.8317232 -0.8791374 -0.7843090
temp + phosphate_star Indo-Pacific (28.4, Inf] -0.5673101 -0.9437660 -0.1908541
temp + silicate Atlantic (-Inf,26] -0.6349744 -0.6827265 -0.5872223
temp + silicate Atlantic (26,26.5] -0.7429574 -0.7530062 -0.7329086
temp + silicate Atlantic (26.5,26.75] -0.6766470 -0.6868465 -0.6664476
temp + silicate Atlantic (26.75,27] -0.5421729 -0.5611360 -0.5232099
temp + silicate Atlantic (27,27.25] -0.6648867 -0.7076213 -0.6221521
temp + silicate Atlantic (27.25,27.5] -0.8201139 -0.8283894 -0.8118385
temp + silicate Atlantic (27.5,27.75] -0.7767379 -0.8111447 -0.7423311
temp + silicate Atlantic (27.75,27.85] -0.6436418 -0.7283459 -0.5589377
temp + silicate Atlantic (27.85,27.95] -0.6147486 -0.6850171 -0.5444800
temp + silicate Atlantic (27.95,28.05] -0.7591113 -0.7884846 -0.7297380
temp + silicate Atlantic (28.05,28.1] -0.7351879 -0.7860903 -0.6842856
temp + silicate Atlantic (28.1,28.15] -0.7089937 -0.7685516 -0.6494358
temp + silicate Atlantic (28.15,28.2] -0.5939333 -0.7919816 -0.3958851
temp + silicate Atlantic (28.2, Inf] -0.0924791 -0.2660072 0.0810491
temp + silicate Indo-Pacific (-Inf,26] -0.6126692 -0.6136822 -0.6116563
temp + silicate Indo-Pacific (26,26.5] -0.6754797 -0.7215261 -0.6294333
temp + silicate Indo-Pacific (26.5,26.75] -0.7492491 -0.8200464 -0.6784517
temp + silicate Indo-Pacific (26.75,27] -0.7228187 -0.7677965 -0.6778409
temp + silicate Indo-Pacific (27,27.25] -0.5175847 -0.5278357 -0.5073336
temp + silicate Indo-Pacific (27.25,27.5] -0.2969962 -0.3420444 -0.2519481
temp + silicate Indo-Pacific (27.5,27.75] -0.2200716 -0.2502557 -0.1898875
temp + silicate Indo-Pacific (27.75,27.85] -0.1374057 -0.1978756 -0.0769358
temp + silicate Indo-Pacific (27.85,27.95] -0.0748785 -0.1137991 -0.0359578
temp + silicate Indo-Pacific (27.95,28.05] -0.0506865 -0.0812610 -0.0201120
temp + silicate Indo-Pacific (28.05,28.1] 0.0202058 -0.0687828 0.1091944
temp + silicate Indo-Pacific (28.1,28.2] 0.6215699 0.5599058 0.6832341
temp + silicate Indo-Pacific (28.2,28.3] 0.0877266 -0.0451274 0.2205806
temp + silicate Indo-Pacific (28.3,28.4] 0.4977022 0.2884741 0.7069302
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
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] 0.5285575 0.4221265 0.6349885
aou Atlantic (26,26.5] 0.1585896 -0.0670581 0.3842372
aou Atlantic (26.5,26.75] -0.2781391 -0.4187279 -0.1375504
aou Atlantic (26.75,27] -0.2991379 -0.3148281 -0.2834477
aou Atlantic (27,27.25] -0.4206586 -0.4551432 -0.3861740
aou Atlantic (27.25,27.5] -0.4905137 -0.5456399 -0.4353874
aou Atlantic (27.5,27.75] -0.7589211 -0.7835231 -0.7343190
aou Atlantic (27.75,27.85] -0.8608182 -0.9229121 -0.7987243
aou Atlantic (27.85,27.95] -0.8931310 -0.9258314 -0.8604306
aou Atlantic (27.95,28.05] -0.8489982 -0.8695892 -0.8284073
aou Atlantic (28.05,28.1] -0.8383672 -0.8450420 -0.8316924
aou Atlantic (28.1,28.15] -0.8155433 -0.8374141 -0.7936724
aou Atlantic (28.15,28.2] -0.9164218 -0.9361196 -0.8967239
aou Atlantic (28.2, Inf] -0.6840272 -0.7376422 -0.6304121
aou Indo-Pacific (-Inf,26] -0.2027915 -0.2401586 -0.1654244
aou Indo-Pacific (26,26.5] -0.7391762 -0.7439108 -0.7344417
aou Indo-Pacific (26.5,26.75] -0.7075600 -0.7328826 -0.6822374
aou Indo-Pacific (26.75,27] -0.7037615 -0.7046688 -0.7028542
aou Indo-Pacific (27,27.25] 0.0696501 0.0323061 0.1069941
aou Indo-Pacific (27.25,27.5] 0.6091248 0.5952540 0.6229956
aou Indo-Pacific (27.5,27.75] 0.7446697 0.7223708 0.7669686
aou Indo-Pacific (27.75,27.85] 0.7911906 0.7731521 0.8092291
aou Indo-Pacific (27.85,27.95] 0.7428683 0.7324421 0.7532945
aou Indo-Pacific (27.95,28.05] 0.4859818 0.4435793 0.5283843
aou Indo-Pacific (28.05,28.1] 0.2276270 0.1428920 0.3123620
aou Indo-Pacific (28.1,28.2] 0.2507505 0.1246035 0.3768975
aou Indo-Pacific (28.2,28.3] 0.1409621 0.0820817 0.1998424
aou Indo-Pacific (28.3,28.4] 0.1831346 0.0020618 0.3642074
aou Indo-Pacific (28.4, Inf] 0.1192750 -0.7190771 0.9576271
nitrate Atlantic (-Inf,26] 0.2707867 0.1283711 0.4132024
nitrate Atlantic (26,26.5] -0.2566116 -0.4466259 -0.0665974
nitrate Atlantic (26.5,26.75] -0.5482946 -0.6730637 -0.4235256
nitrate Atlantic (26.75,27] -0.6221639 -0.6269237 -0.6174041
nitrate Atlantic (27,27.25] -0.8036820 -0.8466334 -0.7607306
nitrate Atlantic (27.25,27.5] -0.9151981 -0.9310725 -0.8993237
nitrate Atlantic (27.5,27.75] -0.9628616 -0.9746106 -0.9511127
nitrate Atlantic (27.75,27.85] -0.9546235 -0.9661373 -0.9431096
nitrate Atlantic (27.85,27.95] -0.9235799 -0.9405696 -0.9065903
nitrate Atlantic (27.95,28.05] -0.8833825 -0.9051790 -0.8615861
nitrate Atlantic (28.05,28.1] -0.8787165 -0.8850417 -0.8723914
nitrate Atlantic (28.1,28.15] -0.8426122 -0.8677118 -0.8175126
nitrate Atlantic (28.15,28.2] -0.9469061 -0.9517069 -0.9421052
nitrate Atlantic (28.2, Inf] -0.9516179 -0.9649110 -0.9383248
nitrate Indo-Pacific (-Inf,26] -0.2038395 -0.2147503 -0.1929288
nitrate Indo-Pacific (26,26.5] -0.8501597 -0.8636375 -0.8366819
nitrate Indo-Pacific (26.5,26.75] -0.8475737 -0.8723672 -0.8227802
nitrate Indo-Pacific (26.75,27] -0.8253772 -0.8432091 -0.8075454
nitrate Indo-Pacific (27,27.25] -0.0113070 -0.0153785 -0.0072355
nitrate Indo-Pacific (27.25,27.5] 0.5508936 0.5440087 0.5577785
nitrate Indo-Pacific (27.5,27.75] 0.6862520 0.6658482 0.7066558
nitrate Indo-Pacific (27.75,27.85] 0.7562096 0.7480954 0.7643238
nitrate Indo-Pacific (27.85,27.95] 0.7022269 0.6710612 0.7333927
nitrate Indo-Pacific (27.95,28.05] 0.4151934 0.3433574 0.4870294
nitrate Indo-Pacific (28.05,28.1] 0.1689829 0.0516068 0.2863590
nitrate Indo-Pacific (28.1,28.2] 0.1714098 0.0072054 0.3356142
nitrate Indo-Pacific (28.2,28.3] -0.2108076 -0.3097350 -0.1118801
nitrate Indo-Pacific (28.3,28.4] -0.4396144 -0.4954541 -0.3837747
nitrate Indo-Pacific (28.4, Inf] -0.8081314 -0.8204649 -0.7957978
phosphate Atlantic (-Inf,26] -0.1106104 -0.1718799 -0.0493409
phosphate Atlantic (26,26.5] -0.5091309 -0.6704001 -0.3478617
phosphate Atlantic (26.5,26.75] -0.6778427 -0.7803454 -0.5753401
phosphate Atlantic (26.75,27] -0.7338247 -0.7372009 -0.7304485
phosphate Atlantic (27,27.25] -0.8692213 -0.8994315 -0.8390111
phosphate Atlantic (27.25,27.5] -0.9478512 -0.9572041 -0.9384983
phosphate Atlantic (27.5,27.75] -0.9766014 -0.9827184 -0.9704844
phosphate Atlantic (27.75,27.85] -0.9675586 -0.9698492 -0.9652680
phosphate Atlantic (27.85,27.95] -0.9401616 -0.9445743 -0.9357489
phosphate Atlantic (27.95,28.05] -0.8984138 -0.9085538 -0.8882737
phosphate Atlantic (28.05,28.1] -0.8909109 -0.8921636 -0.8896582
phosphate Atlantic (28.1,28.15] -0.8475241 -0.8694081 -0.8256401
phosphate Atlantic (28.15,28.2] -0.9490209 -0.9506099 -0.9474319
phosphate Atlantic (28.2, Inf] -0.9617692 -0.9747644 -0.9487740
phosphate Indo-Pacific (-Inf,26] -0.2032333 -0.2124977 -0.1939688
phosphate Indo-Pacific (26,26.5] -0.8682686 -0.8787989 -0.8577382
phosphate Indo-Pacific (26.5,26.75] -0.8765071 -0.8898801 -0.8631340
phosphate Indo-Pacific (26.75,27] -0.8413218 -0.8537229 -0.8289206
phosphate Indo-Pacific (27,27.25] -0.0315094 -0.0388429 -0.0241759
phosphate Indo-Pacific (27.25,27.5] 0.5352821 0.5198143 0.5507499
phosphate Indo-Pacific (27.5,27.75] 0.6598354 0.6307812 0.6888896
phosphate Indo-Pacific (27.75,27.85] 0.7203259 0.7045491 0.7361028
phosphate Indo-Pacific (27.85,27.95] 0.6646268 0.6377767 0.6914769
phosphate Indo-Pacific (27.95,28.05] 0.3622798 0.2876204 0.4369392
phosphate Indo-Pacific (28.05,28.1] 0.0949979 -0.0271225 0.2171183
phosphate Indo-Pacific (28.1,28.2] 0.0823899 -0.0883158 0.2530956
phosphate Indo-Pacific (28.2,28.3] -0.6846809 -0.6964036 -0.6729582
phosphate Indo-Pacific (28.3,28.4] -0.7134362 -0.7438946 -0.6829778
phosphate Indo-Pacific (28.4, Inf] -0.8406006 -0.9293783 -0.7518229
phosphate_star Atlantic (-Inf,26] -0.4632439 -0.5492502 -0.3772375
phosphate_star Atlantic (26,26.5] -0.7231716 -0.8387049 -0.6076383
phosphate_star Atlantic (26.5,26.75] -0.8253908 -0.9003713 -0.7504103
phosphate_star Atlantic (26.75,27] -0.9120008 -0.9182972 -0.9057043
phosphate_star Atlantic (27,27.25] -0.9344800 -0.9403535 -0.9286065
phosphate_star Atlantic (27.25,27.5] -0.9300214 -0.9422984 -0.9177443
phosphate_star Atlantic (27.5,27.75] -0.9066755 -0.9113683 -0.9019827
phosphate_star Atlantic (27.75,27.85] -0.8535178 -0.8552560 -0.8517796
phosphate_star Atlantic (27.85,27.95] -0.7721249 -0.7746645 -0.7695852
phosphate_star Atlantic (27.95,28.05] -0.8312553 -0.8391886 -0.8233221
phosphate_star Atlantic (28.05,28.1] -0.8454303 -0.8459830 -0.8448776
phosphate_star Atlantic (28.1,28.15] -0.8145927 -0.8372282 -0.7919573
phosphate_star Atlantic (28.15,28.2] -0.9339329 -0.9412113 -0.9266544
phosphate_star Atlantic (28.2, Inf] -0.9508751 -0.9610114 -0.9407388
phosphate_star Indo-Pacific (-Inf,26] -0.0396655 -0.0487663 -0.0305646
phosphate_star Indo-Pacific (26,26.5] -0.8554583 -0.8555759 -0.8553406
phosphate_star Indo-Pacific (26.5,26.75] -0.8373727 -0.8967662 -0.7779792
phosphate_star Indo-Pacific (26.75,27] -0.7413980 -0.8326448 -0.6501513
phosphate_star Indo-Pacific (27,27.25] -0.2561780 -0.3800754 -0.1322807
phosphate_star Indo-Pacific (27.25,27.5] -0.2753948 -0.3263402 -0.2244495
phosphate_star Indo-Pacific (27.5,27.75] -0.4980079 -0.5339545 -0.4620613
phosphate_star Indo-Pacific (27.75,27.85] -0.5170477 -0.5312414 -0.5028540
phosphate_star Indo-Pacific (27.85,27.95] -0.3291466 -0.3308126 -0.3274807
phosphate_star Indo-Pacific (27.95,28.05] -0.2484808 -0.3471027 -0.1498589
phosphate_star Indo-Pacific (28.05,28.1] -0.2745829 -0.4408173 -0.1083486
phosphate_star Indo-Pacific (28.1,28.2] -0.5035194 -0.6189345 -0.3881043
phosphate_star Indo-Pacific (28.2,28.3] -0.5560661 -0.5731179 -0.5390144
phosphate_star Indo-Pacific (28.3,28.4] -0.5581242 -0.6769415 -0.4393070
phosphate_star Indo-Pacific (28.4, Inf] -0.2359645 -0.9333187 0.4613896
sal Atlantic (-Inf,26] 0.3990274 0.2583092 0.5397456
sal Atlantic (26,26.5] 0.6492903 0.4838734 0.8147072
sal Atlantic (26.5,26.75] 0.7563336 0.6456190 0.8670482
sal Atlantic (26.75,27] 0.8602845 0.8572940 0.8632750
sal Atlantic (27,27.25] 0.8960524 0.8866961 0.9054087
sal Atlantic (27.25,27.5] 0.8704339 0.8669188 0.8739489
sal Atlantic (27.5,27.75] 0.7726404 0.7499351 0.7953456
sal Atlantic (27.75,27.85] 0.6187124 0.5878133 0.6496116
sal Atlantic (27.85,27.95] 0.4041283 0.3516766 0.4565799
sal Atlantic (27.95,28.05] 0.5670838 0.5195813 0.6145864
sal Atlantic (28.05,28.1] 0.6331655 0.6086126 0.6577183
sal Atlantic (28.1,28.15] 0.6249528 0.5803391 0.6695666
sal Atlantic (28.15,28.2] 0.8560567 0.8490168 0.8630966
sal Atlantic (28.2, Inf] 0.9254058 0.9151285 0.9356832
sal Indo-Pacific (-Inf,26] 0.0451773 0.0184935 0.0718610
sal Indo-Pacific (26,26.5] 0.5769110 0.5066706 0.6471514
sal Indo-Pacific (26.5,26.75] 0.6145519 0.4695984 0.7595055
sal Indo-Pacific (26.75,27] 0.5347916 0.3838112 0.6857719
sal Indo-Pacific (27,27.25] -0.1513375 -0.2745457 -0.0281293
sal Indo-Pacific (27.25,27.5] -0.3356441 -0.3788307 -0.2924575
sal Indo-Pacific (27.5,27.75] -0.2458071 -0.2937662 -0.1978481
sal Indo-Pacific (27.75,27.85] -0.3291814 -0.3382323 -0.3201305
sal Indo-Pacific (27.85,27.95] -0.2944568 -0.3653722 -0.2235414
sal Indo-Pacific (27.95,28.05] -0.1198005 -0.2439039 0.0043028
sal Indo-Pacific (28.05,28.1] -0.0615977 -0.2636726 0.1404772
sal Indo-Pacific (28.1,28.2] -0.0261123 -0.2325920 0.1803673
sal Indo-Pacific (28.2,28.3] 0.2092159 0.1359008 0.2825311
sal Indo-Pacific (28.3,28.4] 0.2730358 0.0731806 0.4728910
sal Indo-Pacific (28.4, Inf] 0.3307484 -0.3349388 0.9964356
silicate Atlantic (-Inf,26] -0.1383414 -0.1461929 -0.1304899
silicate Atlantic (26,26.5] -0.4677240 -0.6467257 -0.2887222
silicate Atlantic (26.5,26.75] -0.5788074 -0.7251217 -0.4324931
silicate Atlantic (26.75,27] -0.6402809 -0.6540856 -0.6264761
silicate Atlantic (27,27.25] -0.8307340 -0.8502796 -0.8111885
silicate Atlantic (27.25,27.5] -0.9076301 -0.9144315 -0.9008287
silicate Atlantic (27.5,27.75] -0.8752056 -0.8866627 -0.8637486
silicate Atlantic (27.75,27.85] -0.8808782 -0.8843199 -0.8774365
silicate Atlantic (27.85,27.95] -0.8595284 -0.8665403 -0.8525164
silicate Atlantic (27.95,28.05] -0.8364037 -0.8488192 -0.8239883
silicate Atlantic (28.05,28.1] -0.8468481 -0.8476151 -0.8460811
silicate Atlantic (28.1,28.15] -0.8210446 -0.8444356 -0.7976536
silicate Atlantic (28.15,28.2] -0.9352091 -0.9410102 -0.9294080
silicate Atlantic (28.2, Inf] -0.9212860 -0.9307737 -0.9117983
silicate Indo-Pacific (-Inf,26] -0.2229485 -0.2388352 -0.2070618
silicate Indo-Pacific (26,26.5] -0.7672818 -0.7707482 -0.7638153
silicate Indo-Pacific (26.5,26.75] -0.7421692 -0.8013185 -0.6830199
silicate Indo-Pacific (26.75,27] -0.6450627 -0.7065170 -0.5836084
silicate Indo-Pacific (27,27.25] 0.2453689 0.2120615 0.2786764
silicate Indo-Pacific (27.25,27.5] 0.7897392 0.7785552 0.8009233
silicate Indo-Pacific (27.5,27.75] 0.8678107 0.8624748 0.8731466
silicate Indo-Pacific (27.75,27.85] 0.8300600 0.8258771 0.8342429
silicate Indo-Pacific (27.85,27.95] 0.7391476 0.7131681 0.7651271
silicate Indo-Pacific (27.95,28.05] 0.4516371 0.3990736 0.5042005
silicate Indo-Pacific (28.05,28.1] 0.1903040 0.1000334 0.2805746
silicate Indo-Pacific (28.1,28.2] 0.1762705 0.0474499 0.3050911
silicate Indo-Pacific (28.2,28.3] -0.1050534 -0.1469034 -0.0632034
silicate Indo-Pacific (28.3,28.4] -0.4325048 -0.4337609 -0.4312488
silicate Indo-Pacific (28.4, Inf] -0.5905331 -0.7255380 -0.4555282
temp Atlantic (-Inf,26] 0.1615904 0.0870380 0.2361428
temp Atlantic (26,26.5] 0.6394078 0.5114917 0.7673238
temp Atlantic (26.5,26.75] 0.7411335 0.6182339 0.8640331
temp Atlantic (26.75,27] 0.8155893 0.8066705 0.8245081
temp Atlantic (27,27.25] 0.8552629 0.8415873 0.8689386
temp Atlantic (27.25,27.5] 0.8337000 0.8295525 0.8378475
temp Atlantic (27.5,27.75] 0.7312623 0.7219045 0.7406200
temp Atlantic (27.75,27.85] 0.5957497 0.5858157 0.6056838
temp Atlantic (27.85,27.95] 0.4023500 0.3570210 0.4476791
temp Atlantic (27.95,28.05] 0.5426154 0.5095194 0.5757114
temp Atlantic (28.05,28.1] 0.5548659 0.5225750 0.5871567
temp Atlantic (28.1,28.15] 0.4588655 0.3792344 0.5384966
temp Atlantic (28.15,28.2] 0.4951987 0.3505085 0.6398889
temp Atlantic (28.2, Inf] 0.2652761 0.1200254 0.4105268
temp Indo-Pacific (-Inf,26] -0.3111668 -0.3251110 -0.2972225
temp Indo-Pacific (26,26.5] 0.5765084 0.5247426 0.6282742
temp Indo-Pacific (26.5,26.75] 0.6074915 0.4741259 0.7408571
temp Indo-Pacific (26.75,27] 0.5622774 0.4235134 0.7010414
temp Indo-Pacific (27,27.25] -0.0399873 -0.1792251 0.0992505
temp Indo-Pacific (27.25,27.5] -0.3346143 -0.3857543 -0.2834742
temp Indo-Pacific (27.5,27.75] -0.3261806 -0.3531332 -0.2992280
temp Indo-Pacific (27.75,27.85] -0.2910298 -0.3073504 -0.2747091
temp Indo-Pacific (27.85,27.95] -0.1714457 -0.2276809 -0.1152105
temp Indo-Pacific (27.95,28.05] 0.0028278 -0.0693510 0.0750066
temp Indo-Pacific (28.05,28.1] 0.0634232 -0.0582146 0.1850610
temp Indo-Pacific (28.1,28.2] 0.2453215 0.1679082 0.3227348
temp Indo-Pacific (28.2,28.3] 0.1818972 0.1493956 0.2143989
temp Indo-Pacific (28.3,28.4] 0.1779461 -0.0421443 0.3980366
temp Indo-Pacific (28.4, Inf] -0.3808851 -0.7142736 -0.0474966 
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