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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).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(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:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Version Author Date
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

Version Author Date
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

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
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] 0.9043525 0.8982370 0.9089394
aou + nitrate Atlantic (26,26.5] 0.8982175 0.8775559 0.9115022
aou + nitrate Atlantic (26.5,26.75] 0.9482503 0.9328376 0.9708389
aou + nitrate Atlantic (26.75,27] 0.9378931 0.9163346 0.9613992
aou + nitrate Atlantic (27,27.25] 0.9029848 0.8708671 0.9286167
aou + nitrate Atlantic (27.25,27.5] 0.7904078 0.7383373 0.8416218
aou + nitrate Atlantic (27.5,27.75] 0.8832860 0.8457578 0.9181907
aou + nitrate Atlantic (27.75,27.85] 0.9487278 0.9369749 0.9659371
aou + nitrate Atlantic (27.85,27.95] 0.9581648 0.9471073 0.9685000
aou + nitrate Atlantic (27.95,28.05] 0.9633372 0.9494366 0.9841233
aou + nitrate Atlantic (28.05,28.1] 0.9711345 0.9455228 0.9875447
aou + nitrate Atlantic (28.1,28.15] 0.9826544 0.9670204 0.9916887
aou + nitrate Atlantic (28.15,28.2] 0.9860566 0.9676699 0.9962328
aou + nitrate Atlantic (28.2, Inf] 0.7668358 0.5841026 0.8910767
aou + nitrate Indo-Pacific (-Inf,26] 0.9277691 0.8940764 0.9660914
aou + nitrate Indo-Pacific (26,26.5] 0.9120029 0.9021153 0.9294649
aou + nitrate Indo-Pacific (26.5,26.75] 0.9171670 0.8954060 0.9355389
aou + nitrate Indo-Pacific (26.75,27] 0.9412829 0.9365794 0.9436425
aou + nitrate Indo-Pacific (27,27.25] 0.9553769 0.9309202 0.9702788
aou + nitrate Indo-Pacific (27.25,27.5] 0.9491469 0.9016895 0.9734255
aou + nitrate Indo-Pacific (27.5,27.75] 0.9496435 0.8962855 0.9812058
aou + nitrate Indo-Pacific (27.75,27.85] 0.9680833 0.9334732 0.9904539
aou + nitrate Indo-Pacific (27.85,27.95] 0.9722487 0.9495108 0.9906739
aou + nitrate Indo-Pacific (27.95,28.05] 0.9597772 0.9414922 0.9765279
aou + nitrate Indo-Pacific (28.05,28.1] 0.9494468 0.9336243 0.9687800
aou + nitrate Indo-Pacific (28.1, Inf] 0.7802621 0.7166121 0.8621738
aou + phosphate Atlantic (-Inf,26] 0.5918736 0.4291490 0.7434863
aou + phosphate Atlantic (26,26.5] 0.7729318 0.6851070 0.8751264
aou + phosphate Atlantic (26.5,26.75] 0.8868266 0.8551298 0.9197556
aou + phosphate Atlantic (26.75,27] 0.8791388 0.8479433 0.9170656
aou + phosphate Atlantic (27,27.25] 0.8518001 0.8241940 0.8896359
aou + phosphate Atlantic (27.25,27.5] 0.7328426 0.6851267 0.7915168
aou + phosphate Atlantic (27.5,27.75] 0.8578434 0.8196260 0.9002388
aou + phosphate Atlantic (27.75,27.85] 0.9358651 0.9214278 0.9600789
aou + phosphate Atlantic (27.85,27.95] 0.9499079 0.9403522 0.9616827
aou + phosphate Atlantic (27.95,28.05] 0.9593952 0.9440816 0.9832441
aou + phosphate Atlantic (28.05,28.1] 0.9658988 0.9364207 0.9870268
aou + phosphate Atlantic (28.1,28.15] 0.9772493 0.9625981 0.9866618
aou + phosphate Atlantic (28.15,28.2] 0.9856139 0.9673232 0.9964244
aou + phosphate Atlantic (28.2, Inf] 0.7560008 0.5533360 0.8925627
aou + phosphate Indo-Pacific (-Inf,26] 0.9431861 0.9117127 0.9688995
aou + phosphate Indo-Pacific (26,26.5] 0.9590739 0.9506347 0.9712993
aou + phosphate Indo-Pacific (26.5,26.75] 0.9531563 0.9396672 0.9698481
aou + phosphate Indo-Pacific (26.75,27] 0.9537885 0.9474479 0.9574103
aou + phosphate Indo-Pacific (27,27.25] 0.9703806 0.9609976 0.9809932
aou + phosphate Indo-Pacific (27.25,27.5] 0.9721917 0.9572995 0.9798504
aou + phosphate Indo-Pacific (27.5,27.75] 0.9730784 0.9571214 0.9815724
aou + phosphate Indo-Pacific (27.75,27.85] 0.9794176 0.9661754 0.9878902
aou + phosphate Indo-Pacific (27.85,27.95] 0.9771977 0.9640387 0.9883027
aou + phosphate Indo-Pacific (27.95,28.05] 0.9638649 0.9504250 0.9740556
aou + phosphate Indo-Pacific (28.05,28.1] 0.9500312 0.9347068 0.9654354
aou + phosphate Indo-Pacific (28.1, Inf] 0.7670145 0.6970951 0.8256873
aou + phosphate_star Atlantic (-Inf,26] 0.0435550 -0.3924148 0.3362197
aou + phosphate_star Atlantic (26,26.5] 0.4214397 0.1838576 0.7050335
aou + phosphate_star Atlantic (26.5,26.75] 0.4450253 0.3116008 0.5982470
aou + phosphate_star Atlantic (26.75,27] 0.2284167 0.1210451 0.3103239
aou + phosphate_star Atlantic (27,27.25] 0.2910271 0.0472867 0.5077527
aou + phosphate_star Atlantic (27.25,27.5] 0.2277843 0.1470430 0.3498922
aou + phosphate_star Atlantic (27.5,27.75] 0.5769469 0.5212949 0.6333940
aou + phosphate_star Atlantic (27.75,27.85] 0.7116204 0.6638427 0.7634145
aou + phosphate_star Atlantic (27.85,27.95] 0.6810306 0.6646987 0.6947448
aou + phosphate_star Atlantic (27.95,28.05] 0.8095721 0.7384793 0.9164558
aou + phosphate_star Atlantic (28.05,28.1] 0.8761985 0.7821828 0.9476809
aou + phosphate_star Atlantic (28.1,28.15] 0.9125678 0.8633630 0.9448088
aou + phosphate_star Atlantic (28.15,28.2] 0.9485599 0.8788468 0.9897098
aou + phosphate_star Atlantic (28.2, Inf] 0.3819126 -0.0646566 0.6852483
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6890346 0.5631514 0.7668379
aou + phosphate_star Indo-Pacific (26,26.5] 0.6178568 0.5524524 0.6727588
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4553459 0.2252343 0.5708273
aou + phosphate_star Indo-Pacific (26.75,27] 0.3905652 0.3217563 0.4760353
aou + phosphate_star Indo-Pacific (27,27.25] 0.0769916 -0.1202706 0.2291303
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4555695 -0.4725188 -0.4254598
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6275453 -0.6876684 -0.5917731
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5134103 -0.5942862 -0.4690526
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1412772 -0.1619868 -0.1181376
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1559081 0.0616676 0.2076295
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.2781495 0.2696112 0.2897408
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.6855580 -0.7172664 -0.6562529
aou + silicate Atlantic (-Inf,26] 0.3650920 0.1715403 0.5754309
aou + silicate Atlantic (26,26.5] 0.6824102 0.6094280 0.7493566
aou + silicate Atlantic (26.5,26.75] 0.8569633 0.7793880 0.9214654
aou + silicate Atlantic (26.75,27] 0.8704298 0.8284733 0.9009187
aou + silicate Atlantic (27,27.25] 0.8085823 0.7420231 0.8823881
aou + silicate Atlantic (27.25,27.5] 0.5346848 0.4150984 0.6908182
aou + silicate Atlantic (27.5,27.75] 0.6716028 0.6414143 0.7007072
aou + silicate Atlantic (27.75,27.85] 0.8492664 0.8219893 0.8765127
aou + silicate Atlantic (27.85,27.95] 0.8957794 0.8873748 0.9117718
aou + silicate Atlantic (27.95,28.05] 0.9441006 0.9328771 0.9616422
aou + silicate Atlantic (28.05,28.1] 0.9670291 0.9493890 0.9843447
aou + silicate Atlantic (28.1,28.15] 0.9775223 0.9721851 0.9806706
aou + silicate Atlantic (28.15,28.2] 0.9897789 0.9800499 0.9961188
aou + silicate Atlantic (28.2, Inf] 0.7166158 0.4219709 0.8822202
aou + silicate Indo-Pacific (-Inf,26] 0.7542675 0.6850588 0.8236099
aou + silicate Indo-Pacific (26,26.5] 0.6713951 0.5562341 0.7812897
aou + silicate Indo-Pacific (26.5,26.75] 0.6310081 0.4393978 0.7619288
aou + silicate Indo-Pacific (26.75,27] 0.7598538 0.7097358 0.7894033
aou + silicate Indo-Pacific (27,27.25] 0.8779917 0.8512481 0.9058671
aou + silicate Indo-Pacific (27.25,27.5] 0.9020051 0.8689458 0.9350967
aou + silicate Indo-Pacific (27.5,27.75] 0.9167293 0.8705324 0.9488312
aou + silicate Indo-Pacific (27.75,27.85] 0.9634219 0.9438384 0.9742107
aou + silicate Indo-Pacific (27.85,27.95] 0.9594270 0.9430999 0.9691507
aou + silicate Indo-Pacific (27.95,28.05] 0.9463159 0.9365751 0.9516554
aou + silicate Indo-Pacific (28.05,28.1] 0.9462575 0.9446023 0.9491585
aou + silicate Indo-Pacific (28.1, Inf] 0.6709694 0.6359896 0.6891115
nitrate + phosphate Atlantic (-Inf,26] 0.6931166 0.6459023 0.7528712
nitrate + phosphate Atlantic (26,26.5] 0.9315811 0.9059071 0.9760332
nitrate + phosphate Atlantic (26.5,26.75] 0.9787947 0.9723280 0.9840426
nitrate + phosphate Atlantic (26.75,27] 0.9821896 0.9799110 0.9844579
nitrate + phosphate Atlantic (27,27.25] 0.9890521 0.9849876 0.9914105
nitrate + phosphate Atlantic (27.25,27.5] 0.9914377 0.9899140 0.9923128
nitrate + phosphate Atlantic (27.5,27.75] 0.9935489 0.9921506 0.9956360
nitrate + phosphate Atlantic (27.75,27.85] 0.9936755 0.9924320 0.9944329
nitrate + phosphate Atlantic (27.85,27.95] 0.9905282 0.9902599 0.9907330
nitrate + phosphate Atlantic (27.95,28.05] 0.9903862 0.9885894 0.9917211
nitrate + phosphate Atlantic (28.05,28.1] 0.9915113 0.9901304 0.9923795
nitrate + phosphate Atlantic (28.1,28.15] 0.9958391 0.9947596 0.9969729
nitrate + phosphate Atlantic (28.15,28.2] 0.9971697 0.9960483 0.9984425
nitrate + phosphate Atlantic (28.2, Inf] 0.9864157 0.9749913 0.9942910
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9696265 0.9584676 0.9774844
nitrate + phosphate Indo-Pacific (26,26.5] 0.9528618 0.9492926 0.9599012
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9586259 0.9493268 0.9691280
nitrate + phosphate Indo-Pacific (26.75,27] 0.9818859 0.9760361 0.9887288
nitrate + phosphate Indo-Pacific (27,27.25] 0.9835205 0.9732049 0.9913076
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9831375 0.9682758 0.9919198
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9795568 0.9556083 0.9922471
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9793713 0.9544377 0.9929500
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9825775 0.9629186 0.9946656
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9807182 0.9658313 0.9926756
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9783478 0.9653235 0.9880589
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9332864 0.8731130 0.9735358
nitrate + phosphate_star Atlantic (-Inf,26] 0.2175979 -0.0968144 0.3908953
nitrate + phosphate_star Atlantic (26,26.5] 0.7162146 0.5816733 0.9099029
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6869784 0.6099667 0.7595545
nitrate + phosphate_star Atlantic (26.75,27] 0.5292895 0.3626914 0.6137561
nitrate + phosphate_star Atlantic (27,27.25] 0.6564251 0.4495242 0.7849714
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7665414 0.7136506 0.7932107
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8789545 0.8753115 0.8835466
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8815686 0.8735606 0.8893439
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8409440 0.8277035 0.8641624
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9152656 0.8781998 0.9491210
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9500215 0.9306943 0.9691046
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9646514 0.9578088 0.9710631
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9824146 0.9647800 0.9953129
nitrate + phosphate_star Atlantic (28.2, Inf] 0.8582547 0.7473928 0.9227895
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8681935 0.8280436 0.9097433
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.7961399 0.7615222 0.8378464
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6769624 0.5244186 0.7861398
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6301892 0.5716412 0.7117080
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3107839 0.1843237 0.4023601
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2077075 -0.2982294 -0.0892552
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4034706 -0.5602091 -0.2228449
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3482785 -0.5071449 -0.2075726
nitrate + phosphate_star Indo-Pacific (27.85,27.95] 0.0240904 -0.0139118 0.0728438
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3642296 0.2475439 0.4393567
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5086661 0.4833171 0.5270256
nitrate + phosphate_star Indo-Pacific (28.1, Inf] -0.1444240 -0.2072404 -0.0918458
nitrate + silicate Atlantic (-Inf,26] 0.5583772 0.4253384 0.6667275
nitrate + silicate Atlantic (26,26.5] 0.8548218 0.8099049 0.9158740
nitrate + silicate Atlantic (26.5,26.75] 0.9405503 0.8866931 0.9683076
nitrate + silicate Atlantic (26.75,27] 0.9356490 0.9131419 0.9610916
nitrate + silicate Atlantic (27,27.25] 0.9376657 0.9014875 0.9667248
nitrate + silicate Atlantic (27.25,27.5] 0.8719707 0.8036790 0.9193161
nitrate + silicate Atlantic (27.5,27.75] 0.8885858 0.8829907 0.8957568
nitrate + silicate Atlantic (27.75,27.85] 0.9460481 0.9356190 0.9599036
nitrate + silicate Atlantic (27.85,27.95] 0.9665964 0.9619763 0.9741124
nitrate + silicate Atlantic (27.95,28.05] 0.9773186 0.9704063 0.9837070
nitrate + silicate Atlantic (28.05,28.1] 0.9882041 0.9869732 0.9895030
nitrate + silicate Atlantic (28.1,28.15] 0.9922165 0.9917386 0.9925891
nitrate + silicate Atlantic (28.15,28.2] 0.9943895 0.9891381 0.9984633
nitrate + silicate Atlantic (28.2, Inf] 0.9687046 0.9514642 0.9860034
nitrate + silicate Indo-Pacific (-Inf,26] 0.8834126 0.8662804 0.8963950
nitrate + silicate Indo-Pacific (26,26.5] 0.8166117 0.7486984 0.8693971
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7841121 0.6549086 0.8568399
nitrate + silicate Indo-Pacific (26.75,27] 0.8446042 0.8108824 0.8617500
nitrate + silicate Indo-Pacific (27,27.25] 0.8916527 0.8695871 0.9199963
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8730299 0.8306960 0.9163692
nitrate + silicate Indo-Pacific (27.5,27.75] 0.8780416 0.8232262 0.9174718
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9399068 0.9066726 0.9568220
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9539975 0.9310273 0.9675348
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9487268 0.9344077 0.9657703
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9545834 0.9500757 0.9603821
nitrate + silicate Indo-Pacific (28.1, Inf] 0.7950272 0.7482298 0.8538106
phosphate + phosphate_star Atlantic (-Inf,26] 0.7993191 0.6499002 0.8784980
phosphate + phosphate_star Atlantic (26,26.5] 0.8936160 0.8396998 0.9549651
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8035957 0.7151354 0.8641636
phosphate + phosphate_star Atlantic (26.75,27] 0.6559483 0.5059077 0.7345014
phosphate + phosphate_star Atlantic (27,27.25] 0.7406245 0.5787979 0.8446811
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8268123 0.7895757 0.8484428
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9105990 0.9028668 0.9154050
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9098747 0.9005150 0.9204777
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8730270 0.8630977 0.8892520
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9388773 0.9080015 0.9711076
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9695044 0.9500360 0.9854330
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9777166 0.9672469 0.9847410
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9878101 0.9706612 0.9980688
phosphate + phosphate_star Atlantic (28.2, Inf] 0.8819797 0.7930890 0.9378959
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8749855 0.8346372 0.9031673
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8116138 0.7716729 0.8364614
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6966780 0.5424502 0.7969377
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6450577 0.5789344 0.7306113
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3067926 0.1535203 0.4074693
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2495620 -0.2976932 -0.2076972
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4511132 -0.5517979 -0.3524604
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3461496 -0.4689868 -0.2443727
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0571177 0.0276817 0.1111907
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4042931 0.2820130 0.4946037
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.5583923 0.5269749 0.5892975
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.0672399 -0.1184024 -0.0061667
sal + aou Atlantic (-Inf,26] -0.1395818 -0.4352518 0.3475099
sal + aou Atlantic (26,26.5] -0.2926932 -0.5873391 -0.0715260
sal + aou Atlantic (26.5,26.75] -0.2701967 -0.4740326 -0.0084286
sal + aou Atlantic (26.75,27] -0.1638610 -0.2533974 -0.0297872
sal + aou Atlantic (27,27.25] -0.2956123 -0.5196222 -0.0391764
sal + aou Atlantic (27.25,27.5] -0.2110530 -0.3449936 -0.1139652
sal + aou Atlantic (27.5,27.75] -0.4149323 -0.4594481 -0.3770121
sal + aou Atlantic (27.75,27.85] -0.3798196 -0.4219310 -0.3353702
sal + aou Atlantic (27.85,27.95] -0.2811352 -0.3475774 -0.2463159
sal + aou Atlantic (27.95,28.05] -0.4930130 -0.6027954 -0.2789791
sal + aou Atlantic (28.05,28.1] -0.7281166 -0.7848110 -0.6401063
sal + aou Atlantic (28.1,28.15] -0.8210464 -0.8597574 -0.7680963
sal + aou Atlantic (28.15,28.2] -0.9163029 -0.9890539 -0.8024962
sal + aou Atlantic (28.2, Inf] -0.4616038 -0.7245781 -0.1107016
sal + aou Indo-Pacific (-Inf,26] -0.1448661 -0.1973809 -0.0478160
sal + aou Indo-Pacific (26,26.5] -0.0750778 -0.2549326 0.1114873
sal + aou Indo-Pacific (26.5,26.75] -0.0788180 -0.3631734 0.2072655
sal + aou Indo-Pacific (26.75,27] -0.1550562 -0.3538375 0.0619772
sal + aou Indo-Pacific (27,27.25] -0.0158875 -0.1943036 0.3076229
sal + aou Indo-Pacific (27.25,27.5] 0.1689650 0.0323688 0.3976256
sal + aou Indo-Pacific (27.5,27.75] 0.0948021 -0.0817554 0.3694282
sal + aou Indo-Pacific (27.75,27.85] -0.1129701 -0.4061199 0.2577939
sal + aou Indo-Pacific (27.85,27.95] -0.2797817 -0.6460640 0.0742616
sal + aou Indo-Pacific (27.95,28.05] -0.2975352 -0.4073417 -0.1341086
sal + aou Indo-Pacific (28.05,28.1] -0.3108200 -0.4724000 -0.1784073
sal + aou Indo-Pacific (28.1, Inf] 0.4386334 0.3256727 0.5082976
sal + nitrate Atlantic (-Inf,26] -0.2714653 -0.5813324 0.0977689
sal + nitrate Atlantic (26,26.5] -0.5750143 -0.7945231 -0.4353414
sal + nitrate Atlantic (26.5,26.75] -0.5043908 -0.6476238 -0.2715959
sal + nitrate Atlantic (26.75,27] -0.4568901 -0.5612955 -0.2581075
sal + nitrate Atlantic (27,27.25] -0.6487982 -0.7874615 -0.4287232
sal + nitrate Atlantic (27.25,27.5] -0.7337320 -0.7709385 -0.6659228
sal + nitrate Atlantic (27.5,27.75] -0.7208172 -0.7655308 -0.6547772
sal + nitrate Atlantic (27.75,27.85] -0.5696856 -0.6449959 -0.4366678
sal + nitrate Atlantic (27.85,27.95] -0.4909134 -0.5776381 -0.4207062
sal + nitrate Atlantic (27.95,28.05] -0.6371437 -0.7751825 -0.4934068
sal + nitrate Atlantic (28.05,28.1] -0.8224555 -0.8292067 -0.8166186
sal + nitrate Atlantic (28.1,28.15] -0.8825501 -0.8990481 -0.8649341
sal + nitrate Atlantic (28.15,28.2] -0.9488782 -0.9846664 -0.9056668
sal + nitrate Atlantic (28.2, Inf] -0.8922905 -0.9390691 -0.8349300
sal + nitrate Indo-Pacific (-Inf,26] -0.3710622 -0.4076533 -0.3517451
sal + nitrate Indo-Pacific (26,26.5] -0.3684621 -0.5677764 -0.2148660
sal + nitrate Indo-Pacific (26.5,26.75] -0.3682214 -0.6373337 -0.1411259
sal + nitrate Indo-Pacific (26.75,27] -0.4075433 -0.5889006 -0.2250569
sal + nitrate Indo-Pacific (27,27.25] -0.2104762 -0.3299978 0.0177151
sal + nitrate Indo-Pacific (27.25,27.5] 0.0030065 -0.0265579 0.0515778
sal + nitrate Indo-Pacific (27.5,27.75] -0.0612889 -0.1061155 0.0190201
sal + nitrate Indo-Pacific (27.75,27.85] -0.2402686 -0.4221823 -0.0101806
sal + nitrate Indo-Pacific (27.85,27.95] -0.4027609 -0.6706065 -0.1436626
sal + nitrate Indo-Pacific (27.95,28.05] -0.4832556 -0.5466890 -0.3763935
sal + nitrate Indo-Pacific (28.05,28.1] -0.5357556 -0.6362825 -0.4409337
sal + nitrate Indo-Pacific (28.1, Inf] -0.0420385 -0.1190786 0.0550179
sal + phosphate Atlantic (-Inf,26] -0.6368279 -0.7613570 -0.4911998
sal + phosphate Atlantic (26,26.5] -0.7873855 -0.8488955 -0.7411238
sal + phosphate Atlantic (26.5,26.75] -0.6453121 -0.7717190 -0.4121211
sal + phosphate Atlantic (26.75,27] -0.5894070 -0.6842042 -0.4056417
sal + phosphate Atlantic (27,27.25] -0.7303188 -0.8412368 -0.5586510
sal + phosphate Atlantic (27.25,27.5] -0.7912961 -0.8246919 -0.7372091
sal + phosphate Atlantic (27.5,27.75] -0.7606497 -0.8089831 -0.6920929
sal + phosphate Atlantic (27.75,27.85] -0.6124863 -0.6894540 -0.4884422
sal + phosphate Atlantic (27.85,27.95] -0.5165965 -0.5917881 -0.4540800
sal + phosphate Atlantic (27.95,28.05] -0.6521328 -0.7850257 -0.5039163
sal + phosphate Atlantic (28.05,28.1] -0.8364132 -0.8375232 -0.8347087
sal + phosphate Atlantic (28.1,28.15] -0.8961557 -0.9117123 -0.8829821
sal + phosphate Atlantic (28.15,28.2] -0.9507223 -0.9866980 -0.9113157
sal + phosphate Atlantic (28.2, Inf] -0.8974025 -0.9406011 -0.8438446
sal + phosphate Indo-Pacific (-Inf,26] -0.2434866 -0.2936705 -0.1781328
sal + phosphate Indo-Pacific (26,26.5] -0.2910845 -0.4935129 -0.1172543
sal + phosphate Indo-Pacific (26.5,26.75] -0.3232855 -0.6009463 -0.0948717
sal + phosphate Indo-Pacific (26.75,27] -0.3978288 -0.6006374 -0.1826158
sal + phosphate Indo-Pacific (27,27.25] -0.1838408 -0.3397457 0.0998443
sal + phosphate Indo-Pacific (27.25,27.5] 0.0684363 -0.0089297 0.2110566
sal + phosphate Indo-Pacific (27.5,27.75] 0.0355970 -0.0620213 0.2263954
sal + phosphate Indo-Pacific (27.75,27.85] -0.1448382 -0.3776445 0.1784216
sal + phosphate Indo-Pacific (27.85,27.95] -0.3461878 -0.6573281 -0.0213068
sal + phosphate Indo-Pacific (27.95,28.05] -0.4598308 -0.5571732 -0.3113028
sal + phosphate Indo-Pacific (28.05,28.1] -0.5221632 -0.6421373 -0.4119467
sal + phosphate Indo-Pacific (28.1, Inf] -0.0622367 -0.1798367 0.0243235
sal + phosphate_star Atlantic (-Inf,26] -0.8252837 -0.8964955 -0.7116879
sal + phosphate_star Atlantic (26,26.5] -0.9526362 -0.9609309 -0.9376890
sal + phosphate_star Atlantic (26.5,26.75] -0.9379444 -0.9754285 -0.8633480
sal + phosphate_star Atlantic (26.75,27] -0.9718593 -0.9833955 -0.9561903
sal + phosphate_star Atlantic (27,27.25] -0.9808067 -0.9831251 -0.9773721
sal + phosphate_star Atlantic (27.25,27.5] -0.9693135 -0.9741464 -0.9607128
sal + phosphate_star Atlantic (27.5,27.75] -0.9168707 -0.9403398 -0.8838520
sal + phosphate_star Atlantic (27.75,27.85] -0.8315259 -0.8831440 -0.7347688
sal + phosphate_star Atlantic (27.85,27.95] -0.8122329 -0.8380982 -0.7751176
sal + phosphate_star Atlantic (27.95,28.05] -0.8136994 -0.9084944 -0.7662857
sal + phosphate_star Atlantic (28.05,28.1] -0.9091913 -0.9380998 -0.8895951
sal + phosphate_star Atlantic (28.1,28.15] -0.9456906 -0.9607307 -0.9277590
sal + phosphate_star Atlantic (28.15,28.2] -0.9682852 -0.9840051 -0.9534342
sal + phosphate_star Atlantic (28.2, Inf] -0.9666676 -0.9779269 -0.9502481
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5021435 -0.5198084 -0.4747300
sal + phosphate_star Indo-Pacific (26,26.5] -0.7121155 -0.8288497 -0.6200074
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8348775 -0.9145028 -0.7686433
sal + phosphate_star Indo-Pacific (26.75,27] -0.8846320 -0.9305408 -0.8295995
sal + phosphate_star Indo-Pacific (27,27.25] -0.8290029 -0.8456204 -0.8001488
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6232065 -0.8374474 -0.4262441
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4124396 -0.7680961 -0.0559605
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2739164 -0.6417530 0.2105844
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4421734 -0.5974752 -0.1424602
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7633564 -0.7999475 -0.7207725
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8445693 -0.8805123 -0.8006329
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.7783864 -0.8173862 -0.7010841
sal + silicate Atlantic (-Inf,26] -0.7098485 -0.7585795 -0.6732885
sal + silicate Atlantic (26,26.5] -0.7454540 -0.8567876 -0.6872842
sal + silicate Atlantic (26.5,26.75] -0.5695664 -0.7017144 -0.3326459
sal + silicate Atlantic (26.75,27] -0.4794652 -0.5847236 -0.2978933
sal + silicate Atlantic (27,27.25] -0.7036255 -0.7917208 -0.5794141
sal + silicate Atlantic (27.25,27.5] -0.7963722 -0.8193706 -0.7743254
sal + silicate Atlantic (27.5,27.75] -0.7348662 -0.7561399 -0.7093394
sal + silicate Atlantic (27.75,27.85] -0.6310897 -0.6763271 -0.5467947
sal + silicate Atlantic (27.85,27.95] -0.5953051 -0.6628683 -0.5342541
sal + silicate Atlantic (27.95,28.05] -0.6953197 -0.8081100 -0.5483705
sal + silicate Atlantic (28.05,28.1] -0.8504537 -0.8666080 -0.8240497
sal + silicate Atlantic (28.1,28.15] -0.9013208 -0.9202287 -0.8726142
sal + silicate Atlantic (28.15,28.2] -0.9360913 -0.9887896 -0.8630189
sal + silicate Atlantic (28.2, Inf] -0.8979930 -0.9465580 -0.8341987
sal + silicate Indo-Pacific (-Inf,26] -0.5256935 -0.5930528 -0.4397291
sal + silicate Indo-Pacific (26,26.5] -0.5350240 -0.6673910 -0.3912660
sal + silicate Indo-Pacific (26.5,26.75] -0.6452539 -0.8038440 -0.4800227
sal + silicate Indo-Pacific (26.75,27] -0.6297421 -0.7599370 -0.3956111
sal + silicate Indo-Pacific (27,27.25] -0.3732280 -0.5458757 -0.0878371
sal + silicate Indo-Pacific (27.25,27.5] -0.0976680 -0.2364402 0.0939096
sal + silicate Indo-Pacific (27.5,27.75] -0.0286503 -0.1106149 0.1006310
sal + silicate Indo-Pacific (27.75,27.85] -0.1664707 -0.3609791 0.1061407
sal + silicate Indo-Pacific (27.85,27.95] -0.3202588 -0.5925613 -0.0439319
sal + silicate Indo-Pacific (27.95,28.05] -0.3774688 -0.4497825 -0.2611419
sal + silicate Indo-Pacific (28.05,28.1] -0.4273041 -0.5332754 -0.3329767
sal + silicate Indo-Pacific (28.1, Inf] 0.0685857 -0.0337706 0.1445309
sal + temp Atlantic (-Inf,26] 0.9312692 0.8591490 0.9844820
sal + temp Atlantic (26,26.5] 0.9557031 0.9392321 0.9671752
sal + temp Atlantic (26.5,26.75] 0.9764431 0.9506495 0.9902593
sal + temp Atlantic (26.75,27] 0.9747505 0.9628134 0.9826701
sal + temp Atlantic (27,27.25] 0.9780917 0.9721562 0.9825497
sal + temp Atlantic (27.25,27.5] 0.9736698 0.9669992 0.9774400
sal + temp Atlantic (27.5,27.75] 0.9699880 0.9615261 0.9745018
sal + temp Atlantic (27.75,27.85] 0.9805274 0.9774862 0.9821321
sal + temp Atlantic (27.85,27.95] 0.9372467 0.9161248 0.9504281
sal + temp Atlantic (27.95,28.05] 0.8804810 0.8559057 0.9288303
sal + temp Atlantic (28.05,28.1] 0.9579212 0.9496403 0.9674263
sal + temp Atlantic (28.1,28.15] 0.9393028 0.9049582 0.9640724
sal + temp Atlantic (28.15,28.2] 0.8953775 0.8841824 0.9131500
sal + temp Atlantic (28.2, Inf] 0.4517624 0.1544147 0.9133460
sal + temp Indo-Pacific (-Inf,26] 0.7510459 0.7154297 0.8131947
sal + temp Indo-Pacific (26,26.5] 0.9251648 0.8851100 0.9465093
sal + temp Indo-Pacific (26.5,26.75] 0.9767199 0.9684411 0.9827271
sal + temp Indo-Pacific (26.75,27] 0.9752483 0.9707009 0.9788772
sal + temp Indo-Pacific (27,27.25] 0.9463039 0.9302382 0.9642406
sal + temp Indo-Pacific (27.25,27.5] 0.8732580 0.8182875 0.9488145
sal + temp Indo-Pacific (27.5,27.75] 0.7011427 0.5060710 0.9063184
sal + temp Indo-Pacific (27.75,27.85] 0.8057496 0.6489004 0.9298667
sal + temp Indo-Pacific (27.85,27.95] 0.7116436 0.4864068 0.8660414
sal + temp Indo-Pacific (27.95,28.05] 0.7345314 0.6500048 0.8156726
sal + temp Indo-Pacific (28.05,28.1] 0.7255577 0.6318139 0.7911847
sal + temp Indo-Pacific (28.1, Inf] 0.6736248 0.6235112 0.7245367
silicate + phosphate Atlantic (-Inf,26] 0.6990329 0.6616739 0.7452019
silicate + phosphate Atlantic (26,26.5] 0.9083166 0.8895051 0.9290438
silicate + phosphate Atlantic (26.5,26.75] 0.9451283 0.8981524 0.9695066
silicate + phosphate Atlantic (26.75,27] 0.9426098 0.9174015 0.9601724
silicate + phosphate Atlantic (27,27.25] 0.9528086 0.9374706 0.9682845
silicate + phosphate Atlantic (27.25,27.5] 0.9018068 0.8564823 0.9341275
silicate + phosphate Atlantic (27.5,27.75] 0.9024680 0.8998228 0.9077532
silicate + phosphate Atlantic (27.75,27.85] 0.9513771 0.9396950 0.9617133
silicate + phosphate Atlantic (27.85,27.95] 0.9686295 0.9643308 0.9735547
silicate + phosphate Atlantic (27.95,28.05] 0.9778807 0.9753404 0.9825608
silicate + phosphate Atlantic (28.05,28.1] 0.9878976 0.9854548 0.9906375
silicate + phosphate Atlantic (28.1,28.15] 0.9935163 0.9920111 0.9944634
silicate + phosphate Atlantic (28.15,28.2] 0.9935132 0.9871774 0.9984270
silicate + phosphate Atlantic (28.2, Inf] 0.9703636 0.9551086 0.9881547
silicate + phosphate Indo-Pacific (-Inf,26] 0.8026247 0.7571568 0.8261950
silicate + phosphate Indo-Pacific (26,26.5] 0.7598368 0.6712196 0.8331521
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7546225 0.6180273 0.8322494
silicate + phosphate Indo-Pacific (26.75,27] 0.8495773 0.8117777 0.8693742
silicate + phosphate Indo-Pacific (27,27.25] 0.9009637 0.8862724 0.9284928
silicate + phosphate Indo-Pacific (27.25,27.5] 0.8835270 0.8567854 0.9230884
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8814377 0.8382514 0.9217037
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9462593 0.9234459 0.9608897
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9612727 0.9450190 0.9699189
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9576281 0.9471467 0.9629667
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9550754 0.9483802 0.9612597
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7735079 0.7084684 0.8256364
silicate + phosphate_star Atlantic (-Inf,26] 0.6530308 0.5888211 0.7169609
silicate + phosphate_star Atlantic (26,26.5] 0.8276468 0.7735102 0.9293396
silicate + phosphate_star Atlantic (26.5,26.75] 0.7377131 0.6667326 0.8007092
silicate + phosphate_star Atlantic (26.75,27] 0.5564443 0.4174890 0.6470809
silicate + phosphate_star Atlantic (27,27.25] 0.7198936 0.6161854 0.7966969
silicate + phosphate_star Atlantic (27.25,27.5] 0.8593510 0.8418848 0.8716367
silicate + phosphate_star Atlantic (27.5,27.75] 0.9077122 0.8983954 0.9222519
silicate + phosphate_star Atlantic (27.75,27.85] 0.9163105 0.9079449 0.9285485
silicate + phosphate_star Atlantic (27.85,27.95] 0.8943361 0.8830955 0.9112115
silicate + phosphate_star Atlantic (27.95,28.05] 0.9266745 0.8910196 0.9627388
silicate + phosphate_star Atlantic (28.05,28.1] 0.9525964 0.9213285 0.9765725
silicate + phosphate_star Atlantic (28.1,28.15] 0.9680495 0.9446073 0.9849630
silicate + phosphate_star Atlantic (28.15,28.2] 0.9722759 0.9340038 0.9960531
silicate + phosphate_star Atlantic (28.2, Inf] 0.8759059 0.8461480 0.9290460
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7771827 0.7400766 0.8415703
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7703253 0.7505913 0.7879924
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7842792 0.7392255 0.8391346
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7210738 0.6549121 0.7637555
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3367404 0.2040351 0.4402837
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2870987 -0.3400084 -0.2415259
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5193327 -0.6550542 -0.3786247
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4484292 -0.6018693 -0.3393054
silicate + phosphate_star Indo-Pacific (27.85,27.95] 0.0043438 -0.0135602 0.0394554
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3396995 0.2403974 0.4016246
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4508685 0.4441751 0.4573234
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.1375593 -0.1843088 -0.0799085
temp + aou Atlantic (-Inf,26] -0.1658977 -0.4699105 0.3147263
temp + aou Atlantic (26,26.5] -0.3402768 -0.6852733 -0.1044957
temp + aou Atlantic (26.5,26.75] -0.3211863 -0.4894569 -0.1341365
temp + aou Atlantic (26.75,27] -0.1582639 -0.2385587 -0.0485845
temp + aou Atlantic (27,27.25] -0.2382278 -0.4491357 0.0021706
temp + aou Atlantic (27.25,27.5] -0.1753409 -0.3168382 -0.0826683
temp + aou Atlantic (27.5,27.75] -0.3904322 -0.4552769 -0.3454459
temp + aou Atlantic (27.75,27.85] -0.3738399 -0.4207553 -0.3135530
temp + aou Atlantic (27.85,27.95] -0.2324709 -0.3411036 -0.1601865
temp + aou Atlantic (27.95,28.05] -0.4786264 -0.5221462 -0.3987460
temp + aou Atlantic (28.05,28.1] -0.5995896 -0.6739178 -0.4961808
temp + aou Atlantic (28.1,28.15] -0.6230097 -0.6932544 -0.5610319
temp + aou Atlantic (28.15,28.2] -0.7068338 -0.8604840 -0.5047247
temp + aou Atlantic (28.2, Inf] 0.3539669 0.2049263 0.4611460
temp + aou Indo-Pacific (-Inf,26] -0.3117061 -0.4353633 -0.2293749
temp + aou Indo-Pacific (26,26.5] -0.1613111 -0.3136738 -0.0467108
temp + aou Indo-Pacific (26.5,26.75] -0.0661566 -0.3336479 0.1964125
temp + aou Indo-Pacific (26.75,27] -0.1668209 -0.3472220 0.0142049
temp + aou Indo-Pacific (27,27.25] -0.0873512 -0.2852798 0.2258042
temp + aou Indo-Pacific (27.25,27.5] 0.1399459 0.0191043 0.3793918
temp + aou Indo-Pacific (27.5,27.75] 0.1610265 0.0183322 0.4073842
temp + aou Indo-Pacific (27.75,27.85] 0.0514273 -0.1930233 0.3525912
temp + aou Indo-Pacific (27.85,27.95] 0.0258321 -0.2131161 0.2523143
temp + aou Indo-Pacific (27.95,28.05] 0.1596313 0.1157709 0.1951053
temp + aou Indo-Pacific (28.05,28.1] 0.2926937 0.2574486 0.3168811
temp + aou Indo-Pacific (28.1, Inf] 0.8685431 0.8617516 0.8755701
temp + nitrate Atlantic (-Inf,26] -0.2532869 -0.5748390 0.0859760
temp + nitrate Atlantic (26,26.5] -0.6365590 -0.8667514 -0.4997879
temp + nitrate Atlantic (26.5,26.75] -0.5647559 -0.6680358 -0.4174992
temp + nitrate Atlantic (26.75,27] -0.4625713 -0.5493757 -0.2914892
temp + nitrate Atlantic (27,27.25] -0.6093161 -0.7405598 -0.3976460
temp + nitrate Atlantic (27.25,27.5] -0.7101999 -0.7514301 -0.6438655
temp + nitrate Atlantic (27.5,27.75] -0.7002250 -0.7602049 -0.6147804
temp + nitrate Atlantic (27.75,27.85] -0.5767317 -0.6564199 -0.4309340
temp + nitrate Atlantic (27.85,27.95] -0.4430710 -0.5758956 -0.3568298
temp + nitrate Atlantic (27.95,28.05] -0.5946419 -0.7000109 -0.5377696
temp + nitrate Atlantic (28.05,28.1] -0.7094163 -0.7156726 -0.7033879
temp + nitrate Atlantic (28.1,28.15] -0.7050204 -0.7601392 -0.6042425
temp + nitrate Atlantic (28.15,28.2] -0.7482154 -0.8428796 -0.6509829
temp + nitrate Atlantic (28.2, Inf] -0.1430585 -0.5926673 0.1238379
temp + nitrate Indo-Pacific (-Inf,26] -0.5492941 -0.6917996 -0.4030130
temp + nitrate Indo-Pacific (26,26.5] -0.4622947 -0.6300051 -0.3652152
temp + nitrate Indo-Pacific (26.5,26.75] -0.3681202 -0.6218713 -0.1669951
temp + nitrate Indo-Pacific (26.75,27] -0.4359641 -0.6005069 -0.2813669
temp + nitrate Indo-Pacific (27,27.25] -0.3074072 -0.4395519 -0.0810175
temp + nitrate Indo-Pacific (27.25,27.5] -0.0631028 -0.1243202 0.0177183
temp + nitrate Indo-Pacific (27.5,27.75] -0.0026389 -0.0526876 0.0663372
temp + nitrate Indo-Pacific (27.75,27.85] -0.0701565 -0.2105819 0.0987593
temp + nitrate Indo-Pacific (27.85,27.95] -0.0920571 -0.2431718 0.0507382
temp + nitrate Indo-Pacific (27.95,28.05] -0.0353645 -0.0666850 0.0071601
temp + nitrate Indo-Pacific (28.05,28.1] 0.0616805 0.0533635 0.0757323
temp + nitrate Indo-Pacific (28.1, Inf] 0.4407497 0.3637847 0.5408081
temp + phosphate Atlantic (-Inf,26] -0.5706017 -0.6413374 -0.4577702
temp + phosphate Atlantic (26,26.5] -0.7918229 -0.8677698 -0.7531989
temp + phosphate Atlantic (26.5,26.75] -0.6905512 -0.7811880 -0.5331652
temp + phosphate Atlantic (26.75,27] -0.5849444 -0.6667272 -0.4237815
temp + phosphate Atlantic (27,27.25] -0.6898770 -0.7943275 -0.5253549
temp + phosphate Atlantic (27.25,27.5] -0.7726014 -0.8079361 -0.7229560
temp + phosphate Atlantic (27.5,27.75] -0.7411065 -0.8039158 -0.6542165
temp + phosphate Atlantic (27.75,27.85] -0.6179936 -0.6991314 -0.4813111
temp + phosphate Atlantic (27.85,27.95] -0.4691152 -0.5878561 -0.3927944
temp + phosphate Atlantic (27.95,28.05] -0.6125030 -0.7116721 -0.5498877
temp + phosphate Atlantic (28.05,28.1] -0.7252795 -0.7335918 -0.7183891
temp + phosphate Atlantic (28.1,28.15] -0.7248158 -0.7744338 -0.6316600
temp + phosphate Atlantic (28.15,28.2] -0.7517461 -0.8486275 -0.6616162
temp + phosphate Atlantic (28.2, Inf] -0.1607821 -0.6250875 0.1145668
temp + phosphate Indo-Pacific (-Inf,26] -0.4639995 -0.6086934 -0.3348395
temp + phosphate Indo-Pacific (26,26.5] -0.3929164 -0.5622370 -0.3031060
temp + phosphate Indo-Pacific (26.5,26.75] -0.3236520 -0.5849964 -0.1204668
temp + phosphate Indo-Pacific (26.75,27] -0.4250331 -0.6066908 -0.2461283
temp + phosphate Indo-Pacific (27,27.25] -0.2761663 -0.4188873 -0.0074950
temp + phosphate Indo-Pacific (27.25,27.5] 0.0056249 -0.0998363 0.1685955
temp + phosphate Indo-Pacific (27.5,27.75] 0.0954964 -0.0016082 0.2586122
temp + phosphate Indo-Pacific (27.75,27.85] 0.0173459 -0.1580430 0.2608118
temp + phosphate Indo-Pacific (27.85,27.95] -0.0466280 -0.2267189 0.1423641
temp + phosphate Indo-Pacific (27.95,28.05] -0.0180673 -0.0518728 -0.0011251
temp + phosphate Indo-Pacific (28.05,28.1] 0.0660559 0.0543765 0.0799837
temp + phosphate Indo-Pacific (28.1, Inf] 0.4208412 0.3232261 0.4864428
temp + phosphate_star Atlantic (-Inf,26] -0.7498321 -0.8268174 -0.6468132
temp + phosphate_star Atlantic (26,26.5] -0.9435245 -0.9633377 -0.9280986
temp + phosphate_star Atlantic (26.5,26.75] -0.9596617 -0.9781209 -0.9257287
temp + phosphate_star Atlantic (26.75,27] -0.9752351 -0.9825507 -0.9681010
temp + phosphate_star Atlantic (27,27.25] -0.9818138 -0.9834361 -0.9808420
temp + phosphate_star Atlantic (27.25,27.5] -0.9768180 -0.9789647 -0.9736738
temp + phosphate_star Atlantic (27.5,27.75] -0.9132186 -0.9427628 -0.8662156
temp + phosphate_star Atlantic (27.75,27.85] -0.8497853 -0.9023422 -0.7488691
temp + phosphate_star Atlantic (27.85,27.95] -0.7899225 -0.8479550 -0.7342260
temp + phosphate_star Atlantic (27.95,28.05] -0.7708150 -0.8711197 -0.6977461
temp + phosphate_star Atlantic (28.05,28.1] -0.8316140 -0.8870918 -0.7953406
temp + phosphate_star Atlantic (28.1,28.15] -0.8174051 -0.8867992 -0.7216991
temp + phosphate_star Atlantic (28.15,28.2] -0.7988622 -0.8490850 -0.7586960
temp + phosphate_star Atlantic (28.2, Inf] -0.4694382 -0.9201534 -0.1709218
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7555332 -0.8502485 -0.6246001
temp + phosphate_star Indo-Pacific (26,26.5] -0.8168442 -0.8973982 -0.7487781
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8607527 -0.9278087 -0.7882560
temp + phosphate_star Indo-Pacific (26.75,27] -0.9306605 -0.9582427 -0.8943917
temp + phosphate_star Indo-Pacific (27,27.25] -0.9156628 -0.9276212 -0.8970182
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7605643 -0.9045103 -0.6348043
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5675322 -0.8314989 -0.3068590
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.4087056 -0.7270482 0.0265487
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.5756652 -0.6960720 -0.3626224
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7517369 -0.8240377 -0.6913965
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6510750 -0.6588407 -0.6387051
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.8985349 -0.9150904 -0.8788281
temp + silicate Atlantic (-Inf,26] -0.6253060 -0.6778976 -0.5464948
temp + silicate Atlantic (26,26.5] -0.7369380 -0.8493912 -0.6635388
temp + silicate Atlantic (26.5,26.75] -0.6263448 -0.7159446 -0.4670495
temp + silicate Atlantic (26.75,27] -0.4965564 -0.5897178 -0.3415681
temp + silicate Atlantic (27,27.25] -0.6857441 -0.7618796 -0.5812627
temp + silicate Atlantic (27.25,27.5] -0.8393451 -0.8447187 -0.8293747
temp + silicate Atlantic (27.5,27.75] -0.7714409 -0.8020698 -0.7327896
temp + silicate Atlantic (27.75,27.85] -0.6636975 -0.7154861 -0.5703230
temp + silicate Atlantic (27.85,27.95] -0.5729618 -0.6763860 -0.5036138
temp + silicate Atlantic (27.95,28.05] -0.6963764 -0.7578613 -0.6421546
temp + silicate Atlantic (28.05,28.1] -0.7492831 -0.7681840 -0.7167947
temp + silicate Atlantic (28.1,28.15] -0.7347910 -0.7800875 -0.6774468
temp + silicate Atlantic (28.15,28.2] -0.7301522 -0.8535143 -0.5851757
temp + silicate Atlantic (28.2, Inf] -0.1759823 -0.7301356 0.1016372
temp + silicate Indo-Pacific (-Inf,26] -0.5912942 -0.7304171 -0.4221271
temp + silicate Indo-Pacific (26,26.5] -0.5943526 -0.7051847 -0.4272152
temp + silicate Indo-Pacific (26.5,26.75] -0.6453821 -0.7977304 -0.4817988
temp + silicate Indo-Pacific (26.75,27] -0.6411066 -0.7519075 -0.4503572
temp + silicate Indo-Pacific (27,27.25] -0.4410867 -0.6220198 -0.1822370
temp + silicate Indo-Pacific (27.25,27.5] -0.1799803 -0.3148389 0.0269101
temp + silicate Indo-Pacific (27.5,27.75] -0.1219776 -0.2450766 0.0429820
temp + silicate Indo-Pacific (27.75,27.85] -0.0762180 -0.2549297 0.1539294
temp + silicate Indo-Pacific (27.85,27.95] -0.1195901 -0.3070204 0.0574694
temp + silicate Indo-Pacific (27.95,28.05] -0.0436140 -0.0758603 -0.0265084
temp + silicate Indo-Pacific (28.05,28.1] 0.1432256 0.1391464 0.1490367
temp + silicate Indo-Pacific (28.1, Inf] 0.3770211 0.3626336 0.3884800 
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
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] 0.4456318 0.1430413 0.6534771
aou Atlantic (26,26.5] -0.1123944 -0.4274059 0.1587254
aou Atlantic (26.5,26.75] -0.3027761 -0.3704019 -0.2490629
aou Atlantic (26.75,27] -0.2452761 -0.3504314 -0.1435315
aou Atlantic (27,27.25] -0.4596338 -0.5931462 -0.2623885
aou Atlantic (27.25,27.5] -0.4476474 -0.5076960 -0.3910467
aou Atlantic (27.5,27.75] -0.7794138 -0.8556798 -0.7370277
aou Atlantic (27.75,27.85] -0.9002257 -0.9346482 -0.8795737
aou Atlantic (27.85,27.95] -0.9201543 -0.9497060 -0.8985922
aou Atlantic (27.95,28.05] -0.8860019 -0.9023210 -0.8762173
aou Atlantic (28.05,28.1] -0.8652572 -0.8919272 -0.8505574
aou Atlantic (28.1,28.15] -0.9049049 -0.9215223 -0.8959982
aou Atlantic (28.15,28.2] -0.9429156 -0.9742581 -0.9267008
aou Atlantic (28.2, Inf] -0.5594449 -0.8072350 -0.1766027
aou Indo-Pacific (-Inf,26] -0.1949633 -0.4526910 -0.0297749
aou Indo-Pacific (26,26.5] -0.7411261 -0.7564855 -0.7165005
aou Indo-Pacific (26.5,26.75] -0.7362747 -0.7556723 -0.7091765
aou Indo-Pacific (26.75,27] -0.7069182 -0.8000239 -0.6187393
aou Indo-Pacific (27,27.25] 0.0037285 -0.0635917 0.1025204
aou Indo-Pacific (27.25,27.5] 0.5424776 0.4560282 0.6330463
aou Indo-Pacific (27.5,27.75] 0.6785809 0.5539370 0.7575846
aou Indo-Pacific (27.75,27.85] 0.7370083 0.5918731 0.8166080
aou Indo-Pacific (27.85,27.95] 0.6825858 0.5186783 0.7884078
aou Indo-Pacific (27.95,28.05] 0.4713351 0.3099442 0.6290748
aou Indo-Pacific (28.05,28.1] 0.2400036 0.1739517 0.3588303
aou Indo-Pacific (28.1, Inf] 0.3371619 0.1615589 0.6263979
nitrate Atlantic (-Inf,26] 0.1975030 -0.1097374 0.3918843
nitrate Atlantic (26,26.5] -0.4189767 -0.6473823 -0.2458667
nitrate Atlantic (26.5,26.75] -0.5333724 -0.5390989 -0.5293062
nitrate Atlantic (26.75,27] -0.5161483 -0.6616250 -0.3594466
nitrate Atlantic (27,27.25] -0.7624595 -0.8515087 -0.6127811
nitrate Atlantic (27.25,27.5] -0.8835934 -0.9181657 -0.8546524
nitrate Atlantic (27.5,27.75] -0.9651143 -0.9773188 -0.9482900
nitrate Atlantic (27.75,27.85] -0.9592788 -0.9629771 -0.9540942
nitrate Atlantic (27.85,27.95] -0.9320533 -0.9446868 -0.9160512
nitrate Atlantic (27.95,28.05] -0.9081632 -0.9238405 -0.8914428
nitrate Atlantic (28.05,28.1] -0.8947808 -0.9127615 -0.8747490
nitrate Atlantic (28.1,28.15] -0.9291811 -0.9414689 -0.9183361
nitrate Atlantic (28.15,28.2] -0.9675644 -0.9834867 -0.9424708
nitrate Atlantic (28.2, Inf] -0.8902721 -0.9572020 -0.7639716
nitrate Indo-Pacific (-Inf,26] -0.2246204 -0.4807849 -0.0723682
nitrate Indo-Pacific (26,26.5] -0.8180100 -0.8353574 -0.7843286
nitrate Indo-Pacific (26.5,26.75] -0.8401699 -0.8685746 -0.8250570
nitrate Indo-Pacific (26.75,27] -0.8143827 -0.8665757 -0.7368462
nitrate Indo-Pacific (27,27.25] -0.0689158 -0.1242627 -0.0045516
nitrate Indo-Pacific (27.25,27.5] 0.4654134 0.3568240 0.5654485
nitrate Indo-Pacific (27.5,27.75] 0.6234168 0.5263163 0.6859293
nitrate Indo-Pacific (27.75,27.85] 0.7138733 0.6066347 0.7786065
nitrate Indo-Pacific (27.85,27.95] 0.6480514 0.5120214 0.7512211
nitrate Indo-Pacific (27.95,28.05] 0.4066444 0.2518971 0.5900425
nitrate Indo-Pacific (28.05,28.1] 0.1578084 0.0667480 0.3253514
nitrate Indo-Pacific (28.1, Inf] 0.1303010 -0.0204373 0.4116591
phosphate Atlantic (-Inf,26] -0.1814947 -0.5366794 0.0563661
phosphate Atlantic (26,26.5] -0.6103590 -0.7189747 -0.4747950
phosphate Atlantic (26.5,26.75] -0.6535215 -0.6698251 -0.6358490
phosphate Atlantic (26.75,27] -0.6404996 -0.7617356 -0.5027687
phosphate Atlantic (27,27.25] -0.8368144 -0.9003997 -0.7288562
phosphate Atlantic (27.25,27.5] -0.9270721 -0.9495260 -0.9114459
phosphate Atlantic (27.5,27.75] -0.9809794 -0.9873202 -0.9719646
phosphate Atlantic (27.75,27.85] -0.9718664 -0.9772240 -0.9661965
phosphate Atlantic (27.85,27.95] -0.9483040 -0.9534301 -0.9417579
phosphate Atlantic (27.95,28.05] -0.9239840 -0.9399708 -0.9130331
phosphate Atlantic (28.05,28.1] -0.9088497 -0.9267746 -0.8994785
phosphate Atlantic (28.1,28.15] -0.9356912 -0.9464287 -0.9282368
phosphate Atlantic (28.15,28.2] -0.9729459 -0.9846602 -0.9534800
phosphate Atlantic (28.2, Inf] -0.9184138 -0.9657719 -0.8252140
phosphate Indo-Pacific (-Inf,26] -0.2163093 -0.4867327 -0.0511489
phosphate Indo-Pacific (26,26.5] -0.8452911 -0.8616316 -0.8265524
phosphate Indo-Pacific (26.5,26.75] -0.8682397 -0.8874020 -0.8577682
phosphate Indo-Pacific (26.75,27] -0.8276343 -0.8816474 -0.7502699
phosphate Indo-Pacific (27,27.25] -0.0873461 -0.1379867 -0.0153352
phosphate Indo-Pacific (27.25,27.5] 0.4519883 0.3466098 0.5595259
phosphate Indo-Pacific (27.5,27.75] 0.5829824 0.4548347 0.6721065
phosphate Indo-Pacific (27.75,27.85] 0.6522375 0.4891018 0.7405091
phosphate Indo-Pacific (27.85,27.95] 0.5867362 0.3904823 0.7219242
phosphate Indo-Pacific (27.95,28.05] 0.3366123 0.1320891 0.5510071
phosphate Indo-Pacific (28.05,28.1] 0.0732174 -0.0425731 0.2618122
phosphate Indo-Pacific (28.1, Inf] -0.0089218 -0.2144989 0.3189911
phosphate_star Atlantic (-Inf,26] -0.4950562 -0.6940746 -0.2398918
phosphate_star Atlantic (26,26.5] -0.7806603 -0.8475639 -0.7329404
phosphate_star Atlantic (26.5,26.75] -0.8703318 -0.9151385 -0.8119061
phosphate_star Atlantic (26.75,27] -0.9298296 -0.9301926 -0.9292142
phosphate_star Atlantic (27,27.25] -0.9530071 -0.9624127 -0.9472483
phosphate_star Atlantic (27.25,27.5] -0.9566853 -0.9675877 -0.9496217
phosphate_star Atlantic (27.5,27.75] -0.9369780 -0.9560760 -0.9179609
phosphate_star Atlantic (27.75,27.85] -0.8898374 -0.9135769 -0.8641904
phosphate_star Atlantic (27.85,27.95] -0.7877437 -0.8195422 -0.7472582
phosphate_star Atlantic (27.95,28.05] -0.8504243 -0.8820831 -0.8078308
phosphate_star Atlantic (28.05,28.1] -0.8769662 -0.8841986 -0.8638771
phosphate_star Atlantic (28.1,28.15] -0.9111556 -0.9203683 -0.8928388
phosphate_star Atlantic (28.15,28.2] -0.9693013 -0.9842960 -0.9551181
phosphate_star Atlantic (28.2, Inf] -0.9114306 -0.9540095 -0.8448763
phosphate_star Indo-Pacific (-Inf,26] -0.0996121 -0.3565901 0.0370803
phosphate_star Indo-Pacific (26,26.5] -0.8085480 -0.8510348 -0.7676065
phosphate_star Indo-Pacific (26.5,26.75] -0.8027121 -0.8875562 -0.6904539
phosphate_star Indo-Pacific (26.75,27] -0.7112756 -0.8193597 -0.6294461
phosphate_star Indo-Pacific (27,27.25] -0.2103299 -0.3282752 -0.0356435
phosphate_star Indo-Pacific (27.25,27.5] -0.3281584 -0.3527951 -0.3073015
phosphate_star Indo-Pacific (27.5,27.75] -0.5057562 -0.6526129 -0.2972055
phosphate_star Indo-Pacific (27.75,27.85] -0.5413501 -0.7463689 -0.3214884
phosphate_star Indo-Pacific (27.85,27.95] -0.3380739 -0.3657140 -0.2842721
phosphate_star Indo-Pacific (27.95,28.05] -0.2644038 -0.3231158 -0.1548189
phosphate_star Indo-Pacific (28.05,28.1] -0.3384966 -0.4568617 -0.1639326
phosphate_star Indo-Pacific (28.1, Inf] -0.5059219 -0.6605364 -0.3838111
sal Atlantic (-Inf,26] 0.2494127 0.1394940 0.3617223
sal Atlantic (26,26.5] 0.7056835 0.6328291 0.8301462
sal Atlantic (26.5,26.75] 0.7932542 0.7473884 0.8714880
sal Atlantic (26.75,27] 0.8830784 0.8589013 0.9012695
sal Atlantic (27,27.25] 0.9301431 0.9246446 0.9390472
sal Atlantic (27.25,27.5] 0.9172495 0.8975355 0.9357714
sal Atlantic (27.5,27.75] 0.7944375 0.7057135 0.8625218
sal Atlantic (27.75,27.85] 0.6028859 0.4515005 0.6999185
sal Atlantic (27.85,27.95] 0.3779771 0.2804322 0.4641644
sal Atlantic (27.95,28.05] 0.4632728 0.3045068 0.6508921
sal Atlantic (28.05,28.1] 0.6439117 0.5876054 0.7014531
sal Atlantic (28.1,28.15] 0.7583630 0.6978968 0.7989234
sal Atlantic (28.15,28.2] 0.8971426 0.8472935 0.9476362
sal Atlantic (28.2, Inf] 0.8676543 0.7729864 0.9209801
sal Indo-Pacific (-Inf,26] 0.0245091 0.0143791 0.0425174
sal Indo-Pacific (26,26.5] 0.4283599 0.3133907 0.6381928
sal Indo-Pacific (26.5,26.75] 0.4866778 0.3069738 0.7303737
sal Indo-Pacific (26.75,27] 0.4391382 0.3218661 0.6499104
sal Indo-Pacific (27,27.25] -0.2198306 -0.4662526 -0.0901431
sal Indo-Pacific (27.25,27.5] -0.3100276 -0.5494315 -0.0538117
sal Indo-Pacific (27.5,27.75] -0.2561347 -0.3881895 -0.1482523
sal Indo-Pacific (27.75,27.85] -0.3812225 -0.5417280 -0.2679380
sal Indo-Pacific (27.85,27.95] -0.3617053 -0.5570327 -0.2491083
sal Indo-Pacific (27.95,28.05] -0.1063271 -0.1923324 -0.0156243
sal Indo-Pacific (28.05,28.1] 0.0405560 -0.1064232 0.1412736
sal Indo-Pacific (28.1, Inf] 0.2779252 0.2344908 0.3315615
silicate Atlantic (-Inf,26] -0.1783517 -0.4585950 -0.0223124
silicate Atlantic (26,26.5] -0.5809893 -0.7297477 -0.4425548
silicate Atlantic (26.5,26.75] -0.5875082 -0.6120553 -0.5584690
silicate Atlantic (26.75,27] -0.5514758 -0.6542020 -0.4373708
silicate Atlantic (27,27.25] -0.8155229 -0.8500903 -0.7632375
silicate Atlantic (27.25,27.5] -0.8939892 -0.9095828 -0.8749068
silicate Atlantic (27.5,27.75] -0.8877929 -0.8954368 -0.8823542
silicate Atlantic (27.75,27.85] -0.8911042 -0.9092176 -0.8804799
silicate Atlantic (27.85,27.95] -0.8719721 -0.8866927 -0.8563264
silicate Atlantic (27.95,28.05] -0.8604981 -0.8905001 -0.8415395
silicate Atlantic (28.05,28.1] -0.8681964 -0.8884607 -0.8545512
silicate Atlantic (28.1,28.15] -0.9145234 -0.9262733 -0.9037466
silicate Atlantic (28.15,28.2] -0.9602873 -0.9807500 -0.9398965
silicate Atlantic (28.2, Inf] -0.8914890 -0.9432077 -0.8095535
silicate Indo-Pacific (-Inf,26] -0.2424200 -0.4756501 -0.1180831
silicate Indo-Pacific (26,26.5] -0.7322826 -0.7529583 -0.7051493
silicate Indo-Pacific (26.5,26.75] -0.7206570 -0.7688224 -0.6270828
silicate Indo-Pacific (26.75,27] -0.6332144 -0.6787029 -0.6044844
silicate Indo-Pacific (27,27.25] 0.2228807 0.1519767 0.2734912
silicate Indo-Pacific (27.25,27.5] 0.7469980 0.6672589 0.7884057
silicate Indo-Pacific (27.5,27.75] 0.8242572 0.7516861 0.8656075
silicate Indo-Pacific (27.75,27.85] 0.7795881 0.6655288 0.8478506
silicate Indo-Pacific (27.85,27.95] 0.6763221 0.5194782 0.7832697
silicate Indo-Pacific (27.95,28.05] 0.4387433 0.2687739 0.6153938
silicate Indo-Pacific (28.05,28.1] 0.1731804 0.0971692 0.3032308
silicate Indo-Pacific (28.1, Inf] 0.0253661 -0.0905075 0.2362876
temp Atlantic (-Inf,26] 0.0771627 -0.1455071 0.2362364
temp Atlantic (26,26.5] 0.6567757 0.5424450 0.7816700
temp Atlantic (26.5,26.75] 0.7880749 0.7199737 0.8475290
temp Atlantic (26.75,27] 0.8598571 0.8462870 0.8740883
temp Atlantic (27,27.25] 0.9046516 0.8945632 0.9114414
temp Atlantic (27.25,27.5] 0.9024870 0.8917192 0.9189980
temp Atlantic (27.5,27.75] 0.7651714 0.6615809 0.8444181
temp Atlantic (27.75,27.85] 0.6007991 0.4344535 0.7041064
temp Atlantic (27.85,27.95] 0.3506219 0.2404714 0.4822907
temp Atlantic (27.95,28.05] 0.4488004 0.3650492 0.6121981
temp Atlantic (28.05,28.1] 0.5226017 0.4415678 0.6124666
temp Atlantic (28.1,28.15] 0.5479571 0.3711416 0.6634426
temp Atlantic (28.15,28.2] 0.6574795 0.5723352 0.7581155
temp Atlantic (28.2, Inf] 0.2211709 -0.1179374 0.6744391
temp Indo-Pacific (-Inf,26] -0.2716545 -0.3630394 -0.1967386
temp Indo-Pacific (26,26.5] 0.4507869 0.3066611 0.6280981
temp Indo-Pacific (26.5,26.75] 0.4797489 0.3148882 0.7122339
temp Indo-Pacific (26.75,27] 0.4843402 0.3818100 0.6716835
temp Indo-Pacific (27,27.25] -0.0979960 -0.3291049 0.0306686
temp Indo-Pacific (27.25,27.5] -0.2772493 -0.4811608 -0.0475876
temp Indo-Pacific (27.5,27.75] -0.3088127 -0.4470639 -0.1957654
temp Indo-Pacific (27.75,27.85] -0.3222991 -0.4838199 -0.2308846
temp Indo-Pacific (27.85,27.95] -0.2561536 -0.4017644 -0.1452598
temp Indo-Pacific (27.95,28.05] 0.0176314 -0.0368718 0.0461778
temp Indo-Pacific (28.05,28.1] 0.1591083 0.1460207 0.1715820
temp Indo-Pacific (28.1, Inf] 0.3730592 0.1642901 0.6782741 
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_0.7.2      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_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.2    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_0.4.9             
[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_0.2.0          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