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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] 0.9375001 0.9163346 0.9613992
aou + nitrate Atlantic (27,27.25] 0.9006417 0.8707603 0.9216944
aou + nitrate Atlantic (27.25,27.5] 0.7869894 0.7256599 0.8416086
aou + nitrate Atlantic (27.5,27.75] 0.8868195 0.8445256 0.9282389
aou + nitrate Atlantic (27.75,27.85] 0.9487718 0.9369091 0.9645688
aou + nitrate Atlantic (27.85,27.95] 0.9568542 0.9470867 0.9640594
aou + nitrate Atlantic (27.95,28.05] 0.9633932 0.9493606 0.9843170
aou + nitrate Atlantic (28.05,28.1] 0.9711251 0.9454388 0.9876005
aou + nitrate Atlantic (28.1,28.15] 0.9826219 0.9669963 0.9916152
aou + nitrate Atlantic (28.15,28.2] 0.9860566 0.9676699 0.9962328
aou + nitrate Atlantic (28.2, Inf] 0.8880718 0.8253282 0.9478104
aou + nitrate Indo-Pacific (-Inf,26] 0.9284693 0.8940764 0.9681920
aou + nitrate Indo-Pacific (26,26.5] 0.9129570 0.9021153 0.9323271
aou + nitrate Indo-Pacific (26.5,26.75] 0.9187715 0.8954060 0.9403525
aou + nitrate Indo-Pacific (26.75,27] 0.9414374 0.9370427 0.9436425
aou + nitrate Indo-Pacific (27,27.25] 0.9550129 0.9298283 0.9702788
aou + nitrate Indo-Pacific (27.25,27.5] 0.9484545 0.8996122 0.9734255
aou + nitrate Indo-Pacific (27.5,27.75] 0.9481830 0.8919040 0.9812058
aou + nitrate Indo-Pacific (27.75,27.85] 0.9669602 0.9301039 0.9904539
aou + nitrate Indo-Pacific (27.85,27.95] 0.9713264 0.9467437 0.9906739
aou + nitrate Indo-Pacific (27.95,28.05] 0.9592434 0.9398908 0.9765279
aou + nitrate Indo-Pacific (28.05,28.1] 0.9488265 0.9317635 0.9687800
aou + nitrate Indo-Pacific (28.1, Inf] 0.7775803 0.7085667 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] 0.8780595 0.8479433 0.9170656
aou + phosphate Atlantic (27,27.25] 0.8482652 0.8240445 0.8791808
aou + phosphate Atlantic (27.25,27.5] 0.7294141 0.6703165 0.7928859
aou + phosphate Atlantic (27.5,27.75] 0.8647962 0.8181997 0.9167760
aou + phosphate Atlantic (27.75,27.85] 0.9370533 0.9213243 0.9597150
aou + phosphate Atlantic (27.85,27.95] 0.9492270 0.9403229 0.9580360
aou + phosphate Atlantic (27.95,28.05] 0.9594947 0.9439841 0.9833551
aou + phosphate Atlantic (28.05,28.1] 0.9658953 0.9363242 0.9871128
aou + phosphate Atlantic (28.1,28.15] 0.9772935 0.9625723 0.9868202
aou + phosphate Atlantic (28.15,28.2] 0.9856139 0.9673232 0.9964244
aou + phosphate Atlantic (28.2, Inf] 0.8864642 0.8221037 0.9447263
aou + phosphate Indo-Pacific (-Inf,26] 0.9432877 0.9117127 0.9692043
aou + phosphate Indo-Pacific (26,26.5] 0.9600008 0.9506347 0.9740799
aou + phosphate Indo-Pacific (26.5,26.75] 0.9550703 0.9396672 0.9755901
aou + phosphate Indo-Pacific (26.75,27] 0.9543047 0.9474479 0.9589588
aou + phosphate Indo-Pacific (27,27.25] 0.9703212 0.9608195 0.9809932
aou + phosphate Indo-Pacific (27.25,27.5] 0.9719642 0.9566169 0.9798504
aou + phosphate Indo-Pacific (27.5,27.75] 0.9725612 0.9555699 0.9815724
aou + phosphate Indo-Pacific (27.75,27.85] 0.9788947 0.9646066 0.9878902
aou + phosphate Indo-Pacific (27.85,27.95] 0.9763981 0.9616399 0.9883027
aou + phosphate Indo-Pacific (27.95,28.05] 0.9626178 0.9466835 0.9740556
aou + phosphate Indo-Pacific (28.05,28.1] 0.9493770 0.9327444 0.9654354
aou + phosphate Indo-Pacific (28.1, Inf] 0.7642085 0.6886771 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] 0.2212528 0.1210451 0.2888321
aou + phosphate_star Atlantic (27,27.25] 0.2722069 0.0472867 0.4513754
aou + phosphate_star Atlantic (27.25,27.5] 0.2184849 0.1520090 0.3363028
aou + phosphate_star Atlantic (27.5,27.75] 0.5862042 0.5192068 0.6612639
aou + phosphate_star Atlantic (27.75,27.85] 0.7134974 0.6633538 0.7606591
aou + phosphate_star Atlantic (27.85,27.95] 0.6747632 0.6702450 0.6834221
aou + phosphate_star Atlantic (27.95,28.05] 0.8099309 0.7395611 0.9168894
aou + phosphate_star Atlantic (28.05,28.1] 0.8761769 0.7817319 0.9480670
aou + phosphate_star Atlantic (28.1,28.15] 0.9127519 0.8632572 0.9454669
aou + phosphate_star Atlantic (28.15,28.2] 0.9485599 0.8788468 0.9897098
aou + phosphate_star Atlantic (28.2, Inf] 0.6806945 0.5251462 0.8316891
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6913204 0.5631514 0.7736951
aou + phosphate_star Indo-Pacific (26,26.5] 0.6275751 0.5524524 0.7019138
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4734835 0.2252343 0.6243891
aou + phosphate_star Indo-Pacific (26.75,27] 0.3904994 0.3215588 0.4760353
aou + phosphate_star Indo-Pacific (27,27.25] 0.0706782 -0.1392108 0.2291303
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4592639 -0.4836020 -0.4254598
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6307166 -0.6876684 -0.6012870
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5160173 -0.5942862 -0.4768734
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1472765 -0.1619868 -0.1181376
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1486094 0.0616676 0.1984272
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.2742924 0.2580401 0.2897408
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.6859525 -0.7184499 -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] 0.8693151 0.8284733 0.9009187
aou + silicate Atlantic (27,27.25] 0.8043907 0.7420231 0.8700380
aou + silicate Atlantic (27.25,27.5] 0.5284806 0.4205976 0.6871058
aou + silicate Atlantic (27.5,27.75] 0.6838010 0.6385215 0.7431886
aou + silicate Atlantic (27.75,27.85] 0.8490670 0.8217868 0.8764009
aou + silicate Atlantic (27.85,27.95] 0.8947371 0.8877447 0.9083761
aou + silicate Atlantic (27.95,28.05] 0.9440828 0.9327576 0.9616307
aou + silicate Atlantic (28.05,28.1] 0.9670193 0.9492961 0.9844082
aou + silicate Atlantic (28.1,28.15] 0.9775867 0.9721658 0.9806706
aou + silicate Atlantic (28.15,28.2] 0.9897789 0.9800499 0.9961188
aou + silicate Atlantic (28.2, Inf] 0.8858966 0.8456564 0.9298133
aou + silicate Indo-Pacific (-Inf,26] 0.7566042 0.6850588 0.8306200
aou + silicate Indo-Pacific (26,26.5] 0.6765252 0.5562341 0.7966799
aou + silicate Indo-Pacific (26.5,26.75] 0.6395404 0.4393978 0.7875257
aou + silicate Indo-Pacific (26.75,27] 0.7627697 0.7097358 0.7981509
aou + silicate Indo-Pacific (27,27.25] 0.8788263 0.8537519 0.9058671
aou + silicate Indo-Pacific (27.25,27.5] 0.9018858 0.8685878 0.9350967
aou + silicate Indo-Pacific (27.5,27.75] 0.9154782 0.8667791 0.9488312
aou + silicate Indo-Pacific (27.75,27.85] 0.9627731 0.9418920 0.9742107
aou + silicate Indo-Pacific (27.85,27.95] 0.9586888 0.9408851 0.9691507
aou + silicate Indo-Pacific (27.95,28.05] 0.9468552 0.9381930 0.9516554
aou + silicate Indo-Pacific (28.05,28.1] 0.9460652 0.9444348 0.9491585
aou + silicate Indo-Pacific (28.1, Inf] 0.6691229 0.6304501 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] 0.9820455 0.9799110 0.9844579
nitrate + phosphate Atlantic (27,27.25] 0.9891935 0.9849876 0.9918415
nitrate + phosphate Atlantic (27.25,27.5] 0.9916161 0.9900236 0.9930261
nitrate + phosphate Atlantic (27.5,27.75] 0.9942244 0.9928343 0.9962360
nitrate + phosphate Atlantic (27.75,27.85] 0.9942061 0.9940297 0.9944154
nitrate + phosphate Atlantic (27.85,27.95] 0.9907768 0.9903509 0.9913572
nitrate + phosphate Atlantic (27.95,28.05] 0.9905249 0.9889722 0.9917197
nitrate + phosphate Atlantic (28.05,28.1] 0.9915472 0.9901304 0.9923926
nitrate + phosphate Atlantic (28.1,28.15] 0.9958337 0.9947596 0.9969717
nitrate + phosphate Atlantic (28.15,28.2] 0.9971697 0.9960483 0.9984425
nitrate + phosphate Atlantic (28.2, Inf] 0.9940559 0.9899649 0.9979118
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9698094 0.9584676 0.9780329
nitrate + phosphate Indo-Pacific (26,26.5] 0.9526591 0.9487834 0.9599012
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9584817 0.9493268 0.9691280
nitrate + phosphate Indo-Pacific (26.75,27] 0.9816895 0.9754468 0.9887288
nitrate + phosphate Indo-Pacific (27,27.25] 0.9832214 0.9723075 0.9913076
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9828289 0.9673503 0.9919198
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9788949 0.9536224 0.9922471
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9785723 0.9520409 0.9929500
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9819721 0.9611023 0.9946656
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9815634 0.9683669 0.9926756
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9781920 0.9648559 0.9880589
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9323474 0.8702959 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] 0.5243442 0.3626914 0.6114210
nitrate + phosphate_star Atlantic (27,27.25] 0.6471742 0.4495242 0.7571342
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7638347 0.7144118 0.7920543
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8805471 0.8788952 0.8834957
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8834006 0.8733659 0.8951800
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8391491 0.8171162 0.8641106
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9157363 0.8796674 0.9492237
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9500895 0.9305574 0.9694456
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9647465 0.9577754 0.9713818
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9824146 0.9647800 0.9953129
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9292957 0.9045818 0.9605158
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8684540 0.8280436 0.9097433
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8003143 0.7615222 0.8378464
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6859542 0.5244186 0.7861398
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6291467 0.5685136 0.7117080
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3050942 0.1672545 0.4023601
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2103844 -0.2982294 -0.0972861
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4043216 -0.5602091 -0.2253979
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3485715 -0.5071449 -0.2084517
nitrate + phosphate_star Indo-Pacific (27.85,27.95] 0.0208678 -0.0139118 0.0631759
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3629525 0.2475439 0.4355253
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5067859 0.4833171 0.5270256
nitrate + phosphate_star Indo-Pacific (28.1, Inf] -0.1415466 -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] 0.9355264 0.9131419 0.9607239
nitrate + silicate Atlantic (27,27.25] 0.9365116 0.9014875 0.9633053
nitrate + silicate Atlantic (27.25,27.5] 0.8703454 0.8053819 0.9163333
nitrate + silicate Atlantic (27.5,27.75] 0.8923804 0.8839747 0.8982397
nitrate + silicate Atlantic (27.75,27.85] 0.9462345 0.9352588 0.9598708
nitrate + silicate Atlantic (27.85,27.95] 0.9667882 0.9623290 0.9741345
nitrate + silicate Atlantic (27.95,28.05] 0.9775009 0.9707775 0.9837183
nitrate + silicate Atlantic (28.05,28.1] 0.9882547 0.9869732 0.9894967
nitrate + silicate Atlantic (28.1,28.15] 0.9921918 0.9917323 0.9925891
nitrate + silicate Atlantic (28.15,28.2] 0.9943895 0.9891381 0.9984633
nitrate + silicate Atlantic (28.2, Inf] 0.9836665 0.9686461 0.9963500
nitrate + silicate Indo-Pacific (-Inf,26] 0.8843377 0.8662804 0.8963950
nitrate + silicate Indo-Pacific (26,26.5] 0.8181166 0.7486984 0.8739118
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7868652 0.6549086 0.8650991
nitrate + silicate Indo-Pacific (26.75,27] 0.8455763 0.8108824 0.8640965
nitrate + silicate Indo-Pacific (27,27.25] 0.8914888 0.8690953 0.9199963
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8724351 0.8289117 0.9163692
nitrate + silicate Indo-Pacific (27.5,27.75] 0.8758301 0.8165916 0.9174718
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9387199 0.9031120 0.9568220
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9536467 0.9299749 0.9675348
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9532057 0.9460023 0.9657703
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9546883 0.9503904 0.9603821
nitrate + silicate Indo-Pacific (28.1, Inf] 0.7940154 0.7451942 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] 0.6523521 0.5059077 0.7274359
phosphate + phosphate_star Atlantic (27,27.25] 0.7329836 0.5787979 0.8216525
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8240076 0.7898580 0.8427095
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9090149 0.9017037 0.9135475
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9096381 0.9003464 0.9212081
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8698864 0.8523563 0.8891523
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9389730 0.9082916 0.9712407
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9694927 0.9498962 0.9855377
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9777650 0.9672175 0.9849156
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9878101 0.9706612 0.9980688
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9398238 0.9149543 0.9666212
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8765461 0.8346372 0.9031673
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8167545 0.7716729 0.8421293
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7058929 0.5424502 0.7969377
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6435088 0.5742876 0.7306113
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3006801 0.1351827 0.4074693
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2528625 -0.2976932 -0.2175986
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4530591 -0.5517979 -0.3582982
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3470826 -0.4689868 -0.2471714
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0539841 0.0276817 0.1017896
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4012101 0.2820130 0.4853545
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.5566413 0.5269749 0.5840448
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.0638935 -0.1184024 0.0038724
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] -0.1595345 -0.2404179 -0.0297872
sal + aou Atlantic (27,27.25] -0.2813335 -0.4767786 -0.0391764
sal + aou Atlantic (27.25,27.5] -0.2029051 -0.3325232 -0.1203324
sal + aou Atlantic (27.5,27.75] -0.4361901 -0.4742716 -0.3754070
sal + aou Atlantic (27.75,27.85] -0.3880214 -0.4278958 -0.3548267
sal + aou Atlantic (27.85,27.95] -0.2827827 -0.3472102 -0.2503503
sal + aou Atlantic (27.95,28.05] -0.4964024 -0.6132168 -0.2793424
sal + aou Atlantic (28.05,28.1] -0.7289706 -0.7881329 -0.6393465
sal + aou Atlantic (28.1,28.15] -0.8215686 -0.8597574 -0.7679046
sal + aou Atlantic (28.15,28.2] -0.9163029 -0.9890539 -0.8024962
sal + aou Atlantic (28.2, Inf] -0.7141881 -0.8684545 -0.5495317
sal + aou Indo-Pacific (-Inf,26] -0.1524708 -0.2201952 -0.0478160
sal + aou Indo-Pacific (26,26.5] -0.0873544 -0.2549326 0.1114873
sal + aou Indo-Pacific (26.5,26.75] -0.0888270 -0.3631734 0.2072655
sal + aou Indo-Pacific (26.75,27] -0.1519477 -0.3538375 0.0713025
sal + aou Indo-Pacific (27,27.25] -0.0096363 -0.1943036 0.3263764
sal + aou Indo-Pacific (27.25,27.5] 0.1743764 0.0323688 0.4138599
sal + aou Indo-Pacific (27.5,27.75] 0.1044977 -0.0817554 0.3985151
sal + aou Indo-Pacific (27.75,27.85] -0.1029250 -0.4061199 0.2879293
sal + aou Indo-Pacific (27.85,27.95] -0.2663578 -0.6460640 0.1145333
sal + aou Indo-Pacific (27.95,28.05] -0.2824437 -0.4073417 -0.0888339
sal + aou Indo-Pacific (28.05,28.1] -0.3024418 -0.4724000 -0.1532726
sal + aou Indo-Pacific (28.1, Inf] 0.4428962 0.3256727 0.5210860
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] -0.4545853 -0.5612955 -0.2581075
sal + nitrate Atlantic (27,27.25] -0.6427529 -0.7691817 -0.4287232
sal + nitrate Atlantic (27.25,27.5] -0.7315375 -0.7638982 -0.6677921
sal + nitrate Atlantic (27.5,27.75] -0.7302163 -0.7637106 -0.6846066
sal + nitrate Atlantic (27.75,27.85] -0.5760429 -0.6491623 -0.4520902
sal + nitrate Atlantic (27.85,27.95] -0.4937318 -0.5774060 -0.4249175
sal + nitrate Atlantic (27.95,28.05] -0.6404145 -0.7748524 -0.4946108
sal + nitrate Atlantic (28.05,28.1] -0.8230908 -0.8292067 -0.8189448
sal + nitrate Atlantic (28.1,28.15] -0.8828485 -0.8990481 -0.8659244
sal + nitrate Atlantic (28.15,28.2] -0.9488782 -0.9846664 -0.9056668
sal + nitrate Atlantic (28.2, Inf] -0.9391497 -0.9755075 -0.9028725
sal + nitrate Indo-Pacific (-Inf,26] -0.3756157 -0.4076533 -0.3517451
sal + nitrate Indo-Pacific (26,26.5] -0.3761143 -0.5677764 -0.2148660
sal + nitrate Indo-Pacific (26.5,26.75] -0.3718839 -0.6373337 -0.1411259
sal + nitrate Indo-Pacific (26.75,27] -0.4036492 -0.5889006 -0.2133746
sal + nitrate Indo-Pacific (27,27.25] -0.2047267 -0.3299978 0.0349636
sal + nitrate Indo-Pacific (27.25,27.5] 0.0070066 -0.0265579 0.0635781
sal + nitrate Indo-Pacific (27.5,27.75] -0.0541659 -0.1061155 0.0403891
sal + nitrate Indo-Pacific (27.75,27.85] -0.2334129 -0.4221823 0.0103862
sal + nitrate Indo-Pacific (27.85,27.95] -0.3930504 -0.6706065 -0.1145313
sal + nitrate Indo-Pacific (27.95,28.05] -0.4741417 -0.5466890 -0.3490521
sal + nitrate Indo-Pacific (28.05,28.1] -0.5303836 -0.6362825 -0.4248180
sal + nitrate Indo-Pacific (28.1, Inf] -0.0401410 -0.1190786 0.0607102
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] -0.5883890 -0.6842042 -0.4056417
sal + phosphate Atlantic (27,27.25] -0.7263804 -0.8292611 -0.5586510
sal + phosphate Atlantic (27.25,27.5] -0.7889060 -0.8156955 -0.7385366
sal + phosphate Atlantic (27.5,27.75] -0.7658970 -0.7999918 -0.7165661
sal + phosphate Atlantic (27.75,27.85] -0.6158079 -0.6857360 -0.5025898
sal + phosphate Atlantic (27.85,27.95] -0.5175438 -0.5915477 -0.4576755
sal + phosphate Atlantic (27.95,28.05] -0.6546943 -0.7847129 -0.5036688
sal + phosphate Atlantic (28.05,28.1] -0.8368891 -0.8375232 -0.8365067
sal + phosphate Atlantic (28.1,28.15] -0.8963734 -0.9117123 -0.8837339
sal + phosphate Atlantic (28.15,28.2] -0.9507223 -0.9866980 -0.9113157
sal + phosphate Atlantic (28.2, Inf] -0.9417752 -0.9769630 -0.9077617
sal + phosphate Indo-Pacific (-Inf,26] -0.2504389 -0.2936705 -0.1781328
sal + phosphate Indo-Pacific (26,26.5] -0.2993804 -0.4935129 -0.1172543
sal + phosphate Indo-Pacific (26.5,26.75] -0.3259824 -0.6009463 -0.0948717
sal + phosphate Indo-Pacific (26.75,27] -0.3930310 -0.6006374 -0.1682223
sal + phosphate Indo-Pacific (27,27.25] -0.1771380 -0.3397457 0.1199526
sal + phosphate Indo-Pacific (27.25,27.5] 0.0734751 -0.0089297 0.2261730
sal + phosphate Indo-Pacific (27.5,27.75] 0.0443779 -0.0620213 0.2527382
sal + phosphate Indo-Pacific (27.75,27.85] -0.1356749 -0.3776445 0.2059115
sal + phosphate Indo-Pacific (27.85,27.95] -0.3342431 -0.6573281 0.0145271
sal + phosphate Indo-Pacific (27.95,28.05] -0.4492816 -0.5571732 -0.2796553
sal + phosphate Indo-Pacific (28.05,28.1] -0.5166165 -0.6421373 -0.3953065
sal + phosphate Indo-Pacific (28.1, Inf] -0.0605984 -0.1798367 0.0292385
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] -0.9727104 -0.9833955 -0.9561903
sal + phosphate_star Atlantic (27,27.25] -0.9816708 -0.9857145 -0.9773721
sal + phosphate_star Atlantic (27.25,27.5] -0.9690769 -0.9733358 -0.9607980
sal + phosphate_star Atlantic (27.5,27.75] -0.9182301 -0.9357622 -0.8924331
sal + phosphate_star Atlantic (27.75,27.85] -0.8318772 -0.8786094 -0.7404641
sal + phosphate_star Atlantic (27.85,27.95] -0.8121573 -0.8380530 -0.7770050
sal + phosphate_star Atlantic (27.95,28.05] -0.8151372 -0.9084082 -0.7658391
sal + phosphate_star Atlantic (28.05,28.1] -0.9093450 -0.9380170 -0.8901391
sal + phosphate_star Atlantic (28.1,28.15] -0.9456813 -0.9606970 -0.9277647
sal + phosphate_star Atlantic (28.15,28.2] -0.9682852 -0.9840051 -0.9534342
sal + phosphate_star Atlantic (28.2, Inf] -0.9803598 -0.9913247 -0.9718278
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5047642 -0.5276705 -0.4747300
sal + phosphate_star Indo-Pacific (26,26.5] -0.7124030 -0.8288497 -0.6200074
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8297987 -0.9145028 -0.7534068
sal + phosphate_star Indo-Pacific (26.75,27] -0.8830771 -0.9305408 -0.8249346
sal + phosphate_star Indo-Pacific (27,27.25] -0.8284564 -0.8456204 -0.8001488
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6239342 -0.8396306 -0.4262441
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4149409 -0.7756000 -0.0559605
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2764784 -0.6494389 0.2105844
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4429359 -0.5974752 -0.1424602
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7649328 -0.7999475 -0.7255015
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8452553 -0.8805123 -0.8026907
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.7796877 -0.8173862 -0.7049880
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] -0.4772871 -0.5781892 -0.2978933
sal + silicate Atlantic (27,27.25] -0.6972843 -0.7724745 -0.5794141
sal + silicate Atlantic (27.25,27.5] -0.7941518 -0.8185815 -0.7754919
sal + silicate Atlantic (27.5,27.75] -0.7432178 -0.7573221 -0.7333542
sal + silicate Atlantic (27.75,27.85] -0.6376564 -0.6860561 -0.5571417
sal + silicate Atlantic (27.85,27.95] -0.5973371 -0.6627697 -0.5343318
sal + silicate Atlantic (27.95,28.05] -0.6969862 -0.8079335 -0.5486089
sal + silicate Atlantic (28.05,28.1] -0.8508817 -0.8666080 -0.8236511
sal + silicate Atlantic (28.1,28.15] -0.9014578 -0.9202287 -0.8724998
sal + silicate Atlantic (28.15,28.2] -0.9360913 -0.9887896 -0.8630189
sal + silicate Atlantic (28.2, Inf] -0.9218878 -0.9849066 -0.8341987
sal + silicate Indo-Pacific (-Inf,26] -0.5283150 -0.5930528 -0.4475935
sal + silicate Indo-Pacific (26,26.5] -0.5361616 -0.6673910 -0.3946786
sal + silicate Indo-Pacific (26.5,26.75] -0.6395716 -0.8038440 -0.4629757
sal + silicate Indo-Pacific (26.75,27] -0.6227940 -0.7599370 -0.3747669
sal + silicate Indo-Pacific (27,27.25] -0.3645262 -0.5458757 -0.0617315
sal + silicate Indo-Pacific (27.25,27.5] -0.0915785 -0.2364402 0.1121781
sal + silicate Indo-Pacific (27.5,27.75] -0.0199438 -0.1106149 0.1267508
sal + silicate Indo-Pacific (27.75,27.85] -0.1565416 -0.3609791 0.1359280
sal + silicate Indo-Pacific (27.85,27.95] -0.3075348 -0.5925613 -0.0057601
sal + silicate Indo-Pacific (27.95,28.05] -0.3661541 -0.4497825 -0.2271977
sal + silicate Indo-Pacific (28.05,28.1] -0.4201082 -0.5332754 -0.3113888
sal + silicate Indo-Pacific (28.1, Inf] 0.0697873 -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] 0.9748068 0.9628134 0.9826701
sal + temp Atlantic (27,27.25] 0.9778965 0.9721562 0.9825709
sal + temp Atlantic (27.25,27.5] 0.9733924 0.9669678 0.9766806
sal + temp Atlantic (27.5,27.75] 0.9694632 0.9625201 0.9747111
sal + temp Atlantic (27.75,27.85] 0.9798297 0.9770476 0.9819859
sal + temp Atlantic (27.85,27.95] 0.9360416 0.9139935 0.9505815
sal + temp Atlantic (27.95,28.05] 0.8788472 0.8514901 0.9289211
sal + temp Atlantic (28.05,28.1] 0.9573292 0.9496403 0.9675331
sal + temp Atlantic (28.1,28.15] 0.9381586 0.9014354 0.9641628
sal + temp Atlantic (28.15,28.2] 0.8953775 0.8841824 0.9131500
sal + temp Atlantic (28.2, Inf] 0.1600770 0.0382896 0.2875265
sal + temp Indo-Pacific (-Inf,26] 0.7498007 0.7154297 0.8094591
sal + temp Indo-Pacific (26,26.5] 0.9250608 0.8851100 0.9461973
sal + temp Indo-Pacific (26.5,26.75] 0.9765081 0.9684411 0.9827271
sal + temp Indo-Pacific (26.75,27] 0.9751183 0.9707009 0.9788772
sal + temp Indo-Pacific (27,27.25] 0.9463529 0.9302382 0.9643876
sal + temp Indo-Pacific (27.25,27.5] 0.8735111 0.8182875 0.9495738
sal + temp Indo-Pacific (27.5,27.75] 0.7018572 0.5060710 0.9084619
sal + temp Indo-Pacific (27.75,27.85] 0.8061583 0.6489004 0.9310930
sal + temp Indo-Pacific (27.85,27.95] 0.7124639 0.4864068 0.8685022
sal + temp Indo-Pacific (27.95,28.05] 0.7365221 0.6500048 0.8216447
sal + temp Indo-Pacific (28.05,28.1] 0.7271146 0.6318139 0.7958553
sal + temp Indo-Pacific (28.1, Inf] 0.6758236 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] 0.9426085 0.9174015 0.9601685
silicate + phosphate Atlantic (27,27.25] 0.9518844 0.9374706 0.9655434
silicate + phosphate Atlantic (27.25,27.5] 0.9005186 0.8576840 0.9318378
silicate + phosphate Atlantic (27.5,27.75] 0.9058074 0.8984356 0.9119396
silicate + phosphate Atlantic (27.75,27.85] 0.9517619 0.9405739 0.9616745
silicate + phosphate Atlantic (27.85,27.95] 0.9687281 0.9648407 0.9735558
silicate + phosphate Atlantic (27.95,28.05] 0.9778976 0.9753097 0.9825603
silicate + phosphate Atlantic (28.05,28.1] 0.9879042 0.9854548 0.9906809
silicate + phosphate Atlantic (28.1,28.15] 0.9935244 0.9920044 0.9944946
silicate + phosphate Atlantic (28.15,28.2] 0.9935132 0.9871774 0.9984270
silicate + phosphate Atlantic (28.2, Inf] 0.9841059 0.9678275 0.9963357
silicate + phosphate Indo-Pacific (-Inf,26] 0.8041656 0.7571568 0.8308179
silicate + phosphate Indo-Pacific (26,26.5] 0.7615464 0.6712196 0.8382810
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7570787 0.6180273 0.8396180
silicate + phosphate Indo-Pacific (26.75,27] 0.8502048 0.8117777 0.8694625
silicate + phosphate Indo-Pacific (27,27.25] 0.9008842 0.8860339 0.9284928
silicate + phosphate Indo-Pacific (27.25,27.5] 0.8831436 0.8556351 0.9230884
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8796090 0.8327653 0.9217037
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9451903 0.9202389 0.9608897
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9605978 0.9429944 0.9699189
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9576917 0.9473377 0.9629667
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9546349 0.9470588 0.9612597
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7723319 0.7049405 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] 0.5526876 0.4174890 0.6358107
silicate + phosphate_star Atlantic (27,27.25] 0.7113309 0.6161854 0.7708545
silicate + phosphate_star Atlantic (27.25,27.5] 0.8573462 0.8359026 0.8713876
silicate + phosphate_star Atlantic (27.5,27.75] 0.9103611 0.9022738 0.9257955
silicate + phosphate_star Atlantic (27.75,27.85] 0.9187231 0.9079077 0.9276486
silicate + phosphate_star Atlantic (27.85,27.95] 0.8922230 0.8718580 0.9112181
silicate + phosphate_star Atlantic (27.95,28.05] 0.9268192 0.8917299 0.9625604
silicate + phosphate_star Atlantic (28.05,28.1] 0.9525949 0.9211402 0.9767561
silicate + phosphate_star Atlantic (28.1,28.15] 0.9680891 0.9445594 0.9851294
silicate + phosphate_star Atlantic (28.15,28.2] 0.9722759 0.9340038 0.9960531
silicate + phosphate_star Atlantic (28.2, Inf] 0.9180565 0.8525236 0.9725998
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7772007 0.7400766 0.8415703
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7700105 0.7505913 0.7879924
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7837826 0.7392255 0.8391346
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7163523 0.6407474 0.7637555
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3280257 0.1778908 0.4402837
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2914096 -0.3400084 -0.2544585
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5224851 -0.6550542 -0.3880817
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4509222 -0.6018693 -0.3467844
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0001099 -0.0135602 0.0260943
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3337710 0.2403974 0.3838390
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4474469 0.4339104 0.4573234
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.1356709 -0.1786437 -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] -0.1550951 -0.2290522 -0.0485845
temp + aou Atlantic (27,27.25] -0.2233943 -0.4044442 0.0021706
temp + aou Atlantic (27.25,27.5] -0.1653150 -0.3019906 -0.0875129
temp + aou Atlantic (27.5,27.75] -0.4143566 -0.4533062 -0.3421198
temp + aou Atlantic (27.75,27.85] -0.3810408 -0.4260421 -0.3308951
temp + aou Atlantic (27.85,27.95] -0.2348465 -0.3407359 -0.1619638
temp + aou Atlantic (27.95,28.05] -0.4790640 -0.5235519 -0.3994882
temp + aou Atlantic (28.05,28.1] -0.5996453 -0.6746883 -0.4955776
temp + aou Atlantic (28.1,28.15] -0.6224982 -0.6932544 -0.5596735
temp + aou Atlantic (28.15,28.2] -0.7068338 -0.8604840 -0.5047247
temp + aou Atlantic (28.2, Inf] 0.3948645 0.3276191 0.4611460
temp + aou Indo-Pacific (-Inf,26] -0.3178034 -0.4353633 -0.2293749
temp + aou Indo-Pacific (26,26.5] -0.1724294 -0.3136738 -0.0467108
temp + aou Indo-Pacific (26.5,26.75] -0.0760545 -0.3336479 0.1964125
temp + aou Indo-Pacific (26.75,27] -0.1644163 -0.3472220 0.0214184
temp + aou Indo-Pacific (27,27.25] -0.0809298 -0.2852798 0.2450684
temp + aou Indo-Pacific (27.25,27.5] 0.1454499 0.0191043 0.3959038
temp + aou Indo-Pacific (27.5,27.75] 0.1701744 0.0183322 0.4348277
temp + aou Indo-Pacific (27.75,27.85] 0.0602587 -0.1930233 0.3790853
temp + aou Indo-Pacific (27.85,27.95] 0.0365223 -0.2131161 0.2843847
temp + aou Indo-Pacific (27.95,28.05] 0.1699213 0.1157709 0.2259754
temp + aou Indo-Pacific (28.05,28.1] 0.2970177 0.2574486 0.3168811
temp + aou Indo-Pacific (28.1, Inf] 0.8687339 0.8623240 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] -0.4615653 -0.5493757 -0.2914892
temp + nitrate Atlantic (27,27.25] -0.6026375 -0.7202270 -0.3976460
temp + nitrate Atlantic (27.25,27.5] -0.7064935 -0.7409066 -0.6447147
temp + nitrate Atlantic (27.5,27.75] -0.7108030 -0.7562598 -0.6510266
temp + nitrate Atlantic (27.75,27.85] -0.5822870 -0.6603204 -0.4443858
temp + nitrate Atlantic (27.85,27.95] -0.4454975 -0.5757441 -0.3620504
temp + nitrate Atlantic (27.95,28.05] -0.5953082 -0.6995883 -0.5393402
temp + nitrate Atlantic (28.05,28.1] -0.7095855 -0.7154354 -0.7041325
temp + nitrate Atlantic (28.1,28.15] -0.7042320 -0.7600440 -0.6019728
temp + nitrate Atlantic (28.15,28.2] -0.7482154 -0.8428796 -0.6509829
temp + nitrate Atlantic (28.2, Inf] 0.1040510 0.0396540 0.1486611
temp + nitrate Indo-Pacific (-Inf,26] -0.5515988 -0.6917996 -0.4099270
temp + nitrate Indo-Pacific (26,26.5] -0.4686245 -0.6300051 -0.3842046
temp + nitrate Indo-Pacific (26.5,26.75] -0.3714038 -0.6218713 -0.1669951
temp + nitrate Indo-Pacific (26.75,27] -0.4328428 -0.6005069 -0.2720031
temp + nitrate Indo-Pacific (27,27.25] -0.3016213 -0.4395519 -0.0636597
temp + nitrate Indo-Pacific (27.25,27.5] -0.0590799 -0.1243202 0.0297870
temp + nitrate Indo-Pacific (27.5,27.75] 0.0039302 -0.0526876 0.0860445
temp + nitrate Indo-Pacific (27.75,27.85] -0.0643348 -0.2105819 0.1162242
temp + nitrate Indo-Pacific (27.85,27.95] -0.0847365 -0.2431718 0.0727002
temp + nitrate Indo-Pacific (27.95,28.05] -0.0304286 -0.0666850 0.0071601
temp + nitrate Indo-Pacific (28.05,28.1] 0.0641432 0.0559457 0.0757323
temp + nitrate Indo-Pacific (28.1, Inf] 0.4378360 0.3550433 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] -0.5852161 -0.6667272 -0.4237815
temp + phosphate Atlantic (27,27.25] -0.6855139 -0.7809272 -0.5253549
temp + phosphate Atlantic (27.25,27.5] -0.7688966 -0.7967907 -0.7233234
temp + phosphate Atlantic (27.5,27.75] -0.7477656 -0.7934812 -0.6850836
temp + phosphate Atlantic (27.75,27.85] -0.6205737 -0.6955408 -0.4932626
temp + phosphate Atlantic (27.85,27.95] -0.4699424 -0.5876716 -0.3978835
temp + phosphate Atlantic (27.95,28.05] -0.6125569 -0.7112691 -0.5500025
temp + phosphate Atlantic (28.05,28.1] -0.7252095 -0.7333947 -0.7183891
temp + phosphate Atlantic (28.1,28.15] -0.7241287 -0.7743523 -0.6296802
temp + phosphate Atlantic (28.15,28.2] -0.7517461 -0.8486275 -0.6616162
temp + phosphate Atlantic (28.2, Inf] 0.0914979 0.0281745 0.1317525
temp + phosphate Indo-Pacific (-Inf,26] -0.4688159 -0.6086934 -0.3492887
temp + phosphate Indo-Pacific (26,26.5] -0.3998402 -0.5622370 -0.3031060
temp + phosphate Indo-Pacific (26.5,26.75] -0.3258869 -0.5849964 -0.1204668
temp + phosphate Indo-Pacific (26.75,27] -0.4210176 -0.6066908 -0.2340818
temp + phosphate Indo-Pacific (27,27.25] -0.2695193 -0.4188873 0.0124462
temp + phosphate Indo-Pacific (27.25,27.5] 0.0106364 -0.0998363 0.1836299
temp + phosphate Indo-Pacific (27.5,27.75] 0.1036340 -0.0016082 0.2830249
temp + phosphate Indo-Pacific (27.75,27.85] 0.0251969 -0.1580430 0.2843648
temp + phosphate Indo-Pacific (27.85,27.95] -0.0375589 -0.2267189 0.1695715
temp + phosphate Indo-Pacific (27.95,28.05] -0.0114120 -0.0518728 0.0188410
temp + phosphate Indo-Pacific (28.05,28.1] 0.0684409 0.0615315 0.0799837
temp + phosphate Indo-Pacific (28.1, Inf] 0.4175163 0.3132515 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] -0.9768951 -0.9825507 -0.9681010
temp + phosphate_star Atlantic (27,27.25] -0.9833567 -0.9857522 -0.9808818
temp + phosphate_star Atlantic (27.25,27.5] -0.9764222 -0.9789448 -0.9737311
temp + phosphate_star Atlantic (27.5,27.75] -0.9145883 -0.9377641 -0.8752957
temp + phosphate_star Atlantic (27.75,27.85] -0.8500864 -0.8990550 -0.7532368
temp + phosphate_star Atlantic (27.85,27.95] -0.7889395 -0.8479834 -0.7342755
temp + phosphate_star Atlantic (27.95,28.05] -0.7704763 -0.8710699 -0.6969869
temp + phosphate_star Atlantic (28.05,28.1] -0.8314658 -0.8872061 -0.7947818
temp + phosphate_star Atlantic (28.1,28.15] -0.8166315 -0.8867927 -0.7193846
temp + phosphate_star Atlantic (28.15,28.2] -0.7988622 -0.8490850 -0.7586960
temp + phosphate_star Atlantic (28.2, Inf] -0.1866713 -0.3172396 -0.0718525
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7557535 -0.8502485 -0.6252609
temp + phosphate_star Indo-Pacific (26,26.5] -0.8159681 -0.8973982 -0.7461497
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8548100 -0.9278087 -0.7704280
temp + phosphate_star Indo-Pacific (26.75,27] -0.9298376 -0.9582427 -0.8919230
temp + phosphate_star Indo-Pacific (27,27.25] -0.9152787 -0.9276212 -0.8970182
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7611972 -0.9064092 -0.6348043
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5695790 -0.8376394 -0.3068590
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.4106589 -0.7329080 0.0265487
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.5763995 -0.6960720 -0.3626224
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7527736 -0.8240377 -0.6945068
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6521680 -0.6588407 -0.6419840
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.8987290 -0.9156726 -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] -0.4954248 -0.5863232 -0.3415681
temp + silicate Atlantic (27,27.25] -0.6796279 -0.7431240 -0.5812627
temp + silicate Atlantic (27.25,27.5] -0.8370264 -0.8445105 -0.8225491
temp + silicate Atlantic (27.5,27.75] -0.7788175 -0.8046849 -0.7526443
temp + silicate Atlantic (27.75,27.85] -0.6696868 -0.7261104 -0.5781082
temp + silicate Atlantic (27.85,27.95] -0.5747523 -0.6763437 -0.5051922
temp + silicate Atlantic (27.95,28.05] -0.6963174 -0.7575504 -0.6427969
temp + silicate Atlantic (28.05,28.1] -0.7493031 -0.7685063 -0.7165325
temp + silicate Atlantic (28.1,28.15] -0.7341430 -0.7800875 -0.6756038
temp + silicate Atlantic (28.15,28.2] -0.7301522 -0.8535143 -0.5851757
temp + silicate Atlantic (28.2, Inf] 0.1017134 0.1005515 0.1029516
temp + silicate Indo-Pacific (-Inf,26] -0.5911039 -0.7304171 -0.4215562
temp + silicate Indo-Pacific (26,26.5] -0.5935759 -0.7051847 -0.4248852
temp + silicate Indo-Pacific (26.5,26.75] -0.6388013 -0.7977304 -0.4620564
temp + silicate Indo-Pacific (26.75,27] -0.6349549 -0.7519075 -0.4319020
temp + silicate Indo-Pacific (27,27.25] -0.4324793 -0.6220198 -0.1564149
temp + silicate Indo-Pacific (27.25,27.5] -0.1736391 -0.3148389 0.0459336
temp + silicate Indo-Pacific (27.5,27.75] -0.1132777 -0.2450766 0.0690816
temp + silicate Indo-Pacific (27.75,27.85] -0.0675870 -0.2549297 0.1798224
temp + silicate Indo-Pacific (27.85,27.95] -0.1095264 -0.3070204 0.0876602
temp + silicate Indo-Pacific (27.95,28.05] -0.0350798 -0.0758603 -0.0028707
temp + silicate Indo-Pacific (28.05,28.1] 0.1471772 0.1414937 0.1510013
temp + silicate Indo-Pacific (28.1, Inf] 0.3750614 0.3626336 0.3826010 
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] -0.2336742 -0.3504314 -0.1435315
aou Atlantic (27,27.25] -0.4429255 -0.5433801 -0.2623885
aou Atlantic (27.25,27.5] -0.4401683 -0.5012442 -0.3971821
aou Atlantic (27.5,27.75] -0.7882875 -0.8761348 -0.7442407
aou Atlantic (27.75,27.85] -0.9033400 -0.9357773 -0.8865140
aou Atlantic (27.85,27.95] -0.9201912 -0.9453126 -0.9029926
aou Atlantic (27.95,28.05] -0.8866365 -0.9035173 -0.8762212
aou Atlantic (28.05,28.1] -0.8657126 -0.8932713 -0.8505574
aou Atlantic (28.1,28.15] -0.9052364 -0.9225703 -0.8959447
aou Atlantic (28.15,28.2] -0.9429156 -0.9742581 -0.9267008
aou Atlantic (28.2, Inf] -0.8024631 -0.9056575 -0.6944969
aou Indo-Pacific (-Inf,26] -0.2118143 -0.5032441 -0.0297749
aou Indo-Pacific (26,26.5] -0.7473394 -0.7751255 -0.7165005
aou Indo-Pacific (26.5,26.75] -0.7473927 -0.7890265 -0.7091765
aou Indo-Pacific (26.75,27] -0.7137647 -0.8000239 -0.6392788
aou Indo-Pacific (27,27.25] 0.0000121 -0.0635917 0.1025204
aou Indo-Pacific (27.25,27.5] 0.5401701 0.4491057 0.6330463
aou Indo-Pacific (27.5,27.75] 0.6722223 0.5348614 0.7575846
aou Indo-Pacific (27.75,27.85] 0.7292921 0.5687245 0.8166080
aou Indo-Pacific (27.85,27.95] 0.6717760 0.4862491 0.7884078
aou Indo-Pacific (27.95,28.05] 0.4554215 0.2622034 0.6290748
aou Indo-Pacific (28.05,28.1] 0.2321915 0.1637924 0.3588303
aou Indo-Pacific (28.1, Inf] 0.3305762 0.1418018 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] -0.5077202 -0.6616250 -0.3594466
nitrate Atlantic (27,27.25] -0.7551499 -0.8514184 -0.6127811
nitrate Atlantic (27.25,27.5] -0.8824180 -0.9158067 -0.8560282
nitrate Atlantic (27.5,27.75] -0.9672458 -0.9802690 -0.9516229
nitrate Atlantic (27.75,27.85] -0.9611864 -0.9630597 -0.9589847
nitrate Atlantic (27.85,27.95] -0.9328578 -0.9435992 -0.9194287
nitrate Atlantic (27.95,28.05] -0.9082182 -0.9239295 -0.8923363
nitrate Atlantic (28.05,28.1] -0.8948578 -0.9128417 -0.8747490
nitrate Atlantic (28.1,28.15] -0.9294270 -0.9414491 -0.9183361
nitrate Atlantic (28.15,28.2] -0.9675644 -0.9834867 -0.9424708
nitrate Atlantic (28.2, Inf] -0.9627916 -0.9815301 -0.9496427
nitrate Indo-Pacific (-Inf,26] -0.2444541 -0.5402859 -0.0723682
nitrate Indo-Pacific (26,26.5] -0.8208613 -0.8353574 -0.7928823
nitrate Indo-Pacific (26.5,26.75] -0.8442200 -0.8685746 -0.8250570
nitrate Indo-Pacific (26.75,27] -0.8210800 -0.8665757 -0.7569380
nitrate Indo-Pacific (27,27.25] -0.0754919 -0.1439911 -0.0045516
nitrate Indo-Pacific (27.25,27.5] 0.4615275 0.3451662 0.5654485
nitrate Indo-Pacific (27.5,27.75] 0.6158716 0.5036808 0.6859293
nitrate Indo-Pacific (27.75,27.85] 0.7070193 0.5860727 0.7786065
nitrate Indo-Pacific (27.85,27.95] 0.6375471 0.4805083 0.7512211
nitrate Indo-Pacific (27.95,28.05] 0.3904680 0.2033679 0.5900425
nitrate Indo-Pacific (28.05,28.1] 0.1489627 0.0402110 0.3253514
nitrate Indo-Pacific (28.1, Inf] 0.1222290 -0.0446536 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] -0.6336285 -0.7617356 -0.5027687
phosphate Atlantic (27,27.25] -0.8304826 -0.9003422 -0.7288562
phosphate Atlantic (27.25,27.5] -0.9255984 -0.9481961 -0.9122547
phosphate Atlantic (27.5,27.75] -0.9812954 -0.9885229 -0.9715741
phosphate Atlantic (27.75,27.85] -0.9724159 -0.9772953 -0.9670656
phosphate Atlantic (27.85,27.95] -0.9485373 -0.9534943 -0.9423090
phosphate Atlantic (27.95,28.05] -0.9240521 -0.9400808 -0.9130829
phosphate Atlantic (28.05,28.1] -0.9089791 -0.9267691 -0.8998723
phosphate Atlantic (28.1,28.15] -0.9358746 -0.9463979 -0.9288177
phosphate Atlantic (28.15,28.2] -0.9729459 -0.9846602 -0.9534800
phosphate Atlantic (28.2, Inf] -0.9721235 -0.9863430 -0.9642555
phosphate Indo-Pacific (-Inf,26] -0.2348190 -0.5422618 -0.0511489
phosphate Indo-Pacific (26,26.5] -0.8484512 -0.8616316 -0.8360327
phosphate Indo-Pacific (26.5,26.75] -0.8722092 -0.8874020 -0.8595488
phosphate Indo-Pacific (26.75,27] -0.8343361 -0.8816474 -0.7703753
phosphate Indo-Pacific (27,27.25] -0.0939477 -0.1577914 -0.0153352
phosphate Indo-Pacific (27.25,27.5] 0.4481147 0.3349890 0.5595259
phosphate Indo-Pacific (27.5,27.75] 0.5746388 0.4298041 0.6721065
phosphate Indo-Pacific (27.75,27.85] 0.6427276 0.4605719 0.7405091
phosphate Indo-Pacific (27.85,27.95] 0.5731748 0.3497981 0.7219242
phosphate Indo-Pacific (27.95,28.05] 0.3174713 0.0746663 0.5510071
phosphate Indo-Pacific (28.05,28.1] 0.0633182 -0.0722705 0.2618122
phosphate Indo-Pacific (28.1, Inf] -0.0181672 -0.2422351 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] -0.9307870 -0.9330648 -0.9292142
phosphate_star Atlantic (27,27.25] -0.9521533 -0.9597507 -0.9473487
phosphate_star Atlantic (27.25,27.5] -0.9563118 -0.9656182 -0.9509027
phosphate_star Atlantic (27.5,27.75] -0.9359650 -0.9529784 -0.9181249
phosphate_star Atlantic (27.75,27.85] -0.8888131 -0.9113887 -0.8635081
phosphate_star Atlantic (27.85,27.95] -0.7842343 -0.8193964 -0.7389020
phosphate_star Atlantic (27.95,28.05] -0.8503982 -0.8820064 -0.8075135
phosphate_star Atlantic (28.05,28.1] -0.8769911 -0.8841986 -0.8641764
phosphate_star Atlantic (28.1,28.15] -0.9114115 -0.9203683 -0.8936743
phosphate_star Atlantic (28.15,28.2] -0.9693013 -0.9842960 -0.9551181
phosphate_star Atlantic (28.2, Inf] -0.9535332 -0.9711841 -0.9354059
phosphate_star Indo-Pacific (-Inf,26] -0.1149641 -0.4026461 0.0370803
phosphate_star Indo-Pacific (26,26.5] -0.8104197 -0.8510348 -0.7732217
phosphate_star Indo-Pacific (26.5,26.75] -0.8014606 -0.8875562 -0.6904539
phosphate_star Indo-Pacific (26.75,27] -0.7157308 -0.8193597 -0.6294461
phosphate_star Indo-Pacific (27,27.25] -0.2204370 -0.3282752 -0.0356435
phosphate_star Indo-Pacific (27.25,27.5] -0.3333258 -0.3527951 -0.3228037
phosphate_star Indo-Pacific (27.5,27.75] -0.5082024 -0.6526129 -0.3045442
phosphate_star Indo-Pacific (27.75,27.85] -0.5424800 -0.7463689 -0.3248782
phosphate_star Indo-Pacific (27.85,27.95] -0.3448823 -0.3657140 -0.3046974
phosphate_star Indo-Pacific (27.95,28.05] -0.2757036 -0.3570155 -0.1548189
phosphate_star Indo-Pacific (28.05,28.1] -0.3462955 -0.4802584 -0.1639326
phosphate_star Indo-Pacific (28.1, Inf] -0.5044999 -0.6605364 -0.3795452
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] 0.8873486 0.8589013 0.9018750
sal Atlantic (27,27.25] 0.9313453 0.9247820 0.9425164
sal Atlantic (27.25,27.5] 0.9167730 0.8978676 0.9326770
sal Atlantic (27.5,27.75] 0.7989433 0.7290361 0.8525618
sal Atlantic (27.75,27.85] 0.6045785 0.4675195 0.6894102
sal Atlantic (27.85,27.95] 0.3780899 0.2892827 0.4638215
sal Atlantic (27.95,28.05] 0.4701445 0.3030166 0.6502543
sal Atlantic (28.05,28.1] 0.6466581 0.5964987 0.7007990
sal Atlantic (28.1,28.15] 0.7599951 0.7030473 0.7986693
sal Atlantic (28.15,28.2] 0.8971426 0.8472935 0.9476362
sal Atlantic (28.2, Inf] 0.9326698 0.9089965 0.9680329
sal Indo-Pacific (-Inf,26] 0.0319441 0.0166309 0.0425174
sal Indo-Pacific (26,26.5] 0.4307380 0.3205250 0.6381928
sal Indo-Pacific (26.5,26.75] 0.4788469 0.3069738 0.7303737
sal Indo-Pacific (26.75,27] 0.4381341 0.3188540 0.6499104
sal Indo-Pacific (27,27.25] -0.2124027 -0.4662526 -0.0678596
sal Indo-Pacific (27.25,27.5] -0.3032747 -0.5494315 -0.0335528
sal Indo-Pacific (27.5,27.75] -0.2495630 -0.3881895 -0.1285373
sal Indo-Pacific (27.75,27.85] -0.3764405 -0.5417280 -0.2535920
sal Indo-Pacific (27.85,27.95] -0.3542165 -0.5570327 -0.2491083
sal Indo-Pacific (27.95,28.05] -0.0936153 -0.1923324 -0.0156243
sal Indo-Pacific (28.05,28.1] 0.0501909 -0.1064232 0.1412736
sal Indo-Pacific (28.1, Inf] 0.2803655 0.2418114 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] -0.5457870 -0.6542020 -0.4373708
silicate Atlantic (27,27.25] -0.8086262 -0.8500099 -0.7632375
silicate Atlantic (27.25,27.5] -0.8923384 -0.9070040 -0.8717035
silicate Atlantic (27.5,27.75] -0.8926414 -0.9090432 -0.8839998
silicate Atlantic (27.75,27.85] -0.8930394 -0.9092324 -0.8838971
silicate Atlantic (27.85,27.95] -0.8727239 -0.8867010 -0.8583363
silicate Atlantic (27.95,28.05] -0.8604377 -0.8906727 -0.8409085
silicate Atlantic (28.05,28.1] -0.8684480 -0.8884206 -0.8545512
silicate Atlantic (28.1,28.15] -0.9147865 -0.9262267 -0.9045824
silicate Atlantic (28.15,28.2] -0.9602873 -0.9807500 -0.9398965
silicate Atlantic (28.2, Inf] -0.9495143 -0.9836293 -0.9217058
silicate Indo-Pacific (-Inf,26] -0.2635334 -0.5389905 -0.1180831
silicate Indo-Pacific (26,26.5] -0.7340060 -0.7581283 -0.7051493
silicate Indo-Pacific (26.5,26.75] -0.7196292 -0.7688224 -0.6270828
silicate Indo-Pacific (26.75,27] -0.6379137 -0.6787029 -0.6164559
silicate Indo-Pacific (27,27.25] 0.2150295 0.1284232 0.2734912
silicate Indo-Pacific (27.25,27.5] 0.7438316 0.6577598 0.7884057
silicate Indo-Pacific (27.5,27.75] 0.8194627 0.7373027 0.8656075
silicate Indo-Pacific (27.75,27.85] 0.7716667 0.6417645 0.8478506
silicate Indo-Pacific (27.85,27.95] 0.6634637 0.4809030 0.7832697
silicate Indo-Pacific (27.95,28.05] 0.4227377 0.2207572 0.6153938
silicate Indo-Pacific (28.05,28.1] 0.1629173 0.0663799 0.3032308
silicate Indo-Pacific (28.1, Inf] 0.0198809 -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] 0.8655900 0.8462870 0.8763946
temp Atlantic (27,27.25] 0.9063267 0.8948291 0.9127097
temp Atlantic (27.25,27.5] 0.9010723 0.8913816 0.9142418
temp Atlantic (27.5,27.75] 0.7706086 0.6903324 0.8322385
temp Atlantic (27.75,27.85] 0.6019964 0.4488099 0.6940320
temp Atlantic (27.85,27.95] 0.3512240 0.2518360 0.4819443
temp Atlantic (27.95,28.05] 0.4500785 0.3639058 0.6115935
temp Atlantic (28.05,28.1] 0.5235211 0.4444437 0.6123489
temp Atlantic (28.1,28.15] 0.5478398 0.3709136 0.6633188
temp Atlantic (28.15,28.2] 0.6574795 0.5723352 0.7581155
temp Atlantic (28.2, Inf] -0.0408555 -0.1179374 0.1070110
temp Indo-Pacific (-Inf,26] -0.2788961 -0.3630394 -0.2184633
temp Indo-Pacific (26,26.5] 0.4519368 0.3101109 0.6280981
temp Indo-Pacific (26.5,26.75] 0.4704839 0.3148882 0.7122339
temp Indo-Pacific (26.75,27] 0.4846869 0.3818100 0.6716835
temp Indo-Pacific (27,27.25] -0.0892364 -0.3291049 0.0307271
temp Indo-Pacific (27.25,27.5] -0.2702683 -0.4811608 -0.0266446
temp Indo-Pacific (27.5,27.75] -0.3026574 -0.4470639 -0.1772995
temp Indo-Pacific (27.75,27.85] -0.3187578 -0.4838199 -0.2202606
temp Indo-Pacific (27.85,27.95] -0.2510270 -0.4017644 -0.1452598
temp Indo-Pacific (27.95,28.05] 0.0235788 -0.0190297 0.0461778
temp Indo-Pacific (28.05,28.1] 0.1629113 0.1574295 0.1715820
temp Indo-Pacific (28.1, Inf] 0.3693973 0.1533046 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