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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
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

Version Author Date
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11

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
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
pair basin gamma_slab mean_r min_r max_r
aou + nitrate Atlantic (-Inf,26] 0.8918924 0.8617038 0.9080922
aou + nitrate Atlantic (26,26.5] 0.8465032 0.7673188 0.9055945
aou + nitrate Atlantic (26.5,26.75] 0.9346841 0.8924749 0.9710690
aou + nitrate Atlantic (26.75,27] 0.9319109 0.9175229 0.9412233
aou + nitrate Atlantic (27,27.25] 0.9028666 0.8739095 0.9346470
aou + nitrate Atlantic (27.25,27.5] 0.7899544 0.7511778 0.8423338
aou + nitrate Atlantic (27.5,27.75] 0.8859257 0.8685099 0.9134596
aou + nitrate Atlantic (27.75,27.85] 0.9430846 0.9395513 0.9480559
aou + nitrate Atlantic (27.85,27.95] 0.9532172 0.9497354 0.9575248
aou + nitrate Atlantic (27.95,28.05] 0.9587502 0.9512875 0.9706493
aou + nitrate Atlantic (28.05,28.1] 0.9684343 0.9469407 0.9838974
aou + nitrate Atlantic (28.1,28.15] 0.9805956 0.9665410 0.9876535
aou + nitrate Atlantic (28.15,28.2] 0.9862750 0.9690517 0.9962328
aou + nitrate Atlantic (28.2, Inf] 0.8816721 0.8357125 0.9478104
aou + nitrate Indo-Pacific (-Inf,26] 0.9255077 0.8940446 0.9593389
aou + nitrate Indo-Pacific (26,26.5] 0.9097917 0.9016562 0.9232903
aou + nitrate Indo-Pacific (26.5,26.75] 0.9147986 0.8954060 0.9290077
aou + nitrate Indo-Pacific (26.75,27] 0.9404277 0.9335998 0.9441546
aou + nitrate Indo-Pacific (27,27.25] 0.9558984 0.9330247 0.9696074
aou + nitrate Indo-Pacific (27.25,27.5] 0.9508563 0.9068767 0.9732347
aou + nitrate Indo-Pacific (27.5,27.75] 0.9524130 0.9045819 0.9809697
aou + nitrate Indo-Pacific (27.75,27.85] 0.9711869 0.9427095 0.9903444
aou + nitrate Indo-Pacific (27.85,27.95] 0.9743841 0.9558039 0.9906557
aou + nitrate Indo-Pacific (27.95,28.05] 0.9604993 0.9434050 0.9766515
aou + nitrate Indo-Pacific (28.05,28.1] 0.9478622 0.9287901 0.9688299
aou + nitrate Indo-Pacific (28.1, Inf] 0.7826528 0.7237843 0.8621738
aou + phosphate Atlantic (-Inf,26] 0.3867474 -0.0131851 0.7434863
aou + phosphate Atlantic (26,26.5] 0.6351565 0.5010055 0.7585618
aou + phosphate Atlantic (26.5,26.75] 0.8522463 0.7821568 0.9204643
aou + phosphate Atlantic (26.75,27] 0.8692041 0.8478852 0.8847913
aou + phosphate Atlantic (27,27.25] 0.8512305 0.8255061 0.8995390
aou + phosphate Atlantic (27.25,27.5] 0.7301484 0.6700878 0.7929829
aou + phosphate Atlantic (27.5,27.75] 0.8605898 0.8409073 0.8981321
aou + phosphate Atlantic (27.75,27.85] 0.9321811 0.9231029 0.9483883
aou + phosphate Atlantic (27.85,27.95] 0.9468779 0.9432450 0.9508141
aou + phosphate Atlantic (27.95,28.05] 0.9571997 0.9462270 0.9764938
aou + phosphate Atlantic (28.05,28.1] 0.9639570 0.9380319 0.9854537
aou + phosphate Atlantic (28.1,28.15] 0.9764947 0.9624112 0.9851908
aou + phosphate Atlantic (28.15,28.2] 0.9860603 0.9686645 0.9964244
aou + phosphate Atlantic (28.2, Inf] 0.8812195 0.8402736 0.9447263
aou + phosphate Indo-Pacific (-Inf,26] 0.9422231 0.9118229 0.9659001
aou + phosphate Indo-Pacific (26,26.5] 0.9570685 0.9498712 0.9660467
aou + phosphate Indo-Pacific (26.5,26.75] 0.9510486 0.9396672 0.9641062
aou + phosphate Indo-Pacific (26.75,27] 0.9526485 0.9472640 0.9569560
aou + phosphate Indo-Pacific (27,27.25] 0.9704472 0.9617760 0.9803071
aou + phosphate Indo-Pacific (27.25,27.5] 0.9727401 0.9589172 0.9797845
aou + phosphate Indo-Pacific (27.5,27.75] 0.9740944 0.9599979 0.9815977
aou + phosphate Indo-Pacific (27.75,27.85] 0.9807235 0.9699304 0.9879210
aou + phosphate Indo-Pacific (27.85,27.95] 0.9783409 0.9672977 0.9883699
aou + phosphate Indo-Pacific (27.95,28.05] 0.9642853 0.9513971 0.9742235
aou + phosphate Indo-Pacific (28.05,28.1] 0.9492759 0.9323090 0.9655234
aou + phosphate Indo-Pacific (28.1, Inf] 0.7695588 0.7047280 0.8256873
aou + phosphate_star Atlantic (-Inf,26] -0.2436133 -0.6713696 0.3362197
aou + phosphate_star Atlantic (26,26.5] 0.2391666 0.1224406 0.3754281
aou + phosphate_star Atlantic (26.5,26.75] 0.4791109 0.4177649 0.6009722
aou + phosphate_star Atlantic (26.75,27] 0.3042287 0.2512758 0.3378343
aou + phosphate_star Atlantic (27,27.25] 0.3175701 0.0860001 0.5459123
aou + phosphate_star Atlantic (27.25,27.5] 0.2410371 0.0981954 0.3687213
aou + phosphate_star Atlantic (27.5,27.75] 0.5661713 0.5560261 0.5850090
aou + phosphate_star Atlantic (27.75,27.85] 0.6946697 0.6745538 0.7102207
aou + phosphate_star Atlantic (27.85,27.95] 0.6579417 0.5979971 0.6956476
aou + phosphate_star Atlantic (27.95,28.05] 0.7987252 0.7364215 0.8797231
aou + phosphate_star Atlantic (28.05,28.1] 0.8667009 0.7861813 0.9393153
aou + phosphate_star Atlantic (28.1,28.15] 0.9099488 0.8623718 0.9401397
aou + phosphate_star Atlantic (28.15,28.2] 0.9500863 0.8834488 0.9897098
aou + phosphate_star Atlantic (28.2, Inf] 0.6602029 0.5318511 0.8316891
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6775440 0.5637157 0.7371146
aou + phosphate_star Indo-Pacific (26,26.5] 0.5965501 0.5524524 0.6265046
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4341858 0.2252343 0.5690733
aou + phosphate_star Indo-Pacific (26.75,27] 0.3943460 0.3267693 0.4779161
aou + phosphate_star Indo-Pacific (27,27.25] 0.0933213 -0.0606936 0.2121346
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4501313 -0.4740480 -0.4226211
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6244338 -0.6911552 -0.5798562
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5150771 -0.5959680 -0.4716453
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1457146 -0.1617204 -0.1199803
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1506555 0.0634673 0.1990548
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.2752099 0.2597399 0.2901660
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.6830218 -0.7096579 -0.6562529
aou + silicate Atlantic (-Inf,26] 0.1665176 -0.2529136 0.5754309
aou + silicate Atlantic (26,26.5] 0.5591950 0.4204551 0.6884459
aou + silicate Atlantic (26.5,26.75] 0.8389212 0.7898136 0.9219485
aou + silicate Atlantic (26.75,27] 0.8628092 0.8257318 0.8842078
aou + silicate Atlantic (27,27.25] 0.8077109 0.7334645 0.8928015
aou + silicate Atlantic (27.25,27.5] 0.5377842 0.3638514 0.6975798
aou + silicate Atlantic (27.5,27.75] 0.6755884 0.6624928 0.6915165
aou + silicate Atlantic (27.75,27.85] 0.8411226 0.8234475 0.8508536
aou + silicate Atlantic (27.85,27.95] 0.8906279 0.8896495 0.8920395
aou + silicate Atlantic (27.95,28.05] 0.9391055 0.9344877 0.9460396
aou + silicate Atlantic (28.05,28.1] 0.9647096 0.9502303 0.9794473
aou + silicate Atlantic (28.1,28.15] 0.9769089 0.9714484 0.9812530
aou + silicate Atlantic (28.15,28.2] 0.9899075 0.9808916 0.9961188
aou + silicate Atlantic (28.2, Inf] 0.8904637 0.8645424 0.9298133
aou + silicate Indo-Pacific (-Inf,26] 0.7482598 0.6848778 0.8057678
aou + silicate Indo-Pacific (26,26.5] 0.6607146 0.5562341 0.7498449
aou + silicate Indo-Pacific (26.5,26.75] 0.6177529 0.4393978 0.7233861
aou + silicate Indo-Pacific (26.75,27] 0.7533491 0.7131470 0.7806869
aou + silicate Indo-Pacific (27,27.25] 0.8778639 0.8496068 0.9064836
aou + silicate Indo-Pacific (27.25,27.5] 0.9035033 0.8725072 0.9354540
aou + silicate Indo-Pacific (27.5,27.75] 0.9202681 0.8802309 0.9491395
aou + silicate Indo-Pacific (27.75,27.85] 0.9661375 0.9516323 0.9744073
aou + silicate Indo-Pacific (27.85,27.95] 0.9616193 0.9492420 0.9694291
aou + silicate Indo-Pacific (27.95,28.05] 0.9471540 0.9387883 0.9519242
aou + silicate Indo-Pacific (28.05,28.1] 0.9461741 0.9447297 0.9490467
aou + silicate Indo-Pacific (28.1, Inf] 0.6738124 0.6445186 0.6891115
nitrate + phosphate Atlantic (-Inf,26] 0.5891582 0.3682246 0.7528712
nitrate + phosphate Atlantic (26,26.5] 0.9032368 0.9009065 0.9059071
nitrate + phosphate Atlantic (26.5,26.75] 0.9715903 0.9625940 0.9801842
nitrate + phosphate Atlantic (26.75,27] 0.9824697 0.9813303 0.9834009
nitrate + phosphate Atlantic (27,27.25] 0.9891323 0.9851315 0.9919515
nitrate + phosphate Atlantic (27.25,27.5] 0.9907232 0.9869576 0.9927610
nitrate + phosphate Atlantic (27.5,27.75] 0.9929465 0.9919663 0.9945665
nitrate + phosphate Atlantic (27.75,27.85] 0.9925373 0.9913200 0.9941092
nitrate + phosphate Atlantic (27.85,27.95] 0.9898173 0.9874907 0.9909871
nitrate + phosphate Atlantic (27.95,28.05] 0.9900363 0.9886125 0.9919022
nitrate + phosphate Atlantic (28.05,28.1] 0.9911824 0.9902452 0.9924377
nitrate + phosphate Atlantic (28.1,28.15] 0.9953751 0.9945846 0.9968731
nitrate + phosphate Atlantic (28.15,28.2] 0.9970135 0.9954806 0.9984425
nitrate + phosphate Atlantic (28.2, Inf] 0.9937591 0.9878457 0.9979118
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9689120 0.9583713 0.9754371
nitrate + phosphate Indo-Pacific (26,26.5] 0.9531173 0.9492926 0.9600463
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9586737 0.9493268 0.9692432
nitrate + phosphate Indo-Pacific (26.75,27] 0.9821231 0.9764311 0.9887891
nitrate + phosphate Indo-Pacific (27,27.25] 0.9840785 0.9747528 0.9913821
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9835721 0.9695045 0.9919627
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9802128 0.9575430 0.9922214
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9805337 0.9578733 0.9929565
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9833417 0.9651604 0.9946815
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9809485 0.9664460 0.9927031
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9772481 0.9619811 0.9880839
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9338299 0.8747434 0.9735358
nitrate + phosphate_star Atlantic (-Inf,26] -0.0060203 -0.3094021 0.3908953
nitrate + phosphate_star Atlantic (26,26.5] 0.6543457 0.5526010 0.7533684
nitrate + phosphate_star Atlantic (26.5,26.75] 0.7350478 0.6862135 0.7611306
nitrate + phosphate_star Atlantic (26.75,27] 0.6159703 0.6060025 0.6225282
nitrate + phosphate_star Atlantic (27,27.25] 0.6793175 0.5037467 0.8018477
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7732870 0.7141870 0.8045683
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8683201 0.8460145 0.8812683
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8746064 0.8544414 0.8930319
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8307663 0.7777450 0.8685167
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9136269 0.8828598 0.9380677
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9471911 0.9313900 0.9659217
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9642940 0.9574579 0.9702883
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9826162 0.9659547 0.9953129
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9240099 0.8880447 0.9605158
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8628409 0.8283348 0.9097433
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.7863993 0.7601159 0.8375600
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6670745 0.5244186 0.7862193
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6363038 0.5851074 0.7136303
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3269338 0.2394630 0.3899341
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2053554 -0.3028703 -0.0801428
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4057314 -0.5631885 -0.2267770
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3584151 -0.5083346 -0.2351326
nitrate + phosphate_star Indo-Pacific (27.85,27.95] 0.0132070 -0.0158012 0.0423891
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3578749 0.2486693 0.4189570
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5068969 0.4834805 0.5274849
nitrate + phosphate_star Indo-Pacific (28.1, Inf] -0.1445676 -0.2072404 -0.0918458
nitrate + silicate Atlantic (-Inf,26] 0.4237182 0.1771891 0.6667275
nitrate + silicate Atlantic (26,26.5] 0.8289847 0.8099049 0.8515806
nitrate + silicate Atlantic (26.5,26.75] 0.9430993 0.8952413 0.9674144
nitrate + silicate Atlantic (26.75,27] 0.9427939 0.9144637 0.9617717
nitrate + silicate Atlantic (27,27.25] 0.9405732 0.9083682 0.9698052
nitrate + silicate Atlantic (27.25,27.5] 0.8788866 0.8134912 0.9239485
nitrate + silicate Atlantic (27.5,27.75] 0.8892373 0.8830681 0.8958609
nitrate + silicate Atlantic (27.75,27.85] 0.9411029 0.9309232 0.9554408
nitrate + silicate Atlantic (27.85,27.95] 0.9644345 0.9534105 0.9736037
nitrate + silicate Atlantic (27.95,28.05] 0.9756511 0.9639660 0.9831861
nitrate + silicate Atlantic (28.05,28.1] 0.9874406 0.9860838 0.9891484
nitrate + silicate Atlantic (28.1,28.15] 0.9914131 0.9905266 0.9924250
nitrate + silicate Atlantic (28.15,28.2] 0.9944428 0.9895766 0.9984633
nitrate + silicate Atlantic (28.2, Inf] 0.9827194 0.9757065 0.9963500
nitrate + silicate Indo-Pacific (-Inf,26] 0.8813675 0.8663253 0.8963950
nitrate + silicate Indo-Pacific (26,26.5] 0.8133486 0.7486984 0.8590793
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7794107 0.6549086 0.8424554
nitrate + silicate Indo-Pacific (26.75,27] 0.8431664 0.8126832 0.8626571
nitrate + silicate Indo-Pacific (27,27.25] 0.8941993 0.8760806 0.9206112
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8772495 0.8420693 0.9168725
nitrate + silicate Indo-Pacific (27.5,27.75] 0.8843660 0.8408213 0.9181487
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9446012 0.9203211 0.9570917
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9568290 0.9391518 0.9677372
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9497152 0.9370511 0.9659626
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9533704 0.9463181 0.9604769
nitrate + silicate Indo-Pacific (28.1, Inf] 0.7955753 0.7498740 0.8538106
phosphate + phosphate_star Atlantic (-Inf,26] 0.7512176 0.6465930 0.8695592
phosphate + phosphate_star Atlantic (26,26.5] 0.8910378 0.8344849 0.9524454
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8618661 0.8280758 0.8925554
phosphate + phosphate_star Atlantic (26.75,27] 0.7343555 0.7256550 0.7404379
phosphate + phosphate_star Atlantic (27,27.25] 0.7612838 0.6284682 0.8566112
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8358922 0.8012130 0.8577294
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9022819 0.8773742 0.9159814
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9038288 0.8838842 0.9249096
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8618104 0.8138778 0.8928647
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9353376 0.9095178 0.9578426
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9665512 0.9505582 0.9825877
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9771220 0.9668943 0.9837778
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9881560 0.9717054 0.9980688
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9341519 0.9038448 0.9666212
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8685344 0.8348660 0.9031673
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.7999955 0.7716729 0.8365010
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6851659 0.5424502 0.7967721
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6513022 0.5932874 0.7324610
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3230174 0.2092625 0.3947755
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2456517 -0.3029883 -0.1932773
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4511148 -0.5557834 -0.3488747
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3531788 -0.4709691 -0.2620364
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0481866 0.0254069 0.0868994
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.3983317 0.2830103 0.4755676
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.5575804 0.5270473 0.5863669
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.0671987 -0.1184024 -0.0060432
sal + aou Atlantic (-Inf,26] 0.1825193 -0.3310034 0.5293116
sal + aou Atlantic (26,26.5] -0.1283337 -0.2192144 -0.0125906
sal + aou Atlantic (26.5,26.75] -0.3691103 -0.4775203 -0.3090178
sal + aou Atlantic (26.75,27] -0.2532603 -0.2933637 -0.1981594
sal + aou Atlantic (27,27.25] -0.3230598 -0.5585937 -0.0826952
sal + aou Atlantic (27.25,27.5] -0.2144910 -0.3643351 -0.0384177
sal + aou Atlantic (27.5,27.75] -0.4091991 -0.4509077 -0.3802926
sal + aou Atlantic (27.75,27.85] -0.3692853 -0.4414521 -0.2683987
sal + aou Atlantic (27.85,27.95] -0.2527570 -0.3631843 -0.0905244
sal + aou Atlantic (27.95,28.05] -0.4651627 -0.6018543 -0.3319230
sal + aou Atlantic (28.05,28.1] -0.7079506 -0.7438565 -0.6419715
sal + aou Atlantic (28.1,28.15] -0.8175217 -0.8555868 -0.7642348
sal + aou Atlantic (28.15,28.2] -0.9185148 -0.9890539 -0.8088000
sal + aou Atlantic (28.2, Inf] -0.7000569 -0.8684545 -0.5895479
sal + aou Indo-Pacific (-Inf,26] -0.1152814 -0.1894013 -0.0473517
sal + aou Indo-Pacific (26,26.5] -0.0479233 -0.2558540 0.1114873
sal + aou Indo-Pacific (26.5,26.75] -0.0629487 -0.3625285 0.2072655
sal + aou Indo-Pacific (26.75,27] -0.1712447 -0.3570264 0.0241797
sal + aou Indo-Pacific (27,27.25] -0.0432011 -0.1885712 0.2266996
sal + aou Indo-Pacific (27.25,27.5] 0.1493905 0.0355076 0.3422611
sal + aou Indo-Pacific (27.5,27.75] 0.0721910 -0.0780822 0.3038058
sal + aou Indo-Pacific (27.75,27.85] -0.1483228 -0.4072600 0.1578778
sal + aou Indo-Pacific (27.85,27.95] -0.3114323 -0.6488750 -0.0154863
sal + aou Indo-Pacific (27.95,28.05] -0.3091783 -0.4115549 -0.1631593
sal + aou Indo-Pacific (28.05,28.1] -0.3180179 -0.4741704 -0.1972943
sal + aou Indo-Pacific (28.1, Inf] 0.4343621 0.3256727 0.4954836
sal + nitrate Atlantic (-Inf,26] -0.0247271 -0.3308324 0.1571328
sal + nitrate Atlantic (26,26.5] -0.5241614 -0.6663004 -0.4110053
sal + nitrate Atlantic (26.5,26.75] -0.6299306 -0.6617207 -0.5780771
sal + nitrate Atlantic (26.75,27] -0.5616779 -0.5738147 -0.5492777
sal + nitrate Atlantic (27,27.25] -0.6729466 -0.8048005 -0.4882582
sal + nitrate Atlantic (27.25,27.5] -0.7217007 -0.7831227 -0.6100341
sal + nitrate Atlantic (27.5,27.75] -0.7090425 -0.7730971 -0.6250685
sal + nitrate Atlantic (27.75,27.85] -0.5585016 -0.6637226 -0.3767864
sal + nitrate Atlantic (27.85,27.95] -0.4678448 -0.5856796 -0.2882668
sal + nitrate Atlantic (27.95,28.05] -0.6164830 -0.7749179 -0.5254153
sal + nitrate Atlantic (28.05,28.1] -0.8106892 -0.8278904 -0.7842357
sal + nitrate Atlantic (28.1,28.15] -0.8788935 -0.8992016 -0.8573141
sal + nitrate Atlantic (28.15,28.2] -0.9491344 -0.9846664 -0.9079598
sal + nitrate Atlantic (28.2, Inf] -0.9377697 -0.9755075 -0.9127887
sal + nitrate Indo-Pacific (-Inf,26] -0.3493571 -0.4076533 -0.2890978
sal + nitrate Indo-Pacific (26,26.5] -0.3507207 -0.5697900 -0.2148660
sal + nitrate Indo-Pacific (26.5,26.75] -0.3618296 -0.6382592 -0.1411259
sal + nitrate Indo-Pacific (26.75,27] -0.4257299 -0.5921769 -0.2704074
sal + nitrate Indo-Pacific (27,27.25] -0.2375487 -0.3362701 -0.0606864
sal + nitrate Indo-Pacific (27.25,27.5] -0.0135632 -0.0329612 0.0058254
sal + nitrate Indo-Pacific (27.5,27.75] -0.0796135 -0.1113126 -0.0335289
sal + nitrate Indo-Pacific (27.75,27.85] -0.2686975 -0.4235593 -0.0898072
sal + nitrate Indo-Pacific (27.85,27.95] -0.4273984 -0.6730563 -0.2133419
sal + nitrate Indo-Pacific (27.95,28.05] -0.4911375 -0.5497482 -0.3960049
sal + nitrate Indo-Pacific (28.05,28.1] -0.5403165 -0.6372880 -0.4531259
sal + nitrate Indo-Pacific (28.1, Inf] -0.0450371 -0.1190786 0.0460221
sal + phosphate Atlantic (-Inf,26] -0.6476517 -0.7613570 -0.4893920
sal + phosphate Atlantic (26,26.5] -0.8038283 -0.8998143 -0.7395335
sal + phosphate Atlantic (26.5,26.75] -0.7785130 -0.8218674 -0.7405500
sal + phosphate Atlantic (26.75,27] -0.6855440 -0.6941168 -0.6765303
sal + phosphate Atlantic (27,27.25] -0.7521717 -0.8535016 -0.6129714
sal + phosphate Atlantic (27.25,27.5] -0.7862998 -0.8346793 -0.7061449
sal + phosphate Atlantic (27.5,27.75] -0.7535126 -0.8178183 -0.6707400
sal + phosphate Atlantic (27.75,27.85] -0.6062018 -0.7090312 -0.4432162
sal + phosphate Atlantic (27.85,27.95] -0.4956739 -0.5995735 -0.3292776
sal + phosphate Atlantic (27.95,28.05] -0.6319741 -0.7849892 -0.5506984
sal + phosphate Atlantic (28.05,28.1] -0.8235347 -0.8372336 -0.7982063
sal + phosphate Atlantic (28.1,28.15] -0.8933210 -0.9126107 -0.8768357
sal + phosphate Atlantic (28.15,28.2] -0.9515136 -0.9866980 -0.9135176
sal + phosphate Atlantic (28.2, Inf] -0.9399225 -0.9769630 -0.9143670
sal + phosphate Indo-Pacific (-Inf,26] -0.2196175 -0.2936705 -0.1774872
sal + phosphate Indo-Pacific (26,26.5] -0.2727013 -0.4961844 -0.1172543
sal + phosphate Indo-Pacific (26.5,26.75] -0.3166276 -0.6018959 -0.0948717
sal + phosphate Indo-Pacific (26.75,27] -0.4173330 -0.6038473 -0.2323428
sal + phosphate Indo-Pacific (27,27.25] -0.2119386 -0.3459813 0.0183933
sal + phosphate Indo-Pacific (27.25,27.5] 0.0504720 -0.0153420 0.1610969
sal + phosphate Indo-Pacific (27.5,27.75] 0.0156155 -0.0631781 0.1691727
sal + phosphate Indo-Pacific (27.75,27.85] -0.1756415 -0.3791092 0.0920833
sal + phosphate Indo-Pacific (27.85,27.95] -0.3726919 -0.6599689 -0.0962264
sal + phosphate Indo-Pacific (27.95,28.05] -0.4688274 -0.5602507 -0.3341553
sal + phosphate Indo-Pacific (28.05,28.1] -0.5280942 -0.6432112 -0.4281518
sal + phosphate Indo-Pacific (28.1, Inf] -0.0655219 -0.1798367 0.0144681
sal + phosphate_star Atlantic (-Inf,26] -0.8880942 -0.9000203 -0.8677668
sal + phosphate_star Atlantic (26,26.5] -0.9650804 -0.9709098 -0.9592886
sal + phosphate_star Atlantic (26.5,26.75] -0.9744570 -0.9755540 -0.9735639
sal + phosphate_star Atlantic (26.75,27] -0.9802797 -0.9825553 -0.9764206
sal + phosphate_star Atlantic (27,27.25] -0.9814945 -0.9829295 -0.9793023
sal + phosphate_star Atlantic (27.25,27.5] -0.9637553 -0.9745819 -0.9428075
sal + phosphate_star Atlantic (27.5,27.75] -0.9171903 -0.9443520 -0.8839046
sal + phosphate_star Atlantic (27.75,27.85] -0.8295469 -0.8900393 -0.7200137
sal + phosphate_star Atlantic (27.85,27.95] -0.8072216 -0.8447311 -0.7368739
sal + phosphate_star Atlantic (27.95,28.05] -0.8010869 -0.9076696 -0.6912208
sal + phosphate_star Atlantic (28.05,28.1] -0.9020763 -0.9362972 -0.8606082
sal + phosphate_star Atlantic (28.1,28.15] -0.9428430 -0.9587282 -0.9176012
sal + phosphate_star Atlantic (28.15,28.2] -0.9683894 -0.9840051 -0.9533090
sal + phosphate_star Atlantic (28.2, Inf] -0.9807788 -0.9913247 -0.9744318
sal + phosphate_star Indo-Pacific (-Inf,26] -0.4940642 -0.5118922 -0.4740376
sal + phosphate_star Indo-Pacific (26,26.5] -0.7127382 -0.8302365 -0.6200074
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8422441 -0.9151369 -0.7901089
sal + phosphate_star Indo-Pacific (26.75,27] -0.8913924 -0.9311243 -0.8486696
sal + phosphate_star Indo-Pacific (27,27.25] -0.8307987 -0.8477370 -0.7982453
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6196633 -0.8269962 -0.4272704
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4048175 -0.7451886 -0.0593859
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2574943 -0.5964183 0.2108778
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4304180 -0.5962956 -0.1397958
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7624050 -0.7993177 -0.7196250
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8419182 -0.8800375 -0.7937743
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.7782139 -0.8173862 -0.7005665
sal + silicate Atlantic (-Inf,26] -0.7269140 -0.8140438 -0.6732885
sal + silicate Atlantic (26,26.5] -0.7663137 -0.9191803 -0.6874704
sal + silicate Atlantic (26.5,26.75] -0.7075481 -0.7592260 -0.6599941
sal + silicate Atlantic (26.75,27] -0.5940582 -0.6323706 -0.5563684
sal + silicate Atlantic (27,27.25] -0.7287399 -0.8084565 -0.6320336
sal + silicate Atlantic (27.25,27.5] -0.8011027 -0.8269423 -0.7709485
sal + silicate Atlantic (27.5,27.75] -0.7410383 -0.7594751 -0.7223879
sal + silicate Atlantic (27.75,27.85] -0.6328208 -0.6873448 -0.5328345
sal + silicate Atlantic (27.85,27.95] -0.5800688 -0.6683928 -0.4403449
sal + silicate Atlantic (27.95,28.05] -0.6839248 -0.8079966 -0.5990182
sal + silicate Atlantic (28.05,28.1] -0.8398869 -0.8595311 -0.8237775
sal + silicate Atlantic (28.1,28.15] -0.8981820 -0.9161591 -0.8710646
sal + silicate Atlantic (28.15,28.2] -0.9368691 -0.9887896 -0.8670309
sal + silicate Atlantic (28.2, Inf] -0.9139205 -0.9849066 -0.8719184
sal + silicate Indo-Pacific (-Inf,26] -0.5130393 -0.5930528 -0.4020281
sal + silicate Indo-Pacific (26,26.5] -0.5325868 -0.6698668 -0.3814785
sal + silicate Indo-Pacific (26.5,26.75] -0.6553884 -0.8051124 -0.5091579
sal + silicate Indo-Pacific (26.75,27] -0.6571357 -0.7624814 -0.4738802
sal + silicate Indo-Pacific (27,27.25] -0.4057064 -0.5404597 -0.1858782
sal + silicate Indo-Pacific (27.25,27.5] -0.1196100 -0.2329440 0.0298835
sal + silicate Indo-Pacific (27.5,27.75] -0.0483304 -0.1070337 0.0429056
sal + silicate Indo-Pacific (27.75,27.85] -0.1974868 -0.3624372 0.0187280
sal + silicate Indo-Pacific (27.85,27.95] -0.3466943 -0.5956730 -0.1182250
sal + silicate Indo-Pacific (27.95,28.05] -0.3864130 -0.4534481 -0.2832191
sal + silicate Indo-Pacific (28.05,28.1] -0.4338819 -0.5346122 -0.3507488
sal + silicate Indo-Pacific (28.1, Inf] 0.0677199 -0.0337706 0.1445309
sal + temp Atlantic (-Inf,26] 0.8930018 0.8591490 0.9500931
sal + temp Atlantic (26,26.5] 0.9654439 0.9607020 0.9695122
sal + temp Atlantic (26.5,26.75] 0.9891305 0.9883162 0.9900962
sal + temp Atlantic (26.75,27] 0.9814775 0.9790618 0.9833460
sal + temp Atlantic (27,27.25] 0.9792914 0.9758631 0.9819724
sal + temp Atlantic (27.25,27.5] 0.9759848 0.9731909 0.9781556
sal + temp Atlantic (27.5,27.75] 0.9697283 0.9608357 0.9753482
sal + temp Atlantic (27.75,27.85] 0.9802986 0.9770437 0.9827845
sal + temp Atlantic (27.85,27.95] 0.9418357 0.9266708 0.9500885
sal + temp Atlantic (27.95,28.05] 0.8855821 0.8547981 0.9253806
sal + temp Atlantic (28.05,28.1] 0.9565986 0.9509261 0.9657388
sal + temp Atlantic (28.1,28.15] 0.9376049 0.8937912 0.9633386
sal + temp Atlantic (28.15,28.2] 0.8960880 0.8813598 0.9131500
sal + temp Atlantic (28.2, Inf] 0.1593329 0.0382896 0.2231473
sal + temp Indo-Pacific (-Inf,26] 0.7506678 0.7151378 0.8123521
sal + temp Indo-Pacific (26,26.5] 0.9253735 0.8851100 0.9469199
sal + temp Indo-Pacific (26.5,26.75] 0.9773978 0.9684411 0.9827890
sal + temp Indo-Pacific (26.75,27] 0.9760113 0.9708502 0.9789846
sal + temp Indo-Pacific (27,27.25] 0.9468359 0.9302656 0.9655872
sal + temp Indo-Pacific (27.25,27.5] 0.8732373 0.8182666 0.9489032
sal + temp Indo-Pacific (27.5,27.75] 0.6998513 0.5050201 0.9043090
sal + temp Indo-Pacific (27.75,27.85] 0.8051573 0.6489136 0.9283150
sal + temp Indo-Pacific (27.85,27.95] 0.7104700 0.4885584 0.8606018
sal + temp Indo-Pacific (27.95,28.05] 0.7350434 0.6508778 0.8168369
sal + temp Indo-Pacific (28.05,28.1] 0.7246374 0.6322129 0.7884377
sal + temp Indo-Pacific (28.1, Inf] 0.6718547 0.6235112 0.7245367
silicate + phosphate Atlantic (-Inf,26] 0.7510052 0.6620531 0.8457608
silicate + phosphate Atlantic (26,26.5] 0.9221917 0.8895051 0.9709324
silicate + phosphate Atlantic (26.5,26.75] 0.9516639 0.9049593 0.9804495
silicate + phosphate Atlantic (26.75,27] 0.9502470 0.9211506 0.9687154
silicate + phosphate Atlantic (27,27.25] 0.9560336 0.9432072 0.9711735
silicate + phosphate Atlantic (27.25,27.5] 0.9101373 0.8721534 0.9379486
silicate + phosphate Atlantic (27.5,27.75] 0.9051293 0.9011824 0.9112562
silicate + phosphate Atlantic (27.75,27.85] 0.9494026 0.9413065 0.9592426
silicate + phosphate Atlantic (27.85,27.95] 0.9683949 0.9641725 0.9735457
silicate + phosphate Atlantic (27.95,28.05] 0.9770645 0.9707258 0.9822894
silicate + phosphate Atlantic (28.05,28.1] 0.9872503 0.9857917 0.9886271
silicate + phosphate Atlantic (28.1,28.15] 0.9932553 0.9917976 0.9940874
silicate + phosphate Atlantic (28.15,28.2] 0.9935460 0.9876472 0.9984270
silicate + phosphate Atlantic (28.2, Inf] 0.9836028 0.9753987 0.9963357
silicate + phosphate Indo-Pacific (-Inf,26] 0.7997485 0.7570144 0.8245222
silicate + phosphate Indo-Pacific (26,26.5] 0.7558944 0.6712196 0.8204174
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7494482 0.6180273 0.8164689
silicate + phosphate Indo-Pacific (26.75,27] 0.8480401 0.8137107 0.8701782
silicate + phosphate Indo-Pacific (27,27.25] 0.9021844 0.8887015 0.9290750
silicate + phosphate Indo-Pacific (27.25,27.5] 0.8859139 0.8626188 0.9235428
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8859513 0.8502353 0.9222995
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9495802 0.9328140 0.9611668
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9631663 0.9503487 0.9700285
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9580557 0.9481763 0.9630126
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9541152 0.9453453 0.9613026
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7739679 0.7098484 0.8256364
silicate + phosphate_star Atlantic (-Inf,26] 0.6774158 0.5829614 0.7959759
silicate + phosphate_star Atlantic (26,26.5] 0.8337119 0.7707957 0.9502494
silicate + phosphate_star Atlantic (26.5,26.75] 0.7961533 0.7412735 0.8453111
silicate + phosphate_star Atlantic (26.75,27] 0.6502736 0.6132488 0.6833475
silicate + phosphate_star Atlantic (27,27.25] 0.7431450 0.6621855 0.8124128
silicate + phosphate_star Atlantic (27.25,27.5] 0.8704402 0.8502988 0.8835240
silicate + phosphate_star Atlantic (27.5,27.75] 0.9095135 0.8968290 0.9259123
silicate + phosphate_star Atlantic (27.75,27.85] 0.9140327 0.9088017 0.9204293
silicate + phosphate_star Atlantic (27.85,27.95] 0.8874968 0.8507596 0.9136526
silicate + phosphate_star Atlantic (27.95,28.05] 0.9259646 0.8948462 0.9555212
silicate + phosphate_star Atlantic (28.05,28.1] 0.9490688 0.9222297 0.9743496
silicate + phosphate_star Atlantic (28.1,28.15] 0.9668959 0.9445628 0.9835976
silicate + phosphate_star Atlantic (28.15,28.2] 0.9729083 0.9363659 0.9960531
silicate + phosphate_star Atlantic (28.2, Inf] 0.9037740 0.8557650 0.9725998
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7757091 0.7403805 0.8415703
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7692992 0.7505913 0.7892014
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7865332 0.7392255 0.8400584
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7345377 0.6926991 0.7660242
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3569203 0.2744600 0.4251316
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2794899 -0.3448285 -0.2164360
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5178316 -0.6581350 -0.3719163
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4534725 -0.6032722 -0.3520313
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0038853 -0.0159266 0.0173691
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3332274 0.2415785 0.3805640
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4472333 0.4322285 0.4581596
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.1389934 -0.1886111 -0.0799085
temp + aou Atlantic (-Inf,26] 0.1721370 -0.3425090 0.5404027
temp + aou Atlantic (26,26.5] -0.1811193 -0.2581414 -0.0541552
temp + aou Atlantic (26.5,26.75] -0.3924296 -0.4917652 -0.3224812
temp + aou Atlantic (26.75,27] -0.2444707 -0.2990899 -0.1816532
temp + aou Atlantic (27,27.25] -0.2670036 -0.4890987 -0.0453011
temp + aou Atlantic (27.25,27.5] -0.1814319 -0.3383310 -0.0095389
temp + aou Atlantic (27.5,27.75] -0.3833857 -0.4430949 -0.3332740
temp + aou Atlantic (27.75,27.85] -0.3612906 -0.4422629 -0.2417793
temp + aou Atlantic (27.85,27.95] -0.2154636 -0.3528102 -0.0643344
temp + aou Atlantic (27.95,28.05] -0.4507300 -0.5188144 -0.4154901
temp + aou Atlantic (28.05,28.1] -0.5749063 -0.6314662 -0.4942018
temp + aou Atlantic (28.1,28.15] -0.6194698 -0.7051556 -0.5456059
temp + aou Atlantic (28.15,28.2] -0.7107557 -0.8604840 -0.5079921
temp + aou Atlantic (28.2, Inf] 0.4122769 0.3276191 0.4868685
temp + aou Indo-Pacific (-Inf,26] -0.2910431 -0.4353633 -0.2079486
temp + aou Indo-Pacific (26,26.5] -0.1371656 -0.3144681 -0.0467108
temp + aou Indo-Pacific (26.5,26.75] -0.0511372 -0.3331710 0.1964125
temp + aou Indo-Pacific (26.75,27] -0.1818095 -0.3508102 -0.0203784
temp + aou Indo-Pacific (27,27.25] -0.1140888 -0.2779359 0.1448155
temp + aou Indo-Pacific (27.25,27.5] 0.1211169 0.0134335 0.3250758
temp + aou Indo-Pacific (27.5,27.75] 0.1407069 0.0214546 0.3485918
temp + aou Indo-Pacific (27.75,27.85] 0.0222820 -0.1934060 0.2692896
temp + aou Indo-Pacific (27.85,27.95] 0.0005165 -0.2179741 0.1836969
temp + aou Indo-Pacific (27.95,28.05] 0.1500936 0.1145436 0.1725470
temp + aou Indo-Pacific (28.05,28.1] 0.2888810 0.2551600 0.3166332
temp + aou Indo-Pacific (28.1, Inf] 0.8683825 0.8612699 0.8755701
temp + nitrate Atlantic (-Inf,26] 0.0345507 -0.2709976 0.2859330
temp + nitrate Atlantic (26,26.5] -0.5966831 -0.7662476 -0.4806639
temp + nitrate Atlantic (26.5,26.75] -0.6567132 -0.7057821 -0.5951580
temp + nitrate Atlantic (26.75,27] -0.5614038 -0.5860055 -0.5414234
temp + nitrate Atlantic (27,27.25] -0.6349861 -0.7588352 -0.4614325
temp + nitrate Atlantic (27.25,27.5] -0.6979027 -0.7658756 -0.5841924
temp + nitrate Atlantic (27.5,27.75] -0.6866295 -0.7675016 -0.5757296
temp + nitrate Atlantic (27.75,27.85] -0.5641480 -0.6775055 -0.3683425
temp + nitrate Atlantic (27.85,27.95] -0.4320333 -0.5791117 -0.2518264
temp + nitrate Atlantic (27.95,28.05] -0.5783579 -0.6972035 -0.4619258
temp + nitrate Atlantic (28.05,28.1] -0.6960300 -0.7099648 -0.6706956
temp + nitrate Atlantic (28.1,28.15] -0.6987467 -0.7653257 -0.5771127
temp + nitrate Atlantic (28.15,28.2] -0.7496141 -0.8428796 -0.6498615
temp + nitrate Atlantic (28.2, Inf] 0.1117906 0.0594812 0.1486611
temp + nitrate Indo-Pacific (-Inf,26] -0.5362960 -0.6917996 -0.3634875
temp + nitrate Indo-Pacific (26,26.5] -0.4481161 -0.6317583 -0.3209262
temp + nitrate Indo-Pacific (26.5,26.75] -0.3624555 -0.6229384 -0.1669951
temp + nitrate Indo-Pacific (26.75,27] -0.4527140 -0.6040593 -0.3230443
temp + nitrate Indo-Pacific (27,27.25] -0.3333116 -0.4350841 -0.1573789
temp + nitrate Indo-Pacific (27.25,27.5] -0.0787801 -0.1296108 -0.0266055
temp + nitrate Indo-Pacific (27.5,27.75] -0.0192733 -0.0574457 0.0188034
temp + nitrate Indo-Pacific (27.75,27.85] -0.0933734 -0.2110718 0.0327952
temp + nitrate Indo-Pacific (27.85,27.95] -0.1120359 -0.2474334 -0.0029748
temp + nitrate Indo-Pacific (27.95,28.05] -0.0426306 -0.0674631 0.0032009
temp + nitrate Indo-Pacific (28.05,28.1] 0.0582657 0.0445847 0.0741200
temp + nitrate Indo-Pacific (28.1, Inf] 0.4436759 0.3725631 0.5408081
temp + phosphate Atlantic (-Inf,26] -0.5608538 -0.6413374 -0.4549246
temp + phosphate Atlantic (26,26.5] -0.8125912 -0.9278119 -0.7531989
temp + phosphate Atlantic (26.5,26.75] -0.7933112 -0.8505304 -0.7476787
temp + phosphate Atlantic (26.75,27] -0.6771287 -0.6976949 -0.6621981
temp + phosphate Atlantic (27,27.25] -0.7134501 -0.8074725 -0.5846163
temp + phosphate Atlantic (27.25,27.5] -0.7669433 -0.8200549 -0.6873743
temp + phosphate Atlantic (27.5,27.75] -0.7322652 -0.8122866 -0.6250099
temp + phosphate Atlantic (27.75,27.85] -0.6102274 -0.7214335 -0.4324399
temp + phosphate Atlantic (27.85,27.95] -0.4593405 -0.5911157 -0.2925428
temp + phosphate Atlantic (27.95,28.05] -0.5959626 -0.7090459 -0.4910553
temp + phosphate Atlantic (28.05,28.1] -0.7110701 -0.7275888 -0.6882111
temp + phosphate Atlantic (28.1,28.15] -0.7197294 -0.7844890 -0.6063309
temp + phosphate Atlantic (28.15,28.2] -0.7543074 -0.8486275 -0.6606126
temp + phosphate Atlantic (28.2, Inf] 0.0992196 0.0488371 0.1317525
temp + phosphate Indo-Pacific (-Inf,26] -0.4496834 -0.6086934 -0.2916667
temp + phosphate Indo-Pacific (26,26.5] -0.3778592 -0.5647177 -0.2657538
temp + phosphate Indo-Pacific (26.5,26.75] -0.3176622 -0.5861230 -0.1204668
temp + phosphate Indo-Pacific (26.75,27] -0.4429320 -0.6102197 -0.2915298
temp + phosphate Indo-Pacific (27,27.25] -0.3029225 -0.4144444 -0.0863536
temp + phosphate Indo-Pacific (27.25,27.5] -0.0113476 -0.1051876 0.1202799
temp + phosphate Indo-Pacific (27.5,27.75] 0.0777932 -0.0066383 0.2080075
temp + phosphate Indo-Pacific (27.75,27.85] -0.0072693 -0.1586503 0.1910486
temp + phosphate Indo-Pacific (27.85,27.95] -0.0672784 -0.2312064 0.0869673
temp + phosphate Indo-Pacific (27.95,28.05] -0.0256582 -0.0526902 -0.0051786
temp + phosphate Indo-Pacific (28.05,28.1] 0.0624689 0.0452144 0.0800860
temp + phosphate Indo-Pacific (28.1, Inf] 0.4239563 0.3325714 0.4864428
temp + phosphate_star Atlantic (-Inf,26] -0.8234336 -0.8670473 -0.7758658
temp + phosphate_star Atlantic (26,26.5] -0.9596529 -0.9734110 -0.9391372
temp + phosphate_star Atlantic (26.5,26.75] -0.9796282 -0.9859354 -0.9749314
temp + phosphate_star Atlantic (26.75,27] -0.9807271 -0.9845619 -0.9754272
temp + phosphate_star Atlantic (27,27.25] -0.9823235 -0.9852564 -0.9805605
temp + phosphate_star Atlantic (27.25,27.5] -0.9679573 -0.9789115 -0.9468880
temp + phosphate_star Atlantic (27.5,27.75] -0.9130446 -0.9483358 -0.8636043
temp + phosphate_star Atlantic (27.75,27.85] -0.8474002 -0.9112330 -0.7333371
temp + phosphate_star Atlantic (27.85,27.95] -0.7926092 -0.8461562 -0.7115969
temp + phosphate_star Atlantic (27.95,28.05] -0.7676951 -0.8670594 -0.6501975
temp + phosphate_star Atlantic (28.05,28.1] -0.8270475 -0.8818263 -0.7702845
temp + phosphate_star Atlantic (28.1,28.15] -0.8102722 -0.8827979 -0.6878254
temp + phosphate_star Atlantic (28.15,28.2] -0.8005647 -0.8490850 -0.7669280
temp + phosphate_star Atlantic (28.2, Inf] -0.1925327 -0.2571813 -0.0718525
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7558369 -0.8502485 -0.6255317
temp + phosphate_star Indo-Pacific (26,26.5] -0.8197940 -0.8984001 -0.7566255
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8679692 -0.9284695 -0.8092448
temp + phosphate_star Indo-Pacific (26.75,27] -0.9352016 -0.9587615 -0.9071780
temp + phosphate_star Indo-Pacific (27,27.25] -0.9158319 -0.9279607 -0.8950105
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7568885 -0.8942874 -0.6351390
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5611900 -0.8133360 -0.3085071
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.3964867 -0.6928537 0.0268757
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.5692966 -0.6953440 -0.3595551
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7549460 -0.8239662 -0.7011420
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6504820 -0.6579899 -0.6376586
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.8973518 -0.9115410 -0.8788281
temp + silicate Atlantic (-Inf,26] -0.6212803 -0.6718444 -0.5464948
temp + silicate Atlantic (26,26.5] -0.7642154 -0.9296278 -0.6635388
temp + silicate Atlantic (26.5,26.75] -0.7310416 -0.7927871 -0.6833408
temp + silicate Atlantic (26.75,27] -0.6027995 -0.6470955 -0.5637123
temp + silicate Atlantic (27,27.25] -0.7107993 -0.7777649 -0.6348701
temp + silicate Atlantic (27.25,27.5] -0.8354597 -0.8503109 -0.8177976
temp + silicate Atlantic (27.5,27.75] -0.7732407 -0.8055150 -0.7324025
temp + silicate Atlantic (27.75,27.85] -0.6639040 -0.7287202 -0.5513608
temp + silicate Atlantic (27.85,27.95] -0.5673065 -0.6789926 -0.4294354
temp + silicate Atlantic (27.95,28.05] -0.6852753 -0.7573192 -0.6334315
temp + silicate Atlantic (28.05,28.1] -0.7358774 -0.7507584 -0.7134703
temp + silicate Atlantic (28.1,28.15] -0.7297101 -0.7897774 -0.6564134
temp + silicate Atlantic (28.15,28.2] -0.7322707 -0.8535143 -0.5860886
temp + silicate Atlantic (28.2, Inf] 0.1243344 0.1029516 0.1585589
temp + silicate Indo-Pacific (-Inf,26] -0.5872241 -0.7304171 -0.4092955
temp + silicate Indo-Pacific (26,26.5] -0.5947310 -0.7073103 -0.4262248
temp + silicate Indo-Pacific (26.5,26.75] -0.6559673 -0.7990062 -0.5122788
temp + silicate Indo-Pacific (26.75,27] -0.6665393 -0.7548917 -0.5226288
temp + silicate Indo-Pacific (27,27.25] -0.4715793 -0.6153126 -0.2757220
temp + silicate Indo-Pacific (27.25,27.5] -0.2003476 -0.3107612 -0.0336259
temp + silicate Indo-Pacific (27.5,27.75] -0.1385192 -0.2409996 -0.0062960
temp + silicate Indo-Pacific (27.75,27.85] -0.1002256 -0.2550460 0.0849676
temp + silicate Indo-Pacific (27.85,27.95] -0.1395284 -0.3112577 0.0038006
temp + silicate Indo-Pacific (27.95,28.05] -0.0502526 -0.0768005 -0.0303683
temp + silicate Indo-Pacific (28.05,28.1] 0.1394103 0.1294663 0.1490372
temp + silicate Indo-Pacific (28.1, Inf] 0.3798266 0.3626336 0.3968966 
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
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
predictor basin gamma_slab mean_r min_r max_r
aou Atlantic (-Inf,26] 0.5241384 0.3730262 0.6574277
aou Atlantic (26,26.5] 0.0161112 -0.0782161 0.1962605
aou Atlantic (26.5,26.75] -0.3585024 -0.3956907 -0.3021115
aou Atlantic (26.75,27] -0.3049935 -0.3356580 -0.2516213
aou Atlantic (27,27.25] -0.4748639 -0.6209449 -0.2814916
aou Atlantic (27.25,27.5] -0.4671908 -0.5138448 -0.3818186
aou Atlantic (27.5,27.75] -0.7837846 -0.8673683 -0.7132234
aou Atlantic (27.75,27.85] -0.8925954 -0.9148879 -0.8708334
aou Atlantic (27.85,27.95] -0.9129004 -0.9305096 -0.8918106
aou Atlantic (27.95,28.05] -0.8681866 -0.8808913 -0.8490015
aou Atlantic (28.05,28.1] -0.8345958 -0.8561267 -0.8070843
aou Atlantic (28.1,28.15] -0.8583382 -0.8984065 -0.7818127
aou Atlantic (28.15,28.2] -0.9435432 -0.9742581 -0.9268489
aou Atlantic (28.2, Inf] -0.7858677 -0.9056575 -0.6950280
aou Indo-Pacific (-Inf,26] -0.1636563 -0.3624479 -0.0297749
aou Indo-Pacific (26,26.5] -0.7165597 -0.7503922 -0.6855912
aou Indo-Pacific (26.5,26.75] -0.7182337 -0.7422344 -0.7032902
aou Indo-Pacific (26.75,27] -0.6997766 -0.8014641 -0.5981224
aou Indo-Pacific (27,27.25] 0.0213314 -0.0557936 0.1024364
aou Indo-Pacific (27.25,27.5] 0.5572358 0.4973674 0.6343731
aou Indo-Pacific (27.5,27.75] 0.6919626 0.5917966 0.7584912
aou Indo-Pacific (27.75,27.85] 0.7535927 0.6416622 0.8172589
aou Indo-Pacific (27.85,27.95] 0.6991391 0.5681763 0.7891783
aou Indo-Pacific (27.95,28.05] 0.4776636 0.3314335 0.6294278
aou Indo-Pacific (28.05,28.1] 0.2455193 0.1720447 0.3592873
aou Indo-Pacific (28.1, Inf] 0.3383195 0.1650315 0.6263979
nitrate Atlantic (-Inf,26] 0.2994080 0.1890790 0.3947148
nitrate Atlantic (26,26.5] -0.3793664 -0.5461120 -0.2283415
nitrate Atlantic (26.5,26.75] -0.5883464 -0.6755431 -0.5441972
nitrate Atlantic (26.75,27] -0.5868328 -0.6462947 -0.5327311
nitrate Atlantic (27,27.25] -0.7706549 -0.8474446 -0.6315420
nitrate Atlantic (27.25,27.5] -0.8887797 -0.9235229 -0.8621535
nitrate Atlantic (27.5,27.75] -0.9620134 -0.9725935 -0.9444956
nitrate Atlantic (27.75,27.85] -0.9540495 -0.9646039 -0.9454400
nitrate Atlantic (27.85,27.95] -0.9257776 -0.9383555 -0.9180285
nitrate Atlantic (27.95,28.05] -0.8944121 -0.9260150 -0.8595069
nitrate Atlantic (28.05,28.1] -0.8699230 -0.9129469 -0.8204470
nitrate Atlantic (28.1,28.15] -0.8920720 -0.9407661 -0.8139649
nitrate Atlantic (28.15,28.2] -0.9662399 -0.9834867 -0.9377758
nitrate Atlantic (28.2, Inf] -0.9585930 -0.9815301 -0.9277784
nitrate Indo-Pacific (-Inf,26] -0.2002067 -0.4116876 -0.0723682
nitrate Indo-Pacific (26,26.5] -0.8038906 -0.8343441 -0.7438049
nitrate Indo-Pacific (26.5,26.75] -0.8301557 -0.8673892 -0.7980210
nitrate Indo-Pacific (26.75,27] -0.8091644 -0.8682503 -0.7227916
nitrate Indo-Pacific (27,27.25] -0.0480870 -0.0737450 -0.0041880
nitrate Indo-Pacific (27.25,27.5] 0.4844918 0.4104928 0.5673687
nitrate Indo-Pacific (27.5,27.75] 0.6389334 0.5695966 0.6875834
nitrate Indo-Pacific (27.75,27.85] 0.7298089 0.6539832 0.7792959
nitrate Indo-Pacific (27.85,27.95] 0.6647973 0.5616078 0.7522196
nitrate Indo-Pacific (27.95,28.05] 0.4120300 0.2700385 0.5906014
nitrate Indo-Pacific (28.05,28.1] 0.1605075 0.0765232 0.3258479
nitrate Indo-Pacific (28.1, Inf] 0.1310583 -0.0181654 0.4116591
phosphate Atlantic (-Inf,26] -0.0478708 -0.1358815 0.0525758
phosphate Atlantic (26,26.5] -0.6138939 -0.7200850 -0.4828736
phosphate Atlantic (26.5,26.75] -0.6999088 -0.7569707 -0.6707796
phosphate Atlantic (26.75,27] -0.7009251 -0.7522546 -0.6591296
phosphate Atlantic (27,27.25] -0.8414249 -0.8990655 -0.7382645
phosphate Atlantic (27.25,27.5] -0.9274257 -0.9528793 -0.9074504
phosphate Atlantic (27.5,27.75] -0.9771246 -0.9832403 -0.9693679
phosphate Atlantic (27.75,27.85] -0.9637129 -0.9778638 -0.9428738
phosphate Atlantic (27.85,27.95] -0.9395995 -0.9552909 -0.9215540
phosphate Atlantic (27.95,28.05] -0.9078263 -0.9410421 -0.8595385
phosphate Atlantic (28.05,28.1] -0.8847245 -0.9264355 -0.8261832
phosphate Atlantic (28.1,28.15] -0.8971782 -0.9453158 -0.8102417
phosphate Atlantic (28.15,28.2] -0.9723787 -0.9846602 -0.9511755
phosphate Atlantic (28.2, Inf] -0.9689944 -0.9863430 -0.9473937
phosphate Indo-Pacific (-Inf,26] -0.1898970 -0.4110617 -0.0511489
phosphate Indo-Pacific (26,26.5] -0.8298023 -0.8616316 -0.7819134
phosphate Indo-Pacific (26.5,26.75] -0.8577908 -0.8862305 -0.8275932
phosphate Indo-Pacific (26.75,27] -0.8230651 -0.8827675 -0.7384775
phosphate Indo-Pacific (27,27.25] -0.0675086 -0.1042274 -0.0147447
phosphate Indo-Pacific (27.25,27.5] 0.4694165 0.3951696 0.5613415
phosphate Indo-Pacific (27.5,27.75] 0.5986931 0.4983295 0.6737526
phosphate Indo-Pacific (27.75,27.85] 0.6714622 0.5459440 0.7414810
phosphate Indo-Pacific (27.85,27.95] 0.6063668 0.4485495 0.7230861
phosphate Indo-Pacific (27.95,28.05] 0.3447756 0.1582261 0.5516787
phosphate Indo-Pacific (28.05,28.1] 0.0763123 -0.0320442 0.2624167
phosphate Indo-Pacific (28.1, Inf] -0.0078165 -0.2111832 0.3189911
phosphate_star Atlantic (-Inf,26] -0.3697166 -0.5533018 -0.2473059
phosphate_star Atlantic (26,26.5] -0.7909148 -0.8484055 -0.7442628
phosphate_star Atlantic (26.5,26.75] -0.8408032 -0.8805400 -0.8164313
phosphate_star Atlantic (26.75,27] -0.9252135 -0.9316994 -0.9166028
phosphate_star Atlantic (27,27.25] -0.9439473 -0.9631636 -0.9199098
phosphate_star Atlantic (27.25,27.5] -0.9388898 -0.9700168 -0.8966112
phosphate_star Atlantic (27.5,27.75] -0.9199098 -0.9585013 -0.8646405
phosphate_star Atlantic (27.75,27.85] -0.8682344 -0.9192541 -0.7924779
phosphate_star Atlantic (27.85,27.95] -0.7601377 -0.8252326 -0.6372514
phosphate_star Atlantic (27.95,28.05] -0.8311533 -0.8825938 -0.7858748
phosphate_star Atlantic (28.05,28.1] -0.8568692 -0.8872245 -0.8019842
phosphate_star Atlantic (28.1,28.15] -0.8803379 -0.9273407 -0.7952456
phosphate_star Atlantic (28.15,28.2] -0.9686858 -0.9842960 -0.9524432
phosphate_star Atlantic (28.2, Inf] -0.9533156 -0.9711841 -0.9260902
phosphate_star Indo-Pacific (-Inf,26] -0.0849346 -0.3140961 0.0386187
phosphate_star Indo-Pacific (26,26.5] -0.8048987 -0.8491102 -0.7585832
phosphate_star Indo-Pacific (26.5,26.75] -0.7992413 -0.8857604 -0.6904539
phosphate_star Indo-Pacific (26.75,27] -0.7137443 -0.8158826 -0.6330317
phosphate_star Indo-Pacific (27,27.25] -0.2023630 -0.3259710 -0.0476981
phosphate_star Indo-Pacific (27.25,27.5] -0.3240388 -0.3508899 -0.2938272
phosphate_star Indo-Pacific (27.5,27.75] -0.5092011 -0.6541398 -0.3066898
phosphate_star Indo-Pacific (27.75,27.85] -0.5513202 -0.7468527 -0.3509008
phosphate_star Indo-Pacific (27.85,27.95] -0.3418132 -0.3658573 -0.2943865
phosphate_star Indo-Pacific (27.95,28.05] -0.2640020 -0.3227992 -0.1537971
phosphate_star Indo-Pacific (28.05,28.1] -0.3411827 -0.4644910 -0.1635667
phosphate_star Indo-Pacific (28.1, Inf] -0.5086399 -0.6605364 -0.3919651
sal Atlantic (-Inf,26] 0.2638066 0.1469348 0.3633718
sal Atlantic (26,26.5] 0.7581058 0.6736778 0.8309119
sal Atlantic (26.5,26.75] 0.8039921 0.7583860 0.8684836
sal Atlantic (26.75,27] 0.8920447 0.8863692 0.9022625
sal Atlantic (27,27.25] 0.9171525 0.8850328 0.9394224
sal Atlantic (27.25,27.5] 0.8792327 0.7789270 0.9398903
sal Atlantic (27.5,27.75] 0.7763408 0.6503520 0.8733565
sal Atlantic (27.75,27.85] 0.5721565 0.3352602 0.7195514
sal Atlantic (27.85,27.95] 0.3368004 0.0770332 0.4752876
sal Atlantic (27.95,28.05] 0.4219661 0.2276301 0.6513297
sal Atlantic (28.05,28.1] 0.6141463 0.4781289 0.6979451
sal Atlantic (28.1,28.15] 0.7232744 0.5739108 0.8036837
sal Atlantic (28.15,28.2] 0.8995850 0.8527151 0.9476362
sal Atlantic (28.2, Inf] 0.9367705 0.9046553 0.9680329
sal Indo-Pacific (-Inf,26] 0.0378076 0.0166309 0.0530889
sal Indo-Pacific (26,26.5] 0.4372032 0.3334962 0.6391929
sal Indo-Pacific (26.5,26.75] 0.4953252 0.3069738 0.7299385
sal Indo-Pacific (26.75,27] 0.4554332 0.3526152 0.6478916
sal Indo-Pacific (27,27.25] -0.2219575 -0.4588483 -0.1024284
sal Indo-Pacific (27.25,27.5] -0.3218956 -0.5465678 -0.0899645
sal Indo-Pacific (27.5,27.75] -0.2655371 -0.3846209 -0.1771612
sal Indo-Pacific (27.75,27.85] -0.3934568 -0.5421387 -0.3022978
sal Indo-Pacific (27.85,27.95] -0.3726845 -0.5587130 -0.2500013
sal Indo-Pacific (27.95,28.05] -0.1050459 -0.1945222 -0.0155306
sal Indo-Pacific (28.05,28.1] 0.0400799 -0.1073581 0.1414930
sal Indo-Pacific (28.1, Inf] 0.2793934 0.2388953 0.3315615
silicate Atlantic (-Inf,26] -0.0709709 -0.1441792 -0.0217920
silicate Atlantic (26,26.5] -0.5851748 -0.7282007 -0.4558745
silicate Atlantic (26.5,26.75] -0.6393697 -0.7305526 -0.5747290
silicate Atlantic (26.75,27] -0.6225680 -0.6512506 -0.5653855
silicate Atlantic (27,27.25] -0.8234515 -0.8546544 -0.7726507
silicate Atlantic (27.25,27.5] -0.8918693 -0.9155617 -0.8788284
silicate Atlantic (27.5,27.75] -0.8835223 -0.8911015 -0.8769429
silicate Atlantic (27.75,27.85] -0.8777227 -0.9070544 -0.8419332
silicate Atlantic (27.85,27.95] -0.8616888 -0.8896074 -0.8294223
silicate Atlantic (27.95,28.05] -0.8416847 -0.8912648 -0.7740807
silicate Atlantic (28.05,28.1] -0.8416649 -0.8872959 -0.7812010
silicate Atlantic (28.1,28.15] -0.8739838 -0.9241559 -0.7809939
silicate Atlantic (28.15,28.2] -0.9594682 -0.9807500 -0.9361539
silicate Atlantic (28.2, Inf] -0.9396950 -0.9836293 -0.8962187
silicate Indo-Pacific (-Inf,26] -0.2219561 -0.4176897 -0.1180831
silicate Indo-Pacific (26,26.5] -0.7258253 -0.7392599 -0.7051493
silicate Indo-Pacific (26.5,26.75] -0.7175054 -0.7686611 -0.6270828
silicate Indo-Pacific (26.75,27] -0.6348221 -0.6767562 -0.6080251
silicate Indo-Pacific (27,27.25] 0.2357167 0.1885218 0.2764568
silicate Indo-Pacific (27.25,27.5] 0.7569975 0.6967440 0.7885538
silicate Indo-Pacific (27.5,27.75] 0.8303468 0.7696209 0.8660436
silicate Indo-Pacific (27.75,27.85] 0.7913317 0.7008969 0.8482118
silicate Indo-Pacific (27.85,27.95] 0.6913458 0.5642024 0.7841157
silicate Indo-Pacific (27.95,28.05] 0.4452465 0.2908548 0.6158753
silicate Indo-Pacific (28.05,28.1] 0.1806235 0.1162699 0.3037593
silicate Indo-Pacific (28.1, Inf] 0.0286435 -0.0905075 0.2362876
temp Atlantic (-Inf,26] 0.0677633 -0.1368452 0.2405858
temp Atlantic (26,26.5] 0.7247334 0.6601029 0.7810057
temp Atlantic (26.5,26.75] 0.7898134 0.7354108 0.8425748
temp Atlantic (26.75,27] 0.8713232 0.8587290 0.8784605
temp Atlantic (27,27.25] 0.8959088 0.8825899 0.9084136
temp Atlantic (27.25,27.5] 0.8619117 0.7650406 0.9245941
temp Atlantic (27.5,27.75] 0.7455100 0.5981303 0.8568163
temp Atlantic (27.75,27.85] 0.5706621 0.3185842 0.7284348
temp Atlantic (27.85,27.95] 0.3246793 0.0742272 0.4883810
temp Atlantic (27.95,28.05] 0.4236921 0.2270505 0.6076554
temp Atlantic (28.05,28.1] 0.5070124 0.3718150 0.6018973
temp Atlantic (28.1,28.15] 0.5151377 0.2334330 0.6583530
temp Atlantic (28.15,28.2] 0.6642985 0.5947387 0.7581155
temp Atlantic (28.2, Inf] -0.0298305 -0.1116402 0.0675046
temp Indo-Pacific (-Inf,26] -0.2652008 -0.3611881 -0.1792287
temp Indo-Pacific (26,26.5] 0.4589372 0.3309150 0.6282951
temp Indo-Pacific (26.5,26.75] 0.4882362 0.3148882 0.7117323
temp Indo-Pacific (26.75,27] 0.4977395 0.3877729 0.6694875
temp Indo-Pacific (27,27.25] -0.1041335 -0.3211437 0.0298179
temp Indo-Pacific (27.25,27.5] -0.2896615 -0.4777205 -0.0855043
temp Indo-Pacific (27.5,27.75] -0.3149324 -0.4435438 -0.2152957
temp Indo-Pacific (27.75,27.85] -0.3287141 -0.4835550 -0.2489634
temp Indo-Pacific (27.85,27.95] -0.2609748 -0.4043559 -0.1461003
temp Indo-Pacific (27.95,28.05] 0.0241268 -0.0157840 0.0465063
temp Indo-Pacific (28.05,28.1] 0.1628324 0.1586172 0.1708441
temp Indo-Pacific (28.1, Inf] 0.3750297 0.1702017 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