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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
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
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
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] 0.8781590 0.8563278 0.9142054
aou + nitrate Atlantic (26,26.5] 0.9031559 0.8669556 0.9306921
aou + nitrate Atlantic (26.5,26.75] 0.9485578 0.9342071 0.9728018
aou + nitrate Atlantic (26.75,27] 0.9379616 0.9075843 0.9688678
aou + nitrate Atlantic (27,27.25] 0.8813172 0.8090276 0.9238148
aou + nitrate Atlantic (27.25,27.5] 0.7888588 0.7228050 0.8534782
aou + nitrate Atlantic (27.5,27.75] 0.8883889 0.8365270 0.9327645
aou + nitrate Atlantic (27.75,27.85] 0.9620685 0.9497316 0.9719224
aou + nitrate Atlantic (27.85,27.95] 0.9640654 0.9555668 0.9702118
aou + nitrate Atlantic (27.95,28.05] 0.9651831 0.9529227 0.9840255
aou + nitrate Atlantic (28.05,28.1] 0.9732875 0.9559155 0.9887464
aou + nitrate Atlantic (28.1,28.15] 0.9844041 0.9792254 0.9882328
aou + nitrate Atlantic (28.15,28.2] 0.9918435 0.9866445 0.9950555
aou + nitrate Atlantic (28.2, Inf] 0.8632801 0.7589899 0.9494046
aou + nitrate Indo-Pacific (-Inf,26] 0.9220168 0.8854387 0.9612879
aou + nitrate Indo-Pacific (26,26.5] 0.9067362 0.8976904 0.9181674
aou + nitrate Indo-Pacific (26.5,26.75] 0.9173564 0.8966937 0.9331942
aou + nitrate Indo-Pacific (26.75,27] 0.9398081 0.9353797 0.9431419
aou + nitrate Indo-Pacific (27,27.25] 0.9456033 0.9009270 0.9688936
aou + nitrate Indo-Pacific (27.25,27.5] 0.9345964 0.8789634 0.9713064
aou + nitrate Indo-Pacific (27.5,27.75] 0.9092101 0.8935679 0.9241201
aou + nitrate Indo-Pacific (27.75,27.85] 0.9703888 0.9396299 0.9908831
aou + nitrate Indo-Pacific (27.85,27.95] 0.9745239 0.9560843 0.9910853
aou + nitrate Indo-Pacific (27.95,28.05] 0.9601954 0.9427343 0.9765450
aou + nitrate Indo-Pacific (28.05,28.1] 0.9482428 0.9300937 0.9683618
aou + nitrate Indo-Pacific (28.1, Inf] 0.7807336 0.7215916 0.8602187
aou + phosphate Atlantic (-Inf,26] 0.4879434 0.3638387 0.7355403
aou + phosphate Atlantic (26,26.5] 0.7749789 0.6463481 0.9141044
aou + phosphate Atlantic (26.5,26.75] 0.8882403 0.8466854 0.9234615
aou + phosphate Atlantic (26.75,27] 0.8763633 0.8327782 0.9270634
aou + phosphate Atlantic (27,27.25] 0.8120709 0.7315089 0.8562984
aou + phosphate Atlantic (27.25,27.5] 0.7181380 0.6597371 0.8059056
aou + phosphate Atlantic (27.5,27.75] 0.8670587 0.8080493 0.9213419
aou + phosphate Atlantic (27.75,27.85] 0.9539870 0.9388250 0.9689306
aou + phosphate Atlantic (27.85,27.95] 0.9600052 0.9510758 0.9676812
aou + phosphate Atlantic (27.95,28.05] 0.9630981 0.9496557 0.9836725
aou + phosphate Atlantic (28.05,28.1] 0.9692572 0.9494821 0.9907812
aou + phosphate Atlantic (28.1,28.15] 0.9786238 0.9766721 0.9823565
aou + phosphate Atlantic (28.15,28.2] 0.9915664 0.9871336 0.9944703
aou + phosphate Atlantic (28.2, Inf] 0.8645448 0.7669270 0.9476150
aou + phosphate Indo-Pacific (-Inf,26] 0.9431948 0.9131668 0.9697657
aou + phosphate Indo-Pacific (26,26.5] 0.9555529 0.9498631 0.9639828
aou + phosphate Indo-Pacific (26.5,26.75] 0.9519524 0.9393064 0.9641166
aou + phosphate Indo-Pacific (26.75,27] 0.9504802 0.9461897 0.9538332
aou + phosphate Indo-Pacific (27,27.25] 0.9656590 0.9474803 0.9794664
aou + phosphate Indo-Pacific (27.25,27.5] 0.9665270 0.9520615 0.9786942
aou + phosphate Indo-Pacific (27.5,27.75] 0.9572697 0.9503456 0.9610791
aou + phosphate Indo-Pacific (27.75,27.85] 0.9822038 0.9736000 0.9883639
aou + phosphate Indo-Pacific (27.85,27.95] 0.9793719 0.9702859 0.9885370
aou + phosphate Indo-Pacific (27.95,28.05] 0.9656746 0.9562767 0.9738306
aou + phosphate Indo-Pacific (28.05,28.1] 0.9524737 0.9428291 0.9652293
aou + phosphate Indo-Pacific (28.1, Inf] 0.7758206 0.7281483 0.8227469
aou + phosphate_star Atlantic (-Inf,26] 0.0210089 -0.3966693 0.3939762
aou + phosphate_star Atlantic (26,26.5] 0.4378950 0.1450831 0.7973664
aou + phosphate_star Atlantic (26.5,26.75] 0.4654687 0.3786756 0.6016961
aou + phosphate_star Atlantic (26.75,27] 0.1915801 0.0948084 0.2561542
aou + phosphate_star Atlantic (27,27.25] 0.0903648 -0.0375423 0.2499636
aou + phosphate_star Atlantic (27.25,27.5] 0.1088354 -0.0631336 0.3017782
aou + phosphate_star Atlantic (27.5,27.75] 0.5895474 0.4958990 0.6796607
aou + phosphate_star Atlantic (27.75,27.85] 0.7857022 0.7337805 0.8302833
aou + phosphate_star Atlantic (27.85,27.95] 0.7335500 0.7099333 0.7598611
aou + phosphate_star Atlantic (27.95,28.05] 0.8170867 0.7413467 0.9224381
aou + phosphate_star Atlantic (28.05,28.1] 0.8837144 0.8205089 0.9665203
aou + phosphate_star Atlantic (28.1,28.15] 0.9177330 0.9064111 0.9326315
aou + phosphate_star Atlantic (28.15,28.2] 0.9727524 0.9548455 0.9848581
aou + phosphate_star Atlantic (28.2, Inf] 0.6250540 0.3610098 0.8429139
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6702530 0.5329015 0.7560289
aou + phosphate_star Indo-Pacific (26,26.5] 0.5845167 0.5240940 0.6225642
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4293793 0.1715444 0.5835142
aou + phosphate_star Indo-Pacific (26.75,27] 0.3834126 0.3171999 0.4769909
aou + phosphate_star Indo-Pacific (27,27.25] 0.1505914 0.0559173 0.2370912
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.3701667 -0.3896454 -0.3512955
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.2963040 -0.4968851 0.0532720
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.4774581 -0.6105114 -0.3604524
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1004784 -0.1609859 -0.0165414
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1874970 0.0569780 0.3114100
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.3320223 0.2681154 0.4438199
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.6360652 -0.6853217 -0.5679566
aou + silicate Atlantic (-Inf,26] 0.2705489 0.0921457 0.4890832
aou + silicate Atlantic (26,26.5] 0.6851997 0.6002771 0.7731182
aou + silicate Atlantic (26.5,26.75] 0.8882330 0.8630962 0.9228433
aou + silicate Atlantic (26.75,27] 0.8769238 0.8585212 0.8975498
aou + silicate Atlantic (27,27.25] 0.7459750 0.7001785 0.8266663
aou + silicate Atlantic (27.25,27.5] 0.4470373 0.2157978 0.6798948
aou + silicate Atlantic (27.5,27.75] 0.6448690 0.5824884 0.7052496
aou + silicate Atlantic (27.75,27.85] 0.8572529 0.8440302 0.8739055
aou + silicate Atlantic (27.85,27.95] 0.9001815 0.8939391 0.9094771
aou + silicate Atlantic (27.95,28.05] 0.9445073 0.9339744 0.9587778
aou + silicate Atlantic (28.05,28.1] 0.9709251 0.9572923 0.9871131
aou + silicate Atlantic (28.1,28.15] 0.9748513 0.9722655 0.9781175
aou + silicate Atlantic (28.15,28.2] 0.9910322 0.9856645 0.9942627
aou + silicate Atlantic (28.2, Inf] 0.8870475 0.8456145 0.9335909
aou + silicate Indo-Pacific (-Inf,26] 0.7343970 0.6592850 0.8060948
aou + silicate Indo-Pacific (26,26.5] 0.6588819 0.5417991 0.7588583
aou + silicate Indo-Pacific (26.5,26.75] 0.6184447 0.4121145 0.7423827
aou + silicate Indo-Pacific (26.75,27] 0.7509249 0.6951355 0.7810521
aou + silicate Indo-Pacific (27,27.25] 0.8627893 0.8037163 0.9079963
aou + silicate Indo-Pacific (27.25,27.5] 0.8991978 0.8521049 0.9374566
aou + silicate Indo-Pacific (27.5,27.75] 0.9197478 0.8664890 0.9506921
aou + silicate Indo-Pacific (27.75,27.85] 0.9666585 0.9508782 0.9761360
aou + silicate Indo-Pacific (27.85,27.95] 0.9632442 0.9533258 0.9701650
aou + silicate Indo-Pacific (27.95,28.05] 0.9480373 0.9409039 0.9525095
aou + silicate Indo-Pacific (28.05,28.1] 0.9465603 0.9451361 0.9490875
aou + silicate Indo-Pacific (28.1, Inf] 0.6408298 0.5433113 0.6934077
nitrate + phosphate Atlantic (-Inf,26] 0.6338178 0.5319282 0.7522906
nitrate + phosphate Atlantic (26,26.5] 0.9314260 0.9008909 0.9891843
nitrate + phosphate Atlantic (26.5,26.75] 0.9783336 0.9697802 0.9850967
nitrate + phosphate Atlantic (26.75,27] 0.9805218 0.9785636 0.9824411
nitrate + phosphate Atlantic (27,27.25] 0.9858267 0.9803470 0.9896991
nitrate + phosphate Atlantic (27.25,27.5] 0.9890691 0.9810381 0.9933586
nitrate + phosphate Atlantic (27.5,27.75] 0.9955581 0.9950371 0.9960175
nitrate + phosphate Atlantic (27.75,27.85] 0.9962509 0.9959386 0.9968517
nitrate + phosphate Atlantic (27.85,27.95] 0.9940749 0.9923745 0.9954332
nitrate + phosphate Atlantic (27.95,28.05] 0.9930814 0.9916059 0.9950865
nitrate + phosphate Atlantic (28.05,28.1] 0.9923559 0.9903402 0.9942673
nitrate + phosphate Atlantic (28.1,28.15] 0.9949243 0.9928523 0.9963046
nitrate + phosphate Atlantic (28.15,28.2] 0.9967357 0.9952417 0.9979742
nitrate + phosphate Atlantic (28.2, Inf] 0.9913310 0.9787005 0.9982314
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9702575 0.9617282 0.9772876
nitrate + phosphate Indo-Pacific (26,26.5] 0.9529049 0.9481262 0.9584788
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9600216 0.9486979 0.9699083
nitrate + phosphate Indo-Pacific (26.75,27] 0.9837189 0.9805098 0.9896269
nitrate + phosphate Indo-Pacific (27,27.25] 0.9819304 0.9664848 0.9920201
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9819088 0.9623502 0.9926016
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9757347 0.9505340 0.9896585
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9789575 0.9519163 0.9940401
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9825887 0.9620006 0.9951728
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9820884 0.9682453 0.9932540
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9778545 0.9624030 0.9882321
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9355184 0.8793756 0.9730765
nitrate + phosphate_star Atlantic (-Inf,26] 0.2298777 -0.0792858 0.4649530
nitrate + phosphate_star Atlantic (26,26.5] 0.7213536 0.5725273 0.9512473
nitrate + phosphate_star Atlantic (26.5,26.75] 0.7011843 0.6576337 0.7566542
nitrate + phosphate_star Atlantic (26.75,27] 0.4915815 0.3076589 0.6289718
nitrate + phosphate_star Atlantic (27,27.25] 0.5283440 0.3366352 0.6266322
nitrate + phosphate_star Atlantic (27.25,27.5] 0.6817574 0.5491287 0.7494370
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8830356 0.8800703 0.8867454
nitrate + phosphate_star Atlantic (27.75,27.85] 0.9156998 0.9038427 0.9252235
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8725316 0.8547797 0.8900123
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9221913 0.8811045 0.9585827
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9529005 0.9374996 0.9790155
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9637387 0.9527920 0.9699464
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9881790 0.9840237 0.9940745
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9163295 0.8478522 0.9649850
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8653014 0.8243331 0.9042652
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.7837562 0.7479287 0.8377860
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6603767 0.4748856 0.7933168
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6332960 0.5850674 0.7156366
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.4037628 0.3749460 0.4184986
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.0702231 -0.1922613 0.0792544
nitrate + phosphate_star Indo-Pacific (27.5,27.75] 0.0607789 -0.1286080 0.4164486
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3183862 -0.5223034 -0.1190355
nitrate + phosphate_star Indo-Pacific (27.85,27.95] 0.0553878 -0.0194623 0.1677669
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3939234 0.2453974 0.5303613
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5536671 0.4801630 0.6570701
nitrate + phosphate_star Indo-Pacific (28.1, Inf] -0.0854220 -0.2019778 0.0367739
nitrate + silicate Atlantic (-Inf,26] 0.5057699 0.3563942 0.6168467
nitrate + silicate Atlantic (26,26.5] 0.8571884 0.8072608 0.9224798
nitrate + silicate Atlantic (26.5,26.75] 0.9661352 0.9655264 0.9665706
nitrate + silicate Atlantic (26.75,27] 0.9405156 0.9259787 0.9564043
nitrate + silicate Atlantic (27,27.25] 0.9113698 0.8664351 0.9439514
nitrate + silicate Atlantic (27.25,27.5] 0.8140749 0.6711379 0.9022854
nitrate + silicate Atlantic (27.5,27.75] 0.8743731 0.8717292 0.8773502
nitrate + silicate Atlantic (27.75,27.85] 0.9447476 0.9374530 0.9546028
nitrate + silicate Atlantic (27.85,27.95] 0.9658998 0.9591815 0.9749054
nitrate + silicate Atlantic (27.95,28.05] 0.9771958 0.9716884 0.9840057
nitrate + silicate Atlantic (28.05,28.1] 0.9880129 0.9857313 0.9903003
nitrate + silicate Atlantic (28.1,28.15] 0.9907157 0.9893853 0.9917654
nitrate + silicate Atlantic (28.15,28.2] 0.9946987 0.9908012 0.9981369
nitrate + silicate Atlantic (28.2, Inf] 0.9779972 0.9534844 0.9969815
nitrate + silicate Indo-Pacific (-Inf,26] 0.8803194 0.8625236 0.8923222
nitrate + silicate Indo-Pacific (26,26.5] 0.8201274 0.7434551 0.8796347
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7833188 0.6299636 0.8720946
nitrate + silicate Indo-Pacific (26.75,27] 0.8469751 0.8020614 0.8735392
nitrate + silicate Indo-Pacific (27,27.25] 0.8907954 0.8640905 0.9252004
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8738407 0.8465992 0.9191978
nitrate + silicate Indo-Pacific (27.5,27.75] 0.8401787 0.8157697 0.8601822
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9450337 0.9166402 0.9600902
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9582795 0.9413126 0.9687058
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9495458 0.9339379 0.9667626
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9551472 0.9486656 0.9610687
nitrate + silicate Indo-Pacific (28.1, Inf] 0.8039268 0.7748250 0.8517179
phosphate + phosphate_star Atlantic (-Inf,26] 0.8451797 0.6978481 0.9358873
phosphate + phosphate_star Atlantic (26,26.5] 0.8989098 0.8467794 0.9698602
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8156605 0.7499166 0.8615046
phosphate + phosphate_star Atlantic (26.75,27] 0.6279157 0.4600811 0.7480208
phosphate + phosphate_star Atlantic (27,27.25] 0.6443993 0.4963605 0.7230152
phosphate + phosphate_star Atlantic (27.25,27.5] 0.7637285 0.6784083 0.8070573
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9093746 0.9083899 0.9100439
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9333905 0.9218153 0.9402784
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8924863 0.8752961 0.9047793
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9389509 0.9024697 0.9749010
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9700961 0.9574616 0.9912106
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9789645 0.9748533 0.9827341
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9941145 0.9895915 0.9973162
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9279901 0.8720873 0.9696368
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8621987 0.8128606 0.8962707
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.7942765 0.7552344 0.8338908
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6781088 0.4966662 0.8015763
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6477171 0.5913177 0.7342019
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3925384 0.3662838 0.4209450
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.1358574 -0.2023155 -0.0794665
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.0394134 -0.2587534 0.3458440
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3207517 -0.4896367 -0.1615271
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0882154 0.0203586 0.2109585
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4268846 0.2785205 0.5690785
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.5969317 0.5227480 0.7135262
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.0144169 -0.1114904 0.1456032
sal + aou Atlantic (-Inf,26] -0.1560203 -0.4515416 0.3529102
sal + aou Atlantic (26,26.5] -0.3216673 -0.7540350 -0.0155298
sal + aou Atlantic (26.5,26.75] -0.2901068 -0.4727704 -0.0916656
sal + aou Atlantic (26.75,27] -0.1259663 -0.2101545 0.0047142
sal + aou Atlantic (27,27.25] -0.1008382 -0.3045530 0.0723922
sal + aou Atlantic (27.25,27.5] -0.0884235 -0.3192984 0.1479927
sal + aou Atlantic (27.5,27.75] -0.4965184 -0.6119305 -0.3893058
sal + aou Atlantic (27.75,27.85] -0.5516291 -0.6006082 -0.5165740
sal + aou Atlantic (27.85,27.95] -0.3919222 -0.4800940 -0.2625017
sal + aou Atlantic (27.95,28.05] -0.5385577 -0.7817031 -0.2080327
sal + aou Atlantic (28.05,28.1] -0.7476328 -0.8748602 -0.6687139
sal + aou Atlantic (28.1,28.15] -0.8160674 -0.8353245 -0.7877152
sal + aou Atlantic (28.15,28.2] -0.9519974 -0.9830836 -0.9108287
sal + aou Atlantic (28.2, Inf] -0.6561269 -0.8727438 -0.3871254
sal + aou Indo-Pacific (-Inf,26] -0.1028066 -0.1364360 -0.0356967
sal + aou Indo-Pacific (26,26.5] -0.0456868 -0.2487022 0.1363007
sal + aou Indo-Pacific (26.5,26.75] -0.0513716 -0.3695836 0.2632445
sal + aou Indo-Pacific (26.75,27] -0.1478807 -0.3507381 0.0462499
sal + aou Indo-Pacific (27,27.25] -0.0656728 -0.1830167 0.1640510
sal + aou Indo-Pacific (27.25,27.5] 0.1377868 0.0643601 0.2796906
sal + aou Indo-Pacific (27.5,27.75] 0.2892792 0.1361777 0.4871885
sal + aou Indo-Pacific (27.75,27.85] -0.1553880 -0.4051461 0.1020511
sal + aou Indo-Pacific (27.85,27.95] -0.3314646 -0.6462047 -0.1002795
sal + aou Indo-Pacific (27.95,28.05] -0.3194205 -0.3994562 -0.2255670
sal + aou Indo-Pacific (28.05,28.1] -0.3761933 -0.4618134 -0.2736674
sal + aou Indo-Pacific (28.1, Inf] 0.4355045 0.3285837 0.4898025
sal + nitrate Atlantic (-Inf,26] -0.3066849 -0.6017526 0.0559798
sal + nitrate Atlantic (26,26.5] -0.6004330 -0.9095964 -0.4233815
sal + nitrate Atlantic (26.5,26.75] -0.5122382 -0.6403213 -0.3113631
sal + nitrate Atlantic (26.75,27] -0.4176032 -0.5807879 -0.1925287
sal + nitrate Atlantic (27,27.25] -0.5212616 -0.6575971 -0.2867919
sal + nitrate Atlantic (27.25,27.5] -0.6474242 -0.7548862 -0.4493975
sal + nitrate Atlantic (27.5,27.75] -0.7816435 -0.7879405 -0.7716911
sal + nitrate Atlantic (27.75,27.85] -0.7068811 -0.7222097 -0.6875766
sal + nitrate Atlantic (27.85,27.95] -0.5766108 -0.6417806 -0.4734760
sal + nitrate Atlantic (27.95,28.05] -0.6806533 -0.8251668 -0.4226800
sal + nitrate Atlantic (28.05,28.1] -0.8314926 -0.8863790 -0.7632877
sal + nitrate Atlantic (28.1,28.15] -0.8698607 -0.9031403 -0.8419138
sal + nitrate Atlantic (28.15,28.2] -0.9579329 -0.9762897 -0.9392509
sal + nitrate Atlantic (28.2, Inf] -0.9246492 -0.9771703 -0.8528289
sal + nitrate Indo-Pacific (-Inf,26] -0.3543346 -0.3801692 -0.3132694
sal + nitrate Indo-Pacific (26,26.5] -0.3586827 -0.5709722 -0.1914676
sal + nitrate Indo-Pacific (26.5,26.75] -0.3484959 -0.6392788 -0.0818022
sal + nitrate Indo-Pacific (26.75,27] -0.4111063 -0.5894299 -0.2613851
sal + nitrate Indo-Pacific (27,27.25] -0.2853710 -0.3443617 -0.2077717
sal + nitrate Indo-Pacific (27.25,27.5] -0.0362578 -0.1324128 0.0597997
sal + nitrate Indo-Pacific (27.5,27.75] 0.2749979 -0.1238152 0.7282857
sal + nitrate Indo-Pacific (27.75,27.85] -0.2804433 -0.4225767 -0.1501096
sal + nitrate Indo-Pacific (27.85,27.95] -0.4471530 -0.6720338 -0.2886107
sal + nitrate Indo-Pacific (27.95,28.05] -0.5022338 -0.5419083 -0.4503316
sal + nitrate Indo-Pacific (28.05,28.1] -0.5879425 -0.6291173 -0.5248597
sal + nitrate Indo-Pacific (28.1, Inf] -0.0918139 -0.1189047 -0.0597559
sal + phosphate Atlantic (-Inf,26] -0.6698466 -0.7883166 -0.5439051
sal + phosphate Atlantic (26,26.5] -0.8039752 -0.9106026 -0.7437080
sal + phosphate Atlantic (26.5,26.75] -0.6533322 -0.7647497 -0.4410535
sal + phosphate Atlantic (26.75,27] -0.5590702 -0.7075549 -0.3465049
sal + phosphate Atlantic (27,27.25] -0.6371833 -0.7448000 -0.4488195
sal + phosphate Atlantic (27.25,27.5] -0.7265103 -0.8077762 -0.5771611
sal + phosphate Atlantic (27.5,27.75] -0.8128455 -0.8197704 -0.8059725
sal + phosphate Atlantic (27.75,27.85] -0.7352378 -0.7469884 -0.7167584
sal + phosphate Atlantic (27.85,27.95] -0.5966605 -0.6549486 -0.4901354
sal + phosphate Atlantic (27.95,28.05] -0.6909925 -0.8394380 -0.4286564
sal + phosphate Atlantic (28.05,28.1] -0.8439826 -0.8975681 -0.7741389
sal + phosphate Atlantic (28.1,28.15] -0.8860518 -0.9142002 -0.8599477
sal + phosphate Atlantic (28.15,28.2] -0.9598880 -0.9794588 -0.9469772
sal + phosphate Atlantic (28.2, Inf] -0.9279161 -0.9784209 -0.8572342
sal + phosphate Indo-Pacific (-Inf,26] -0.2217034 -0.2531856 -0.2003472
sal + phosphate Indo-Pacific (26,26.5] -0.2771591 -0.4944647 -0.0980940
sal + phosphate Indo-Pacific (26.5,26.75] -0.3027139 -0.6034496 -0.0394193
sal + phosphate Indo-Pacific (26.75,27] -0.4023030 -0.6035248 -0.2171051
sal + phosphate Indo-Pacific (27,27.25] -0.2489821 -0.3545696 -0.0931353
sal + phosphate Indo-Pacific (27.25,27.5] 0.0385895 -0.0184517 0.0674829
sal + phosphate Indo-Pacific (27.5,27.75] 0.3256101 0.1069794 0.6706634
sal + phosphate Indo-Pacific (27.75,27.85] -0.1797546 -0.3793168 0.0529917
sal + phosphate Indo-Pacific (27.85,27.95] -0.3845980 -0.6588906 -0.1509727
sal + phosphate Indo-Pacific (27.95,28.05] -0.4744544 -0.5519050 -0.3736076
sal + phosphate Indo-Pacific (28.05,28.1] -0.5657076 -0.6348569 -0.5084983
sal + phosphate Indo-Pacific (28.1, Inf] -0.1012721 -0.1806100 -0.0278860
sal + phosphate_star Atlantic (-Inf,26] -0.8273494 -0.9019509 -0.7017069
sal + phosphate_star Atlantic (26,26.5] -0.9617136 -0.9654149 -0.9589304
sal + phosphate_star Atlantic (26.5,26.75] -0.9251420 -0.9791263 -0.8219973
sal + phosphate_star Atlantic (26.75,27] -0.9694051 -0.9860687 -0.9450099
sal + phosphate_star Atlantic (27,27.25] -0.9793813 -0.9837308 -0.9712125
sal + phosphate_star Atlantic (27.25,27.5] -0.9729141 -0.9845423 -0.9520575
sal + phosphate_star Atlantic (27.5,27.75] -0.9360936 -0.9521119 -0.9182178
sal + phosphate_star Atlantic (27.75,27.85] -0.8901248 -0.9143052 -0.8484042
sal + phosphate_star Atlantic (27.85,27.95] -0.8481291 -0.8723109 -0.8124961
sal + phosphate_star Atlantic (27.95,28.05] -0.8463317 -0.9228770 -0.7178354
sal + phosphate_star Atlantic (28.05,28.1] -0.9123488 -0.9462104 -0.8642807
sal + phosphate_star Atlantic (28.1,28.15] -0.9360975 -0.9606117 -0.9154061
sal + phosphate_star Atlantic (28.15,28.2] -0.9639167 -0.9761462 -0.9477647
sal + phosphate_star Atlantic (28.2, Inf] -0.9816125 -0.9940342 -0.9682433
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5179156 -0.5396594 -0.5005142
sal + phosphate_star Indo-Pacific (26,26.5] -0.7239049 -0.8368819 -0.6202371
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8403141 -0.9176025 -0.7828784
sal + phosphate_star Indo-Pacific (26.75,27] -0.8894179 -0.9343594 -0.8431673
sal + phosphate_star Indo-Pacific (27,27.25] -0.8331463 -0.8615456 -0.7857501
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.5923856 -0.8520808 -0.3259006
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.1246985 -0.7611786 0.5427391
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2765839 -0.5935319 0.2022713
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4233257 -0.6182259 -0.1503686
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7630685 -0.8089409 -0.7050364
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8303841 -0.8838019 -0.7505711
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.8313706 -0.8563697 -0.8174712
sal + silicate Atlantic (-Inf,26] -0.7354155 -0.7544380 -0.7000186
sal + silicate Atlantic (26,26.5] -0.7648574 -0.9153686 -0.6830652
sal + silicate Atlantic (26.5,26.75] -0.5755451 -0.7013916 -0.3798612
sal + silicate Atlantic (26.75,27] -0.4462570 -0.5580767 -0.2557698
sal + silicate Atlantic (27,27.25] -0.6159279 -0.6804575 -0.5266697
sal + silicate Atlantic (27.25,27.5] -0.7774358 -0.8068009 -0.7430965
sal + silicate Atlantic (27.5,27.75] -0.8232830 -0.8515688 -0.7906118
sal + silicate Atlantic (27.75,27.85] -0.7935594 -0.8147856 -0.7800332
sal + silicate Atlantic (27.85,27.95] -0.6903805 -0.7295291 -0.6125805
sal + silicate Atlantic (27.95,28.05] -0.7306284 -0.8813418 -0.4822718
sal + silicate Atlantic (28.05,28.1] -0.8604018 -0.9215330 -0.8074986
sal + silicate Atlantic (28.1,28.15] -0.8983039 -0.9139383 -0.8757288
sal + silicate Atlantic (28.15,28.2] -0.9557248 -0.9814279 -0.9195227
sal + silicate Atlantic (28.2, Inf] -0.8948166 -0.9859207 -0.7821316
sal + silicate Indo-Pacific (-Inf,26] -0.5269386 -0.5734831 -0.4400617
sal + silicate Indo-Pacific (26,26.5] -0.5586377 -0.6782484 -0.4567852
sal + silicate Indo-Pacific (26.5,26.75] -0.6665848 -0.8095676 -0.5531120
sal + silicate Indo-Pacific (26.75,27] -0.6560926 -0.7634200 -0.4770113
sal + silicate Indo-Pacific (27,27.25] -0.4577304 -0.5432176 -0.3258898
sal + silicate Indo-Pacific (27.25,27.5] -0.1485818 -0.1965007 -0.0874834
sal + silicate Indo-Pacific (27.5,27.75] 0.1192105 -0.0579965 0.3812169
sal + silicate Indo-Pacific (27.75,27.85] -0.2085598 -0.3571247 -0.0466023
sal + silicate Indo-Pacific (27.85,27.95] -0.3659003 -0.5927715 -0.1939791
sal + silicate Indo-Pacific (27.95,28.05] -0.3972371 -0.4455219 -0.3364360
sal + silicate Indo-Pacific (28.05,28.1] -0.4869888 -0.5266207 -0.4123103
sal + silicate Indo-Pacific (28.1, Inf] -0.0102754 -0.1576516 0.1555135
sal + temp Atlantic (-Inf,26] 0.9254189 0.8422006 0.9836628
sal + temp Atlantic (26,26.5] 0.9689093 0.9616315 0.9743585
sal + temp Atlantic (26.5,26.75] 0.9688178 0.9283729 0.9898956
sal + temp Atlantic (26.75,27] 0.9720794 0.9548719 0.9834524
sal + temp Atlantic (27,27.25] 0.9731270 0.9655494 0.9804563
sal + temp Atlantic (27.25,27.5] 0.9644162 0.9457115 0.9742130
sal + temp Atlantic (27.5,27.75] 0.9499608 0.9319460 0.9639926
sal + temp Atlantic (27.75,27.85] 0.9713550 0.9580338 0.9788834
sal + temp Atlantic (27.85,27.95] 0.9269763 0.8986685 0.9510694
sal + temp Atlantic (27.95,28.05] 0.8735152 0.8067063 0.9316798
sal + temp Atlantic (28.05,28.1] 0.9511978 0.9161398 0.9696202
sal + temp Atlantic (28.1,28.15] 0.9442655 0.9248997 0.9683791
sal + temp Atlantic (28.15,28.2] 0.8854070 0.8634964 0.9065752
sal + temp Atlantic (28.2, Inf] 0.2147882 0.0276649 0.4471581
sal + temp Indo-Pacific (-Inf,26] 0.7706936 0.7410545 0.8176761
sal + temp Indo-Pacific (26,26.5] 0.9286401 0.8849934 0.9532028
sal + temp Indo-Pacific (26.5,26.75] 0.9782977 0.9691514 0.9833121
sal + temp Indo-Pacific (26.75,27] 0.9769055 0.9721385 0.9799464
sal + temp Indo-Pacific (27,27.25] 0.9502042 0.9326527 0.9709931
sal + temp Indo-Pacific (27.25,27.5] 0.8810593 0.8280724 0.9585099
sal + temp Indo-Pacific (27.5,27.75] 0.8641477 0.7976591 0.9159312
sal + temp Indo-Pacific (27.75,27.85] 0.8136229 0.6545628 0.9395278
sal + temp Indo-Pacific (27.85,27.95] 0.7215822 0.4949537 0.8737647
sal + temp Indo-Pacific (27.95,28.05] 0.7438024 0.6607193 0.8267357
sal + temp Indo-Pacific (28.05,28.1] 0.7323131 0.6433654 0.8010735
sal + temp Indo-Pacific (28.1, Inf] 0.7280095 0.6266947 0.8291044
silicate + phosphate Atlantic (-Inf,26] 0.6647237 0.6407045 0.6830791
silicate + phosphate Atlantic (26,26.5] 0.9122528 0.8953834 0.9231898
silicate + phosphate Atlantic (26.5,26.75] 0.9667332 0.9620430 0.9710337
silicate + phosphate Atlantic (26.75,27] 0.9478306 0.9385540 0.9572081
silicate + phosphate Atlantic (27,27.25] 0.9358640 0.9185888 0.9513835
silicate + phosphate Atlantic (27.25,27.5] 0.8621903 0.7673643 0.9208256
silicate + phosphate Atlantic (27.5,27.75] 0.8933902 0.8909352 0.8957710
silicate + phosphate Atlantic (27.75,27.85] 0.9522614 0.9450580 0.9612918
silicate + phosphate Atlantic (27.85,27.95] 0.9700254 0.9660180 0.9779281
silicate + phosphate Atlantic (27.95,28.05] 0.9797303 0.9764473 0.9860913
silicate + phosphate Atlantic (28.05,28.1] 0.9890206 0.9847203 0.9915874
silicate + phosphate Atlantic (28.1,28.15] 0.9930601 0.9917584 0.9941059
silicate + phosphate Atlantic (28.15,28.2] 0.9937384 0.9894106 0.9979614
silicate + phosphate Atlantic (28.2, Inf] 0.9796915 0.9595340 0.9966812
silicate + phosphate Indo-Pacific (-Inf,26] 0.7970148 0.7537346 0.8261429
silicate + phosphate Indo-Pacific (26,26.5] 0.7628641 0.6642843 0.8391706
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7538950 0.5937933 0.8440688
silicate + phosphate Indo-Pacific (26.75,27] 0.8540668 0.8044633 0.8816728
silicate + phosphate Indo-Pacific (27,27.25] 0.8983398 0.8738472 0.9330574
silicate + phosphate Indo-Pacific (27.25,27.5] 0.8839535 0.8592060 0.9262076
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8683609 0.8459587 0.8980963
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9510726 0.9308561 0.9640829
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9644339 0.9516201 0.9717000
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9594476 0.9506713 0.9640248
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9557865 0.9483477 0.9622604
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7914868 0.7641350 0.8233665
silicate + phosphate_star Atlantic (-Inf,26] 0.6600231 0.6232995 0.7021616
silicate + phosphate_star Atlantic (26,26.5] 0.8341465 0.7709180 0.9407649
silicate + phosphate_star Atlantic (26.5,26.75] 0.7544161 0.7229402 0.8031336
silicate + phosphate_star Atlantic (26.75,27] 0.5295051 0.3913783 0.6112823
silicate + phosphate_star Atlantic (27,27.25] 0.6371697 0.5898768 0.6662006
silicate + phosphate_star Atlantic (27.25,27.5] 0.8377855 0.8137303 0.8524148
silicate + phosphate_star Atlantic (27.5,27.75] 0.9325859 0.9164100 0.9550246
silicate + phosphate_star Atlantic (27.75,27.85] 0.9547495 0.9428501 0.9650042
silicate + phosphate_star Atlantic (27.85,27.95] 0.9253992 0.9162717 0.9356236
silicate + phosphate_star Atlantic (27.95,28.05] 0.9323838 0.8904283 0.9698010
silicate + phosphate_star Atlantic (28.05,28.1] 0.9545692 0.9375214 0.9853204
silicate + phosphate_star Atlantic (28.1,28.15] 0.9728344 0.9662171 0.9855393
silicate + phosphate_star Atlantic (28.15,28.2] 0.9840834 0.9703623 0.9955390
silicate + phosphate_star Atlantic (28.2, Inf] 0.8847456 0.7642478 0.9753485
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7887790 0.7524096 0.8318681
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7857486 0.7483522 0.8067171
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8024578 0.7228771 0.8548624
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7456001 0.7161265 0.7761799
silicate + phosphate_star Indo-Pacific (27,27.25] 0.4383202 0.4059539 0.4588383
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.1848546 -0.2468943 -0.0670824
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.2134224 -0.3909836 -0.0028587
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4131847 -0.6129553 -0.2477974
silicate + phosphate_star Indo-Pacific (27.85,27.95] 0.0364754 -0.0204934 0.1358894
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3654287 0.2357870 0.4838238
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4965237 0.4469106 0.5881071
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.0190117 -0.1575123 0.1783749
temp + aou Atlantic (-Inf,26] -0.1903138 -0.4969123 0.3240903
temp + aou Atlantic (26,26.5] -0.3607441 -0.8053558 -0.0681727
temp + aou Atlantic (26.5,26.75] -0.3534837 -0.4869077 -0.2549241
temp + aou Atlantic (26.75,27] -0.1309719 -0.2044823 -0.0220667
temp + aou Atlantic (27,27.25] -0.0504757 -0.2251903 0.0881961
temp + aou Atlantic (27.25,27.5] -0.0501405 -0.2779215 0.1702639
temp + aou Atlantic (27.5,27.75] -0.4444076 -0.5600295 -0.3346882
temp + aou Atlantic (27.75,27.85] -0.5128294 -0.5229160 -0.4968668
temp + aou Atlantic (27.85,27.95] -0.3050956 -0.4096014 -0.1401074
temp + aou Atlantic (27.95,28.05] -0.4993323 -0.6507725 -0.3201445
temp + aou Atlantic (28.05,28.1] -0.6009103 -0.7966052 -0.4451464
temp + aou Atlantic (28.1,28.15] -0.6257226 -0.7181933 -0.5358002
temp + aou Atlantic (28.15,28.2] -0.7545537 -0.8386287 -0.6996772
temp + aou Atlantic (28.2, Inf] 0.4051768 0.3290807 0.4936508
temp + aou Indo-Pacific (-Inf,26] -0.2737194 -0.4113702 -0.1786925
temp + aou Indo-Pacific (26,26.5] -0.1188979 -0.2984601 -0.0164962
temp + aou Indo-Pacific (26.5,26.75] -0.0417279 -0.3390413 0.2540518
temp + aou Indo-Pacific (26.75,27] -0.1658679 -0.3471406 -0.0123707
temp + aou Indo-Pacific (27,27.25] -0.1435859 -0.2802564 0.0763010
temp + aou Indo-Pacific (27.25,27.5] 0.1101352 0.0034490 0.2629607
temp + aou Indo-Pacific (27.5,27.75] 0.3206622 0.1891489 0.5050516
temp + aou Indo-Pacific (27.75,27.85] 0.0027886 -0.1982387 0.1936379
temp + aou Indo-Pacific (27.85,27.95] -0.0242745 -0.2103930 0.0844522
temp + aou Indo-Pacific (27.95,28.05] 0.1323819 0.0951845 0.1680661
temp + aou Indo-Pacific (28.05,28.1] 0.2159905 0.0632195 0.3250411
temp + aou Indo-Pacific (28.1, Inf] 0.8480145 0.8021672 0.8738287
temp + nitrate Atlantic (-Inf,26] -0.2718397 -0.5886886 0.0681234
temp + nitrate Atlantic (26,26.5] -0.6468546 -0.9217729 -0.4970665
temp + nitrate Atlantic (26.5,26.75] -0.5866265 -0.6596867 -0.4961947
temp + nitrate Atlantic (26.75,27] -0.4354201 -0.5831532 -0.2368855
temp + nitrate Atlantic (27,27.25] -0.4863839 -0.6008066 -0.2775660
temp + nitrate Atlantic (27.25,27.5] -0.6137725 -0.7215558 -0.4202478
temp + nitrate Atlantic (27.5,27.75] -0.7323817 -0.7347375 -0.7282016
temp + nitrate Atlantic (27.75,27.85] -0.6817568 -0.7136643 -0.6333052
temp + nitrate Atlantic (27.85,27.95] -0.4925135 -0.6254002 -0.3600604
temp + nitrate Atlantic (27.95,28.05] -0.6186445 -0.7096062 -0.4554136
temp + nitrate Atlantic (28.05,28.1] -0.7037003 -0.8079035 -0.5635383
temp + nitrate Atlantic (28.1,28.15] -0.6953212 -0.8011408 -0.6108489
temp + nitrate Atlantic (28.15,28.2] -0.7554124 -0.8101272 -0.7246266
temp + nitrate Atlantic (28.2, Inf] 0.0791313 0.0092170 0.1575375
temp + nitrate Indo-Pacific (-Inf,26] -0.5279229 -0.6779022 -0.3799719
temp + nitrate Indo-Pacific (26,26.5] -0.4409091 -0.6243401 -0.3314128
temp + nitrate Indo-Pacific (26.5,26.75] -0.3504179 -0.6230600 -0.1059374
temp + nitrate Indo-Pacific (26.75,27] -0.4441829 -0.6038155 -0.3243140
temp + nitrate Indo-Pacific (27,27.25] -0.3832673 -0.4280141 -0.3013145
temp + nitrate Indo-Pacific (27.25,27.5] -0.0943730 -0.1630830 0.0120783
temp + nitrate Indo-Pacific (27.5,27.75] 0.3018175 -0.0973433 0.7298178
temp + nitrate Indo-Pacific (27.75,27.85] -0.1181628 -0.2172769 -0.0492844
temp + nitrate Indo-Pacific (27.85,27.95] -0.1397777 -0.2422894 -0.0760652
temp + nitrate Indo-Pacific (27.95,28.05] -0.0638845 -0.1423960 0.0048524
temp + nitrate Indo-Pacific (28.05,28.1] -0.0131681 -0.1764539 0.0746864
temp + nitrate Indo-Pacific (28.1, Inf] 0.4065091 0.2704676 0.5348222
temp + phosphate Atlantic (-Inf,26] -0.5873441 -0.6589007 -0.4850393
temp + phosphate Atlantic (26,26.5] -0.8067642 -0.9137204 -0.7413984
temp + phosphate Atlantic (26.5,26.75] -0.7115400 -0.7732971 -0.5982804
temp + phosphate Atlantic (26.75,27] -0.5647851 -0.7017914 -0.3735567
temp + phosphate Atlantic (27,27.25] -0.5999982 -0.6882857 -0.4335709
temp + phosphate Atlantic (27.25,27.5] -0.6981752 -0.7778198 -0.5562355
temp + phosphate Atlantic (27.5,27.75] -0.7677136 -0.7739743 -0.7566411
temp + phosphate Atlantic (27.75,27.85] -0.7092870 -0.7376006 -0.6611781
temp + phosphate Atlantic (27.85,27.95] -0.5131482 -0.6378584 -0.3779151
temp + phosphate Atlantic (27.95,28.05] -0.6328228 -0.7235273 -0.4647427
temp + phosphate Atlantic (28.05,28.1] -0.7168018 -0.8185893 -0.5736109
temp + phosphate Atlantic (28.1,28.15] -0.7187823 -0.8163161 -0.6393207
temp + phosphate Atlantic (28.15,28.2] -0.7565043 -0.8159999 -0.7081752
temp + phosphate Atlantic (28.2, Inf] 0.0689816 0.0041457 0.1430906
temp + phosphate Indo-Pacific (-Inf,26] -0.4336326 -0.5912986 -0.3006988
temp + phosphate Indo-Pacific (26,26.5] -0.3673981 -0.5532509 -0.2677666
temp + phosphate Indo-Pacific (26.5,26.75] -0.3057649 -0.5857394 -0.0639528
temp + phosphate Indo-Pacific (26.75,27] -0.4353956 -0.6118798 -0.2914114
temp + phosphate Indo-Pacific (27,27.25] -0.3451974 -0.4222299 -0.2016893
temp + phosphate Indo-Pacific (27.25,27.5] -0.0184775 -0.1096232 0.0284870
temp + phosphate Indo-Pacific (27.5,27.75] 0.3487119 0.1237490 0.6725195
temp + phosphate Indo-Pacific (27.75,27.85] -0.0235693 -0.1669361 0.1343332
temp + phosphate Indo-Pacific (27.85,27.95] -0.0855888 -0.2256114 0.0141580
temp + phosphate Indo-Pacific (27.95,28.05] -0.0412158 -0.0822141 -0.0035418
temp + phosphate Indo-Pacific (28.05,28.1] 0.0055072 -0.1313471 0.0856961
temp + phosphate Indo-Pacific (28.1, Inf] 0.3995166 0.2692599 0.4789259
temp + phosphate_star Atlantic (-Inf,26] -0.7416170 -0.8217510 -0.6327666
temp + phosphate_star Atlantic (26,26.5] -0.9507119 -0.9651642 -0.9427449
temp + phosphate_star Atlantic (26.5,26.75] -0.9562376 -0.9830704 -0.9089610
temp + phosphate_star Atlantic (26.75,27] -0.9771890 -0.9869723 -0.9617334
temp + phosphate_star Atlantic (27,27.25] -0.9838078 -0.9902080 -0.9757177
temp + phosphate_star Atlantic (27.25,27.5] -0.9751686 -0.9842178 -0.9577665
temp + phosphate_star Atlantic (27.5,27.75] -0.9184210 -0.9351903 -0.8879831
temp + phosphate_star Atlantic (27.75,27.85] -0.8867165 -0.9203696 -0.8368590
temp + phosphate_star Atlantic (27.85,27.95] -0.8003896 -0.8756126 -0.7523917
temp + phosphate_star Atlantic (27.95,28.05] -0.7927863 -0.8852449 -0.6875709
temp + phosphate_star Atlantic (28.05,28.1] -0.8244077 -0.8927141 -0.7206883
temp + phosphate_star Atlantic (28.1,28.15] -0.8084162 -0.8913802 -0.7485359
temp + phosphate_star Atlantic (28.15,28.2] -0.7741076 -0.8122706 -0.7165942
temp + phosphate_star Atlantic (28.2, Inf] -0.2297275 -0.4232446 -0.0480381
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7511259 -0.8461158 -0.6175960
temp + phosphate_star Indo-Pacific (26,26.5] -0.8210194 -0.8969184 -0.7616454
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8666911 -0.9286377 -0.8057201
temp + phosphate_star Indo-Pacific (26.75,27] -0.9355942 -0.9614123 -0.9088229
temp + phosphate_star Indo-Pacific (27,27.25] -0.9141455 -0.9326717 -0.8790975
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7134369 -0.9113800 -0.5004017
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.2162064 -0.8192619 0.4267555
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.4084336 -0.6718990 0.0137202
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.5605840 -0.7151115 -0.3727192
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7527563 -0.8297874 -0.6830041
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6368406 -0.6671640 -0.5830282
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.8826497 -0.9021665 -0.8660622
temp + silicate Atlantic (-Inf,26] -0.6428924 -0.6929146 -0.5711329
temp + silicate Atlantic (26,26.5] -0.7462861 -0.8811499 -0.6685095
temp + silicate Atlantic (26.5,26.75] -0.6414215 -0.7140280 -0.5527532
temp + silicate Atlantic (26.75,27] -0.4739154 -0.5705585 -0.3113138
temp + silicate Atlantic (27,27.25] -0.6116732 -0.6560349 -0.5534387
temp + silicate Atlantic (27.25,27.5] -0.8293792 -0.8355778 -0.8182826
temp + silicate Atlantic (27.5,27.75] -0.8504803 -0.8691886 -0.8324057
temp + silicate Atlantic (27.75,27.85] -0.7993697 -0.8203330 -0.7772947
temp + silicate Atlantic (27.85,27.95] -0.6364183 -0.7283763 -0.5239783
temp + silicate Atlantic (27.95,28.05] -0.7164090 -0.8095948 -0.5716594
temp + silicate Atlantic (28.05,28.1] -0.7451350 -0.8611493 -0.6242234
temp + silicate Atlantic (28.1,28.15] -0.7396828 -0.8072767 -0.6641956
temp + silicate Atlantic (28.15,28.2] -0.7561685 -0.8228728 -0.7018475
temp + silicate Atlantic (28.2, Inf] 0.0958982 0.0814843 0.1139701
temp + silicate Indo-Pacific (-Inf,26] -0.5964584 -0.7261027 -0.4491996
temp + silicate Indo-Pacific (26,26.5] -0.6085189 -0.7110652 -0.4713365
temp + silicate Indo-Pacific (26.5,26.75] -0.6654256 -0.8018730 -0.5564597
temp + silicate Indo-Pacific (26.75,27] -0.6682835 -0.7568231 -0.5324597
temp + silicate Indo-Pacific (27,27.25] -0.5265455 -0.6210395 -0.4173936
temp + silicate Indo-Pacific (27.25,27.5] -0.2262236 -0.2669660 -0.1471327
temp + silicate Indo-Pacific (27.5,27.75] 0.0533264 -0.1198311 0.3062197
temp + silicate Indo-Pacific (27.75,27.85] -0.1187404 -0.2532228 0.0094038
temp + silicate Indo-Pacific (27.85,27.95] -0.1583000 -0.3017065 -0.0772440
temp + silicate Indo-Pacific (27.95,28.05] -0.0659905 -0.1124858 -0.0256292
temp + silicate Indo-Pacific (28.05,28.1] 0.0725815 -0.0806253 0.1556158
temp + silicate Indo-Pacific (28.1, Inf] 0.2732916 0.0745190 0.3870686 
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
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] 0.3587586 0.1180880 0.5913035
aou Atlantic (26,26.5] -0.1688515 -0.4480205 0.0129954
aou Atlantic (26.5,26.75] -0.3404182 -0.4126135 -0.2263588
aou Atlantic (26.75,27] -0.1886524 -0.3395486 -0.1113619
aou Atlantic (27,27.25] -0.2605348 -0.3413510 -0.1633298
aou Atlantic (27.25,27.5] -0.3370877 -0.4851971 -0.1944727
aou Atlantic (27.5,27.75] -0.7841722 -0.8506372 -0.7246758
aou Atlantic (27.75,27.85] -0.9270223 -0.9338405 -0.9201148
aou Atlantic (27.85,27.95] -0.9369478 -0.9480617 -0.9287472
aou Atlantic (27.95,28.05] -0.8883462 -0.8925779 -0.8833848
aou Atlantic (28.05,28.1] -0.8558083 -0.8783924 -0.8254472
aou Atlantic (28.1,28.15] -0.8937374 -0.9077747 -0.8717577
aou Atlantic (28.15,28.2] -0.9452883 -0.9540393 -0.9325341
aou Atlantic (28.2, Inf] -0.1128300 -0.2067232 -0.0152422
aou Indo-Pacific (-Inf,26] -0.1676688 -0.3449584 -0.0138843
aou Indo-Pacific (26,26.5] -0.7239291 -0.7400671 -0.7120657
aou Indo-Pacific (26.5,26.75] -0.7400473 -0.7564553 -0.7151911
aou Indo-Pacific (26.75,27] -0.7144870 -0.8171864 -0.6143557
aou Indo-Pacific (27,27.25] 0.0101689 -0.0666774 0.0717593
aou Indo-Pacific (27.25,27.5] 0.5621227 0.4916885 0.6416692
aou Indo-Pacific (27.5,27.75] 0.7047779 0.5983594 0.7806204
aou Indo-Pacific (27.75,27.85] 0.7549149 0.6265187 0.8291676
aou Indo-Pacific (27.85,27.95] 0.7023439 0.5664268 0.7949069
aou Indo-Pacific (27.95,28.05] 0.4639035 0.2890944 0.6357519
aou Indo-Pacific (28.05,28.1] 0.2463253 0.1667600 0.3681802
aou Indo-Pacific (28.1, Inf] 0.3703741 0.2158245 0.6349507
nitrate Atlantic (-Inf,26] 0.0549847 -0.1871715 0.3054695
nitrate Atlantic (26,26.5] -0.4727718 -0.6550134 -0.3488691
nitrate Atlantic (26.5,26.75] -0.5697281 -0.6591062 -0.5105155
nitrate Atlantic (26.75,27] -0.4591486 -0.6729779 -0.3006181
nitrate Atlantic (27,27.25] -0.6444228 -0.7665921 -0.4966450
nitrate Atlantic (27.25,27.5] -0.8274965 -0.8947783 -0.7323669
nitrate Atlantic (27.5,27.75] -0.9696365 -0.9753096 -0.9618843
nitrate Atlantic (27.75,27.85] -0.9638605 -0.9735459 -0.9516840
nitrate Atlantic (27.85,27.95] -0.9406530 -0.9490764 -0.9304706
nitrate Atlantic (27.95,28.05] -0.9105815 -0.9290810 -0.8986340
nitrate Atlantic (28.05,28.1] -0.8909472 -0.9165543 -0.8745037
nitrate Atlantic (28.1,28.15] -0.9204193 -0.9390426 -0.9075641
nitrate Atlantic (28.15,28.2] -0.9629565 -0.9733707 -0.9448310
nitrate Atlantic (28.2, Inf] -0.7319329 -0.7795314 -0.6625676
nitrate Indo-Pacific (-Inf,26] -0.2111233 -0.3961106 -0.0597057
nitrate Indo-Pacific (26,26.5] -0.8134285 -0.8368350 -0.7668855
nitrate Indo-Pacific (26.5,26.75] -0.8471035 -0.8781124 -0.8246037
nitrate Indo-Pacific (26.75,27] -0.8251918 -0.8881974 -0.7346224
nitrate Indo-Pacific (27,27.25] -0.0479074 -0.0826469 -0.0267757
nitrate Indo-Pacific (27.25,27.5] 0.5021444 0.4340880 0.5832568
nitrate Indo-Pacific (27.5,27.75] 0.6679108 0.6056616 0.7280820
nitrate Indo-Pacific (27.75,27.85] 0.7377717 0.6532768 0.7912693
nitrate Indo-Pacific (27.85,27.95] 0.6702011 0.5656802 0.7577145
nitrate Indo-Pacific (27.95,28.05] 0.3948894 0.2202689 0.5972547
nitrate Indo-Pacific (28.05,28.1] 0.1585597 0.0668716 0.3348672
nitrate Indo-Pacific (28.1, Inf] 0.1417690 -0.0121956 0.4180960
phosphate Atlantic (-Inf,26] -0.3426948 -0.6964227 -0.0930966
phosphate Atlantic (26,26.5] -0.6604472 -0.7029162 -0.6276711
phosphate Atlantic (26.5,26.75] -0.6829708 -0.7855354 -0.5964959
phosphate Atlantic (26.75,27] -0.5969003 -0.7814302 -0.4538176
phosphate Atlantic (27,27.25] -0.7493018 -0.8446812 -0.6439329
phosphate Atlantic (27.25,27.5] -0.8903790 -0.9331594 -0.8385560
phosphate Atlantic (27.5,27.75] -0.9812304 -0.9840569 -0.9764418
phosphate Atlantic (27.75,27.85] -0.9692493 -0.9783251 -0.9546674
phosphate Atlantic (27.85,27.95] -0.9486990 -0.9549811 -0.9453732
phosphate Atlantic (27.95,28.05] -0.9200472 -0.9371917 -0.8989728
phosphate Atlantic (28.05,28.1] -0.9033738 -0.9248289 -0.8833615
phosphate Atlantic (28.1,28.15] -0.9284667 -0.9437025 -0.9142779
phosphate Atlantic (28.15,28.2] -0.9692080 -0.9766155 -0.9588305
phosphate Atlantic (28.2, Inf] -0.7896518 -0.8296553 -0.7451558
phosphate Indo-Pacific (-Inf,26] -0.2026987 -0.4100568 -0.0363916
phosphate Indo-Pacific (26,26.5] -0.8377513 -0.8589781 -0.8054948
phosphate Indo-Pacific (26.5,26.75] -0.8738125 -0.8941374 -0.8588448
phosphate Indo-Pacific (26.75,27] -0.8378982 -0.8995877 -0.7510084
phosphate Indo-Pacific (27,27.25] -0.0715751 -0.1082005 -0.0417452
phosphate Indo-Pacific (27.25,27.5] 0.4834441 0.4049488 0.5746396
phosphate Indo-Pacific (27.5,27.75] 0.6214298 0.5160256 0.7093190
phosphate Indo-Pacific (27.75,27.85] 0.6764064 0.5334586 0.7575079
phosphate Indo-Pacific (27.85,27.95] 0.6086626 0.4418988 0.7297148
phosphate Indo-Pacific (27.95,28.05] 0.3333150 0.1210952 0.5593715
phosphate Indo-Pacific (28.05,28.1] 0.0790402 -0.0250932 0.2719844
phosphate Indo-Pacific (28.1, Inf] 0.0017455 -0.1794923 0.3238314
phosphate_star Atlantic (-Inf,26] -0.5277286 -0.7338441 -0.2696201
phosphate_star Atlantic (26,26.5] -0.8126171 -0.8449348 -0.7611166
phosphate_star Atlantic (26.5,26.75] -0.8943010 -0.9180400 -0.8795847
phosphate_star Atlantic (26.75,27] -0.9350818 -0.9576350 -0.9195835
phosphate_star Atlantic (27,27.25] -0.9515315 -0.9585056 -0.9455047
phosphate_star Atlantic (27.25,27.5] -0.9491644 -0.9633922 -0.9390643
phosphate_star Atlantic (27.5,27.75] -0.9306995 -0.9458539 -0.9144519
phosphate_star Atlantic (27.75,27.85] -0.8993028 -0.9174205 -0.8817853
phosphate_star Atlantic (27.85,27.95] -0.8074505 -0.8387168 -0.7832562
phosphate_star Atlantic (27.95,28.05] -0.8460893 -0.8783200 -0.8091475
phosphate_star Atlantic (28.05,28.1] -0.8805949 -0.8998356 -0.8535074
phosphate_star Atlantic (28.1,28.15] -0.9106515 -0.9270810 -0.8780031
phosphate_star Atlantic (28.15,28.2] -0.9698154 -0.9727529 -0.9640410
phosphate_star Atlantic (28.2, Inf] -0.8388417 -0.8502680 -0.8290324
phosphate_star Indo-Pacific (-Inf,26] -0.1055431 -0.3453654 0.0390780
phosphate_star Indo-Pacific (26,26.5] -0.8031523 -0.8586534 -0.7493132
phosphate_star Indo-Pacific (26.5,26.75] -0.7958622 -0.8938129 -0.6782397
phosphate_star Indo-Pacific (26.75,27] -0.7118417 -0.8315402 -0.6283989
phosphate_star Indo-Pacific (27,27.25] -0.1620380 -0.3239235 -0.0198219
phosphate_star Indo-Pacific (27.25,27.5] -0.2721011 -0.3241668 -0.1773601
phosphate_star Indo-Pacific (27.5,27.75] -0.4688537 -0.6500067 -0.2116741
phosphate_star Indo-Pacific (27.75,27.85] -0.5106253 -0.7473111 -0.2584841
phosphate_star Indo-Pacific (27.85,27.95] -0.3227235 -0.3656676 -0.2458448
phosphate_star Indo-Pacific (27.95,28.05] -0.2532298 -0.3147121 -0.1493023
phosphate_star Indo-Pacific (28.05,28.1] -0.3329096 -0.4317803 -0.1584283
phosphate_star Indo-Pacific (28.1, Inf] -0.5589278 -0.6643098 -0.4689213
sal Atlantic (-Inf,26] 0.2938651 0.2104524 0.3876705
sal Atlantic (26,26.5] 0.7562409 0.6641623 0.8292115
sal Atlantic (26.5,26.75] 0.8021375 0.6584830 0.8821864
sal Atlantic (26.75,27] 0.8908973 0.8323173 0.9385591
sal Atlantic (27,27.25] 0.9298951 0.9101447 0.9508385
sal Atlantic (27.25,27.5] 0.9152398 0.8642036 0.9535289
sal Atlantic (27.5,27.75] 0.8281535 0.7928952 0.8585839
sal Atlantic (27.75,27.85] 0.7041920 0.6692714 0.7221110
sal Atlantic (27.85,27.95] 0.4530462 0.3613666 0.5379159
sal Atlantic (27.95,28.05] 0.5023995 0.2265576 0.6735785
sal Atlantic (28.05,28.1] 0.6658421 0.6164069 0.7298469
sal Atlantic (28.1,28.15] 0.7462474 0.6872071 0.8089190
sal Atlantic (28.15,28.2] 0.8923287 0.8620462 0.9123608
sal Atlantic (28.2, Inf] 0.7619124 0.7364102 0.8042230
sal Indo-Pacific (-Inf,26] 0.0366517 -0.0242425 0.0728155
sal Indo-Pacific (26,26.5] 0.4448080 0.3328539 0.6565114
sal Indo-Pacific (26.5,26.75] 0.4830245 0.2850776 0.7410364
sal Indo-Pacific (26.75,27] 0.4515853 0.3390702 0.6690461
sal Indo-Pacific (27,27.25] -0.2378814 -0.4743311 -0.0945434
sal Indo-Pacific (27.25,27.5] -0.3487176 -0.5464097 -0.1607119
sal Indo-Pacific (27.5,27.75] -0.2883083 -0.3837687 -0.2260724
sal Indo-Pacific (27.75,27.85] -0.4142883 -0.5391697 -0.3189084
sal Indo-Pacific (27.85,27.95] -0.3987770 -0.5571830 -0.2397096
sal Indo-Pacific (27.95,28.05] -0.1127905 -0.1939564 0.0010407
sal Indo-Pacific (28.05,28.1] 0.0210714 -0.1094428 0.1630956
sal Indo-Pacific (28.1, Inf] 0.2846816 0.2504861 0.3292040
silicate Atlantic (-Inf,26] -0.2694502 -0.5050155 -0.0940003
silicate Atlantic (26,26.5] -0.6397212 -0.7302306 -0.5766186
silicate Atlantic (26.5,26.75] -0.6354736 -0.7140142 -0.5775175
silicate Atlantic (26.75,27] -0.5119468 -0.6597258 -0.4108209
silicate Atlantic (27,27.25] -0.7407818 -0.7791589 -0.7119611
silicate Atlantic (27.25,27.5] -0.8698094 -0.8845635 -0.8564637
silicate Atlantic (27.5,27.75] -0.8815424 -0.8909023 -0.8694210
silicate Atlantic (27.75,27.85] -0.8937693 -0.9129447 -0.8741345
silicate Atlantic (27.85,27.95] -0.8785138 -0.9003013 -0.8668296
silicate Atlantic (27.95,28.05] -0.8625309 -0.8976695 -0.8323234
silicate Atlantic (28.05,28.1] -0.8626846 -0.8946165 -0.8446895
silicate Atlantic (28.1,28.15] -0.9051574 -0.9276429 -0.8902584
silicate Atlantic (28.15,28.2] -0.9559106 -0.9675120 -0.9377657
silicate Atlantic (28.2, Inf] -0.6573300 -0.8200407 -0.5216039
silicate Indo-Pacific (-Inf,26] -0.2229716 -0.3871915 -0.0918449
silicate Indo-Pacific (26,26.5] -0.7343964 -0.7630056 -0.7010167
silicate Indo-Pacific (26.5,26.75] -0.7358219 -0.7971057 -0.6185113
silicate Indo-Pacific (26.75,27] -0.6548633 -0.7070747 -0.6272861
silicate Indo-Pacific (27,27.25] 0.2331270 0.2076481 0.2745570
silicate Indo-Pacific (27.25,27.5] 0.7592166 0.6917167 0.7930157
silicate Indo-Pacific (27.5,27.75] 0.8381688 0.7751095 0.8700451
silicate Indo-Pacific (27.75,27.85] 0.7910348 0.6913494 0.8543070
silicate Indo-Pacific (27.85,27.95] 0.6921540 0.5604836 0.7887007
silicate Indo-Pacific (27.95,28.05] 0.4313947 0.2483154 0.6229445
silicate Indo-Pacific (28.05,28.1] 0.1800182 0.1055976 0.3125353
silicate Indo-Pacific (28.1, Inf] 0.0340228 -0.0901287 0.2404464
temp Atlantic (-Inf,26] 0.0883684 -0.1571372 0.2487784
temp Atlantic (26,26.5] 0.7021808 0.5781520 0.7815567
temp Atlantic (26.5,26.75] 0.8130636 0.7305919 0.8684098
temp Atlantic (26.75,27] 0.8767474 0.8260601 0.9219970
temp Atlantic (27,27.25] 0.9108552 0.9004672 0.9260691
temp Atlantic (27.25,27.5] 0.8904129 0.8446480 0.9267237
temp Atlantic (27.5,27.75] 0.7693251 0.7150033 0.8052038
temp Atlantic (27.75,27.85] 0.6687456 0.5952543 0.7065033
temp Atlantic (27.85,27.95] 0.4000661 0.2865497 0.5532291
temp Atlantic (27.95,28.05] 0.4808672 0.3044851 0.6318425
temp Atlantic (28.05,28.1] 0.5390553 0.4410296 0.6387114
temp Atlantic (28.1,28.15] 0.5534634 0.4395776 0.6928718
temp Atlantic (28.15,28.2] 0.6442114 0.5747708 0.6810987
temp Atlantic (28.2, Inf] 0.6168572 0.5663303 0.6576463
temp Indo-Pacific (-Inf,26] -0.2533209 -0.3229189 -0.1595184
temp Indo-Pacific (26,26.5] 0.4562266 0.3196747 0.6367807
temp Indo-Pacific (26.5,26.75] 0.4752027 0.2901094 0.7211429
temp Indo-Pacific (26.75,27] 0.4984725 0.3841705 0.6925931
temp Indo-Pacific (27,27.25] -0.1244326 -0.3327276 0.0412272
temp Indo-Pacific (27.25,27.5] -0.3192270 -0.4769080 -0.1603749
temp Indo-Pacific (27.5,27.75] -0.3359359 -0.4415631 -0.2694999
temp Indo-Pacific (27.75,27.85] -0.3558147 -0.4788941 -0.2400681
temp Indo-Pacific (27.85,27.95] -0.2854214 -0.3955468 -0.1313183
temp Indo-Pacific (27.95,28.05] 0.0118020 -0.0693665 0.0590173
temp Indo-Pacific (28.05,28.1] 0.1420895 0.0763598 0.1856310
temp Indo-Pacific (28.1, Inf] 0.4174000 0.2698683 0.6856785 
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_0.5.3.9000 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