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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic cmorized model subsetting 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 coefficients.

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))))
)
}

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Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/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)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          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()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

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
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# 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 + phosphate Atlantic (-Inf,26] 0.9258443 0.9145388 0.9377956
aou + phosphate Atlantic (26,26.5] 0.8982306 0.8949758 0.9019931
aou + phosphate Atlantic (26.5,26.75] 0.9569135 0.9525261 0.9598176
aou + phosphate Atlantic (26.75,27] 0.9681744 0.9654516 0.9697314
aou + phosphate Atlantic (27,27.25] 0.9514555 0.9496745 0.9535397
aou + phosphate Atlantic (27.25,27.5] 0.9394301 0.9355021 0.9416462
aou + phosphate Atlantic (27.5,27.75] 0.9224497 0.9165119 0.9299397
aou + phosphate Atlantic (27.75,27.85] 0.9057085 0.8940612 0.9127061
aou + phosphate Atlantic (27.85,27.95] 0.9339642 0.9245759 0.9387113
aou + phosphate Atlantic (27.95,28.05] 0.9709785 0.9676211 0.9737183
aou + phosphate Atlantic (28.05,28.1] 0.9884016 0.9873575 0.9899587
aou + phosphate Atlantic (28.1,28.15] 0.9835749 0.9829386 0.9848058
aou + phosphate Atlantic (28.15,28.2] 0.9817914 0.9737509 0.9859037
aou + phosphate Atlantic (28.2, Inf] 0.9839765 0.9788201 0.9876447
aou + phosphate Indo-Pacific (-Inf,26] 0.9676600 0.9670305 0.9685347
aou + phosphate Indo-Pacific (26,26.5] 0.9596376 0.9584173 0.9610358
aou + phosphate Indo-Pacific (26.5,26.75] 0.9701015 0.9695592 0.9707308
aou + phosphate Indo-Pacific (26.75,27] 0.9676311 0.9672955 0.9682284
aou + phosphate Indo-Pacific (27,27.25] 0.9797185 0.9795566 0.9798010
aou + phosphate Indo-Pacific (27.25,27.5] 0.9818804 0.9802059 0.9833003
aou + phosphate Indo-Pacific (27.5,27.75] 0.9832282 0.9822672 0.9837710
aou + phosphate Indo-Pacific (27.75,27.85] 0.9923915 0.9916179 0.9934760
aou + phosphate Indo-Pacific (27.85,27.95] 0.9936946 0.9934764 0.9939626
aou + phosphate Indo-Pacific (27.95,28.05] 0.9975666 0.9973254 0.9978434
aou + phosphate Indo-Pacific (28.05,28.1] 0.9981014 0.9980306 0.9982179
aou + phosphate Indo-Pacific (28.1, Inf] 0.9973647 0.9973123 0.9974324
aou + phosphate SO (-Inf,26] 1.0000000 1.0000000 1.0000000
aou + phosphate SO (26,26.5] 0.8011027 0.7902874 0.8095356
aou + phosphate SO (26.5,26.75] 0.7538758 0.7167690 0.7935157
aou + phosphate SO (26.75,27] 0.7961985 0.7719875 0.8105618
aou + phosphate SO (27,27.25] 0.7781726 0.7719778 0.7851191
aou + phosphate SO (27.25,27.5] 0.7656577 0.7570247 0.7737563
aou + phosphate SO (27.5,27.75] 0.8786389 0.8730670 0.8849389
aou + phosphate SO (27.75,27.85] 0.9573682 0.9517413 0.9622609
aou + phosphate SO (27.85,27.95] 0.9005814 0.8884258 0.9209842
aou + phosphate SO (27.95,28.05] 0.7551772 0.7431969 0.7666162
aou + phosphate SO (28.05,28.1] 0.7127660 0.6956935 0.7326172
aou + phosphate SO (28.1, Inf] 0.8643948 0.8501425 0.8746357
aou + phosphate SO (28.1,28.15] 0.2456034 0.2343304 0.2519810
aou + phosphate SO (28.15,28.2] 0.2935997 0.2455724 0.3325649
aou + phosphate SO (28.2, Inf] 0.6054029 0.5912822 0.6279866
aou + phosphate_star Atlantic (-Inf,26] 0.2371350 0.1773169 0.2822293
aou + phosphate_star Atlantic (26,26.5] 0.3943171 0.3621386 0.4177110
aou + phosphate_star Atlantic (26.5,26.75] 0.1983548 0.1491327 0.2345336
aou + phosphate_star Atlantic (26.75,27] 0.0626495 0.0427768 0.0770808
aou + phosphate_star Atlantic (27,27.25] 0.2771664 0.2304875 0.3010748
aou + phosphate_star Atlantic (27.25,27.5] 0.4758525 0.4581260 0.5005470
aou + phosphate_star Atlantic (27.5,27.75] 0.5074922 0.4860598 0.5182676
aou + phosphate_star Atlantic (27.75,27.85] 0.6425884 0.6228048 0.6648375
aou + phosphate_star Atlantic (27.85,27.95] 0.7625533 0.7360655 0.7855821
aou + phosphate_star Atlantic (27.95,28.05] 0.8974028 0.8846679 0.9096810
aou + phosphate_star Atlantic (28.05,28.1] 0.9615720 0.9559924 0.9689701
aou + phosphate_star Atlantic (28.1,28.15] 0.9484843 0.9476105 0.9490499
aou + phosphate_star Atlantic (28.15,28.2] 0.9406930 0.9259481 0.9489364
aou + phosphate_star Atlantic (28.2, Inf] 0.9665960 0.9596004 0.9723672
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5951338 0.5875310 0.6036047
aou + phosphate_star Indo-Pacific (26,26.5] 0.4238295 0.4203527 0.4289477
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4629181 0.4470290 0.4739811
aou + phosphate_star Indo-Pacific (26.75,27] 0.5766849 0.5662798 0.5854374
aou + phosphate_star Indo-Pacific (27,27.25] 0.7015211 0.6895726 0.7190206
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.6564380 0.6314378 0.6848422
aou + phosphate_star Indo-Pacific (27.5,27.75] 0.4643899 0.4491147 0.4806391
aou + phosphate_star Indo-Pacific (27.75,27.85] 0.4141131 0.3710992 0.4391325
aou + phosphate_star Indo-Pacific (27.85,27.95] 0.4324315 0.4268190 0.4403821
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.5584169 0.5510304 0.5661088
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.6733498 0.6619765 0.6808969
aou + phosphate_star Indo-Pacific (28.1, Inf] 0.2346624 0.2185270 0.2499326
aou + phosphate_star SO (-Inf,26] 1.0000000 1.0000000 1.0000000
aou + phosphate_star SO (26,26.5] -0.4919125 -0.5271398 -0.4262877
aou + phosphate_star SO (26.5,26.75] -0.0792672 -0.1404212 -0.0466723
aou + phosphate_star SO (26.75,27] 0.2455531 0.2080345 0.2833958
aou + phosphate_star SO (27,27.25] 0.1144394 0.0843210 0.1296197
aou + phosphate_star SO (27.25,27.5] -0.3604604 -0.3876979 -0.3355738
aou + phosphate_star SO (27.5,27.75] -0.4913130 -0.5223996 -0.4669064
aou + phosphate_star SO (27.75,27.85] -0.8430036 -0.8494514 -0.8390752
aou + phosphate_star SO (27.85,27.95] -0.7542502 -0.7702315 -0.7333048
aou + phosphate_star SO (27.95,28.05] -0.8336050 -0.8439194 -0.8239328
aou + phosphate_star SO (28.05,28.1] -0.8094318 -0.8307282 -0.7918288
aou + phosphate_star SO (28.1, Inf] -0.4382661 -0.4639289 -0.4245795
aou + phosphate_star SO (28.1,28.15] -0.5459575 -0.5689459 -0.5299439
aou + phosphate_star SO (28.15,28.2] -0.3585923 -0.4429790 -0.2195951
aou + phosphate_star SO (28.2, Inf] 0.1000720 0.0684204 0.1234535
aou + silicate Atlantic (-Inf,26] 0.1068293 0.0364329 0.1856052
aou + silicate Atlantic (26,26.5] 0.2707840 0.2326715 0.2964320
aou + silicate Atlantic (26.5,26.75] 0.6186504 0.5940475 0.6410698
aou + silicate Atlantic (26.75,27] 0.7624981 0.7529336 0.7754087
aou + silicate Atlantic (27,27.25] 0.7615231 0.7465442 0.7726050
aou + silicate Atlantic (27.25,27.5] 0.7382526 0.7246564 0.7466233
aou + silicate Atlantic (27.5,27.75] 0.7040871 0.6879489 0.7223737
aou + silicate Atlantic (27.75,27.85] 0.6200464 0.5917873 0.6429161
aou + silicate Atlantic (27.85,27.95] 0.7039966 0.6738019 0.7258800
aou + silicate Atlantic (27.95,28.05] 0.8514782 0.8278274 0.8650198
aou + silicate Atlantic (28.05,28.1] 0.9353585 0.9236148 0.9454437
aou + silicate Atlantic (28.1,28.15] 0.9492700 0.9433029 0.9573714
aou + silicate Atlantic (28.15,28.2] 0.9268058 0.9235080 0.9323908
aou + silicate Atlantic (28.2, Inf] 0.9465630 0.9429700 0.9498927
aou + silicate Indo-Pacific (-Inf,26] 0.8374240 0.8339467 0.8400790
aou + silicate Indo-Pacific (26,26.5] 0.7666504 0.7659219 0.7678800
aou + silicate Indo-Pacific (26.5,26.75] 0.7502096 0.7461092 0.7556593
aou + silicate Indo-Pacific (26.75,27] 0.8227209 0.8215974 0.8243734
aou + silicate Indo-Pacific (27,27.25] 0.8850609 0.8816204 0.8889153
aou + silicate Indo-Pacific (27.25,27.5] 0.9127597 0.9103735 0.9168898
aou + silicate Indo-Pacific (27.5,27.75] 0.9058119 0.9019839 0.9091258
aou + silicate Indo-Pacific (27.75,27.85] 0.9391958 0.9369731 0.9425032
aou + silicate Indo-Pacific (27.85,27.95] 0.9340300 0.9311402 0.9375816
aou + silicate Indo-Pacific (27.95,28.05] 0.9740798 0.9725086 0.9758648
aou + silicate Indo-Pacific (28.05,28.1] 0.9763382 0.9755969 0.9776297
aou + silicate Indo-Pacific (28.1, Inf] 0.6958923 0.6895153 0.7077196
aou + silicate SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
aou + silicate SO (26,26.5] 0.8935870 0.8729544 0.9082756
aou + silicate SO (26.5,26.75] 0.8720909 0.8509516 0.8910983
aou + silicate SO (26.75,27] 0.8726856 0.8681672 0.8772784
aou + silicate SO (27,27.25] 0.8330861 0.8257026 0.8390001
aou + silicate SO (27.25,27.5] 0.7752913 0.7647575 0.7806872
aou + silicate SO (27.5,27.75] 0.8593778 0.8541459 0.8663867
aou + silicate SO (27.75,27.85] 0.9378141 0.9314734 0.9433487
aou + silicate SO (27.85,27.95] 0.8974691 0.8853931 0.9105782
aou + silicate SO (27.95,28.05] 0.7701108 0.7649696 0.7783380
aou + silicate SO (28.05,28.1] 0.8275892 0.8154574 0.8343162
aou + silicate SO (28.1, Inf] 0.4727353 0.4460283 0.4889910
aou + silicate SO (28.1,28.15] 0.6867684 0.6675713 0.6982460
aou + silicate SO (28.15,28.2] 0.7956541 0.7844488 0.8090973
aou + silicate SO (28.2, Inf] 0.5932118 0.5709743 0.6357742
oxygen + aou Atlantic (-Inf,26] -0.9472969 -0.9551407 -0.9397655
oxygen + aou Atlantic (26,26.5] -0.9554790 -0.9603630 -0.9517783
oxygen + aou Atlantic (26.5,26.75] -0.9934751 -0.9936558 -0.9931896
oxygen + aou Atlantic (26.75,27] -0.9953699 -0.9956485 -0.9951356
oxygen + aou Atlantic (27,27.25] -0.9928691 -0.9934027 -0.9918252
oxygen + aou Atlantic (27.25,27.5] -0.9871137 -0.9875519 -0.9867031
oxygen + aou Atlantic (27.5,27.75] -0.9769305 -0.9777987 -0.9764961
oxygen + aou Atlantic (27.75,27.85] -0.9826024 -0.9844698 -0.9796388
oxygen + aou Atlantic (27.85,27.95] -0.9764500 -0.9779267 -0.9754328
oxygen + aou Atlantic (27.95,28.05] -0.9831335 -0.9849831 -0.9817984
oxygen + aou Atlantic (28.05,28.1] -0.9929956 -0.9931403 -0.9929039
oxygen + aou Atlantic (28.1,28.15] -0.9956453 -0.9959544 -0.9954692
oxygen + aou Atlantic (28.15,28.2] -0.9962322 -0.9967897 -0.9951627
oxygen + aou Atlantic (28.2, Inf] -0.9901298 -0.9919346 -0.9877224
oxygen + aou Indo-Pacific (-Inf,26] -0.9680104 -0.9684898 -0.9674450
oxygen + aou Indo-Pacific (26,26.5] -0.9813997 -0.9824584 -0.9805459
oxygen + aou Indo-Pacific (26.5,26.75] -0.9819827 -0.9824107 -0.9813853
oxygen + aou Indo-Pacific (26.75,27] -0.9686736 -0.9695806 -0.9675682
oxygen + aou Indo-Pacific (27,27.25] -0.9788279 -0.9794195 -0.9782382
oxygen + aou Indo-Pacific (27.25,27.5] -0.9914306 -0.9918620 -0.9910000
oxygen + aou Indo-Pacific (27.5,27.75] -0.9934057 -0.9938183 -0.9928219
oxygen + aou Indo-Pacific (27.75,27.85] -0.9968770 -0.9972849 -0.9965229
oxygen + aou Indo-Pacific (27.85,27.95] -0.9965343 -0.9968177 -0.9962908
oxygen + aou Indo-Pacific (27.95,28.05] -0.9989650 -0.9990811 -0.9988137
oxygen + aou Indo-Pacific (28.05,28.1] -0.9992264 -0.9992594 -0.9991968
oxygen + aou Indo-Pacific (28.1, Inf] -0.9991686 -0.9991816 -0.9991497
oxygen + aou SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
oxygen + aou SO (26,26.5] -0.9770323 -0.9778451 -0.9762973
oxygen + aou SO (26.5,26.75] -0.9385708 -0.9504038 -0.9274940
oxygen + aou SO (26.75,27] -0.9367048 -0.9464193 -0.9258692
oxygen + aou SO (27,27.25] -0.9587390 -0.9605871 -0.9564583
oxygen + aou SO (27.25,27.5] -0.9719981 -0.9732631 -0.9698735
oxygen + aou SO (27.5,27.75] -0.9755984 -0.9765205 -0.9744534
oxygen + aou SO (27.75,27.85] -0.9935069 -0.9940168 -0.9929956
oxygen + aou SO (27.85,27.95] -0.9886751 -0.9896513 -0.9874831
oxygen + aou SO (27.95,28.05] -0.9927105 -0.9929527 -0.9924364
oxygen + aou SO (28.05,28.1] -0.9916553 -0.9924370 -0.9908144
oxygen + aou SO (28.1, Inf] -0.9925273 -0.9928095 -0.9922602
oxygen + aou SO (28.1,28.15] -0.9559732 -0.9610697 -0.9518627
oxygen + aou SO (28.15,28.2] -0.9194460 -0.9370550 -0.8871658
oxygen + aou SO (28.2, Inf] -0.9352660 -0.9421644 -0.9241547
oxygen + phosphate Atlantic (-Inf,26] -0.8555360 -0.8700876 -0.8438115
oxygen + phosphate Atlantic (26,26.5] -0.7699517 -0.7863350 -0.7545375
oxygen + phosphate Atlantic (26.5,26.75] -0.9260897 -0.9295148 -0.9204182
oxygen + phosphate Atlantic (26.75,27] -0.9469071 -0.9494198 -0.9422483
oxygen + phosphate Atlantic (27,27.25] -0.9192580 -0.9225487 -0.9165261
oxygen + phosphate Atlantic (27.25,27.5] -0.8925451 -0.8974291 -0.8867174
oxygen + phosphate Atlantic (27.5,27.75] -0.8743923 -0.8836796 -0.8685988
oxygen + phosphate Atlantic (27.75,27.85] -0.8338830 -0.8472523 -0.8081820
oxygen + phosphate Atlantic (27.85,27.95] -0.8541885 -0.8641138 -0.8369180
oxygen + phosphate Atlantic (27.95,28.05] -0.9319909 -0.9368372 -0.9239334
oxygen + phosphate Atlantic (28.05,28.1] -0.9783930 -0.9816891 -0.9752061
oxygen + phosphate Atlantic (28.1,28.15] -0.9779797 -0.9792045 -0.9773230
oxygen + phosphate Atlantic (28.15,28.2] -0.9716307 -0.9747306 -0.9679912
oxygen + phosphate Atlantic (28.2, Inf] -0.9767773 -0.9785712 -0.9753395
oxygen + phosphate Indo-Pacific (-Inf,26] -0.9003178 -0.9021433 -0.8978125
oxygen + phosphate Indo-Pacific (26,26.5] -0.8970720 -0.9016407 -0.8938731
oxygen + phosphate Indo-Pacific (26.5,26.75] -0.9173119 -0.9184809 -0.9158280
oxygen + phosphate Indo-Pacific (26.75,27] -0.9011756 -0.9042705 -0.8965136
oxygen + phosphate Indo-Pacific (27,27.25] -0.9342657 -0.9379989 -0.9317255
oxygen + phosphate Indo-Pacific (27.25,27.5] -0.9587474 -0.9605918 -0.9574701
oxygen + phosphate Indo-Pacific (27.5,27.75] -0.9625120 -0.9633861 -0.9609111
oxygen + phosphate Indo-Pacific (27.75,27.85] -0.9842911 -0.9853489 -0.9829614
oxygen + phosphate Indo-Pacific (27.85,27.95] -0.9843307 -0.9847921 -0.9834306
oxygen + phosphate Indo-Pacific (27.95,28.05] -0.9944266 -0.9950887 -0.9937181
oxygen + phosphate Indo-Pacific (28.05,28.1] -0.9960451 -0.9962173 -0.9958709
oxygen + phosphate Indo-Pacific (28.1, Inf] -0.9945799 -0.9946859 -0.9945266
oxygen + phosphate SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
oxygen + phosphate SO (26,26.5] -0.6759060 -0.6849764 -0.6668261
oxygen + phosphate SO (26.5,26.75] -0.4999659 -0.5842049 -0.4230103
oxygen + phosphate SO (26.75,27] -0.5530893 -0.5941001 -0.4930885
oxygen + phosphate SO (27,27.25] -0.5739066 -0.5845010 -0.5587250
oxygen + phosphate SO (27.25,27.5] -0.5953819 -0.6083422 -0.5772173
oxygen + phosphate SO (27.5,27.75] -0.7574717 -0.7693716 -0.7461513
oxygen + phosphate SO (27.75,27.85] -0.9300416 -0.9369319 -0.9233770
oxygen + phosphate SO (27.85,27.95] -0.8509919 -0.8784889 -0.8368479
oxygen + phosphate SO (27.95,28.05] -0.7113723 -0.7236800 -0.6940874
oxygen + phosphate SO (28.05,28.1] -0.6546549 -0.6828624 -0.6353359
oxygen + phosphate SO (28.1, Inf] -0.8244741 -0.8395111 -0.8052299
oxygen + phosphate SO (28.1,28.15] 0.0314894 0.0085379 0.0470394
oxygen + phosphate SO (28.15,28.2] 0.0866908 0.0334363 0.1253467
oxygen + phosphate SO (28.2, Inf] -0.3774514 -0.4169600 -0.3428051
oxygen + phosphate_star Atlantic (-Inf,26] -0.0159982 -0.0597215 0.0143036
oxygen + phosphate_star Atlantic (26,26.5] -0.1494203 -0.1731308 -0.1317748
oxygen + phosphate_star Atlantic (26.5,26.75] -0.1018463 -0.1394786 -0.0514478
oxygen + phosphate_star Atlantic (26.75,27] 0.0171772 0.0053758 0.0339219
oxygen + phosphate_star Atlantic (27,27.25] -0.1817693 -0.2073067 -0.1384815
oxygen + phosphate_star Atlantic (27.25,27.5] -0.3597095 -0.3845175 -0.3393888
oxygen + phosphate_star Atlantic (27.5,27.75] -0.3867100 -0.3979910 -0.3663653
oxygen + phosphate_star Atlantic (27.75,27.85] -0.5180225 -0.5477003 -0.4801597
oxygen + phosphate_star Atlantic (27.85,27.95] -0.6278116 -0.6604029 -0.5915371
oxygen + phosphate_star Atlantic (27.95,28.05] -0.8264297 -0.8404834 -0.8056358
oxygen + phosphate_star Atlantic (28.05,28.1] -0.9404507 -0.9510183 -0.9302546
oxygen + phosphate_star Atlantic (28.1,28.15] -0.9359304 -0.9391762 -0.9334533
oxygen + phosphate_star Atlantic (28.15,28.2] -0.9213992 -0.9284385 -0.9134340
oxygen + phosphate_star Atlantic (28.2, Inf] -0.9519042 -0.9558693 -0.9492244
oxygen + phosphate_star Indo-Pacific (-Inf,26] -0.4062929 -0.4163170 -0.3950222
oxygen + phosphate_star Indo-Pacific (26,26.5] -0.2551960 -0.2659727 -0.2495106
oxygen + phosphate_star Indo-Pacific (26.5,26.75] -0.3024434 -0.3132846 -0.2848347
oxygen + phosphate_star Indo-Pacific (26.75,27] -0.3874954 -0.4001981 -0.3799875
oxygen + phosphate_star Indo-Pacific (27,27.25] -0.5621646 -0.5886263 -0.5463306
oxygen + phosphate_star Indo-Pacific (27.25,27.5] -0.5708184 -0.6020556 -0.5452554
oxygen + phosphate_star Indo-Pacific (27.5,27.75] -0.3743731 -0.3894398 -0.3596710
oxygen + phosphate_star Indo-Pacific (27.75,27.85] -0.3561475 -0.3852266 -0.3117634
oxygen + phosphate_star Indo-Pacific (27.85,27.95] -0.3663110 -0.3760734 -0.3576046
oxygen + phosphate_star Indo-Pacific (27.95,28.05] -0.5253602 -0.5352921 -0.5149811
oxygen + phosphate_star Indo-Pacific (28.05,28.1] -0.6496723 -0.6568421 -0.6386592
oxygen + phosphate_star Indo-Pacific (28.1, Inf] -0.2008034 -0.2164100 -0.1841790
oxygen + phosphate_star SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
oxygen + phosphate_star SO (26,26.5] 0.6514660 0.5948418 0.6811100
oxygen + phosphate_star SO (26.5,26.75] 0.4041073 0.3817185 0.4270774
oxygen + phosphate_star SO (26.75,27] 0.0919736 0.0478237 0.1617791
oxygen + phosphate_star SO (27,27.25] 0.1668146 0.1500373 0.1900441
oxygen + phosphate_star SO (27.25,27.5] 0.5678435 0.5533868 0.5872937
oxygen + phosphate_star SO (27.5,27.75] 0.6669223 0.6501153 0.6900128
oxygen + phosphate_star SO (27.75,27.85] 0.8901711 0.8854981 0.8951575
oxygen + phosphate_star SO (27.85,27.95] 0.8270651 0.8135526 0.8393576
oxygen + phosphate_star SO (27.95,28.05] 0.8738774 0.8679945 0.8803217
oxygen + phosphate_star SO (28.05,28.1] 0.8596103 0.8482757 0.8738830
oxygen + phosphate_star SO (28.1, Inf] 0.5119915 0.4994111 0.5319036
oxygen + phosphate_star SO (28.1,28.15] 0.7590020 0.7557278 0.7652736
oxygen + phosphate_star SO (28.15,28.2] 0.6863878 0.6364229 0.7259732
oxygen + phosphate_star SO (28.2, Inf] 0.1794022 0.1562199 0.1983799
oxygen + silicate Atlantic (-Inf,26] 0.0432036 -0.0434008 0.1442769
oxygen + silicate Atlantic (26,26.5] -0.3377250 -0.3649705 -0.2959561
oxygen + silicate Atlantic (26.5,26.75] -0.6304892 -0.6500283 -0.6100586
oxygen + silicate Atlantic (26.75,27] -0.7299735 -0.7460025 -0.7165510
oxygen + silicate Atlantic (27,27.25] -0.7104721 -0.7227879 -0.6975981
oxygen + silicate Atlantic (27.25,27.5] -0.6749053 -0.6855685 -0.6588528
oxygen + silicate Atlantic (27.5,27.75] -0.6495769 -0.6694202 -0.6344906
oxygen + silicate Atlantic (27.75,27.85] -0.4997930 -0.5292206 -0.4535105
oxygen + silicate Atlantic (27.85,27.95] -0.5630324 -0.5887921 -0.5187498
oxygen + silicate Atlantic (27.95,28.05] -0.7540332 -0.7742626 -0.7197045
oxygen + silicate Atlantic (28.05,28.1] -0.8950636 -0.9092631 -0.8770266
oxygen + silicate Atlantic (28.1,28.15] -0.9287922 -0.9397868 -0.9176007
oxygen + silicate Atlantic (28.15,28.2] -0.9091225 -0.9150702 -0.9032719
oxygen + silicate Atlantic (28.2, Inf] -0.9231081 -0.9274218 -0.9179042
oxygen + silicate Indo-Pacific (-Inf,26] -0.7310307 -0.7345856 -0.7242266
oxygen + silicate Indo-Pacific (26,26.5] -0.6624703 -0.6667231 -0.6598484
oxygen + silicate Indo-Pacific (26.5,26.75] -0.6412450 -0.6464939 -0.6383679
oxygen + silicate Indo-Pacific (26.75,27] -0.6953990 -0.6997813 -0.6901503
oxygen + silicate Indo-Pacific (27,27.25] -0.7911268 -0.8005341 -0.7851661
oxygen + silicate Indo-Pacific (27.25,27.5] -0.8622441 -0.8680473 -0.8588850
oxygen + silicate Indo-Pacific (27.5,27.75] -0.8614080 -0.8658003 -0.8558242
oxygen + silicate Indo-Pacific (27.75,27.85] -0.9196295 -0.9228629 -0.9172400
oxygen + silicate Indo-Pacific (27.85,27.95] -0.9119876 -0.9152901 -0.9084653
oxygen + silicate Indo-Pacific (27.95,28.05] -0.9682351 -0.9712201 -0.9652319
oxygen + silicate Indo-Pacific (28.05,28.1] -0.9731381 -0.9746080 -0.9723864
oxygen + silicate Indo-Pacific (28.1, Inf] -0.6760667 -0.6882091 -0.6696418
oxygen + silicate SO (-Inf,26] 1.0000000 1.0000000 1.0000000
oxygen + silicate SO (26,26.5] -0.8992468 -0.9278659 -0.8806134
oxygen + silicate SO (26.5,26.75] -0.8856749 -0.9059530 -0.8612401
oxygen + silicate SO (26.75,27] -0.8234554 -0.8269745 -0.8168403
oxygen + silicate SO (27,27.25] -0.6905743 -0.7021835 -0.6708144
oxygen + silicate SO (27.25,27.5] -0.6204744 -0.6320541 -0.6002518
oxygen + silicate SO (27.5,27.75] -0.7513559 -0.7633415 -0.7411695
oxygen + silicate SO (27.75,27.85] -0.9172476 -0.9243618 -0.9093168
oxygen + silicate SO (27.85,27.95] -0.8741780 -0.8918583 -0.8607363
oxygen + silicate SO (27.95,28.05] -0.7552590 -0.7634997 -0.7468681
oxygen + silicate SO (28.05,28.1] -0.8181093 -0.8302210 -0.8025104
oxygen + silicate SO (28.1, Inf] -0.4387649 -0.4583513 -0.4073177
oxygen + silicate SO (28.1,28.15] -0.5207723 -0.5410192 -0.4929840
oxygen + silicate SO (28.15,28.2] -0.5863583 -0.6410202 -0.5058619
oxygen + silicate SO (28.2, Inf] -0.5135395 -0.5550102 -0.4893104
phosphate + phosphate_star Atlantic (-Inf,26] 0.5303529 0.4804012 0.5860756
phosphate + phosphate_star Atlantic (26,26.5] 0.7454761 0.7160321 0.7627506
phosphate + phosphate_star Atlantic (26.5,26.75] 0.4694170 0.4377710 0.4975915
phosphate + phosphate_star Atlantic (26.75,27] 0.3049831 0.2816228 0.3298451
phosphate + phosphate_star Atlantic (27,27.25] 0.5539740 0.5183754 0.5747980
phosphate + phosphate_star Atlantic (27.25,27.5] 0.7417029 0.7311740 0.7581207
phosphate + phosphate_star Atlantic (27.5,27.75] 0.7854733 0.7792878 0.7960129
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9038255 0.8975319 0.9092873
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9408919 0.9363667 0.9485944
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9742827 0.9709827 0.9778943
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9904044 0.9883877 0.9924914
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9888208 0.9882413 0.9893203
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9871630 0.9863433 0.9879614
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9954450 0.9952033 0.9958806
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7634739 0.7592186 0.7678481
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6561439 0.6540783 0.6576337
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6569350 0.6457959 0.6633032
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7487373 0.7409444 0.7531658
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8200663 0.8110298 0.8323550
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.7805995 0.7639338 0.8002704
phosphate + phosphate_star Indo-Pacific (27.5,27.75] 0.6117678 0.5966772 0.6292167
phosphate + phosphate_star Indo-Pacific (27.75,27.85] 0.5152775 0.4692464 0.5408021
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.5246192 0.5209765 0.5313369
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.6120534 0.6076776 0.6162743
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.7146278 0.7044850 0.7225816
phosphate + phosphate_star Indo-Pacific (28.1, Inf] 0.3015601 0.2858612 0.3172333
phosphate + phosphate_star SO (-Inf,26] 1.0000000 1.0000000 1.0000000
phosphate + phosphate_star SO (26,26.5] 0.1174981 0.0792294 0.1781993
phosphate + phosphate_star SO (26.5,26.75] 0.5863317 0.4843659 0.6583797
phosphate + phosphate_star SO (26.75,27] 0.7779564 0.7632208 0.7919009
phosphate + phosphate_star SO (27,27.25] 0.7114715 0.6908820 0.7290211
phosphate + phosphate_star SO (27.25,27.5] 0.3229233 0.2944224 0.3607338
phosphate + phosphate_star SO (27.5,27.75] -0.0190450 -0.0685136 0.0207962
phosphate + phosphate_star SO (27.75,27.85] -0.6607322 -0.6672531 -0.6554470
phosphate + phosphate_star SO (27.85,27.95] -0.4095329 -0.4599457 -0.3624907
phosphate + phosphate_star SO (27.95,28.05] -0.2801363 -0.2996251 -0.2449851
phosphate + phosphate_star SO (28.05,28.1] -0.1769862 -0.2415965 -0.1434541
phosphate + phosphate_star SO (28.1, Inf] 0.0633947 0.0135662 0.1055483
phosphate + phosphate_star SO (28.1,28.15] 0.6744669 0.6502155 0.6894038
phosphate + phosphate_star SO (28.15,28.2] 0.7809810 0.7401933 0.8450303
phosphate + phosphate_star SO (28.2, Inf] 0.8429205 0.8326279 0.8604951
sal + aou Atlantic (-Inf,26] -0.3954769 -0.4422819 -0.3653613
sal + aou Atlantic (26,26.5] -0.3629521 -0.4028678 -0.3364347
sal + aou Atlantic (26.5,26.75] 0.2612584 0.2400217 0.2901981
sal + aou Atlantic (26.75,27] 0.3946846 0.3832292 0.4102019
sal + aou Atlantic (27,27.25] 0.1961865 0.1562541 0.2576412
sal + aou Atlantic (27.25,27.5] 0.0308230 -0.0328917 0.0711466
sal + aou Atlantic (27.5,27.75] 0.4885771 0.4703750 0.5243986
sal + aou Atlantic (27.75,27.85] 0.1893889 0.0963500 0.2728670
sal + aou Atlantic (27.85,27.95] 0.0786382 0.0409118 0.1198225
sal + aou Atlantic (27.95,28.05] -0.3028562 -0.3756004 -0.2601818
sal + aou Atlantic (28.05,28.1] -0.6994450 -0.7334168 -0.6602832
sal + aou Atlantic (28.1,28.15] -0.8828980 -0.9035869 -0.8697853
sal + aou Atlantic (28.15,28.2] -0.7900200 -0.8074990 -0.7789412
sal + aou Atlantic (28.2, Inf] -0.9504096 -0.9561435 -0.9434790
sal + aou Indo-Pacific (-Inf,26] -0.2353188 -0.2433458 -0.2312260
sal + aou Indo-Pacific (26,26.5] -0.1546468 -0.1602092 -0.1503534
sal + aou Indo-Pacific (26.5,26.75] -0.1570973 -0.1605797 -0.1533156
sal + aou Indo-Pacific (26.75,27] -0.3205365 -0.3399586 -0.3080299
sal + aou Indo-Pacific (27,27.25] -0.5217284 -0.5357130 -0.5116237
sal + aou Indo-Pacific (27.25,27.5] -0.5248996 -0.5510358 -0.4980522
sal + aou Indo-Pacific (27.5,27.75] -0.3068266 -0.3172470 -0.2957739
sal + aou Indo-Pacific (27.75,27.85] -0.0844797 -0.1263247 -0.0594537
sal + aou Indo-Pacific (27.85,27.95] -0.0105337 -0.0327250 0.0046057
sal + aou Indo-Pacific (27.95,28.05] 0.1631122 0.1120783 0.2086731
sal + aou Indo-Pacific (28.05,28.1] 0.0699637 -0.0051548 0.1252120
sal + aou Indo-Pacific (28.1, Inf] -0.5913132 -0.6005861 -0.5854489
sal + aou SO (-Inf,26] 1.0000000 1.0000000 1.0000000
sal + aou SO (26,26.5] 0.4961869 0.4614136 0.5151725
sal + aou SO (26.5,26.75] 0.1193819 0.0597045 0.2144216
sal + aou SO (26.75,27] -0.2722061 -0.3115554 -0.2317917
sal + aou SO (27,27.25] -0.1789972 -0.1993436 -0.1542811
sal + aou SO (27.25,27.5] 0.4598139 0.4178499 0.4977292
sal + aou SO (27.5,27.75] 0.7150239 0.6847434 0.7505422
sal + aou SO (27.75,27.85] 0.9141671 0.9101722 0.9180043
sal + aou SO (27.85,27.95] 0.8236872 0.8081338 0.8366916
sal + aou SO (27.95,28.05] 0.7503687 0.7410441 0.7597400
sal + aou SO (28.05,28.1] 0.7497989 0.7296994 0.7753270
sal + aou SO (28.1, Inf] 0.4982933 0.4684583 0.5221356
sal + aou SO (28.1,28.15] 0.4346806 0.4216297 0.4512946
sal + aou SO (28.15,28.2] 0.3064201 0.1900362 0.3842986
sal + aou SO (28.2, Inf] 0.4148170 0.3633739 0.4632166
sal + oxygen Atlantic (-Inf,26] 0.1808321 0.1064001 0.2450412
sal + oxygen Atlantic (26,26.5] 0.0829244 0.0554339 0.1217285
sal + oxygen Atlantic (26.5,26.75] -0.3671083 -0.3969941 -0.3457550
sal + oxygen Atlantic (26.75,27] -0.4786241 -0.4913028 -0.4682706
sal + oxygen Atlantic (27,27.25] -0.3069220 -0.3629203 -0.2755212
sal + oxygen Atlantic (27.25,27.5] -0.1839592 -0.2235750 -0.1188608
sal + oxygen Atlantic (27.5,27.75] -0.6570769 -0.6891209 -0.6390925
sal + oxygen Atlantic (27.75,27.85] -0.3613035 -0.4312306 -0.2876601
sal + oxygen Atlantic (27.85,27.95] -0.2772575 -0.3192621 -0.2367948
sal + oxygen Atlantic (27.95,28.05] 0.1472550 0.0974934 0.2335964
sal + oxygen Atlantic (28.05,28.1] 0.6196645 0.5761839 0.6588422
sal + oxygen Atlantic (28.1,28.15] 0.8485536 0.8330759 0.8756715
sal + oxygen Atlantic (28.15,28.2] 0.7689202 0.7488647 0.7941065
sal + oxygen Atlantic (28.2, Inf] 0.9188600 0.9040719 0.9331039
sal + oxygen Indo-Pacific (-Inf,26] 0.0219028 0.0163987 0.0294992
sal + oxygen Indo-Pacific (26,26.5] -0.0298023 -0.0353937 -0.0254042
sal + oxygen Indo-Pacific (26.5,26.75] -0.0279136 -0.0311602 -0.0220289
sal + oxygen Indo-Pacific (26.75,27] 0.0818197 0.0724911 0.0978092
sal + oxygen Indo-Pacific (27,27.25] 0.3419109 0.3310784 0.3597324
sal + oxygen Indo-Pacific (27.25,27.5] 0.4181293 0.3866131 0.4492777
sal + oxygen Indo-Pacific (27.5,27.75] 0.2149373 0.2084274 0.2195326
sal + oxygen Indo-Pacific (27.75,27.85] 0.0111425 -0.0102328 0.0538161
sal + oxygen Indo-Pacific (27.85,27.95] -0.0568769 -0.0765566 -0.0295354
sal + oxygen Indo-Pacific (27.95,28.05] -0.2011521 -0.2452122 -0.1519668
sal + oxygen Indo-Pacific (28.05,28.1] -0.1071848 -0.1613072 -0.0328619
sal + oxygen Indo-Pacific (28.1, Inf] 0.5943545 0.5865594 0.6047471
sal + oxygen SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
sal + oxygen SO (26,26.5] -0.6546740 -0.6705676 -0.6292994
sal + oxygen SO (26.5,26.75] -0.4429870 -0.4967613 -0.4143319
sal + oxygen SO (26.75,27] -0.0694657 -0.1425691 -0.0254155
sal + oxygen SO (27,27.25] -0.0947592 -0.1134907 -0.0723753
sal + oxygen SO (27.25,27.5] -0.6455019 -0.6738340 -0.6165581
sal + oxygen SO (27.5,27.75] -0.8408105 -0.8652513 -0.8209315
sal + oxygen SO (27.75,27.85] -0.9487716 -0.9510781 -0.9469943
sal + oxygen SO (27.85,27.95] -0.8861705 -0.8950933 -0.8766333
sal + oxygen SO (27.95,28.05] -0.8085123 -0.8165131 -0.8022458
sal + oxygen SO (28.05,28.1] -0.8198770 -0.8382957 -0.8028786
sal + oxygen SO (28.1, Inf] -0.5002932 -0.5218529 -0.4709766
sal + oxygen SO (28.1,28.15] -0.6658348 -0.6725804 -0.6580773
sal + oxygen SO (28.15,28.2] -0.6400812 -0.6746115 -0.6083753
sal + oxygen SO (28.2, Inf] -0.6277580 -0.6575815 -0.6061134
sal + phosphate Atlantic (-Inf,26] -0.2711011 -0.3667554 -0.2214405
sal + phosphate Atlantic (26,26.5] -0.6126716 -0.6363767 -0.5813991
sal + phosphate Atlantic (26.5,26.75] 0.0326272 0.0169957 0.0546692
sal + phosphate Atlantic (26.75,27] 0.2198969 0.1916535 0.2443701
sal + phosphate Atlantic (27,27.25] -0.0311970 -0.0716771 0.0297064
sal + phosphate Atlantic (27.25,27.5] -0.2090792 -0.2758650 -0.1576227
sal + phosphate Atlantic (27.5,27.75] 0.3402597 0.3159243 0.3766092
sal + phosphate Atlantic (27.75,27.85] -0.0958462 -0.2265323 0.0073414
sal + phosphate Atlantic (27.85,27.95] -0.1449784 -0.1788490 -0.1117717
sal + phosphate Atlantic (27.95,28.05] -0.3304201 -0.3826481 -0.3032380
sal + phosphate Atlantic (28.05,28.1] -0.6719129 -0.7181532 -0.6236327
sal + phosphate Atlantic (28.1,28.15] -0.8373062 -0.8722835 -0.8137862
sal + phosphate Atlantic (28.15,28.2] -0.7539016 -0.7906118 -0.7018710
sal + phosphate Atlantic (28.2, Inf] -0.9302010 -0.9479487 -0.9162809
sal + phosphate Indo-Pacific (-Inf,26] -0.3512195 -0.3557948 -0.3462134
sal + phosphate Indo-Pacific (26,26.5] -0.3709912 -0.3805594 -0.3620481
sal + phosphate Indo-Pacific (26.5,26.75] -0.3411394 -0.3452138 -0.3336465
sal + phosphate Indo-Pacific (26.75,27] -0.4455328 -0.4725478 -0.4315402
sal + phosphate Indo-Pacific (27,27.25] -0.6097972 -0.6126621 -0.6050368
sal + phosphate Indo-Pacific (27.25,27.5] -0.5943082 -0.6204698 -0.5613608
sal + phosphate Indo-Pacific (27.5,27.75] -0.3874756 -0.3952522 -0.3788491
sal + phosphate Indo-Pacific (27.75,27.85] -0.1434385 -0.1904490 -0.1074451
sal + phosphate Indo-Pacific (27.85,27.95] -0.0629457 -0.0877967 -0.0492895
sal + phosphate Indo-Pacific (27.95,28.05] 0.1261090 0.0740255 0.1724634
sal + phosphate Indo-Pacific (28.05,28.1] 0.0357592 -0.0410303 0.0919028
sal + phosphate Indo-Pacific (28.1, Inf] -0.5798788 -0.5864104 -0.5749381
sal + phosphate SO (-Inf,26] 1.0000000 1.0000000 1.0000000
sal + phosphate SO (26,26.5] 0.0343461 -0.0087044 0.0682313
sal + phosphate SO (26.5,26.75] -0.4900729 -0.5901559 -0.3480028
sal + phosphate SO (26.75,27] -0.7334402 -0.7405627 -0.7226798
sal + phosphate SO (27,27.25] -0.7276536 -0.7398440 -0.7099804
sal + phosphate SO (27.25,27.5] -0.1898167 -0.2491003 -0.1468174
sal + phosphate SO (27.5,27.75] 0.3257028 0.2736389 0.3850893
sal + phosphate SO (27.75,27.85] 0.7932445 0.7885912 0.8008536
sal + phosphate SO (27.85,27.95] 0.5984603 0.5526590 0.6569581
sal + phosphate SO (27.95,28.05] 0.4090088 0.3530071 0.4379173
sal + phosphate SO (28.05,28.1] 0.2430833 0.1908520 0.3186605
sal + phosphate SO (28.1, Inf] 0.5189459 0.4869949 0.5462097
sal + phosphate SO (28.1,28.15] -0.7481172 -0.7649835 -0.7322009
sal + phosphate SO (28.15,28.2] -0.8076221 -0.8554988 -0.7801110
sal + phosphate SO (28.2, Inf] 0.1266004 0.0713568 0.1670410
sal + phosphate_star Atlantic (-Inf,26] -0.2235572 -0.3027183 -0.1166975
sal + phosphate_star Atlantic (26,26.5] -0.8631605 -0.8802237 -0.8519581
sal + phosphate_star Atlantic (26.5,26.75] -0.7736585 -0.7861101 -0.7615014
sal + phosphate_star Atlantic (26.75,27] -0.7338918 -0.7476909 -0.7235063
sal + phosphate_star Atlantic (27,27.25] -0.7277411 -0.7392804 -0.7112965
sal + phosphate_star Atlantic (27.25,27.5] -0.7067900 -0.7396517 -0.6797183
sal + phosphate_star Atlantic (27.5,27.75] -0.1916947 -0.2091653 -0.1643231
sal + phosphate_star Atlantic (27.75,27.85] -0.4280615 -0.5455517 -0.3462187
sal + phosphate_star Atlantic (27.85,27.95] -0.3974873 -0.4173476 -0.3593673
sal + phosphate_star Atlantic (27.95,28.05] -0.4213887 -0.4536208 -0.4019066
sal + phosphate_star Atlantic (28.05,28.1] -0.6905571 -0.7383130 -0.6402942
sal + phosphate_star Atlantic (28.1,28.15] -0.8067214 -0.8452970 -0.7790779
sal + phosphate_star Atlantic (28.15,28.2] -0.7200262 -0.7631115 -0.6467045
sal + phosphate_star Atlantic (28.2, Inf] -0.9214110 -0.9399997 -0.9073489
sal + phosphate_star Indo-Pacific (-Inf,26] -0.7048733 -0.7093415 -0.6992709
sal + phosphate_star Indo-Pacific (26,26.5] -0.8627354 -0.8720015 -0.8568659
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8694431 -0.8817283 -0.8590234
sal + phosphate_star Indo-Pacific (26.75,27] -0.8224746 -0.8401300 -0.8104602
sal + phosphate_star Indo-Pacific (27,27.25] -0.8656676 -0.8729591 -0.8536281
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.7975821 -0.8133786 -0.7662661
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.6979419 -0.7005871 -0.6946090
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.7069164 -0.7903183 -0.6156628
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.6065499 -0.6270531 -0.5775734
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.4920125 -0.5114248 -0.4792356
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.5381879 -0.5910347 -0.4927017
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.0132569 -0.0604143 0.0218149
sal + phosphate_star SO (-Inf,26] 1.0000000 1.0000000 1.0000000
sal + phosphate_star SO (26,26.5] -0.8476891 -0.8595306 -0.8392394
sal + phosphate_star SO (26.5,26.75] -0.9354369 -0.9430235 -0.9231924
sal + phosphate_star SO (26.75,27] -0.9295267 -0.9388818 -0.9207959
sal + phosphate_star SO (27,27.25] -0.9575390 -0.9617509 -0.9551357
sal + phosphate_star SO (27.25,27.5] -0.9553455 -0.9582846 -0.9537311
sal + phosphate_star SO (27.5,27.75] -0.9164190 -0.9204794 -0.9137961
sal + phosphate_star SO (27.75,27.85] -0.9553602 -0.9561025 -0.9545622
sal + phosphate_star SO (27.85,27.95] -0.8997068 -0.9053939 -0.8931157
sal + phosphate_star SO (27.95,28.05] -0.8215655 -0.8369391 -0.8054186
sal + phosphate_star SO (28.05,28.1] -0.9036515 -0.9084433 -0.9010629
sal + phosphate_star SO (28.1, Inf] -0.0949250 -0.1090873 -0.0808049
sal + phosphate_star SO (28.1,28.15] -0.9791100 -0.9808243 -0.9779937
sal + phosphate_star SO (28.15,28.2] -0.9894538 -0.9930222 -0.9867274
sal + phosphate_star SO (28.2, Inf] -0.2301936 -0.2540391 -0.2173817
sal + silicate Atlantic (-Inf,26] -0.7674657 -0.7801676 -0.7519958
sal + silicate Atlantic (26,26.5] 0.1756649 0.1471909 0.1964714
sal + silicate Atlantic (26.5,26.75] 0.3308369 0.3081622 0.3720949
sal + silicate Atlantic (26.75,27] 0.0775399 0.0320438 0.1135654
sal + silicate Atlantic (27,27.25] -0.2164967 -0.2509665 -0.1665124
sal + silicate Atlantic (27.25,27.5] -0.3475971 -0.4135854 -0.2894390
sal + silicate Atlantic (27.5,27.75] 0.1840113 0.1598417 0.2131013
sal + silicate Atlantic (27.75,27.85] -0.4274901 -0.5458883 -0.3403114
sal + silicate Atlantic (27.85,27.95] -0.4524241 -0.5129548 -0.3331231
sal + silicate Atlantic (27.95,28.05] -0.5915966 -0.6127805 -0.5703810
sal + silicate Atlantic (28.05,28.1] -0.7975552 -0.8505520 -0.7511192
sal + silicate Atlantic (28.1,28.15] -0.8237575 -0.8599697 -0.7892708
sal + silicate Atlantic (28.15,28.2] -0.6102495 -0.6315974 -0.5750254
sal + silicate Atlantic (28.2, Inf] -0.8770543 -0.8839681 -0.8734936
sal + silicate Indo-Pacific (-Inf,26] -0.5422183 -0.5473914 -0.5335434
sal + silicate Indo-Pacific (26,26.5] -0.5845870 -0.5938633 -0.5780302
sal + silicate Indo-Pacific (26.5,26.75] -0.6180362 -0.6236610 -0.6117809
sal + silicate Indo-Pacific (26.75,27] -0.6498001 -0.6670133 -0.6376232
sal + silicate Indo-Pacific (27,27.25] -0.7594300 -0.7613533 -0.7573933
sal + silicate Indo-Pacific (27.25,27.5] -0.7211714 -0.7392678 -0.6930067
sal + silicate Indo-Pacific (27.5,27.75] -0.5048946 -0.5094390 -0.4988854
sal + silicate Indo-Pacific (27.75,27.85] -0.2510251 -0.2969507 -0.1981646
sal + silicate Indo-Pacific (27.85,27.95] -0.1221447 -0.1501253 -0.1000226
sal + silicate Indo-Pacific (27.95,28.05] 0.0868787 0.0255250 0.1454809
sal + silicate Indo-Pacific (28.05,28.1] 0.0335682 -0.0449242 0.0887215
sal + silicate Indo-Pacific (28.1, Inf] -0.0482849 -0.0751384 -0.0282460
sal + silicate SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
sal + silicate SO (26,26.5] 0.6303135 0.5771028 0.6602209
sal + silicate SO (26.5,26.75] 0.3308421 0.2760099 0.4135788
sal + silicate SO (26.75,27] -0.1623550 -0.2027998 -0.1277783
sal + silicate SO (27,27.25] -0.4606587 -0.4885133 -0.4332841
sal + silicate SO (27.25,27.5] -0.0972333 -0.1580331 -0.0465485
sal + silicate SO (27.5,27.75] 0.3638036 0.3146977 0.4189676
sal + silicate SO (27.75,27.85] 0.8050350 0.7960329 0.8118046
sal + silicate SO (27.85,27.95] 0.7133414 0.6842397 0.7548333
sal + silicate SO (27.95,28.05] 0.6044236 0.5684610 0.6272089
sal + silicate SO (28.05,28.1] 0.5824547 0.5332297 0.6356192
sal + silicate SO (28.1, Inf] 0.8483855 0.8356151 0.8603699
sal + silicate SO (28.1,28.15] -0.1888706 -0.2303058 -0.1664029
sal + silicate SO (28.15,28.2] -0.1497974 -0.2988725 -0.0639205
sal + silicate SO (28.2, Inf] 0.5628224 0.5422607 0.5772810
sal + temp Atlantic (-Inf,26] 0.6602833 0.6235546 0.7174248
sal + temp Atlantic (26,26.5] 0.9570886 0.9529947 0.9594593
sal + temp Atlantic (26.5,26.75] 0.9662440 0.9643119 0.9699616
sal + temp Atlantic (26.75,27] 0.9689166 0.9673415 0.9702381
sal + temp Atlantic (27,27.25] 0.9586665 0.9578421 0.9598656
sal + temp Atlantic (27.25,27.5] 0.9569479 0.9561047 0.9574072
sal + temp Atlantic (27.5,27.75] 0.9673318 0.9669827 0.9676066
sal + temp Atlantic (27.75,27.85] 0.9592824 0.9564894 0.9615607
sal + temp Atlantic (27.85,27.95] 0.9321567 0.9268420 0.9354227
sal + temp Atlantic (27.95,28.05] 0.8443233 0.8272601 0.8691920
sal + temp Atlantic (28.05,28.1] 0.8798563 0.8579123 0.9035644
sal + temp Atlantic (28.1,28.15] 0.8039495 0.7722726 0.8364201
sal + temp Atlantic (28.15,28.2] 0.7202889 0.7011824 0.7311556
sal + temp Atlantic (28.2, Inf] 0.9288120 0.9150627 0.9558250
sal + temp Indo-Pacific (-Inf,26] 0.8198764 0.8171329 0.8251264
sal + temp Indo-Pacific (26,26.5] 0.9534509 0.9512585 0.9550944
sal + temp Indo-Pacific (26.5,26.75] 0.9805938 0.9801392 0.9810562
sal + temp Indo-Pacific (26.75,27] 0.9803140 0.9793833 0.9809528
sal + temp Indo-Pacific (27,27.25] 0.9751272 0.9736847 0.9766741
sal + temp Indo-Pacific (27.25,27.5] 0.9362126 0.9347842 0.9386132
sal + temp Indo-Pacific (27.5,27.75] 0.8268224 0.8091486 0.8445638
sal + temp Indo-Pacific (27.75,27.85] 0.9259688 0.9074500 0.9413386
sal + temp Indo-Pacific (27.85,27.95] 0.7922186 0.7622917 0.8200123
sal + temp Indo-Pacific (27.95,28.05] 0.8433418 0.8110842 0.8704526
sal + temp Indo-Pacific (28.05,28.1] 0.9418851 0.9382396 0.9478018
sal + temp Indo-Pacific (28.1, Inf] -0.5018284 -0.5280818 -0.4650643
sal + temp SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
sal + temp SO (26,26.5] 0.9278823 0.9188300 0.9456543
sal + temp SO (26.5,26.75] 0.9655352 0.9614436 0.9681611
sal + temp SO (26.75,27] 0.9631313 0.9598182 0.9683654
sal + temp SO (27,27.25] 0.9524443 0.9507569 0.9548761
sal + temp SO (27.25,27.5] 0.9418867 0.9387420 0.9466552
sal + temp SO (27.5,27.75] 0.8732541 0.8660788 0.8798949
sal + temp SO (27.75,27.85] 0.9548711 0.9524982 0.9563447
sal + temp SO (27.85,27.95] 0.9351803 0.9334698 0.9369476
sal + temp SO (27.95,28.05] 0.9146142 0.9105617 0.9171093
sal + temp SO (28.05,28.1] 0.9546651 0.9540380 0.9552620
sal + temp SO (28.1, Inf] 0.3634010 0.3433267 0.3756148
sal + temp SO (28.1,28.15] 0.9571152 0.9561555 0.9579278
sal + temp SO (28.15,28.2] 0.9651268 0.9616171 0.9708613
sal + temp SO (28.2, Inf] 0.7252413 0.7138436 0.7331550
silicate + phosphate Atlantic (-Inf,26] -0.1331598 -0.2393000 0.0061056
silicate + phosphate Atlantic (26,26.5] 0.0273637 -0.0139693 0.0666815
silicate + phosphate Atlantic (26.5,26.75] 0.5652432 0.5177019 0.6056699
silicate + phosphate Atlantic (26.75,27] 0.8327002 0.8252873 0.8376842
silicate + phosphate Atlantic (27,27.25] 0.9120982 0.9046394 0.9160990
silicate + phosphate Atlantic (27.25,27.5] 0.9171543 0.9138115 0.9202121
silicate + phosphate Atlantic (27.5,27.75] 0.9179500 0.9149011 0.9204720
silicate + phosphate Atlantic (27.75,27.85] 0.8880171 0.8840766 0.8934545
silicate + phosphate Atlantic (27.85,27.95] 0.8969018 0.8904072 0.9059102
silicate + phosphate Atlantic (27.95,28.05] 0.9259096 0.9146731 0.9322344
silicate + phosphate Atlantic (28.05,28.1] 0.9544348 0.9463049 0.9603916
silicate + phosphate Atlantic (28.1,28.15] 0.9659796 0.9574837 0.9744701
silicate + phosphate Atlantic (28.15,28.2] 0.9627307 0.9604063 0.9649168
silicate + phosphate Atlantic (28.2, Inf] 0.9739769 0.9732229 0.9745535
silicate + phosphate Indo-Pacific (-Inf,26] 0.8855233 0.8829120 0.8872058
silicate + phosphate Indo-Pacific (26,26.5] 0.8748686 0.8729665 0.8758601
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8460602 0.8424238 0.8492020
silicate + phosphate Indo-Pacific (26.75,27] 0.8925154 0.8915546 0.8939790
silicate + phosphate Indo-Pacific (27,27.25] 0.9197221 0.9144096 0.9244867
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9337107 0.9317252 0.9369131
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9353041 0.9337733 0.9374879
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9493483 0.9485672 0.9507147
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9485496 0.9445932 0.9535752
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9748544 0.9738867 0.9766533
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9744167 0.9736159 0.9758062
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7271847 0.7217842 0.7364139
silicate + phosphate SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
silicate + phosphate SO (26,26.5] 0.7400812 0.7163012 0.7810676
silicate + phosphate SO (26.5,26.75] 0.5841957 0.5329189 0.6394643
silicate + phosphate SO (26.75,27] 0.7389912 0.7140535 0.7594623
silicate + phosphate SO (27,27.25] 0.9049719 0.9020984 0.9100802
silicate + phosphate SO (27.25,27.5] 0.9629640 0.9609494 0.9650692
silicate + phosphate SO (27.5,27.75] 0.9720837 0.9708777 0.9734819
silicate + phosphate SO (27.75,27.85] 0.9786390 0.9768998 0.9800713
silicate + phosphate SO (27.85,27.95] 0.9655545 0.9628346 0.9686180
silicate + phosphate SO (27.95,28.05] 0.9466511 0.9423536 0.9498340
silicate + phosphate SO (28.05,28.1] 0.9063317 0.8993669 0.9104563
silicate + phosphate SO (28.1, Inf] 0.7295267 0.7233461 0.7339981
silicate + phosphate SO (28.1,28.15] 0.7583898 0.7427827 0.7693386
silicate + phosphate SO (28.15,28.2] 0.6770504 0.6399701 0.7278439
silicate + phosphate SO (28.2, Inf] 0.8687705 0.8538872 0.8861746
silicate + phosphate_star Atlantic (-Inf,26] -0.1908434 -0.2861979 -0.0590447
silicate + phosphate_star Atlantic (26,26.5] -0.3114012 -0.3508747 -0.2624142
silicate + phosphate_star Atlantic (26.5,26.75] 0.0164262 -0.0805227 0.0784314
silicate + phosphate_star Atlantic (26.75,27] 0.4265858 0.3942923 0.4813839
silicate + phosphate_star Atlantic (27,27.25] 0.7760515 0.7579793 0.7883370
silicate + phosphate_star Atlantic (27.25,27.5] 0.8939195 0.8838470 0.9036908
silicate + phosphate_star Atlantic (27.5,27.75] 0.9162433 0.9110543 0.9221144
silicate + phosphate_star Atlantic (27.75,27.85] 0.9895032 0.9886293 0.9903079
silicate + phosphate_star Atlantic (27.85,27.95] 0.9761092 0.9680019 0.9813478
silicate + phosphate_star Atlantic (27.95,28.05] 0.9697762 0.9665197 0.9728572
silicate + phosphate_star Atlantic (28.05,28.1] 0.9711900 0.9667751 0.9747184
silicate + phosphate_star Atlantic (28.1,28.15] 0.9665745 0.9593451 0.9725624
silicate + phosphate_star Atlantic (28.15,28.2] 0.9681628 0.9675292 0.9688106
silicate + phosphate_star Atlantic (28.2, Inf] 0.9821253 0.9810538 0.9832244
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7743452 0.7715045 0.7778116
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7830231 0.7826038 0.7832634
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8111315 0.8095130 0.8124077
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8348334 0.8300980 0.8379578
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8636094 0.8522826 0.8760418
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.8012863 0.7840120 0.8186946
silicate + phosphate_star Indo-Pacific (27.5,27.75] 0.6852862 0.6678571 0.7068278
silicate + phosphate_star Indo-Pacific (27.75,27.85] 0.5609414 0.5182074 0.5857388
silicate + phosphate_star Indo-Pacific (27.85,27.95] 0.6023883 0.5993404 0.6051655
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.6053262 0.5992155 0.6098123
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.6760676 0.6647030 0.6840289
silicate + phosphate_star Indo-Pacific (28.1, Inf] 0.6518342 0.6156830 0.6734326
silicate + phosphate_star SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
silicate + phosphate_star SO (26,26.5] -0.4511413 -0.4637130 -0.4268540
silicate + phosphate_star SO (26.5,26.75] -0.2101575 -0.2641353 -0.1772819
silicate + phosphate_star SO (26.75,27] 0.2627954 0.2209394 0.3095105
silicate + phosphate_star SO (27,27.25] 0.4968295 0.4672501 0.5294918
silicate + phosphate_star SO (27.25,27.5] 0.2554055 0.2172805 0.2965556
silicate + phosphate_star SO (27.5,27.75] -0.0415278 -0.0891425 -0.0049592
silicate + phosphate_star SO (27.75,27.85] -0.6611072 -0.6669588 -0.6522328
silicate + phosphate_star SO (27.85,27.95] -0.4864419 -0.5215974 -0.4583052
silicate + phosphate_star SO (27.95,28.05] -0.3769017 -0.3885462 -0.3558324
silicate + phosphate_star SO (28.05,28.1] -0.4529383 -0.4969172 -0.4207462
silicate + phosphate_star SO (28.1, Inf] 0.3330906 0.2961392 0.3700660
silicate + phosphate_star SO (28.1,28.15] 0.1092638 0.0801416 0.1466391
silicate + phosphate_star SO (28.15,28.2] 0.1262927 0.0408269 0.2932344
silicate + phosphate_star SO (28.2, Inf] 0.6247059 0.6211517 0.6281492
temp + aou Atlantic (-Inf,26] -0.6696405 -0.6950869 -0.6483187
temp + aou Atlantic (26,26.5] -0.4148803 -0.4414585 -0.3958238
temp + aou Atlantic (26.5,26.75] 0.1379300 0.1100056 0.1678510
temp + aou Atlantic (26.75,27] 0.3146694 0.3091519 0.3251958
temp + aou Atlantic (27,27.25] 0.1907566 0.1506106 0.2560339
temp + aou Atlantic (27.25,27.5] 0.0891574 0.0331791 0.1322606
temp + aou Atlantic (27.5,27.75] 0.5009945 0.4812497 0.5284316
temp + aou Atlantic (27.75,27.85] 0.2338243 0.1484521 0.3153248
temp + aou Atlantic (27.85,27.95] 0.1060627 0.0637508 0.1309955
temp + aou Atlantic (27.95,28.05] -0.1531276 -0.1900103 -0.0962310
temp + aou Atlantic (28.05,28.1] -0.4718770 -0.5199448 -0.4337772
temp + aou Atlantic (28.1,28.15] -0.6376179 -0.6528075 -0.6257800
temp + aou Atlantic (28.15,28.2] -0.7754244 -0.7976719 -0.7353109
temp + aou Atlantic (28.2, Inf] -0.9109261 -0.9322897 -0.8848088
temp + aou Indo-Pacific (-Inf,26] -0.3833516 -0.3848447 -0.3821146
temp + aou Indo-Pacific (26,26.5] -0.2058181 -0.2108555 -0.2027435
temp + aou Indo-Pacific (26.5,26.75] -0.1420733 -0.1474253 -0.1362597
temp + aou Indo-Pacific (26.75,27] -0.2754711 -0.2894251 -0.2641162
temp + aou Indo-Pacific (27,27.25] -0.5104312 -0.5251719 -0.5015456
temp + aou Indo-Pacific (27.25,27.5] -0.5223262 -0.5549388 -0.4928681
temp + aou Indo-Pacific (27.5,27.75] -0.2748312 -0.2821979 -0.2621784
temp + aou Indo-Pacific (27.75,27.85] -0.0610572 -0.1012590 -0.0217171
temp + aou Indo-Pacific (27.85,27.95] -0.0055421 -0.0248225 0.0091227
temp + aou Indo-Pacific (27.95,28.05] 0.1394897 0.0533028 0.2307174
temp + aou Indo-Pacific (28.05,28.1] 0.1706806 0.0922909 0.2122799
temp + aou Indo-Pacific (28.1, Inf] 0.7028316 0.6996278 0.7049448
temp + aou SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
temp + aou SO (26,26.5] 0.5304772 0.5134410 0.5447188
temp + aou SO (26.5,26.75] 0.1406664 0.0958744 0.2184599
temp + aou SO (26.75,27] -0.2349769 -0.2724973 -0.1951143
temp + aou SO (27,27.25] -0.1551630 -0.1758274 -0.1250426
temp + aou SO (27.25,27.5] 0.2911669 0.2656425 0.3221551
temp + aou SO (27.5,27.75] 0.3774612 0.3509642 0.4075778
temp + aou SO (27.75,27.85] 0.8242625 0.8131653 0.8374707
temp + aou SO (27.85,27.95] 0.7574880 0.7513041 0.7660805
temp + aou SO (27.95,28.05] 0.7967212 0.7905913 0.8024296
temp + aou SO (28.05,28.1] 0.7707150 0.7583059 0.7883286
temp + aou SO (28.1, Inf] 0.7555443 0.7501607 0.7599500
temp + aou SO (28.1,28.15] 0.4519960 0.4431543 0.4633333
temp + aou SO (28.15,28.2] 0.3388531 0.2100123 0.4153838
temp + aou SO (28.2, Inf] 0.1902776 0.1421327 0.2238874
temp + oxygen Atlantic (-Inf,26] 0.3983476 0.3713492 0.4286096
temp + oxygen Atlantic (26,26.5] 0.1285818 0.1078914 0.1534234
temp + oxygen Atlantic (26.5,26.75] -0.2498634 -0.2814837 -0.2216804
temp + oxygen Atlantic (26.75,27] -0.4042308 -0.4118221 -0.3999650
temp + oxygen Atlantic (27,27.25] -0.3059203 -0.3652721 -0.2749687
temp + oxygen Atlantic (27.25,27.5] -0.2468261 -0.2888414 -0.1896995
temp + oxygen Atlantic (27.5,27.75] -0.6736927 -0.6984905 -0.6584265
temp + oxygen Atlantic (27.75,27.85] -0.4097626 -0.4769586 -0.3438997
temp + oxygen Atlantic (27.85,27.95] -0.3175664 -0.3436791 -0.2707817
temp + oxygen Atlantic (27.95,28.05] -0.0297614 -0.0944498 0.0045666
temp + oxygen Atlantic (28.05,28.1] 0.3645692 0.3236092 0.4150201
temp + oxygen Atlantic (28.1,28.15] 0.5631257 0.5492232 0.5778760
temp + oxygen Atlantic (28.15,28.2] 0.7179894 0.6652940 0.7465593
temp + oxygen Atlantic (28.2, Inf] 0.8442515 0.8011802 0.8789432
temp + oxygen Indo-Pacific (-Inf,26] 0.1402460 0.1377748 0.1421555
temp + oxygen Indo-Pacific (26,26.5] 0.0145334 0.0081331 0.0251924
temp + oxygen Indo-Pacific (26.5,26.75] -0.0471516 -0.0521898 -0.0394700
temp + oxygen Indo-Pacific (26.75,27] 0.0288245 0.0206859 0.0389327
temp + oxygen Indo-Pacific (27,27.25] 0.3240760 0.3142875 0.3430302
temp + oxygen Indo-Pacific (27.25,27.5] 0.4066743 0.3721402 0.4446622
temp + oxygen Indo-Pacific (27.5,27.75] 0.1629389 0.1535010 0.1697787
temp + oxygen Indo-Pacific (27.75,27.85] -0.0177755 -0.0519412 0.0217374
temp + oxygen Indo-Pacific (27.85,27.95] -0.0775388 -0.0950629 -0.0548903
temp + oxygen Indo-Pacific (27.95,28.05] -0.1842127 -0.2721955 -0.1018466
temp + oxygen Indo-Pacific (28.05,28.1] -0.2092290 -0.2497181 -0.1321094
temp + oxygen Indo-Pacific (28.1, Inf] -0.7312197 -0.7335600 -0.7280491
temp + oxygen SO (-Inf,26] 1.0000000 1.0000000 1.0000000
temp + oxygen SO (26,26.5] -0.6986712 -0.7079201 -0.6845983
temp + oxygen SO (26.5,26.75] -0.4724990 -0.5109399 -0.4458253
temp + oxygen SO (26.75,27] -0.1188487 -0.1896076 -0.0781139
temp + oxygen SO (27,27.25] -0.1318021 -0.1555268 -0.1095980
temp + oxygen SO (27.25,27.5] -0.5076583 -0.5309166 -0.4924233
temp + oxygen SO (27.5,27.75] -0.5714055 -0.5946130 -0.5521868
temp + oxygen SO (27.75,27.85] -0.8832395 -0.8941536 -0.8761927
temp + oxygen SO (27.85,27.95] -0.8467793 -0.8530740 -0.8413113
temp + oxygen SO (27.95,28.05] -0.8637312 -0.8674776 -0.8597656
temp + oxygen SO (28.05,28.1] -0.8463743 -0.8578843 -0.8357592
temp + oxygen SO (28.1, Inf] -0.8295776 -0.8345286 -0.8250728
temp + oxygen SO (28.1,28.15] -0.6936659 -0.6965980 -0.6901488
temp + oxygen SO (28.15,28.2] -0.6793620 -0.7127232 -0.6374681
temp + oxygen SO (28.2, Inf] -0.5247625 -0.5374161 -0.5093004
temp + phosphate Atlantic (-Inf,26] -0.6824279 -0.7402595 -0.6500240
temp + phosphate Atlantic (26,26.5] -0.6371663 -0.6517833 -0.6134664
temp + phosphate Atlantic (26.5,26.75] -0.0801140 -0.1030105 -0.0558910
temp + phosphate Atlantic (26.75,27] 0.1367547 0.1146338 0.1544491
temp + phosphate Atlantic (27,27.25] -0.0303850 -0.0711735 0.0346868
temp + phosphate Atlantic (27.25,27.5] -0.1354641 -0.1979070 -0.0782014
temp + phosphate Atlantic (27.5,27.75] 0.3484213 0.3227410 0.3747766
temp + phosphate Atlantic (27.75,27.85] -0.0786504 -0.1980443 0.0236090
temp + phosphate Atlantic (27.85,27.95] -0.1656414 -0.1978420 -0.1217227
temp + phosphate Atlantic (27.95,28.05] -0.2740935 -0.3023426 -0.2326860
temp + phosphate Atlantic (28.05,28.1] -0.4926403 -0.5266104 -0.4474266
temp + phosphate Atlantic (28.1,28.15] -0.6418206 -0.6573478 -0.6139151
temp + phosphate Atlantic (28.15,28.2] -0.8130140 -0.8668516 -0.7286462
temp + phosphate Atlantic (28.2, Inf] -0.8887867 -0.9242941 -0.8401683
temp + phosphate Indo-Pacific (-Inf,26] -0.5008259 -0.5036289 -0.4991175
temp + phosphate Indo-Pacific (26,26.5] -0.4272724 -0.4283441 -0.4260495
temp + phosphate Indo-Pacific (26.5,26.75] -0.3277723 -0.3348659 -0.3198001
temp + phosphate Indo-Pacific (26.75,27] -0.4103330 -0.4329161 -0.3982478
temp + phosphate Indo-Pacific (27,27.25] -0.6096389 -0.6116731 -0.6068409
temp + phosphate Indo-Pacific (27.25,27.5] -0.6144727 -0.6466579 -0.5801695
temp + phosphate Indo-Pacific (27.5,27.75] -0.3933735 -0.3984904 -0.3852096
temp + phosphate Indo-Pacific (27.75,27.85] -0.1268197 -0.1772536 -0.0966089
temp + phosphate Indo-Pacific (27.85,27.95] -0.0787398 -0.1017576 -0.0670300
temp + phosphate Indo-Pacific (27.95,28.05] 0.0932659 0.0032248 0.1883523
temp + phosphate Indo-Pacific (28.05,28.1] 0.1383658 0.0585427 0.1797147
temp + phosphate Indo-Pacific (28.1, Inf] 0.6667242 0.6630791 0.6690760
temp + phosphate SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
temp + phosphate SO (26,26.5] -0.0069697 -0.0165949 -0.0008593
temp + phosphate SO (26.5,26.75] -0.4899500 -0.5772007 -0.3636318
temp + phosphate SO (26.75,27] -0.7228640 -0.7292212 -0.7130307
temp + phosphate SO (27,27.25] -0.7194557 -0.7347108 -0.6983044
temp + phosphate SO (27.25,27.5] -0.3835505 -0.4209834 -0.3520098
temp + phosphate SO (27.5,27.75] -0.0894372 -0.1303213 -0.0419570
temp + phosphate SO (27.75,27.85] 0.6831880 0.6715251 0.6893898
temp + phosphate SO (27.85,27.95] 0.5113841 0.4851209 0.5451259
temp + phosphate SO (27.95,28.05] 0.4104548 0.3716892 0.4353756
temp + phosphate SO (28.05,28.1] 0.2932271 0.2513820 0.3577546
temp + phosphate SO (28.1, Inf] 0.4694197 0.4412484 0.4998957
temp + phosphate SO (28.1,28.15] -0.6989676 -0.7099771 -0.6834182
temp + phosphate SO (28.15,28.2] -0.7590671 -0.8203874 -0.7166216
temp + phosphate SO (28.2, Inf] -0.4204425 -0.4683969 -0.3785999
temp + phosphate_star Atlantic (-Inf,26] -0.6651991 -0.7185409 -0.6156451
temp + phosphate_star Atlantic (26,26.5] -0.8533265 -0.8672778 -0.8437285
temp + phosphate_star Atlantic (26.5,26.75] -0.7966516 -0.8081554 -0.7901442
temp + phosphate_star Atlantic (26.75,27] -0.7720681 -0.7851206 -0.7642493
temp + phosphate_star Atlantic (27,27.25] -0.7236499 -0.7369163 -0.7039002
temp + phosphate_star Atlantic (27.25,27.5] -0.6477962 -0.6822695 -0.6123561
temp + phosphate_star Atlantic (27.5,27.75] -0.1972785 -0.2078358 -0.1796139
temp + phosphate_star Atlantic (27.75,27.85] -0.4391807 -0.5438144 -0.3581362
temp + phosphate_star Atlantic (27.85,27.95] -0.4548301 -0.4816861 -0.4173476
temp + phosphate_star Atlantic (27.95,28.05] -0.4443623 -0.4599235 -0.4193755
temp + phosphate_star Atlantic (28.05,28.1] -0.5664017 -0.5916307 -0.5194570
temp + phosphate_star Atlantic (28.1,28.15] -0.6807907 -0.7075020 -0.6446647
temp + phosphate_star Atlantic (28.15,28.2] -0.8516947 -0.9212504 -0.7449635
temp + phosphate_star Atlantic (28.2, Inf] -0.8954107 -0.9317354 -0.8442358
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8433412 -0.8470014 -0.8409607
temp + phosphate_star Indo-Pacific (26,26.5] -0.9101988 -0.9153716 -0.9064556
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8738826 -0.8837408 -0.8621876
temp + phosphate_star Indo-Pacific (26.75,27] -0.8286399 -0.8450536 -0.8168309
temp + phosphate_star Indo-Pacific (27,27.25] -0.8939130 -0.9019261 -0.8780269
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.8810611 -0.8982838 -0.8532789
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.8699486 -0.8811399 -0.8541002
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.7585880 -0.8071571 -0.6731344
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.7899355 -0.8141997 -0.7627092
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.6288868 -0.6980515 -0.5583303
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.4635190 -0.5197381 -0.4324194
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.4234858 -0.4337712 -0.4122910
temp + phosphate_star SO (-Inf,26] -1.0000000 -1.0000000 -1.0000000
temp + phosphate_star SO (26,26.5] -0.9481403 -0.9549975 -0.9429226
temp + phosphate_star SO (26.5,26.75] -0.9622671 -0.9655474 -0.9558885
temp + phosphate_star SO (26.75,27] -0.9542201 -0.9606208 -0.9462187
temp + phosphate_star SO (27,27.25] -0.9795418 -0.9819450 -0.9783400
temp + phosphate_star SO (27.25,27.5] -0.9912675 -0.9918252 -0.9909095
temp + phosphate_star SO (27.5,27.75] -0.9775375 -0.9784931 -0.9761782
temp + phosphate_star SO (27.75,27.85] -0.9580972 -0.9586130 -0.9571774
temp + phosphate_star SO (27.85,27.95] -0.9249635 -0.9256766 -0.9243126
temp + phosphate_star SO (27.95,28.05] -0.8959976 -0.9015184 -0.8901442
temp + phosphate_star SO (28.05,28.1] -0.9041450 -0.9082311 -0.9014527
temp + phosphate_star SO (28.1, Inf] -0.7503908 -0.7570953 -0.7467499
temp + phosphate_star SO (28.1,28.15] -0.9675812 -0.9697493 -0.9642954
temp + phosphate_star SO (28.15,28.2] -0.9792366 -0.9814042 -0.9771133
temp + phosphate_star SO (28.2, Inf] -0.7516982 -0.7663366 -0.7388842
temp + silicate Atlantic (-Inf,26] -0.3570339 -0.3747502 -0.3253640
temp + silicate Atlantic (26,26.5] 0.1253886 0.1119619 0.1439803
temp + silicate Atlantic (26.5,26.75] 0.2219460 0.1965987 0.2684464
temp + silicate Atlantic (26.75,27] -0.0571144 -0.0977492 -0.0223881
temp + silicate Atlantic (27,27.25] -0.2395449 -0.2731124 -0.1847750
temp + silicate Atlantic (27.25,27.5] -0.2750684 -0.3389158 -0.2097362
temp + silicate Atlantic (27.5,27.75] 0.1884894 0.1637979 0.2064514
temp + silicate Atlantic (27.75,27.85] -0.4216735 -0.5276654 -0.3346963
temp + silicate Atlantic (27.85,27.95] -0.4894241 -0.5415847 -0.3974367
temp + silicate Atlantic (27.95,28.05] -0.5801344 -0.5985250 -0.5671741
temp + silicate Atlantic (28.05,28.1] -0.6971259 -0.7345049 -0.6492643
temp + silicate Atlantic (28.1,28.15] -0.7480660 -0.7917265 -0.7155000
temp + silicate Atlantic (28.15,28.2] -0.8347641 -0.8839701 -0.7611459
temp + silicate Atlantic (28.2, Inf] -0.9041504 -0.9287838 -0.8713150
temp + silicate Indo-Pacific (-Inf,26] -0.6042860 -0.6106776 -0.5975855
temp + silicate Indo-Pacific (26,26.5] -0.6141537 -0.6190287 -0.6087050
temp + silicate Indo-Pacific (26.5,26.75] -0.6113392 -0.6155403 -0.6035092
temp + silicate Indo-Pacific (26.75,27] -0.6270605 -0.6415934 -0.6172278
temp + silicate Indo-Pacific (27,27.25] -0.7717141 -0.7743296 -0.7673451
temp + silicate Indo-Pacific (27.25,27.5] -0.7557705 -0.7787176 -0.7262357
temp + silicate Indo-Pacific (27.5,27.75] -0.5745069 -0.5772812 -0.5708308
temp + silicate Indo-Pacific (27.75,27.85] -0.2733397 -0.3224358 -0.2427800
temp + silicate Indo-Pacific (27.85,27.95] -0.2384154 -0.2758684 -0.2169558
temp + silicate Indo-Pacific (27.95,28.05] 0.0304192 -0.0748315 0.1388987
temp + silicate Indo-Pacific (28.05,28.1] 0.1039164 0.0235500 0.1451577
temp + silicate Indo-Pacific (28.1, Inf] 0.1410551 0.1303934 0.1615497
temp + silicate SO (-Inf,26] 1.0000000 1.0000000 1.0000000
temp + silicate SO (26,26.5] 0.5663134 0.5096548 0.6197731
temp + silicate SO (26.5,26.75] 0.3097897 0.2648464 0.3760799
temp + silicate SO (26.75,27] -0.1959215 -0.2345166 -0.1547044
temp + silicate SO (27,27.25] -0.5049450 -0.5378647 -0.4721912
temp + silicate SO (27.25,27.5] -0.3175195 -0.3583910 -0.2757653
temp + silicate SO (27.5,27.75] -0.0433345 -0.0808575 0.0016670
temp + silicate SO (27.75,27.85] 0.7012865 0.6942496 0.7066052
temp + silicate SO (27.85,27.95] 0.6234279 0.6100320 0.6456693
temp + silicate SO (27.95,28.05] 0.5672718 0.5436029 0.5838581
temp + silicate SO (28.05,28.1] 0.6264249 0.5876623 0.6703359
temp + silicate SO (28.1, Inf] 0.1589851 0.1191328 0.1870347
temp + silicate SO (28.1,28.15] -0.1037788 -0.1360022 -0.0847133
temp + silicate SO (28.15,28.2] -0.0769888 -0.2384481 0.0073342
temp + silicate SO (28.2, Inf] -0.0214922 -0.0424660 -0.0033269 
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
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# 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] 0.3679991 0.3351745 0.4330489
aou Atlantic (26,26.5] 0.0176093 -0.1232112 0.1498788
aou Atlantic (26.5,26.75] 0.0132568 -0.1404019 0.2187664
aou Atlantic (26.75,27] -0.1199327 -0.2949027 0.0909866
aou Atlantic (27,27.25] -0.5346839 -0.6171028 -0.4262287
aou Atlantic (27.25,27.5] -0.6963006 -0.7402540 -0.6532904
aou Atlantic (27.5,27.75] -0.7869251 -0.7900705 -0.7839471
aou Atlantic (27.75,27.85] -0.7877144 -0.8069919 -0.7625036
aou Atlantic (27.85,27.95] -0.8534996 -0.8627288 -0.8380122
aou Atlantic (27.95,28.05] -0.8114129 -0.8375139 -0.7936471
aou Atlantic (28.05,28.1] -0.9488337 -0.9564657 -0.9421142
aou Atlantic (28.1,28.15] -0.9292308 -0.9417399 -0.9223860
aou Atlantic (28.15,28.2] -0.9305278 -0.9574094 -0.8908271
aou Atlantic (28.2, Inf] -0.9507335 -0.9630381 -0.9311326
aou Indo-Pacific (-Inf,26] -0.0978432 -0.2668660 0.0571138
aou Indo-Pacific (26,26.5] -0.4585959 -0.6008743 -0.2842642
aou Indo-Pacific (26.5,26.75] -0.7438755 -0.8038008 -0.6580654
aou Indo-Pacific (26.75,27] -0.7973813 -0.8534399 -0.7295708
aou Indo-Pacific (27,27.25] -0.6491447 -0.7518737 -0.5334330
aou Indo-Pacific (27.25,27.5] -0.4268934 -0.5967121 -0.2160332
aou Indo-Pacific (27.5,27.75] 0.1973665 -0.0619146 0.4436810
aou Indo-Pacific (27.75,27.85] 0.7938012 0.7336952 0.8598775
aou Indo-Pacific (27.85,27.95] 0.8504250 0.8131544 0.8873410
aou Indo-Pacific (27.95,28.05] 0.9427739 0.9389550 0.9484002
aou Indo-Pacific (28.05,28.1] 0.9431683 0.9404032 0.9477931
aou Indo-Pacific (28.1, Inf] 0.5706946 0.5677774 0.5724776
aou SO (-Inf,26] NA NA NA
aou SO (26,26.5] 0.0141721 -0.1325068 0.1482147
aou SO (26.5,26.75] -0.3175298 -0.4763609 -0.1194179
aou SO (26.75,27] -0.5487393 -0.5784429 -0.4915159
aou SO (27,27.25] -0.5109282 -0.5925307 -0.4211279
aou SO (27.25,27.5] -0.3497603 -0.5144774 -0.1222307
aou SO (27.5,27.75] -0.4735144 -0.7350244 -0.0973994
aou SO (27.75,27.85] -0.5164579 -0.8728665 0.0257636
aou SO (27.85,27.95] -0.4859244 -0.7773741 -0.0742977
aou SO (27.95,28.05] -0.5517295 -0.8083512 -0.1868749
aou SO (28.05,28.1] -0.5340096 -0.8055135 -0.1270438
aou SO (28.1, Inf] -0.1476410 -0.3883002 0.1196500
aou SO (28.1,28.15] -0.0839191 -0.3300927 0.1459502
aou SO (28.15,28.2] -0.1724093 -0.2978333 -0.0665125
aou SO (28.2, Inf] -0.3019444 -0.3751553 -0.2409544
oxygen Atlantic (-Inf,26] -0.4641095 -0.5011866 -0.4075859
oxygen Atlantic (26,26.5] 0.0668233 -0.0689989 0.2089683
oxygen Atlantic (26.5,26.75] -0.0034640 -0.2131244 0.1549897
oxygen Atlantic (26.75,27] 0.1161818 -0.1023626 0.2907541
oxygen Atlantic (27,27.25] 0.5229306 0.4159524 0.6065117
oxygen Atlantic (27.25,27.5] 0.6815203 0.6313669 0.7324439
oxygen Atlantic (27.5,27.75] 0.8042633 0.8005344 0.8099819
oxygen Atlantic (27.75,27.85] 0.7318246 0.6835481 0.7620632
oxygen Atlantic (27.85,27.95] 0.8020756 0.7848161 0.8119739
oxygen Atlantic (27.95,28.05] 0.8213046 0.8036693 0.8471998
oxygen Atlantic (28.05,28.1] 0.9523491 0.9480755 0.9559487
oxygen Atlantic (28.1,28.15] 0.9324173 0.9264465 0.9399958
oxygen Atlantic (28.15,28.2] 0.9212147 0.8945191 0.9392405
oxygen Atlantic (28.2, Inf] 0.9519072 0.9422449 0.9587460
oxygen Indo-Pacific (-Inf,26] 0.1983996 0.0569573 0.3539623
oxygen Indo-Pacific (26,26.5] 0.4150103 0.2460888 0.5512379
oxygen Indo-Pacific (26.5,26.75] 0.7091768 0.6310230 0.7663728
oxygen Indo-Pacific (26.75,27] 0.8275583 0.7696096 0.8723240
oxygen Indo-Pacific (27,27.25] 0.7012807 0.5943343 0.7961350
oxygen Indo-Pacific (27.25,27.5] 0.4256747 0.2177927 0.5927528
oxygen Indo-Pacific (27.5,27.75] -0.2167312 -0.4581815 0.0392198
oxygen Indo-Pacific (27.75,27.85] -0.7918908 -0.8543914 -0.7303536
oxygen Indo-Pacific (27.85,27.95] -0.8515785 -0.8836613 -0.8175536
oxygen Indo-Pacific (27.95,28.05] -0.9337571 -0.9386714 -0.9302663
oxygen Indo-Pacific (28.05,28.1] -0.9345440 -0.9392949 -0.9320443
oxygen Indo-Pacific (28.1, Inf] -0.5451244 -0.5467568 -0.5423713
oxygen SO (-Inf,26] NA NA NA
oxygen SO (26,26.5] -0.0333479 -0.1424762 0.1106253
oxygen SO (26.5,26.75] 0.1337434 -0.0686134 0.3148744
oxygen SO (26.75,27] 0.3294098 0.2879837 0.3722935
oxygen SO (27,27.25] 0.2869966 0.1768054 0.3810875
oxygen SO (27.25,27.5] 0.1450680 -0.0870988 0.3115456
oxygen SO (27.5,27.75] 0.3197288 -0.0731820 0.5984831
oxygen SO (27.75,27.85] 0.5252954 -0.0202877 0.8810225
oxygen SO (27.85,27.95] 0.5096204 0.0851538 0.8155320
oxygen SO (27.95,28.05] 0.5455551 0.1551051 0.8196610
oxygen SO (28.05,28.1] 0.4985000 0.0592762 0.7848989
oxygen SO (28.1, Inf] 0.1214239 -0.1587631 0.3729503
oxygen SO (28.1,28.15] -0.1538324 -0.4030988 0.1223328
oxygen SO (28.15,28.2] -0.1882551 -0.3755202 -0.0213148
oxygen SO (28.2, Inf] 0.0845635 -0.0304167 0.1984480
phosphate Atlantic (-Inf,26] 0.4501599 0.3824275 0.5359697
phosphate Atlantic (26,26.5] 0.0541127 -0.0471143 0.1366515
phosphate Atlantic (26.5,26.75] -0.1133490 -0.2502494 0.0758873
phosphate Atlantic (26.75,27] -0.2643335 -0.4176698 -0.0876173
phosphate Atlantic (27,27.25] -0.6946620 -0.7590898 -0.6105393
phosphate Atlantic (27.25,27.5] -0.8433259 -0.8664307 -0.8172989
phosphate Atlantic (27.5,27.75] -0.9159630 -0.9179581 -0.9129024
phosphate Atlantic (27.75,27.85] -0.9492767 -0.9522756 -0.9475966
phosphate Atlantic (27.85,27.95] -0.9462252 -0.9547980 -0.9356866
phosphate Atlantic (27.95,28.05] -0.8775700 -0.8975032 -0.8637535
phosphate Atlantic (28.05,28.1] -0.9809142 -0.9861178 -0.9782737
phosphate Atlantic (28.1,28.15] -0.9775758 -0.9830146 -0.9745314
phosphate Atlantic (28.15,28.2] -0.9725579 -0.9821784 -0.9607408
phosphate Atlantic (28.2, Inf] -0.9854335 -0.9901578 -0.9807550
phosphate Indo-Pacific (-Inf,26] -0.1450236 -0.3148118 0.0140601
phosphate Indo-Pacific (26,26.5] -0.5888374 -0.7175842 -0.4279005
phosphate Indo-Pacific (26.5,26.75] -0.8188510 -0.8680527 -0.7440292
phosphate Indo-Pacific (26.75,27] -0.8290796 -0.8706954 -0.7761443
phosphate Indo-Pacific (27,27.25] -0.6812166 -0.7733727 -0.5780098
phosphate Indo-Pacific (27.25,27.5] -0.5217375 -0.6716305 -0.3352726
phosphate Indo-Pacific (27.5,27.75] 0.0957576 -0.1568147 0.3391320
phosphate Indo-Pacific (27.75,27.85] 0.7734319 0.7084190 0.8358925
phosphate Indo-Pacific (27.85,27.95] 0.8507712 0.8156948 0.8830788
phosphate Indo-Pacific (27.95,28.05] 0.9376319 0.9344915 0.9437577
phosphate Indo-Pacific (28.05,28.1] 0.9375992 0.9339040 0.9427284
phosphate Indo-Pacific (28.1, Inf] 0.5938484 0.5912504 0.5973546
phosphate SO (-Inf,26] NA NA NA
phosphate SO (26,26.5] -0.2440599 -0.3936427 -0.0931126
phosphate SO (26.5,26.75] -0.6353573 -0.7195872 -0.5101029
phosphate SO (26.75,27] -0.8483035 -0.8803800 -0.8054569
phosphate SO (27,27.25] -0.8976710 -0.9260718 -0.8655306
phosphate SO (27.25,27.5] -0.8249555 -0.9142179 -0.6975617
phosphate SO (27.5,27.75] -0.7585137 -0.9238542 -0.4964670
phosphate SO (27.75,27.85] -0.5900995 -0.8777282 -0.1476539
phosphate SO (27.85,27.95] -0.5696499 -0.7437078 -0.2868177
phosphate SO (27.95,28.05] -0.6886629 -0.7593636 -0.5581567
phosphate SO (28.05,28.1] -0.7614030 -0.8303057 -0.6430071
phosphate SO (28.1, Inf] -0.4606291 -0.5974975 -0.3044444
phosphate SO (28.1,28.15] -0.9253418 -0.9479289 -0.9001594
phosphate SO (28.15,28.2] -0.9690005 -0.9753352 -0.9584045
phosphate SO (28.2, Inf] -0.9063106 -0.9106884 -0.9034445
phosphate_star Atlantic (-Inf,26] 0.1123023 0.0678117 0.1954765
phosphate_star Atlantic (26,26.5] 0.1538120 0.1374566 0.1851719
phosphate_star Atlantic (26.5,26.75] -0.3058537 -0.3299406 -0.2828317
phosphate_star Atlantic (26.75,27] -0.4732438 -0.5501389 -0.4287033
phosphate_star Atlantic (27,27.25] -0.6271709 -0.6465142 -0.5902289
phosphate_star Atlantic (27.25,27.5] -0.7303835 -0.7631952 -0.7032777
phosphate_star Atlantic (27.5,27.75] -0.7153931 -0.7254895 -0.6993623
phosphate_star Atlantic (27.75,27.85] -0.9038465 -0.9237571 -0.8932959
phosphate_star Atlantic (27.85,27.95] -0.8943601 -0.9155370 -0.8750406
phosphate_star Atlantic (27.95,28.05] -0.8530396 -0.8730261 -0.8412400
phosphate_star Atlantic (28.05,28.1] -0.9764336 -0.9806028 -0.9737612
phosphate_star Atlantic (28.1,28.15] -0.9835140 -0.9864221 -0.9820437
phosphate_star Atlantic (28.15,28.2] -0.9760509 -0.9802205 -0.9708963
phosphate_star Atlantic (28.2, Inf] -0.9856695 -0.9890632 -0.9824150
phosphate_star Indo-Pacific (-Inf,26] -0.0104328 -0.1378499 0.1144076
phosphate_star Indo-Pacific (26,26.5] -0.5795245 -0.6250183 -0.5246498
phosphate_star Indo-Pacific (26.5,26.75] -0.6169447 -0.6432577 -0.5925872
phosphate_star Indo-Pacific (26.75,27] -0.4981009 -0.5183849 -0.4674389
phosphate_star Indo-Pacific (27,27.25] -0.4556061 -0.5306581 -0.3793148
phosphate_star Indo-Pacific (27.25,27.5] -0.5740443 -0.6505480 -0.4869764
phosphate_star Indo-Pacific (27.5,27.75] -0.3076079 -0.4115902 -0.1911287
phosphate_star Indo-Pacific (27.75,27.85] 0.2488913 0.2233547 0.2902729
phosphate_star Indo-Pacific (27.85,27.95] 0.3781965 0.3525681 0.3917034
phosphate_star Indo-Pacific (27.95,28.05] 0.5637463 0.5507113 0.5730043
phosphate_star Indo-Pacific (28.05,28.1] 0.6649004 0.6432851 0.6777015
phosphate_star Indo-Pacific (28.1, Inf] 0.5964125 0.5633313 0.6240635
phosphate_star SO (-Inf,26] NA NA NA
phosphate_star SO (26,26.5] -0.3010289 -0.3360659 -0.2821154
phosphate_star SO (26.5,26.75] -0.5375047 -0.5781588 -0.4622794
phosphate_star SO (26.75,27] -0.7663183 -0.7690209 -0.7621404
phosphate_star SO (27,27.25] -0.8334420 -0.8841921 -0.7998234
phosphate_star SO (27.25,27.5] -0.6778664 -0.8102287 -0.5766727
phosphate_star SO (27.5,27.75] -0.3836524 -0.6768164 -0.1556433
phosphate_star SO (27.75,27.85] 0.3455195 -0.2113571 0.7106556
phosphate_star SO (27.85,27.95] 0.2865268 -0.1596897 0.6435093
phosphate_star SO (27.95,28.05] 0.2728579 -0.1761204 0.5985117
phosphate_star SO (28.05,28.1] 0.1357601 -0.3691308 0.4508679
phosphate_star SO (28.1, Inf] -0.4765978 -0.7095028 -0.2448691
phosphate_star SO (28.1,28.15] -0.7136444 -0.8843066 -0.5043939
phosphate_star SO (28.15,28.2] -0.8157593 -0.9475268 -0.6867762
phosphate_star SO (28.2, Inf] -0.9117574 -0.9632819 -0.8608470
sal Atlantic (-Inf,26] 0.6377340 0.5967221 0.6910233
sal Atlantic (26,26.5] -0.1418719 -0.1612437 -0.1055302
sal Atlantic (26.5,26.75] -0.0655830 -0.1563572 0.0397404
sal Atlantic (26.75,27] -0.0583399 -0.1528266 0.1110790
sal Atlantic (27,27.25] -0.0458350 -0.1237988 0.0070502
sal Atlantic (27.25,27.5] 0.0571867 -0.0176638 0.1549100
sal Atlantic (27.5,27.75] -0.5399718 -0.5832508 -0.5161690
sal Atlantic (27.75,27.85] 0.0153237 -0.0984713 0.1969004
sal Atlantic (27.85,27.95] 0.0045490 -0.0291532 0.0602554
sal Atlantic (27.95,28.05] 0.0031712 -0.0197321 0.0384123
sal Atlantic (28.05,28.1] 0.5376670 0.4718528 0.6141412
sal Atlantic (28.1,28.15] 0.7315322 0.6933370 0.7975942
sal Atlantic (28.15,28.2] 0.7711544 0.6376841 0.8530563
sal Atlantic (28.2, Inf] 0.9114490 0.8788988 0.9528800
sal Indo-Pacific (-Inf,26] -0.0596656 -0.1251349 0.0024302
sal Indo-Pacific (26,26.5] 0.3155037 0.2934127 0.3499855
sal Indo-Pacific (26.5,26.75] 0.2759665 0.2432317 0.3007457
sal Indo-Pacific (26.75,27] 0.0774357 0.0255983 0.1414742
sal Indo-Pacific (27,27.25] 0.0827693 -0.0062731 0.1676050
sal Indo-Pacific (27.25,27.5] 0.1490839 0.0166256 0.2552641
sal Indo-Pacific (27.5,27.75] -0.0084773 -0.0860058 0.0716387
sal Indo-Pacific (27.75,27.85] -0.0488980 -0.1092548 0.0450999
sal Indo-Pacific (27.85,27.95] 0.0738044 0.0103823 0.1105470
sal Indo-Pacific (27.95,28.05] -0.0325032 -0.0744192 0.0099456
sal Indo-Pacific (28.05,28.1] -0.1211781 -0.1882604 -0.0679930
sal Indo-Pacific (28.1, Inf] -0.1031454 -0.1364551 -0.0811649
sal SO (-Inf,26] NA NA NA
sal SO (26,26.5] 0.0982036 -0.0175664 0.2173362
sal SO (26.5,26.75] 0.4620325 0.3461864 0.5257309
sal SO (26.75,27] 0.6721359 0.6557901 0.6817598
sal SO (27,27.25] 0.8213171 0.7947644 0.8686715
sal SO (27.25,27.5] 0.5654020 0.4713671 0.7057058
sal SO (27.5,27.75] 0.0781238 -0.1665055 0.4173662
sal SO (27.75,27.85] -0.4981934 -0.8473743 0.0553384
sal SO (27.85,27.95] -0.4331265 -0.8059876 0.0444573
sal SO (27.95,28.05] -0.3024189 -0.6393832 0.1749221
sal SO (28.05,28.1] -0.1449324 -0.4360092 0.3553540
sal SO (28.1, Inf] -0.3832900 -0.6445974 -0.0711337
sal SO (28.1,28.15] 0.7748030 0.5919824 0.9189969
sal SO (28.15,28.2] 0.8376226 0.7141835 0.9537467
sal SO (28.2, Inf] -0.1055762 -0.2481579 0.0650534
silicate Atlantic (-Inf,26] -0.6301392 -0.7160039 -0.5811847
silicate Atlantic (26,26.5] -0.4947758 -0.5572558 -0.4237057
silicate Atlantic (26.5,26.75] -0.3601659 -0.4754340 -0.2074270
silicate Atlantic (26.75,27] -0.5425616 -0.6729592 -0.3985758
silicate Atlantic (27,27.25] -0.8490086 -0.8864584 -0.7972929
silicate Atlantic (27.25,27.5] -0.9210829 -0.9225010 -0.9202212
silicate Atlantic (27.5,27.75] -0.9138923 -0.9241803 -0.9033792
silicate Atlantic (27.75,27.85] -0.8963682 -0.9140348 -0.8834085
silicate Atlantic (27.85,27.95] -0.8339290 -0.8590715 -0.8064485
silicate Atlantic (27.95,28.05] -0.7581749 -0.7747318 -0.7367015
silicate Atlantic (28.05,28.1] -0.9079764 -0.9099582 -0.9056073
silicate Atlantic (28.1,28.15] -0.9230174 -0.9317939 -0.9147806
silicate Atlantic (28.15,28.2] -0.9044584 -0.9131176 -0.8958168
silicate Atlantic (28.2, Inf] -0.9443805 -0.9520373 -0.9361451
silicate Indo-Pacific (-Inf,26] -0.1282549 -0.2843173 0.0089900
silicate Indo-Pacific (26,26.5] -0.6655306 -0.7623129 -0.5456576
silicate Indo-Pacific (26.5,26.75] -0.7500924 -0.7902195 -0.6828895
silicate Indo-Pacific (26.75,27] -0.6421176 -0.6886698 -0.5849123
silicate Indo-Pacific (27,27.25] -0.4506206 -0.5651411 -0.3245591
silicate Indo-Pacific (27.25,27.5] -0.3160102 -0.4796666 -0.1256402
silicate Indo-Pacific (27.5,27.75] 0.2353472 0.0025264 0.4604196
silicate Indo-Pacific (27.75,27.85] 0.8459405 0.7923369 0.8930393
silicate Indo-Pacific (27.85,27.95] 0.8802768 0.8424295 0.9127555
silicate Indo-Pacific (27.95,28.05] 0.9612368 0.9564693 0.9687864
silicate Indo-Pacific (28.05,28.1] 0.9613317 0.9595000 0.9648427
silicate Indo-Pacific (28.1, Inf] 0.8881045 0.8834983 0.8937189
silicate SO (-Inf,26] NA NA NA
silicate SO (26,26.5] -0.1335085 -0.2824471 -0.0289426
silicate SO (26.5,26.75] -0.2569994 -0.4352507 -0.0514219
silicate SO (26.75,27] -0.5578006 -0.6015245 -0.4868064
silicate SO (27,27.25] -0.7774710 -0.8221772 -0.7251524
silicate SO (27.25,27.5] -0.7713565 -0.8750718 -0.6223680
silicate SO (27.5,27.75] -0.7573650 -0.9216422 -0.4944302
silicate SO (27.75,27.85] -0.6382608 -0.9065061 -0.2099383
silicate SO (27.85,27.95] -0.6283068 -0.8293592 -0.3055615
silicate SO (27.95,28.05] -0.6737981 -0.8112895 -0.4609262
silicate SO (28.05,28.1] -0.6894015 -0.8637338 -0.4068453
silicate SO (28.1, Inf] -0.6771329 -0.8210968 -0.4911452
silicate SO (28.1,28.15] -0.7034342 -0.8698240 -0.5116838
silicate SO (28.15,28.2] -0.6278157 -0.7293003 -0.5601138
silicate SO (28.2, Inf] -0.7942395 -0.8482827 -0.7272121
temp Atlantic (-Inf,26] -0.0433432 -0.1229914 0.0914707
temp Atlantic (26,26.5] -0.2782463 -0.3051546 -0.2334318
temp Atlantic (26.5,26.75] -0.0833337 -0.1529857 -0.0083145
temp Atlantic (26.75,27] 0.0157663 -0.0630937 0.1564544
temp Atlantic (27,27.25] -0.0233320 -0.0920524 0.0141882
temp Atlantic (27.25,27.5] -0.0163842 -0.0938971 0.0713845
temp Atlantic (27.5,27.75] -0.5285886 -0.5589182 -0.5073358
temp Atlantic (27.75,27.85] 0.0319702 -0.0809093 0.1956698
temp Atlantic (27.85,27.95] 0.0559954 0.0137898 0.1102317
temp Atlantic (27.95,28.05] 0.0029392 -0.0475268 0.0368889
temp Atlantic (28.05,28.1] 0.3786213 0.3198781 0.4236251
temp Atlantic (28.1,28.15] 0.5398757 0.4913930 0.5840715
temp Atlantic (28.15,28.2] 0.7674349 0.6049890 0.8727491
temp Atlantic (28.2, Inf] 0.8343795 0.7553824 0.8805971
temp Indo-Pacific (-Inf,26] -0.3734664 -0.4669661 -0.2783210
temp Indo-Pacific (26,26.5] 0.2770864 0.2380112 0.3216496
temp Indo-Pacific (26.5,26.75] 0.2388477 0.1954603 0.2720872
temp Indo-Pacific (26.75,27] 0.0256030 -0.0287838 0.0864014
temp Indo-Pacific (27,27.25] 0.0864793 -0.0023428 0.1691583
temp Indo-Pacific (27.25,27.5] 0.2416042 0.1161153 0.3527112
temp Indo-Pacific (27.5,27.75] 0.1335874 0.0463744 0.2102031
temp Indo-Pacific (27.75,27.85] -0.0469127 -0.0906597 0.0130475
temp Indo-Pacific (27.85,27.95] 0.0315925 -0.0413704 0.0811821
temp Indo-Pacific (27.95,28.05] -0.0412983 -0.1236716 0.0409858
temp Indo-Pacific (28.05,28.1] -0.0367530 -0.1046828 0.0050782
temp Indo-Pacific (28.1, Inf] -0.0436478 -0.0485446 -0.0373267
temp SO (-Inf,26] NA NA NA
temp SO (26,26.5] 0.0906203 0.0193476 0.1812981
temp SO (26.5,26.75] 0.4194684 0.3291939 0.4706137
temp SO (26.75,27] 0.6306996 0.6125232 0.6419311
temp SO (27,27.25] 0.7806208 0.7528574 0.8296012
temp SO (27.25,27.5] 0.6967867 0.6069151 0.8107349
temp SO (27.5,27.75] 0.4290193 0.2346106 0.6761852
temp SO (27.75,27.85] -0.4803185 -0.7862536 0.0004661
temp SO (27.85,27.95] -0.4945105 -0.7960494 -0.1016175
temp SO (27.95,28.05] -0.4290184 -0.7294771 0.0038992
temp SO (28.05,28.1] -0.2608283 -0.5393218 0.2191986
temp SO (28.1, Inf] 0.0399639 -0.1997065 0.3066235
temp SO (28.1,28.15] 0.6727332 0.4725782 0.8373698
temp SO (28.15,28.2] 0.7683788 0.6393444 0.9060769
temp SO (28.2, Inf] 0.5063357 0.3870624 0.6381448 
rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         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_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           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_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1