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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))))
)
}

Version Author Date
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efdc047 Donghe-Zhu 2021-02-28
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54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
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a265efb Donghe-Zhu 2021-02-27
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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
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 + nitrate Atlantic (-Inf,26] 0.8474259 0.8266115 0.8819213
aou + nitrate Atlantic (26,26.5] 0.9210619 0.9153348 0.9244668
aou + nitrate Atlantic (26.5,26.75] 0.9752898 0.9735736 0.9773553
aou + nitrate Atlantic (26.75,27] 0.9831746 0.9805709 0.9853460
aou + nitrate Atlantic (27,27.25] 0.9631083 0.9596579 0.9655219
aou + nitrate Atlantic (27.25,27.5] 0.8474823 0.8377983 0.8553777
aou + nitrate Atlantic (27.5,27.75] 0.6012790 0.5864528 0.6189707
aou + nitrate Atlantic (27.75,27.95] 0.4502281 0.4109684 0.5102508
aou + nitrate Atlantic (27.95,28.1] 0.4635141 0.4215067 0.5063816
aou + nitrate Atlantic (28.1,28.15] 0.8842871 0.8598995 0.9096156
aou + nitrate Atlantic (28.15,28.2] 0.9366901 0.9336298 0.9427450
aou + nitrate Atlantic (28.2, Inf] 0.9219512 0.9190820 0.9253084
aou + nitrate Indo-Pacific (-Inf,26] 0.9334829 0.9319173 0.9360307
aou + nitrate Indo-Pacific (26,26.5] 0.8505107 0.8479640 0.8543417
aou + nitrate Indo-Pacific (26.5,26.75] 0.7792487 0.7751969 0.7850696
aou + nitrate Indo-Pacific (26.75,27] 0.8406238 0.8350112 0.8470841
aou + nitrate Indo-Pacific (27,27.25] 0.9244868 0.9196208 0.9290681
aou + nitrate Indo-Pacific (27.25,27.5] 0.9493712 0.9472474 0.9511318
aou + nitrate Indo-Pacific (27.5,27.75] 0.9721661 0.9717913 0.9724487
aou + nitrate Indo-Pacific (27.75,27.85] 0.9910870 0.9904836 0.9916523
aou + nitrate Indo-Pacific (27.85,27.95] 0.9898033 0.9888119 0.9910977
aou + nitrate Indo-Pacific (27.95,28.05] 0.9892191 0.9887682 0.9895711
aou + nitrate Indo-Pacific (28.05,28.1] 0.9894045 0.9887788 0.9900598
aou + nitrate Indo-Pacific (28.1, Inf] 0.9908069 0.9903537 0.9910997
aou + phosphate Atlantic (-Inf,26] 0.9258443 0.9145388 0.9377956
aou + phosphate Atlantic (26,26.5] 0.8976175 0.8923019 0.9013403
aou + phosphate Atlantic (26.5,26.75] 0.9518435 0.9483806 0.9543411
aou + phosphate Atlantic (26.75,27] 0.9641771 0.9605810 0.9663368
aou + phosphate Atlantic (27,27.25] 0.9232785 0.9211369 0.9246839
aou + phosphate Atlantic (27.25,27.5] 0.7843905 0.7728788 0.7941271
aou + phosphate Atlantic (27.5,27.75] 0.5297423 0.5125694 0.5497214
aou + phosphate Atlantic (27.75,27.95] 0.3946848 0.3532695 0.4583355
aou + phosphate Atlantic (27.95,28.1] 0.4485956 0.4055515 0.4916967
aou + phosphate Atlantic (28.1,28.15] 0.8841024 0.8598042 0.9093648
aou + phosphate Atlantic (28.15,28.2] 0.9430936 0.9397447 0.9495258
aou + phosphate Atlantic (28.2, Inf] 0.9277082 0.9263062 0.9285853
aou + phosphate Indo-Pacific (-Inf,26] 0.9676542 0.9670305 0.9685302
aou + phosphate Indo-Pacific (26,26.5] 0.9602284 0.9590835 0.9615415
aou + phosphate Indo-Pacific (26.5,26.75] 0.9733799 0.9727976 0.9738210
aou + phosphate Indo-Pacific (26.75,27] 0.9752983 0.9744456 0.9762754
aou + phosphate Indo-Pacific (27,27.25] 0.9853908 0.9850195 0.9855852
aou + phosphate Indo-Pacific (27.25,27.5] 0.9862143 0.9855648 0.9866095
aou + phosphate Indo-Pacific (27.5,27.75] 0.9889516 0.9888988 0.9889876
aou + phosphate Indo-Pacific (27.75,27.85] 0.9945413 0.9943528 0.9946399
aou + phosphate Indo-Pacific (27.85,27.95] 0.9950546 0.9947906 0.9955307
aou + phosphate Indo-Pacific (27.95,28.05] 0.9909280 0.9906928 0.9913333
aou + phosphate Indo-Pacific (28.05,28.1] 0.9925272 0.9918445 0.9930599
aou + phosphate Indo-Pacific (28.1, Inf] 0.9915940 0.9907817 0.9923535
aou + phosphate_star Atlantic (-Inf,26] 0.2371350 0.1773169 0.2822293
aou + phosphate_star Atlantic (26,26.5] 0.4085143 0.3739364 0.4409341
aou + phosphate_star Atlantic (26.5,26.75] 0.1664508 0.1297563 0.1990617
aou + phosphate_star Atlantic (26.75,27] -0.1189632 -0.1324455 -0.1012611
aou + phosphate_star Atlantic (27,27.25] -0.0424460 -0.0696779 -0.0166542
aou + phosphate_star Atlantic (27.25,27.5] -0.1443710 -0.1652679 -0.1279037
aou + phosphate_star Atlantic (27.5,27.75] -0.3215425 -0.3447855 -0.3014228
aou + phosphate_star Atlantic (27.75,27.95] -0.1609210 -0.2292843 -0.0656322
aou + phosphate_star Atlantic (27.95,28.1] 0.0904854 0.0423954 0.1424946
aou + phosphate_star Atlantic (28.1,28.15] 0.7478364 0.7025034 0.7936524
aou + phosphate_star Atlantic (28.15,28.2] 0.8496650 0.8430001 0.8613788
aou + phosphate_star Atlantic (28.2, Inf] 0.8208822 0.8172523 0.8257788
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5951193 0.5875310 0.6035955
aou + phosphate_star Indo-Pacific (26,26.5] 0.4244352 0.4209592 0.4296565
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4823027 0.4643600 0.4937869
aou + phosphate_star Indo-Pacific (26.75,27] 0.6158918 0.6031291 0.6338326
aou + phosphate_star Indo-Pacific (27,27.25] 0.6951626 0.6806725 0.7120876
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.3451646 0.2833872 0.3989142
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.2920460 -0.3470591 -0.2434783
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5746378 -0.5836868 -0.5573694
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.3724079 -0.3938370 -0.3522534
aou + phosphate_star Indo-Pacific (27.95,28.05] -0.3795971 -0.4090024 -0.3512158
aou + phosphate_star Indo-Pacific (28.05,28.1] -0.2709860 -0.3522246 -0.2098694
aou + phosphate_star Indo-Pacific (28.1, Inf] 0.1501097 0.1358150 0.1602845
aou + silicate Atlantic (-Inf,26] 0.1068293 0.0364329 0.1856052
aou + silicate Atlantic (26,26.5] 0.2766743 0.2402128 0.3024468
aou + silicate Atlantic (26.5,26.75] 0.6181012 0.5931660 0.6422019
aou + silicate Atlantic (26.75,27] 0.7996681 0.7940141 0.8103001
aou + silicate Atlantic (27,27.25] 0.7389053 0.7358695 0.7442758
aou + silicate Atlantic (27.25,27.5] 0.5325255 0.5256000 0.5460647
aou + silicate Atlantic (27.5,27.75] 0.2176428 0.2062112 0.2247835
aou + silicate Atlantic (27.75,27.95] 0.0666603 0.0255404 0.1311795
aou + silicate Atlantic (27.95,28.1] 0.4176571 0.3760692 0.4568836
aou + silicate Atlantic (28.1,28.15] 0.9137647 0.8972208 0.9313956
aou + silicate Atlantic (28.15,28.2] 0.9446387 0.9411159 0.9476109
aou + silicate Atlantic (28.2, Inf] 0.7337543 0.7167609 0.7521245
aou + silicate Indo-Pacific (-Inf,26] 0.8374201 0.8339467 0.8400774
aou + silicate Indo-Pacific (26,26.5] 0.7713602 0.7707356 0.7723737
aou + silicate Indo-Pacific (26.5,26.75] 0.7842646 0.7805646 0.7892034
aou + silicate Indo-Pacific (26.75,27] 0.8744312 0.8709404 0.8777089
aou + silicate Indo-Pacific (27,27.25] 0.9403334 0.9392422 0.9410064
aou + silicate Indo-Pacific (27.25,27.5] 0.9545676 0.9541536 0.9552728
aou + silicate Indo-Pacific (27.5,27.75] 0.9651423 0.9643931 0.9656973
aou + silicate Indo-Pacific (27.75,27.85] 0.9829640 0.9824985 0.9832373
aou + silicate Indo-Pacific (27.85,27.95] 0.9821700 0.9816893 0.9826522
aou + silicate Indo-Pacific (27.95,28.05] 0.9875303 0.9868837 0.9879667
aou + silicate Indo-Pacific (28.05,28.1] 0.9907655 0.9899160 0.9914571
aou + silicate Indo-Pacific (28.1, Inf] 0.8242684 0.8238638 0.8246705
nitrate + phosphate Atlantic (-Inf,26] 0.6701397 0.6051445 0.7593596
nitrate + phosphate Atlantic (26,26.5] 0.8347051 0.8255172 0.8506486
nitrate + phosphate Atlantic (26.5,26.75] 0.9678564 0.9660826 0.9690300
nitrate + phosphate Atlantic (26.75,27] 0.9800587 0.9789120 0.9812576
nitrate + phosphate Atlantic (27,27.25] 0.9865734 0.9862957 0.9869124
nitrate + phosphate Atlantic (27.25,27.5] 0.9917651 0.9915996 0.9918717
nitrate + phosphate Atlantic (27.5,27.75] 0.9944017 0.9941421 0.9945578
nitrate + phosphate Atlantic (27.75,27.95] 0.9975259 0.9974445 0.9976670
nitrate + phosphate Atlantic (27.95,28.1] 0.9994468 0.9993991 0.9994764
nitrate + phosphate Atlantic (28.1,28.15] 0.9998183 0.9998134 0.9998271
nitrate + phosphate Atlantic (28.15,28.2] 0.9977082 0.9975518 0.9979142
nitrate + phosphate Atlantic (28.2, Inf] 0.9896436 0.9888768 0.9900674
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9542396 0.9519468 0.9581887
nitrate + phosphate Indo-Pacific (26,26.5] 0.8646178 0.8605885 0.8688633
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.7967319 0.7925700 0.8040735
nitrate + phosphate Indo-Pacific (26.75,27] 0.8618210 0.8538498 0.8691379
nitrate + phosphate Indo-Pacific (27,27.25] 0.9347447 0.9299662 0.9389290
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9542040 0.9522953 0.9560159
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9786504 0.9783937 0.9790223
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9946484 0.9943388 0.9948427
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9966237 0.9961889 0.9971692
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9987801 0.9986832 0.9988910
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9981226 0.9979339 0.9982250
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9951005 0.9949502 0.9952016
nitrate + phosphate_star Atlantic (-Inf,26] 0.1172519 0.0377457 0.2126446
nitrate + phosphate_star Atlantic (26,26.5] 0.4122297 0.3547445 0.4485492
nitrate + phosphate_star Atlantic (26.5,26.75] 0.2812815 0.2403186 0.3159696
nitrate + phosphate_star Atlantic (26.75,27] -0.0018082 -0.0128397 0.0090086
nitrate + phosphate_star Atlantic (27,27.25] 0.2049232 0.1708927 0.2389114
nitrate + phosphate_star Atlantic (27.25,27.5] 0.3922095 0.3817052 0.4036879
nitrate + phosphate_star Atlantic (27.5,27.75] 0.5465926 0.5406656 0.5529017
nitrate + phosphate_star Atlantic (27.75,27.95] 0.8046343 0.7897240 0.8213409
nitrate + phosphate_star Atlantic (27.95,28.1] 0.9221205 0.9211099 0.9236353
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9702550 0.9663964 0.9737060
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9779412 0.9774495 0.9786873
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9695047 0.9687507 0.9702461
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.7318322 0.7292862 0.7350555
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.5555238 0.5501554 0.5623941
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.5711046 0.5676668 0.5768383
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.7017056 0.6842760 0.7185738
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.7739045 0.7615904 0.7860120
nitrate + phosphate_star Indo-Pacific (27.25,27.5] 0.4558924 0.4015931 0.5023851
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.1595806 -0.2176310 -0.1100190
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.5008760 -0.5111174 -0.4855874
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.2643489 -0.2827162 -0.2484827
nitrate + phosphate_star Indo-Pacific (27.95,28.05] -0.2468204 -0.2779089 -0.2140440
nitrate + phosphate_star Indo-Pacific (28.05,28.1] -0.1366259 -0.2153183 -0.0742665
nitrate + phosphate_star Indo-Pacific (28.1, Inf] 0.2584536 0.2420091 0.2677446
nitrate + silicate Atlantic (-Inf,26] 0.5979739 0.5784461 0.6118348
nitrate + silicate Atlantic (26,26.5] 0.5623554 0.5450756 0.5728961
nitrate + silicate Atlantic (26.5,26.75] 0.6995890 0.6782830 0.7214472
nitrate + silicate Atlantic (26.75,27] 0.8556502 0.8481245 0.8626148
nitrate + silicate Atlantic (27,27.25] 0.8706567 0.8648363 0.8737429
nitrate + silicate Atlantic (27.25,27.5] 0.8568247 0.8522417 0.8592122
nitrate + silicate Atlantic (27.5,27.75] 0.8599828 0.8576496 0.8638334
nitrate + silicate Atlantic (27.75,27.95] 0.8674163 0.8636011 0.8731221
nitrate + silicate Atlantic (27.95,28.1] 0.9680232 0.9672609 0.9688954
nitrate + silicate Atlantic (28.1,28.15] 0.9859700 0.9855886 0.9863662
nitrate + silicate Atlantic (28.15,28.2] 0.9144859 0.9122445 0.9177656
nitrate + silicate Atlantic (28.2, Inf] 0.7044217 0.6953985 0.7097828
nitrate + silicate Indo-Pacific (-Inf,26] 0.8584377 0.8557252 0.8609596
nitrate + silicate Indo-Pacific (26,26.5] 0.7840225 0.7765084 0.7959583
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8224276 0.8199236 0.8272667
nitrate + silicate Indo-Pacific (26.75,27] 0.8737151 0.8684167 0.8785463
nitrate + silicate Indo-Pacific (27,27.25] 0.9380673 0.9343655 0.9408551
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9596946 0.9585155 0.9608022
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9790578 0.9784824 0.9796809
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9897304 0.9892626 0.9900311
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9892118 0.9889780 0.9894002
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9916267 0.9913685 0.9921187
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9900843 0.9897189 0.9903729
nitrate + silicate Indo-Pacific (28.1, Inf] 0.8347132 0.8329393 0.8364787
phosphate + phosphate_star Atlantic (-Inf,26] 0.5303529 0.4804012 0.5860756
phosphate + phosphate_star Atlantic (26,26.5] 0.7569850 0.7261739 0.7774512
phosphate + phosphate_star Atlantic (26.5,26.75] 0.4559870 0.4323689 0.4826767
phosphate + phosphate_star Atlantic (26.75,27] 0.1434305 0.1338887 0.1522105
phosphate + phosphate_star Atlantic (27,27.25] 0.3397297 0.3105640 0.3686057
phosphate + phosphate_star Atlantic (27.25,27.5] 0.4956302 0.4851988 0.5074641
phosphate + phosphate_star Atlantic (27.5,27.75] 0.6235786 0.6197809 0.6289976
phosphate + phosphate_star Atlantic (27.75,27.95] 0.8404617 0.8274125 0.8546756
phosphate + phosphate_star Atlantic (27.95,28.1] 0.9292716 0.9279296 0.9307066
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9706860 0.9667319 0.9742451
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9759369 0.9755686 0.9766249
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9718490 0.9709979 0.9731182
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7634750 0.7592186 0.7678483
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6551199 0.6530221 0.6563537
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6633962 0.6505557 0.6707528
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7624326 0.7521981 0.7735868
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8023582 0.7921312 0.8149407
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.4922983 0.4376881 0.5411191
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.1497306 -0.2061579 -0.0999830
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.4888020 -0.5000106 -0.4707374
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.2820300 -0.3015833 -0.2657056
phosphate + phosphate_star Indo-Pacific (27.95,28.05] -0.2553269 -0.2846537 -0.2240643
phosphate + phosphate_star Indo-Pacific (28.05,28.1] -0.1551305 -0.2333891 -0.0936779
phosphate + phosphate_star Indo-Pacific (28.1, Inf] 0.2717623 0.2518650 0.2820173
sal + aou Atlantic (-Inf,26] -0.3954769 -0.4422819 -0.3653613
sal + aou Atlantic (26,26.5] -0.3807203 -0.4301488 -0.3492244
sal + aou Atlantic (26.5,26.75] 0.2653558 0.2446454 0.2907258
sal + aou Atlantic (26.75,27] 0.4582672 0.4461428 0.4724062
sal + aou Atlantic (27,27.25] 0.3706608 0.3382596 0.4092778
sal + aou Atlantic (27.25,27.5] 0.3873373 0.3825692 0.3961306
sal + aou Atlantic (27.5,27.75] 0.6730500 0.6618790 0.6895658
sal + aou Atlantic (27.75,27.95] 0.4936426 0.4131237 0.5548330
sal + aou Atlantic (27.95,28.1] -0.0852846 -0.1388208 -0.0441240
sal + aou Atlantic (28.1,28.15] -0.7388478 -0.7823808 -0.6949033
sal + aou Atlantic (28.15,28.2] -0.8025215 -0.8053872 -0.7968380
sal + aou Atlantic (28.2, Inf] -0.6729560 -0.6821564 -0.6591232
sal + aou Indo-Pacific (-Inf,26] -0.2353120 -0.2433284 -0.2312231
sal + aou Indo-Pacific (26,26.5] -0.1595948 -0.1643986 -0.1558981
sal + aou Indo-Pacific (26.5,26.75] -0.1945342 -0.2005169 -0.1853888
sal + aou Indo-Pacific (26.75,27] -0.4120482 -0.4197599 -0.3967160
sal + aou Indo-Pacific (27,27.25] -0.5975921 -0.6145578 -0.5840517
sal + aou Indo-Pacific (27.25,27.5] -0.2706828 -0.3254158 -0.2134858
sal + aou Indo-Pacific (27.5,27.75] 0.4928113 0.4514882 0.5442114
sal + aou Indo-Pacific (27.75,27.85] 0.7629426 0.7575338 0.7696906
sal + aou Indo-Pacific (27.85,27.95] 0.7603339 0.7549339 0.7653473
sal + aou Indo-Pacific (27.95,28.05] 0.8410362 0.8298925 0.8515109
sal + aou Indo-Pacific (28.05,28.1] 0.8463618 0.8326430 0.8552142
sal + aou Indo-Pacific (28.1, Inf] 0.3271754 0.3122432 0.3374250
sal + nitrate Atlantic (-Inf,26] -0.6765304 -0.6793256 -0.6728165
sal + nitrate Atlantic (26,26.5] -0.4207481 -0.4708345 -0.3720611
sal + nitrate Atlantic (26.5,26.75] 0.1949683 0.1700347 0.2299204
sal + nitrate Atlantic (26.75,27] 0.3973787 0.3917430 0.4039986
sal + nitrate Atlantic (27,27.25] 0.2056771 0.1647547 0.2558439
sal + nitrate Atlantic (27.25,27.5] -0.0535260 -0.0936838 -0.0187138
sal + nitrate Atlantic (27.5,27.75] 0.1972547 0.1724136 0.2414270
sal + nitrate Atlantic (27.75,27.95] -0.4720570 -0.5041755 -0.4537579
sal + nitrate Atlantic (27.95,28.1] -0.8662698 -0.8749500 -0.8533941
sal + nitrate Atlantic (28.1,28.15] -0.9554425 -0.9603249 -0.9502052
sal + nitrate Atlantic (28.15,28.2] -0.9486222 -0.9565128 -0.9415349
sal + nitrate Atlantic (28.2, Inf] -0.8489218 -0.8549425 -0.8437597
sal + nitrate Indo-Pacific (-Inf,26] -0.3648798 -0.3706188 -0.3608245
sal + nitrate Indo-Pacific (26,26.5] -0.3926525 -0.3956050 -0.3903830
sal + nitrate Indo-Pacific (26.5,26.75] -0.4322206 -0.4323161 -0.4321607
sal + nitrate Indo-Pacific (26.75,27] -0.5695457 -0.5835725 -0.5565613
sal + nitrate Indo-Pacific (27,27.25] -0.7264308 -0.7303526 -0.7220035
sal + nitrate Indo-Pacific (27.25,27.5] -0.4007334 -0.4504684 -0.3471002
sal + nitrate Indo-Pacific (27.5,27.75] 0.3921171 0.3553330 0.4426376
sal + nitrate Indo-Pacific (27.75,27.85] 0.7148017 0.6989048 0.7309765
sal + nitrate Indo-Pacific (27.85,27.95] 0.7077992 0.6999537 0.7134861
sal + nitrate Indo-Pacific (27.95,28.05] 0.7782025 0.7634308 0.7906724
sal + nitrate Indo-Pacific (28.05,28.1] 0.7771855 0.7599518 0.7873751
sal + nitrate Indo-Pacific (28.1, Inf] 0.2802368 0.2655586 0.2898595
sal + phosphate Atlantic (-Inf,26] -0.2711011 -0.3667554 -0.2214405
sal + phosphate Atlantic (26,26.5] -0.6331028 -0.6622759 -0.5969985
sal + phosphate Atlantic (26.5,26.75] 0.0194401 0.0019464 0.0410819
sal + phosphate Atlantic (26.75,27] 0.2806174 0.2753541 0.2886877
sal + phosphate Atlantic (27,27.25] 0.0705837 0.0301074 0.1216067
sal + phosphate Atlantic (27.25,27.5] -0.1668388 -0.2069645 -0.1296978
sal + phosphate Atlantic (27.5,27.75] 0.1005875 0.0766965 0.1431040
sal + phosphate Atlantic (27.75,27.95] -0.5242999 -0.5547336 -0.5082931
sal + phosphate Atlantic (27.95,28.1] -0.8744878 -0.8827116 -0.8613161
sal + phosphate Atlantic (28.1,28.15] -0.9558097 -0.9609303 -0.9505062
sal + phosphate Atlantic (28.15,28.2] -0.9321184 -0.9420472 -0.9236970
sal + phosphate Atlantic (28.2, Inf] -0.7786672 -0.7867329 -0.7744749
sal + phosphate Indo-Pacific (-Inf,26] -0.3512327 -0.3557979 -0.3462497
sal + phosphate Indo-Pacific (26,26.5] -0.3737399 -0.3826067 -0.3655666
sal + phosphate Indo-Pacific (26.5,26.75] -0.3653081 -0.3711260 -0.3613873
sal + phosphate Indo-Pacific (26.75,27] -0.5172817 -0.5332657 -0.5015476
sal + phosphate Indo-Pacific (27,27.25] -0.6797192 -0.6888600 -0.6720251
sal + phosphate Indo-Pacific (27.25,27.5] -0.3744249 -0.4288745 -0.3158867
sal + phosphate Indo-Pacific (27.5,27.75] 0.3935476 0.3524997 0.4452387
sal + phosphate Indo-Pacific (27.75,27.85] 0.7084105 0.6980176 0.7208984
sal + phosphate Indo-Pacific (27.85,27.95] 0.7163423 0.7083756 0.7231330
sal + phosphate Indo-Pacific (27.95,28.05] 0.7948180 0.7820365 0.8055978
sal + phosphate Indo-Pacific (28.05,28.1] 0.8039198 0.7889220 0.8133386
sal + phosphate Indo-Pacific (28.1, Inf] 0.3458131 0.3315183 0.3554573
sal + phosphate_star Atlantic (-Inf,26] -0.2235572 -0.3027183 -0.1166975
sal + phosphate_star Atlantic (26,26.5] -0.8720535 -0.8888172 -0.8591647
sal + phosphate_star Atlantic (26.5,26.75] -0.7909685 -0.8038187 -0.7825750
sal + phosphate_star Atlantic (26.75,27] -0.7648005 -0.7863426 -0.7506594
sal + phosphate_star Atlantic (27,27.25] -0.7999230 -0.8087039 -0.7826138
sal + phosphate_star Atlantic (27.25,27.5] -0.8591047 -0.8862084 -0.8404105
sal + phosphate_star Atlantic (27.5,27.75] -0.5889508 -0.6117562 -0.5565787
sal + phosphate_star Atlantic (27.75,27.95] -0.8691112 -0.8772099 -0.8558273
sal + phosphate_star Atlantic (27.95,28.1] -0.9518372 -0.9567901 -0.9436353
sal + phosphate_star Atlantic (28.1,28.15] -0.9879465 -0.9902502 -0.9862187
sal + phosphate_star Atlantic (28.15,28.2] -0.9693376 -0.9765239 -0.9609766
sal + phosphate_star Atlantic (28.2, Inf] -0.8349605 -0.8404703 -0.8273290
sal + phosphate_star Indo-Pacific (-Inf,26] -0.7048855 -0.7093415 -0.6993047
sal + phosphate_star Indo-Pacific (26,26.5] -0.8631407 -0.8723219 -0.8574359
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8735285 -0.8842543 -0.8641781
sal + phosphate_star Indo-Pacific (26.75,27] -0.8432259 -0.8579631 -0.8350468
sal + phosphate_star Indo-Pacific (27,27.25] -0.8975604 -0.9011455 -0.8907745
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.8078580 -0.8230334 -0.7820636
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.8077191 -0.8208941 -0.7958373
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.8932647 -0.9126632 -0.8785222
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.7452637 -0.7663089 -0.7335730
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.6554982 -0.6684480 -0.6421964
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.5951981 -0.6362054 -0.5656040
sal + phosphate_star Indo-Pacific (28.1, Inf] 0.0764608 0.0684994 0.0805049
sal + silicate Atlantic (-Inf,26] -0.7674657 -0.7801676 -0.7519958
sal + silicate Atlantic (26,26.5] 0.1509198 0.1190386 0.1762024
sal + silicate Atlantic (26.5,26.75] 0.3051096 0.2764172 0.3515178
sal + silicate Atlantic (26.75,27] 0.1816434 0.1673646 0.2044764
sal + silicate Atlantic (27,27.25] -0.1055682 -0.1451001 -0.0575001
sal + silicate Atlantic (27.25,27.5] -0.3451031 -0.3823259 -0.3055694
sal + silicate Atlantic (27.5,27.75] -0.1387137 -0.1724806 -0.0952923
sal + silicate Atlantic (27.75,27.95] -0.7398404 -0.7676767 -0.7194964
sal + silicate Atlantic (27.95,28.1] -0.8917455 -0.8997465 -0.8786301
sal + silicate Atlantic (28.1,28.15] -0.9253126 -0.9341953 -0.9169442
sal + silicate Atlantic (28.15,28.2] -0.7594279 -0.7780706 -0.7467099
sal + silicate Atlantic (28.2, Inf] -0.2747197 -0.2873019 -0.2584516
sal + silicate Indo-Pacific (-Inf,26] -0.5422217 -0.5473789 -0.5335664
sal + silicate Indo-Pacific (26,26.5] -0.5835333 -0.5920834 -0.5770982
sal + silicate Indo-Pacific (26.5,26.75] -0.6113464 -0.6159919 -0.6072362
sal + silicate Indo-Pacific (26.75,27] -0.6637158 -0.6753934 -0.6548737
sal + silicate Indo-Pacific (27,27.25] -0.7559627 -0.7644430 -0.7471437
sal + silicate Indo-Pacific (27.25,27.5] -0.4765762 -0.5254074 -0.4204689
sal + silicate Indo-Pacific (27.5,27.75] 0.3266064 0.2828669 0.3816435
sal + silicate Indo-Pacific (27.75,27.85] 0.6826289 0.6702908 0.6985109
sal + silicate Indo-Pacific (27.85,27.95] 0.7072910 0.6952297 0.7168525
sal + silicate Indo-Pacific (27.95,28.05] 0.8062848 0.7915347 0.8186569
sal + silicate Indo-Pacific (28.05,28.1] 0.8219728 0.8081274 0.8299900
sal + silicate Indo-Pacific (28.1, Inf] 0.6692920 0.6529064 0.6816427
sal + temp Atlantic (-Inf,26] 0.6602833 0.6235546 0.7174248
sal + temp Atlantic (26,26.5] 0.9579109 0.9543090 0.9605834
sal + temp Atlantic (26.5,26.75] 0.9678435 0.9655875 0.9715268
sal + temp Atlantic (26.75,27] 0.9706206 0.9689669 0.9717815
sal + temp Atlantic (27,27.25] 0.9634747 0.9631262 0.9638038
sal + temp Atlantic (27.25,27.5] 0.9719858 0.9707505 0.9739551
sal + temp Atlantic (27.5,27.75] 0.9677423 0.9668418 0.9690139
sal + temp Atlantic (27.75,27.95] 0.9532904 0.9512760 0.9554635
sal + temp Atlantic (27.95,28.1] 0.9631052 0.9612752 0.9645859
sal + temp Atlantic (28.1,28.15] 0.9833529 0.9828307 0.9836934
sal + temp Atlantic (28.15,28.2] 0.9788135 0.9778979 0.9798992
sal + temp Atlantic (28.2, Inf] 0.9370402 0.9344478 0.9420177
sal + temp Indo-Pacific (-Inf,26] 0.8198307 0.8171329 0.8250234
sal + temp Indo-Pacific (26,26.5] 0.9531478 0.9509653 0.9546749
sal + temp Indo-Pacific (26.5,26.75] 0.9803016 0.9798084 0.9807069
sal + temp Indo-Pacific (26.75,27] 0.9790478 0.9780406 0.9799011
sal + temp Indo-Pacific (27,27.25] 0.9747889 0.9739315 0.9758218
sal + temp Indo-Pacific (27.25,27.5] 0.9219382 0.9203319 0.9233164
sal + temp Indo-Pacific (27.5,27.75] 0.8731510 0.8711042 0.8764706
sal + temp Indo-Pacific (27.75,27.85] 0.9707677 0.9683933 0.9730119
sal + temp Indo-Pacific (27.85,27.95] 0.9400985 0.9381197 0.9438168
sal + temp Indo-Pacific (27.95,28.05] 0.9453119 0.9438740 0.9461336
sal + temp Indo-Pacific (28.05,28.1] 0.9754182 0.9740998 0.9771960
sal + temp Indo-Pacific (28.1, Inf] 0.4325837 0.4153504 0.4447132
silicate + phosphate Atlantic (-Inf,26] -0.1331598 -0.2393000 0.0061056
silicate + phosphate Atlantic (26,26.5] 0.0405245 0.0025708 0.0793459
silicate + phosphate Atlantic (26.5,26.75] 0.5668735 0.5188630 0.6075956
silicate + phosphate Atlantic (26.75,27] 0.8451864 0.8401574 0.8491304
silicate + phosphate Atlantic (27,27.25] 0.9022276 0.8968750 0.9051932
silicate + phosphate Atlantic (27.25,27.5] 0.8977677 0.8939693 0.9000716
silicate + phosphate Atlantic (27.5,27.75] 0.8969701 0.8951219 0.8997922
silicate + phosphate Atlantic (27.75,27.95] 0.8971209 0.8938880 0.9016737
silicate + phosphate Atlantic (27.95,28.1] 0.9740027 0.9736590 0.9746262
silicate + phosphate Atlantic (28.1,28.15] 0.9882264 0.9879689 0.9886304
silicate + phosphate Atlantic (28.15,28.2] 0.9367754 0.9353037 0.9385953
silicate + phosphate Atlantic (28.2, Inf] 0.7960980 0.7870170 0.8023833
silicate + phosphate Indo-Pacific (-Inf,26] 0.8855244 0.8829120 0.8872096
silicate + phosphate Indo-Pacific (26,26.5] 0.8771302 0.8751912 0.8782337
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8650553 0.8630519 0.8665845
silicate + phosphate Indo-Pacific (26.75,27] 0.9204551 0.9199875 0.9212967
silicate + phosphate Indo-Pacific (27,27.25] 0.9574916 0.9563250 0.9582892
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9718759 0.9714920 0.9725200
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9806452 0.9801821 0.9810813
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9882002 0.9873941 0.9886340
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9874997 0.9870639 0.9878588
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9937146 0.9933629 0.9941821
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9942889 0.9941395 0.9945007
silicate + phosphate Indo-Pacific (28.1, Inf] 0.8637259 0.8618486 0.8653344
silicate + phosphate_star Atlantic (-Inf,26] -0.1908434 -0.2861979 -0.0590447
silicate + phosphate_star Atlantic (26,26.5] -0.2840452 -0.3268307 -0.2350458
silicate + phosphate_star Atlantic (26.5,26.75] 0.0200292 -0.0711765 0.0723174
silicate + phosphate_star Atlantic (26.75,27] 0.1935542 0.1740191 0.2111644
silicate + phosphate_star Atlantic (27,27.25] 0.5353889 0.5097779 0.5643976
silicate + phosphate_star Atlantic (27.25,27.5] 0.6739896 0.6664176 0.6890461
silicate + phosphate_star Atlantic (27.5,27.75] 0.7965325 0.7874883 0.8078992
silicate + phosphate_star Atlantic (27.75,27.95] 0.9298592 0.9206393 0.9408883
silicate + phosphate_star Atlantic (27.95,28.1] 0.9200931 0.9174017 0.9233554
silicate + phosphate_star Atlantic (28.1,28.15] 0.9392648 0.9317428 0.9458218
silicate + phosphate_star Atlantic (28.15,28.2] 0.8664274 0.8652833 0.8684731
silicate + phosphate_star Atlantic (28.2, Inf] 0.7345969 0.7312008 0.7395438
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7743444 0.7715045 0.7778084
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7798311 0.7793423 0.7801902
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7990814 0.7978810 0.8009295
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8212798 0.8136946 0.8280509
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8167567 0.8004342 0.8329089
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.5288112 0.4747768 0.5750061
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.0996115 -0.1594677 -0.0455684
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4749127 -0.4853642 -0.4547556
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.2679117 -0.2825547 -0.2550534
silicate + phosphate_star Indo-Pacific (27.95,28.05] -0.2770962 -0.3063445 -0.2442445
silicate + phosphate_star Indo-Pacific (28.05,28.1] -0.1904978 -0.2639396 -0.1313883
silicate + phosphate_star Indo-Pacific (28.1, Inf] 0.4364958 0.4186530 0.4477623
temp + aou Atlantic (-Inf,26] -0.6696405 -0.6950869 -0.6483187
temp + aou Atlantic (26,26.5] -0.4284598 -0.4623101 -0.4060878
temp + aou Atlantic (26.5,26.75] 0.1483430 0.1211757 0.1732981
temp + aou Atlantic (26.75,27] 0.3933139 0.3770829 0.4133339
temp + aou Atlantic (27,27.25] 0.3428783 0.3117948 0.3813161
temp + aou Atlantic (27.25,27.5] 0.4169262 0.4072313 0.4281407
temp + aou Atlantic (27.5,27.75] 0.6668008 0.6580184 0.6798347
temp + aou Atlantic (27.75,27.95] 0.5217978 0.4528639 0.5698400
temp + aou Atlantic (27.95,28.1] 0.0307891 -0.0207225 0.0690239
temp + aou Atlantic (28.1,28.15] -0.6562065 -0.7042175 -0.6079602
temp + aou Atlantic (28.15,28.2] -0.7492876 -0.7566215 -0.7401476
temp + aou Atlantic (28.2, Inf] -0.7384994 -0.7444418 -0.7305130
temp + aou Indo-Pacific (-Inf,26] -0.3833513 -0.3848430 -0.3821153
temp + aou Indo-Pacific (26,26.5] -0.2061334 -0.2117801 -0.2026547
temp + aou Indo-Pacific (26.5,26.75] -0.1749544 -0.1819648 -0.1635772
temp + aou Indo-Pacific (26.75,27] -0.3587919 -0.3690613 -0.3449435
temp + aou Indo-Pacific (27,27.25] -0.5589736 -0.5735068 -0.5496268
temp + aou Indo-Pacific (27.25,27.5] -0.2426248 -0.2890212 -0.1935446
temp + aou Indo-Pacific (27.5,27.75] 0.4114496 0.3757387 0.4556570
temp + aou Indo-Pacific (27.75,27.85] 0.7608159 0.7536426 0.7653391
temp + aou Indo-Pacific (27.85,27.95] 0.7382113 0.7353699 0.7401641
temp + aou Indo-Pacific (27.95,28.05] 0.7949980 0.7841629 0.8049619
temp + aou Indo-Pacific (28.05,28.1] 0.8303116 0.8152479 0.8440020
temp + aou Indo-Pacific (28.1, Inf] 0.7910771 0.7831499 0.7985856
temp + nitrate Atlantic (-Inf,26] -0.7444415 -0.7608466 -0.7263534
temp + nitrate Atlantic (26,26.5] -0.4662551 -0.4997600 -0.4261796
temp + nitrate Atlantic (26.5,26.75] 0.0715727 0.0405613 0.1054011
temp + nitrate Atlantic (26.75,27] 0.3148274 0.3059980 0.3194354
temp + nitrate Atlantic (27,27.25] 0.1701391 0.1304754 0.2206497
temp + nitrate Atlantic (27.25,27.5] -0.0132541 -0.0519303 0.0266845
temp + nitrate Atlantic (27.5,27.75] 0.1774668 0.1591617 0.2098155
temp + nitrate Atlantic (27.75,27.95] -0.4454100 -0.4614088 -0.4361721
temp + nitrate Atlantic (27.95,28.1] -0.8227294 -0.8272739 -0.8143124
temp + nitrate Atlantic (28.1,28.15] -0.9131374 -0.9186179 -0.9066298
temp + nitrate Atlantic (28.15,28.2] -0.9201777 -0.9287098 -0.9118843
temp + nitrate Atlantic (28.2, Inf] -0.9114078 -0.9156774 -0.9036329
temp + nitrate Indo-Pacific (-Inf,26] -0.5301138 -0.5329039 -0.5280681
temp + nitrate Indo-Pacific (26,26.5] -0.4433430 -0.4536665 -0.4370475
temp + nitrate Indo-Pacific (26.5,26.75] -0.4188246 -0.4205331 -0.4171521
temp + nitrate Indo-Pacific (26.75,27] -0.5309230 -0.5416395 -0.5186305
temp + nitrate Indo-Pacific (27,27.25] -0.7047716 -0.7054964 -0.7039449
temp + nitrate Indo-Pacific (27.25,27.5] -0.4050057 -0.4477202 -0.3584048
temp + nitrate Indo-Pacific (27.5,27.75] 0.2672779 0.2332427 0.3125510
temp + nitrate Indo-Pacific (27.75,27.85] 0.7084705 0.7006461 0.7200314
temp + nitrate Indo-Pacific (27.85,27.95] 0.6723113 0.6672327 0.6753793
temp + nitrate Indo-Pacific (27.95,28.05] 0.7185540 0.7037045 0.7303216
temp + nitrate Indo-Pacific (28.05,28.1] 0.7576540 0.7393567 0.7730656
temp + nitrate Indo-Pacific (28.1, Inf] 0.7226220 0.7110880 0.7331294
temp + phosphate Atlantic (-Inf,26] -0.6824279 -0.7402595 -0.6500240
temp + phosphate Atlantic (26,26.5] -0.6535360 -0.6718506 -0.6265006
temp + phosphate Atlantic (26.5,26.75] -0.0877983 -0.1121633 -0.0651050
temp + phosphate Atlantic (26.75,27] 0.2070479 0.2025359 0.2111587
temp + phosphate Atlantic (27,27.25] 0.0502449 0.0112747 0.1018934
temp + phosphate Atlantic (27.25,27.5] -0.1194140 -0.1586050 -0.0773303
temp + phosphate Atlantic (27.5,27.75] 0.0856271 0.0681601 0.1159319
temp + phosphate Atlantic (27.75,27.95] -0.4990748 -0.5129868 -0.4913582
temp + phosphate Atlantic (27.95,28.1] -0.8337851 -0.8384733 -0.8250136
temp + phosphate Atlantic (28.1,28.15] -0.9141076 -0.9199967 -0.9073307
temp + phosphate Atlantic (28.15,28.2] -0.9106423 -0.9206287 -0.9010349
temp + phosphate Atlantic (28.2, Inf] -0.8768735 -0.8825113 -0.8705059
temp + phosphate Indo-Pacific (-Inf,26] -0.5008156 -0.5036289 -0.4991120
temp + phosphate Indo-Pacific (26,26.5] -0.4261310 -0.4270579 -0.4245735
temp + phosphate Indo-Pacific (26.5,26.75] -0.3479265 -0.3559150 -0.3433906
temp + phosphate Indo-Pacific (26.75,27] -0.4722477 -0.4850697 -0.4577601
temp + phosphate Indo-Pacific (27,27.25] -0.6513410 -0.6574557 -0.6478024
temp + phosphate Indo-Pacific (27.25,27.5] -0.3685508 -0.4153112 -0.3186375
temp + phosphate Indo-Pacific (27.5,27.75] 0.2913902 0.2564941 0.3358035
temp + phosphate Indo-Pacific (27.75,27.85] 0.7037065 0.6946205 0.7133676
temp + phosphate Indo-Pacific (27.85,27.95] 0.6850403 0.6797983 0.6880871
temp + phosphate Indo-Pacific (27.95,28.05] 0.7310395 0.7182804 0.7409553
temp + phosphate Indo-Pacific (28.05,28.1] 0.7794325 0.7629991 0.7942390
temp + phosphate Indo-Pacific (28.1, Inf] 0.7459791 0.7328314 0.7584974
temp + phosphate_star Atlantic (-Inf,26] -0.6651991 -0.7185409 -0.6156451
temp + phosphate_star Atlantic (26,26.5] -0.8611010 -0.8746947 -0.8502523
temp + phosphate_star Atlantic (26.5,26.75] -0.8120870 -0.8241558 -0.8023554
temp + phosphate_star Atlantic (26.75,27] -0.8044350 -0.8236008 -0.7929149
temp + phosphate_star Atlantic (27,27.25] -0.7976423 -0.8081191 -0.7776704
temp + phosphate_star Atlantic (27.25,27.5] -0.8344376 -0.8647195 -0.8113538
temp + phosphate_star Atlantic (27.5,27.75] -0.6057426 -0.6222880 -0.5832081
temp + phosphate_star Atlantic (27.75,27.95] -0.8658401 -0.8735215 -0.8618544
temp + phosphate_star Atlantic (27.95,28.1] -0.9572815 -0.9591437 -0.9538731
temp + phosphate_star Atlantic (28.1,28.15] -0.9746227 -0.9761289 -0.9730837
temp + phosphate_star Atlantic (28.15,28.2] -0.9707051 -0.9781627 -0.9624463
temp + phosphate_star Atlantic (28.2, Inf] -0.9364741 -0.9408549 -0.9280003
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8433051 -0.8470014 -0.8409046
temp + phosphate_star Indo-Pacific (26,26.5] -0.9102663 -0.9153055 -0.9065025
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8772242 -0.8857089 -0.8667229
temp + phosphate_star Indo-Pacific (26.75,27] -0.8436876 -0.8578982 -0.8346800
temp + phosphate_star Indo-Pacific (27,27.25] -0.9141077 -0.9202496 -0.9034212
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.9114158 -0.9232546 -0.8933182
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.9373382 -0.9455432 -0.9271037
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.9214548 -0.9319618 -0.9096249
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.8357333 -0.8502734 -0.8274725
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7758395 -0.7870069 -0.7653546
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6631213 -0.6950008 -0.6366274
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.3079635 -0.3199995 -0.2987091
temp + silicate Atlantic (-Inf,26] -0.3570339 -0.3747502 -0.3253640
temp + silicate Atlantic (26,26.5] 0.1078556 0.0927225 0.1289065
temp + silicate Atlantic (26.5,26.75] 0.2034874 0.1716013 0.2540483
temp + silicate Atlantic (26.75,27] 0.0701661 0.0552884 0.0890014
temp + silicate Atlantic (27,27.25] -0.1545117 -0.1900194 -0.1077317
temp + silicate Atlantic (27.25,27.5] -0.2987438 -0.3372043 -0.2526349
temp + silicate Atlantic (27.5,27.75] -0.1655367 -0.1879477 -0.1342996
temp + silicate Atlantic (27.75,27.95] -0.7366146 -0.7483906 -0.7294751
temp + silicate Atlantic (27.95,28.1] -0.8660045 -0.8710840 -0.8560259
temp + silicate Atlantic (28.1,28.15] -0.8779136 -0.8895125 -0.8660760
temp + silicate Atlantic (28.15,28.2] -0.7496152 -0.7665094 -0.7365649
temp + silicate Atlantic (28.2, Inf] -0.5094236 -0.5223504 -0.4971150
temp + silicate Indo-Pacific (-Inf,26] -0.6042772 -0.6106776 -0.5975781
temp + silicate Indo-Pacific (26,26.5] -0.6100401 -0.6154928 -0.6044062
temp + silicate Indo-Pacific (26.5,26.75] -0.6020640 -0.6045155 -0.5973631
temp + silicate Indo-Pacific (26.75,27] -0.6359508 -0.6453981 -0.6277156
temp + silicate Indo-Pacific (27,27.25] -0.7407890 -0.7469319 -0.7353890
temp + silicate Indo-Pacific (27.25,27.5] -0.4669915 -0.5086695 -0.4188059
temp + silicate Indo-Pacific (27.5,27.75] 0.2135708 0.1753338 0.2603923
temp + silicate Indo-Pacific (27.75,27.85] 0.6760814 0.6647691 0.6871470
temp + silicate Indo-Pacific (27.85,27.95] 0.6600683 0.6523715 0.6644594
temp + silicate Indo-Pacific (27.95,28.05] 0.7441701 0.7286671 0.7558533
temp + silicate Indo-Pacific (28.05,28.1] 0.7997938 0.7850456 0.8126133
temp + silicate Indo-Pacific (28.1, Inf] 0.5852267 0.5655074 0.6016085 
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
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] 0.0051107 -0.1412442 0.1374984
aou Atlantic (26.5,26.75] 0.0234156 -0.1331670 0.2296781
aou Atlantic (26.75,27] -0.0665701 -0.2754315 0.1912858
aou Atlantic (27,27.25] -0.3802524 -0.5247852 -0.2135966
aou Atlantic (27.25,27.5] -0.2887570 -0.4143189 -0.1343829
aou Atlantic (27.5,27.75] -0.1495676 -0.2028965 -0.0944664
aou Atlantic (27.75,27.95] -0.2027277 -0.2190168 -0.1772593
aou Atlantic (27.95,28.1] -0.4110768 -0.4586937 -0.3712310
aou Atlantic (28.1,28.15] -0.8726146 -0.8840608 -0.8635737
aou Atlantic (28.15,28.2] -0.9229275 -0.9258385 -0.9196098
aou Atlantic (28.2, Inf] -0.8681033 -0.8750164 -0.8599806
aou Indo-Pacific (-Inf,26] -0.0978166 -0.2667576 0.0570850
aou Indo-Pacific (26,26.5] -0.4652609 -0.6059392 -0.2909152
aou Indo-Pacific (26.5,26.75] -0.7546285 -0.8170573 -0.6618035
aou Indo-Pacific (26.75,27] -0.8247346 -0.8758096 -0.7557996
aou Indo-Pacific (27,27.25] -0.8123479 -0.8765579 -0.7289012
aou Indo-Pacific (27.25,27.5] -0.6906440 -0.8402427 -0.4664881
aou Indo-Pacific (27.5,27.75] -0.2924338 -0.7523233 0.3778430
aou Indo-Pacific (27.75,27.85] 0.0175208 -0.5312244 0.7250736
aou Indo-Pacific (27.85,27.95] 0.2181681 -0.2180154 0.6972147
aou Indo-Pacific (27.95,28.05] 0.0868650 -0.2820676 0.5199428
aou Indo-Pacific (28.05,28.1] 0.1975905 -0.1504809 0.5720567
aou Indo-Pacific (28.1, Inf] 0.5205722 0.4298098 0.6089173
nitrate Atlantic (-Inf,26] 0.0131632 -0.0826447 0.0758708
nitrate Atlantic (26,26.5] -0.2132628 -0.3562006 -0.0820989
nitrate Atlantic (26.5,26.75] -0.1286243 -0.2855598 0.0790399
nitrate Atlantic (26.75,27] -0.1882287 -0.3880168 0.0565846
nitrate Atlantic (27,27.25] -0.5813219 -0.6972178 -0.4459918
nitrate Atlantic (27.25,27.5] -0.7125638 -0.7843091 -0.6207884
nitrate Atlantic (27.5,27.75] -0.8500812 -0.8788993 -0.8175643
nitrate Atlantic (27.75,27.95] -0.9356036 -0.9383448 -0.9323720
nitrate Atlantic (27.95,28.1] -0.9587917 -0.9602073 -0.9561197
nitrate Atlantic (28.1,28.15] -0.9933394 -0.9955193 -0.9906995
nitrate Atlantic (28.15,28.2] -0.9938530 -0.9974533 -0.9882781
nitrate Atlantic (28.2, Inf] -0.9768628 -0.9805041 -0.9717311
nitrate Indo-Pacific (-Inf,26] -0.1155050 -0.2812147 0.0403306
nitrate Indo-Pacific (26,26.5] -0.4489397 -0.5757885 -0.3064422
nitrate Indo-Pacific (26.5,26.75] -0.6674143 -0.7240043 -0.5825956
nitrate Indo-Pacific (26.75,27] -0.7124562 -0.7535185 -0.6452636
nitrate Indo-Pacific (27,27.25] -0.7636530 -0.8242524 -0.6870477
nitrate Indo-Pacific (27.25,27.5] -0.6867575 -0.8250349 -0.4791727
nitrate Indo-Pacific (27.5,27.75] -0.3175197 -0.7575488 0.3288192
nitrate Indo-Pacific (27.75,27.85] 0.0480285 -0.4952384 0.7361894
nitrate Indo-Pacific (27.85,27.95] 0.2736337 -0.1466125 0.7264487
nitrate Indo-Pacific (27.95,28.05] 0.1630988 -0.1896698 0.5756165
nitrate Indo-Pacific (28.05,28.1] 0.2779601 -0.0454654 0.6261546
nitrate Indo-Pacific (28.1, Inf] 0.5479901 0.4743582 0.6199845
phosphate Atlantic (-Inf,26] 0.4501599 0.3824275 0.5359697
phosphate Atlantic (26,26.5] 0.0318605 -0.0752283 0.1109366
phosphate Atlantic (26.5,26.75] -0.1181319 -0.2548414 0.0706933
phosphate Atlantic (26.75,27] -0.2204672 -0.4052229 -0.0001716
phosphate Atlantic (27,27.25] -0.6261832 -0.7296479 -0.5024120
phosphate Atlantic (27.25,27.5] -0.7590914 -0.8182240 -0.6833296
phosphate Atlantic (27.5,27.75] -0.8744151 -0.8970446 -0.8484280
phosphate Atlantic (27.75,27.95] -0.9485174 -0.9517998 -0.9461816
phosphate Atlantic (27.95,28.1] -0.9607161 -0.9634589 -0.9572313
phosphate Atlantic (28.1,28.15] -0.9932999 -0.9952981 -0.9907995
phosphate Atlantic (28.15,28.2] -0.9926067 -0.9961005 -0.9890140
phosphate Atlantic (28.2, Inf] -0.9834167 -0.9856956 -0.9821301
phosphate Indo-Pacific (-Inf,26] -0.1450500 -0.3147629 0.0139320
phosphate Indo-Pacific (26,26.5] -0.5934390 -0.7208681 -0.4326088
phosphate Indo-Pacific (26.5,26.75] -0.8247833 -0.8763991 -0.7441858
phosphate Indo-Pacific (26.75,27] -0.8593153 -0.8982052 -0.8044362
phosphate Indo-Pacific (27,27.25] -0.8496747 -0.9005961 -0.7836822
phosphate Indo-Pacific (27.25,27.5] -0.7441241 -0.8713186 -0.5519642
phosphate Indo-Pacific (27.5,27.75] -0.3225270 -0.7573669 0.3159473
phosphate Indo-Pacific (27.75,27.85] 0.0569710 -0.4797758 0.7388529
phosphate Indo-Pacific (27.85,27.95] 0.2581131 -0.1632050 0.7157492
phosphate Indo-Pacific (27.95,28.05] 0.1526833 -0.1982314 0.5633747
phosphate Indo-Pacific (28.05,28.1] 0.2502186 -0.0741106 0.5991699
phosphate Indo-Pacific (28.1, Inf] 0.5017463 0.4214208 0.5801292
phosphate_star Atlantic (-Inf,26] 0.1123023 0.0678117 0.1954765
phosphate_star Atlantic (26,26.5] 0.1213571 0.0987828 0.1648609
phosphate_star Atlantic (26.5,26.75] -0.3385576 -0.3646340 -0.3087793
phosphate_star Atlantic (26.75,27] -0.4684552 -0.5827713 -0.4017052
phosphate_star Atlantic (27,27.25] -0.6189384 -0.6910563 -0.5344917
phosphate_star Atlantic (27.25,27.5] -0.7568310 -0.8345740 -0.6846816
phosphate_star Atlantic (27.5,27.75] -0.7904746 -0.8326402 -0.7458745
phosphate_star Atlantic (27.75,27.95] -0.8850602 -0.9232962 -0.8421810
phosphate_star Atlantic (27.95,28.1] -0.8915633 -0.9178057 -0.8654467
phosphate_star Atlantic (28.1,28.15] -0.9633080 -0.9780363 -0.9471000
phosphate_star Atlantic (28.15,28.2] -0.9751770 -0.9843547 -0.9633625
phosphate_star Atlantic (28.2, Inf] -0.9790387 -0.9855388 -0.9706085
phosphate_star Indo-Pacific (-Inf,26] -0.0105462 -0.1379037 0.1141210
phosphate_star Indo-Pacific (26,26.5] -0.5802494 -0.6251420 -0.5257640
phosphate_star Indo-Pacific (26.5,26.75] -0.6295255 -0.6570687 -0.6056487
phosphate_star Indo-Pacific (26.75,27] -0.5797270 -0.6002986 -0.5483395
phosphate_star Indo-Pacific (27,27.25] -0.6910612 -0.7085100 -0.6767214
phosphate_star Indo-Pacific (27.25,27.5] -0.5454959 -0.5764644 -0.5278288
phosphate_star Indo-Pacific (27.5,27.75] -0.1372601 -0.4685563 0.0929067
phosphate_star Indo-Pacific (27.75,27.85] 0.3502875 -0.2202116 0.7289699
phosphate_star Indo-Pacific (27.85,27.95] 0.3649343 0.0420454 0.6208757
phosphate_star Indo-Pacific (27.95,28.05] 0.5307159 0.2462848 0.7497061
phosphate_star Indo-Pacific (28.05,28.1] 0.4953699 0.2427917 0.7104201
phosphate_star Indo-Pacific (28.1, Inf] 0.0946721 0.0256137 0.1645365
sal Atlantic (-Inf,26] 0.6377340 0.5967221 0.6910233
sal Atlantic (26,26.5] -0.1074449 -0.1414565 -0.0607646
sal Atlantic (26.5,26.75] -0.0169938 -0.1140026 0.0867339
sal Atlantic (26.75,27] -0.0259904 -0.1469100 0.1795001
sal Atlantic (27,27.25] 0.0648645 -0.0662481 0.1746954
sal Atlantic (27.25,27.5] 0.3464126 0.2192492 0.5048701
sal Atlantic (27.5,27.75] -0.0137228 -0.1223398 0.0826720
sal Atlantic (27.75,27.95] 0.5655384 0.4945528 0.6466389
sal Atlantic (27.95,28.1] 0.7876236 0.7381696 0.8293284
sal Atlantic (28.1,28.15] 0.9355488 0.9137569 0.9566391
sal Atlantic (28.15,28.2] 0.9338130 0.8989943 0.9515356
sal Atlantic (28.2, Inf] 0.7707403 0.7409207 0.7909388
sal Indo-Pacific (-Inf,26] -0.0595188 -0.1248989 0.0026345
sal Indo-Pacific (26,26.5] 0.3181647 0.2960003 0.3515956
sal Indo-Pacific (26.5,26.75] 0.3016572 0.2692456 0.3297863
sal Indo-Pacific (26.75,27] 0.2227537 0.1651768 0.2726404
sal Indo-Pacific (27,27.25] 0.4541858 0.4156733 0.4935796
sal Indo-Pacific (27.25,27.5] 0.2214734 0.1656598 0.2742818
sal Indo-Pacific (27.5,27.75] -0.1586538 -0.4145325 0.2474715
sal Indo-Pacific (27.75,27.85] -0.2932358 -0.7598921 0.3282293
sal Indo-Pacific (27.85,27.95] -0.1212303 -0.5096531 0.3205268
sal Indo-Pacific (27.95,28.05] -0.2868430 -0.6105867 0.1194491
sal Indo-Pacific (28.05,28.1] -0.2064573 -0.5323207 0.1538975
sal Indo-Pacific (28.1, Inf] 0.0139920 -0.1322080 0.1602717
silicate Atlantic (-Inf,26] -0.6301392 -0.7160039 -0.5811847
silicate Atlantic (26,26.5] -0.4968431 -0.5595418 -0.4256814
silicate Atlantic (26.5,26.75] -0.3552679 -0.4745459 -0.1975607
silicate Atlantic (26.75,27] -0.4524963 -0.6296497 -0.2474469
silicate Atlantic (27,27.25] -0.7868486 -0.8583370 -0.6956457
silicate Atlantic (27.25,27.5] -0.8708379 -0.9014685 -0.8258481
silicate Atlantic (27.5,27.75] -0.9083407 -0.9103216 -0.9063229
silicate Atlantic (27.75,27.95] -0.8999270 -0.9176901 -0.8783135
silicate Atlantic (27.95,28.1] -0.9186146 -0.9246189 -0.9135759
silicate Atlantic (28.1,28.15] -0.9790697 -0.9808463 -0.9760272
silicate Atlantic (28.15,28.2] -0.9157053 -0.9242432 -0.9015338
silicate Atlantic (28.2, Inf] -0.7764889 -0.7987651 -0.7430729
silicate Indo-Pacific (-Inf,26] -0.1282738 -0.2842494 0.0088653
silicate Indo-Pacific (26,26.5] -0.6685018 -0.7645086 -0.5482540
silicate Indo-Pacific (26.5,26.75] -0.7621669 -0.8056145 -0.6881811
silicate Indo-Pacific (26.75,27] -0.7120400 -0.7549181 -0.6508651
silicate Indo-Pacific (27,27.25] -0.7175686 -0.7816079 -0.6347523
silicate Indo-Pacific (27.25,27.5] -0.6422361 -0.7821522 -0.4374457
silicate Indo-Pacific (27.5,27.75] -0.2667025 -0.7043539 0.3705983
silicate Indo-Pacific (27.75,27.85] 0.0831269 -0.4554289 0.7614079
silicate Indo-Pacific (27.85,27.95] 0.2682015 -0.1565505 0.7271294
silicate Indo-Pacific (27.95,28.05] 0.1454949 -0.2149704 0.5686265
silicate Indo-Pacific (28.05,28.1] 0.2438625 -0.0871070 0.6007492
silicate Indo-Pacific (28.1, Inf] 0.4816364 0.3746531 0.5890654
temp Atlantic (-Inf,26] -0.0433432 -0.1229914 0.0914707
temp Atlantic (26,26.5] -0.2471413 -0.2855452 -0.1952690
temp Atlantic (26.5,26.75] -0.0354672 -0.1136069 0.0407507
temp Atlantic (26.75,27] 0.0481947 -0.0427506 0.2264649
temp Atlantic (27,27.25] 0.0943267 -0.0206454 0.1823371
temp Atlantic (27.25,27.5] 0.3021010 0.1705006 0.4593385
temp Atlantic (27.5,27.75] 0.0106859 -0.0806492 0.0927190
temp Atlantic (27.75,27.95] 0.5571067 0.5009203 0.6147842
temp Atlantic (27.95,28.1] 0.7559505 0.7115741 0.7961159
temp Atlantic (28.1,28.15] 0.8900334 0.8628774 0.9156733
temp Atlantic (28.15,28.2] 0.9057868 0.8676436 0.9253878
temp Atlantic (28.2, Inf] 0.8757007 0.8617846 0.8845375
temp Indo-Pacific (-Inf,26] -0.3734542 -0.4668542 -0.2783963
temp Indo-Pacific (26,26.5] 0.2779846 0.2394479 0.3215519
temp Indo-Pacific (26.5,26.75] 0.2621748 0.2202511 0.2977101
temp Indo-Pacific (26.75,27] 0.1564751 0.0965151 0.2051075
temp Indo-Pacific (27,27.25] 0.4231857 0.3912536 0.4554289
temp Indo-Pacific (27.25,27.5] 0.3250003 0.3139964 0.3442270
temp Indo-Pacific (27.5,27.75] 0.0576830 -0.1957034 0.4220091
temp Indo-Pacific (27.75,27.85] -0.2971997 -0.7538397 0.3287545
temp Indo-Pacific (27.85,27.95] -0.1766252 -0.5484012 0.2584974
temp Indo-Pacific (27.95,28.05] -0.3635322 -0.6835926 0.0401772
temp Indo-Pacific (28.05,28.1] -0.2256698 -0.5548727 0.1516189
temp Indo-Pacific (28.1, Inf] 0.2043545 0.0828346 0.3241880 
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