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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
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
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

Version Author Date
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

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
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] 0.8520368 0.8337449 0.8757645
aou + nitrate Atlantic (26,26.5] 0.9215835 0.9159726 0.9253935
aou + nitrate Atlantic (26.5,26.75] 0.9750295 0.9735736 0.9762702
aou + nitrate Atlantic (26.75,27] 0.9830292 0.9805709 0.9847245
aou + nitrate Atlantic (27,27.25] 0.9630459 0.9596579 0.9658917
aou + nitrate Atlantic (27.25,27.5] 0.8468580 0.8377983 0.8517585
aou + nitrate Atlantic (27.5,27.75] 0.6022115 0.5897780 0.6189707
aou + nitrate Atlantic (27.75,27.85] 0.4002372 0.3799021 0.4324710
aou + nitrate Atlantic (27.85,27.95] 0.5782370 0.5178767 0.6714969
aou + nitrate Atlantic (27.95,28.05] 0.3741295 0.3232878 0.4221763
aou + nitrate Atlantic (28.05,28.1] 0.6104968 0.5603069 0.6609940
aou + nitrate Atlantic (28.1,28.15] 0.8856687 0.8620410 0.9096156
aou + nitrate Atlantic (28.15,28.2] 0.9362077 0.9261422 0.9427450
aou + nitrate Atlantic (28.2, Inf] 0.9220669 0.9185188 0.9253084
aou + nitrate Indo-Pacific (-Inf,26] 0.9336594 0.9315973 0.9374637
aou + nitrate Indo-Pacific (26,26.5] 0.8501357 0.8464860 0.8546947
aou + nitrate Indo-Pacific (26.5,26.75] 0.7787291 0.7751969 0.7840602
aou + nitrate Indo-Pacific (26.75,27] 0.8408831 0.8350112 0.8523229
aou + nitrate Indo-Pacific (27,27.25] 0.9242261 0.9196208 0.9287302
aou + nitrate Indo-Pacific (27.25,27.5] 0.9495230 0.9472474 0.9509507
aou + nitrate Indo-Pacific (27.5,27.75] 0.9722211 0.9716679 0.9725468
aou + nitrate Indo-Pacific (27.75,27.85] 0.9910012 0.9904010 0.9914773
aou + nitrate Indo-Pacific (27.85,27.95] 0.9898794 0.9890631 0.9910977
aou + nitrate Indo-Pacific (27.95,28.05] 0.9892284 0.9887682 0.9897618
aou + nitrate Indo-Pacific (28.05,28.1] 0.9894921 0.9893402 0.9897615
aou + nitrate Indo-Pacific (28.1, Inf] 0.9907971 0.9903537 0.9910573
aou + phosphate Atlantic (-Inf,26] 0.9268711 0.9183231 0.9370915
aou + phosphate Atlantic (26,26.5] 0.8977916 0.8923019 0.9022852
aou + phosphate Atlantic (26.5,26.75] 0.9520245 0.9482343 0.9543411
aou + phosphate Atlantic (26.75,27] 0.9642319 0.9605810 0.9663403
aou + phosphate Atlantic (27,27.25] 0.9232807 0.9211369 0.9252468
aou + phosphate Atlantic (27.25,27.5] 0.7835139 0.7728788 0.7900255
aou + phosphate Atlantic (27.5,27.75] 0.5308559 0.5164346 0.5497214
aou + phosphate Atlantic (27.75,27.85] 0.3300242 0.3080736 0.3646367
aou + phosphate Atlantic (27.85,27.95] 0.5437877 0.4802550 0.6418639
aou + phosphate Atlantic (27.95,28.05] 0.3557532 0.3034341 0.4041694
aou + phosphate Atlantic (28.05,28.1] 0.6046871 0.5549973 0.6552057
aou + phosphate Atlantic (28.1,28.15] 0.8854588 0.8618020 0.9093648
aou + phosphate Atlantic (28.15,28.2] 0.9426248 0.9327787 0.9495258
aou + phosphate Atlantic (28.2, Inf] 0.9275375 0.9263003 0.9282332
aou + phosphate Indo-Pacific (-Inf,26] 0.9675889 0.9663519 0.9690131
aou + phosphate Indo-Pacific (26,26.5] 0.9601371 0.9592853 0.9615415
aou + phosphate Indo-Pacific (26.5,26.75] 0.9734491 0.9731313 0.9738210
aou + phosphate Indo-Pacific (26.75,27] 0.9754598 0.9751738 0.9759847
aou + phosphate Indo-Pacific (27,27.25] 0.9853943 0.9850195 0.9856292
aou + phosphate Indo-Pacific (27.25,27.5] 0.9862275 0.9855648 0.9866325
aou + phosphate Indo-Pacific (27.5,27.75] 0.9889487 0.9888988 0.9889788
aou + phosphate Indo-Pacific (27.75,27.85] 0.9945438 0.9943528 0.9946959
aou + phosphate Indo-Pacific (27.85,27.95] 0.9950561 0.9947602 0.9955307
aou + phosphate Indo-Pacific (27.95,28.05] 0.9909612 0.9906573 0.9915337
aou + phosphate Indo-Pacific (28.05,28.1] 0.9926112 0.9923894 0.9927670
aou + phosphate Indo-Pacific (28.1, Inf] 0.9915405 0.9907817 0.9921431
aou + phosphate_star Atlantic (-Inf,26] 0.2396961 0.1773169 0.3064325
aou + phosphate_star Atlantic (26,26.5] 0.4031012 0.3821908 0.4164405
aou + phosphate_star Atlantic (26.5,26.75] 0.1749700 0.1705344 0.1793944
aou + phosphate_star Atlantic (26.75,27] -0.1172821 -0.1324455 -0.1001032
aou + phosphate_star Atlantic (27,27.25] -0.0404654 -0.0711387 -0.0166542
aou + phosphate_star Atlantic (27.25,27.5] -0.1443891 -0.1652679 -0.1208483
aou + phosphate_star Atlantic (27.5,27.75] -0.3197926 -0.3414472 -0.3014228
aou + phosphate_star Atlantic (27.75,27.85] -0.3378944 -0.3715590 -0.2792479
aou + phosphate_star Atlantic (27.85,27.95] 0.1814371 0.0855894 0.3284824
aou + phosphate_star Atlantic (27.95,28.05] -0.0341177 -0.0950494 0.0195755
aou + phosphate_star Atlantic (28.05,28.1] 0.3184449 0.2450116 0.3881855
aou + phosphate_star Atlantic (28.1,28.15] 0.7506533 0.7079483 0.7936524
aou + phosphate_star Atlantic (28.15,28.2] 0.8486528 0.8293632 0.8613788
aou + phosphate_star Atlantic (28.2, Inf] 0.8206286 0.8176266 0.8257788
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5943998 0.5790549 0.6099132
aou + phosphate_star Indo-Pacific (26,26.5] 0.4245393 0.4207188 0.4296565
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4849177 0.4802607 0.4937869
aou + phosphate_star Indo-Pacific (26.75,27] 0.6176828 0.6031291 0.6318452
aou + phosphate_star Indo-Pacific (27,27.25] 0.6940501 0.6806725 0.7090837
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.3421240 0.2833872 0.3961293
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.2954812 -0.3470591 -0.2551735
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5769158 -0.5828573 -0.5688865
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.3706422 -0.3874111 -0.3522534
aou + phosphate_star Indo-Pacific (27.95,28.05] -0.3772805 -0.4020534 -0.3512158
aou + phosphate_star Indo-Pacific (28.05,28.1] -0.2650044 -0.3287660 -0.2098694
aou + phosphate_star Indo-Pacific (28.1, Inf] 0.1515353 0.1358054 0.1645711
aou + silicate Atlantic (-Inf,26] 0.1148350 0.0670840 0.1789712
aou + silicate Atlantic (26,26.5] 0.2783358 0.2283391 0.3042215
aou + silicate Atlantic (26.5,26.75] 0.6197815 0.5937229 0.6422019
aou + silicate Atlantic (26.75,27] 0.8008447 0.7940141 0.8121293
aou + silicate Atlantic (27,27.25] 0.7399098 0.7358695 0.7421652
aou + silicate Atlantic (27.25,27.5] 0.5299818 0.5259119 0.5336360
aou + silicate Atlantic (27.5,27.75] 0.2191595 0.2128142 0.2227306
aou + silicate Atlantic (27.75,27.85] -0.0533275 -0.0746507 -0.0257134
aou + silicate Atlantic (27.85,27.95] 0.2866088 0.2082774 0.4057111
aou + silicate Atlantic (27.95,28.05] 0.3034963 0.2483937 0.3502460
aou + silicate Atlantic (28.05,28.1] 0.6327109 0.5954136 0.6734265
aou + silicate Atlantic (28.1,28.15] 0.9145023 0.8967269 0.9313956
aou + silicate Atlantic (28.15,28.2] 0.9448541 0.9399077 0.9476109
aou + silicate Atlantic (28.2, Inf] 0.7324324 0.7167609 0.7501706
aou + silicate Indo-Pacific (-Inf,26] 0.8370530 0.8328109 0.8401120
aou + silicate Indo-Pacific (26,26.5] 0.7712931 0.7694505 0.7723737
aou + silicate Indo-Pacific (26.5,26.75] 0.7844893 0.7821088 0.7892034
aou + silicate Indo-Pacific (26.75,27] 0.8749225 0.8716541 0.8784690
aou + silicate Indo-Pacific (27,27.25] 0.9404050 0.9391478 0.9410608
aou + silicate Indo-Pacific (27.25,27.5] 0.9545299 0.9536815 0.9557547
aou + silicate Indo-Pacific (27.5,27.75] 0.9652349 0.9648291 0.9655390
aou + silicate Indo-Pacific (27.75,27.85] 0.9829888 0.9824985 0.9834932
aou + silicate Indo-Pacific (27.85,27.95] 0.9822346 0.9817660 0.9826522
aou + silicate Indo-Pacific (27.95,28.05] 0.9875375 0.9868837 0.9880672
aou + silicate Indo-Pacific (28.05,28.1] 0.9908684 0.9904758 0.9912059
aou + silicate Indo-Pacific (28.1, Inf] 0.8242178 0.8233698 0.8254199
nitrate + phosphate Atlantic (-Inf,26] 0.6806799 0.6459149 0.7462993
nitrate + phosphate Atlantic (26,26.5] 0.8350201 0.8262491 0.8506486
nitrate + phosphate Atlantic (26.5,26.75] 0.9680201 0.9665285 0.9690753
nitrate + phosphate Atlantic (26.75,27] 0.9799462 0.9789120 0.9807251
nitrate + phosphate Atlantic (27,27.25] 0.9866060 0.9862135 0.9870925
nitrate + phosphate Atlantic (27.25,27.5] 0.9917369 0.9915790 0.9918717
nitrate + phosphate Atlantic (27.5,27.75] 0.9944256 0.9941890 0.9945578
nitrate + phosphate Atlantic (27.75,27.85] 0.9965409 0.9964663 0.9966409
nitrate + phosphate Atlantic (27.85,27.95] 0.9986674 0.9985931 0.9987923
nitrate + phosphate Atlantic (27.95,28.05] 0.9993764 0.9992861 0.9994435
nitrate + phosphate Atlantic (28.05,28.1] 0.9997903 0.9997700 0.9998054
nitrate + phosphate Atlantic (28.1,28.15] 0.9998170 0.9998146 0.9998182
nitrate + phosphate Atlantic (28.15,28.2] 0.9977327 0.9975518 0.9978819
nitrate + phosphate Atlantic (28.2, Inf] 0.9897119 0.9887827 0.9903663
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9545859 0.9517207 0.9600903
nitrate + phosphate Indo-Pacific (26,26.5] 0.8641865 0.8581215 0.8700365
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.7960087 0.7925700 0.8028482
nitrate + phosphate Indo-Pacific (26.75,27] 0.8619415 0.8538498 0.8756300
nitrate + phosphate Indo-Pacific (27,27.25] 0.9345397 0.9299662 0.9387713
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9543604 0.9522953 0.9556052
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9787338 0.9781760 0.9796316
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9946145 0.9943810 0.9948427
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9966615 0.9962855 0.9971692
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9987715 0.9986832 0.9988785
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9981216 0.9979339 0.9982402
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9951032 0.9949502 0.9952173
nitrate + phosphate_star Atlantic (-Inf,26] 0.1307134 0.0377457 0.1823472
nitrate + phosphate_star Atlantic (26,26.5] 0.4066754 0.3621914 0.4485492
nitrate + phosphate_star Atlantic (26.5,26.75] 0.2905853 0.2875565 0.2950158
nitrate + phosphate_star Atlantic (26.75,27] -0.0001092 -0.0084589 0.0097247
nitrate + phosphate_star Atlantic (27,27.25] 0.2071299 0.1686034 0.2389114
nitrate + phosphate_star Atlantic (27.25,27.5] 0.3933162 0.3829677 0.4057456
nitrate + phosphate_star Atlantic (27.5,27.75] 0.5472642 0.5404429 0.5551393
nitrate + phosphate_star Atlantic (27.75,27.85] 0.7240071 0.7084176 0.7422893
nitrate + phosphate_star Atlantic (27.85,27.95] 0.9043336 0.8945553 0.9185495
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9117458 0.9089301 0.9136659
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9437398 0.9391530 0.9468017
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9705688 0.9672886 0.9737060
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9778599 0.9763833 0.9786873
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9693945 0.9688514 0.9698146
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.7318235 0.7268616 0.7393227
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.5554837 0.5473376 0.5623941
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.5718833 0.5606604 0.5781512
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.7026323 0.6842760 0.7226309
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.7732775 0.7615904 0.7844617
nitrate + phosphate_star Indo-Pacific (27.25,27.5] 0.4532665 0.4015931 0.4983090
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.1627864 -0.2176310 -0.1201868
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.5031381 -0.5059233 -0.4981410
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.2627319 -0.2773341 -0.2484827
nitrate + phosphate_star Indo-Pacific (27.95,28.05] -0.2445132 -0.2695249 -0.2140440
nitrate + phosphate_star Indo-Pacific (28.05,28.1] -0.1309804 -0.1948349 -0.0742665
nitrate + phosphate_star Indo-Pacific (28.1, Inf] 0.2599670 0.2423655 0.2719281
nitrate + silicate Atlantic (-Inf,26] 0.5977658 0.5730006 0.6118348
nitrate + silicate Atlantic (26,26.5] 0.5631095 0.5361110 0.5841230
nitrate + silicate Atlantic (26.5,26.75] 0.7010545 0.6795385 0.7214472
nitrate + silicate Atlantic (26.75,27] 0.8567533 0.8502196 0.8638290
nitrate + silicate Atlantic (27,27.25] 0.8714745 0.8672034 0.8737429
nitrate + silicate Atlantic (27.25,27.5] 0.8559250 0.8542297 0.8592122
nitrate + silicate Atlantic (27.5,27.75] 0.8604415 0.8576496 0.8629918
nitrate + silicate Atlantic (27.75,27.85] 0.8383244 0.8373174 0.8395080
nitrate + silicate Atlantic (27.85,27.95] 0.9144418 0.9096795 0.9224982
nitrate + silicate Atlantic (27.95,28.05] 0.9676773 0.9646719 0.9692790
nitrate + silicate Atlantic (28.05,28.1] 0.9835294 0.9819848 0.9843741
nitrate + silicate Atlantic (28.1,28.15] 0.9859609 0.9855886 0.9865849
nitrate + silicate Atlantic (28.15,28.2] 0.9147122 0.9122445 0.9184209
nitrate + silicate Atlantic (28.2, Inf] 0.7045190 0.6953985 0.7119977
nitrate + silicate Indo-Pacific (-Inf,26] 0.8582071 0.8557252 0.8618560
nitrate + silicate Indo-Pacific (26,26.5] 0.7839907 0.7739619 0.7959583
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8218537 0.8196601 0.8258082
nitrate + silicate Indo-Pacific (26.75,27] 0.8738789 0.8684167 0.8821181
nitrate + silicate Indo-Pacific (27,27.25] 0.9379501 0.9343655 0.9407159
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9598915 0.9593529 0.9605554
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9791837 0.9790101 0.9793492
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9897249 0.9892626 0.9899826
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9892661 0.9890670 0.9894739
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9915758 0.9912170 0.9921175
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9900743 0.9897189 0.9903036
nitrate + silicate Indo-Pacific (28.1, Inf] 0.8347766 0.8325346 0.8364787
phosphate + phosphate_star Atlantic (-Inf,26] 0.5304542 0.4804012 0.5983881
phosphate + phosphate_star Atlantic (26,26.5] 0.7530714 0.7361342 0.7673299
phosphate + phosphate_star Atlantic (26.5,26.75] 0.4632152 0.4529156 0.4737418
phosphate + phosphate_star Atlantic (26.75,27] 0.1448616 0.1373047 0.1530880
phosphate + phosphate_star Atlantic (27,27.25] 0.3416220 0.3080983 0.3686057
phosphate + phosphate_star Atlantic (27.25,27.5] 0.4968982 0.4882994 0.5081675
phosphate + phosphate_star Atlantic (27.5,27.75] 0.6240500 0.6191816 0.6310111
phosphate + phosphate_star Atlantic (27.75,27.85] 0.7747776 0.7607435 0.7906373
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9219510 0.9137799 0.9339702
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9204408 0.9184079 0.9217274
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9465330 0.9416551 0.9497091
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9710159 0.9677293 0.9742451
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9758616 0.9741090 0.9768509
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9718535 0.9705846 0.9731182
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7630996 0.7539520 0.7719889
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6553853 0.6537424 0.6564294
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6654124 0.6618947 0.6707528
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7633339 0.7521981 0.7726117
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8015005 0.7921312 0.8125801
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.4894196 0.4376881 0.5377217
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.1532086 -0.2061579 -0.1120232
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.4913263 -0.4956580 -0.4837192
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.2802234 -0.2944477 -0.2657056
phosphate + phosphate_star Indo-Pacific (27.95,28.05] -0.2531740 -0.2766988 -0.2240643
phosphate + phosphate_star Indo-Pacific (28.05,28.1] -0.1494886 -0.2132143 -0.0936779
phosphate + phosphate_star Indo-Pacific (28.1, Inf] 0.2735961 0.2536073 0.2851638
sal + aou Atlantic (-Inf,26] -0.4042414 -0.4335509 -0.3787875
sal + aou Atlantic (26,26.5] -0.3736390 -0.3936007 -0.3627877
sal + aou Atlantic (26.5,26.75] 0.2586485 0.2481606 0.2670887
sal + aou Atlantic (26.75,27] 0.4577317 0.4424867 0.4724062
sal + aou Atlantic (27,27.25] 0.3674044 0.3382596 0.4001318
sal + aou Atlantic (27.25,27.5] 0.3866939 0.3822090 0.3953034
sal + aou Atlantic (27.5,27.75] 0.6716040 0.6618790 0.6867263
sal + aou Atlantic (27.75,27.85] 0.6559151 0.5960155 0.6872716
sal + aou Atlantic (27.85,27.95] 0.1991925 0.0755069 0.3006061
sal + aou Atlantic (27.95,28.05] 0.0438921 -0.0135670 0.1006113
sal + aou Atlantic (28.05,28.1] -0.3169907 -0.3799902 -0.2552407
sal + aou Atlantic (28.1,28.15] -0.7416888 -0.7823808 -0.7007348
sal + aou Atlantic (28.15,28.2] -0.8023768 -0.8165331 -0.7852580
sal + aou Atlantic (28.2, Inf] -0.6739277 -0.6836109 -0.6560159
sal + aou Indo-Pacific (-Inf,26] -0.2345899 -0.2439878 -0.2285587
sal + aou Indo-Pacific (26,26.5] -0.1591708 -0.1627680 -0.1558981
sal + aou Indo-Pacific (26.5,26.75] -0.1963183 -0.1998784 -0.1913795
sal + aou Indo-Pacific (26.75,27] -0.4122629 -0.4237468 -0.3967160
sal + aou Indo-Pacific (27,27.25] -0.5964412 -0.6112267 -0.5840517
sal + aou Indo-Pacific (27.25,27.5] -0.2675605 -0.3271260 -0.2134858
sal + aou Indo-Pacific (27.5,27.75] 0.4951958 0.4571853 0.5442114
sal + aou Indo-Pacific (27.75,27.85] 0.7636318 0.7575338 0.7687210
sal + aou Indo-Pacific (27.85,27.95] 0.7609868 0.7551802 0.7653473
sal + aou Indo-Pacific (27.95,28.05] 0.8402497 0.8298925 0.8488473
sal + aou Indo-Pacific (28.05,28.1] 0.8462304 0.8326430 0.8561477
sal + aou Indo-Pacific (28.1, Inf] 0.3269211 0.3122432 0.3387578
sal + nitrate Atlantic (-Inf,26] -0.6788481 -0.6876611 -0.6728165
sal + nitrate Atlantic (26,26.5] -0.4130542 -0.4329945 -0.3868194
sal + nitrate Atlantic (26.5,26.75] 0.1864717 0.1777521 0.1967133
sal + nitrate Atlantic (26.75,27] 0.3966186 0.3889535 0.4045077
sal + nitrate Atlantic (27,27.25] 0.2012982 0.1647547 0.2409801
sal + nitrate Atlantic (27.25,27.5] -0.0557361 -0.0936838 -0.0297039
sal + nitrate Atlantic (27.5,27.75] 0.1929815 0.1724136 0.2313731
sal + nitrate Atlantic (27.75,27.85] -0.3478786 -0.3937641 -0.3217177
sal + nitrate Atlantic (27.85,27.95] -0.6154091 -0.6401372 -0.5988946
sal + nitrate Atlantic (27.95,28.05] -0.8392253 -0.8498146 -0.8299390
sal + nitrate Atlantic (28.05,28.1] -0.9187759 -0.9222346 -0.9152197
sal + nitrate Atlantic (28.1,28.15] -0.9559505 -0.9603249 -0.9525318
sal + nitrate Atlantic (28.15,28.2] -0.9498835 -0.9570578 -0.9447738
sal + nitrate Atlantic (28.2, Inf] -0.8492940 -0.8567023 -0.8437597
sal + nitrate Indo-Pacific (-Inf,26] -0.3644663 -0.3712164 -0.3608245
sal + nitrate Indo-Pacific (26,26.5] -0.3925741 -0.3956050 -0.3904193
sal + nitrate Indo-Pacific (26.5,26.75] -0.4329854 -0.4451929 -0.4214473
sal + nitrate Indo-Pacific (26.75,27] -0.5686296 -0.5849351 -0.5565613
sal + nitrate Indo-Pacific (27,27.25] -0.7263688 -0.7302925 -0.7220035
sal + nitrate Indo-Pacific (27.25,27.5] -0.3979907 -0.4508404 -0.3471002
sal + nitrate Indo-Pacific (27.5,27.75] 0.3939001 0.3599233 0.4426376
sal + nitrate Indo-Pacific (27.75,27.85] 0.7161605 0.6989048 0.7295437
sal + nitrate Indo-Pacific (27.85,27.95] 0.7086554 0.7060986 0.7134861
sal + nitrate Indo-Pacific (27.95,28.05] 0.7773581 0.7634308 0.7872043
sal + nitrate Indo-Pacific (28.05,28.1] 0.7771470 0.7599518 0.7897762
sal + nitrate Indo-Pacific (28.1, Inf] 0.2800855 0.2655586 0.2917603
sal + phosphate Atlantic (-Inf,26] -0.2839597 -0.3541665 -0.2251075
sal + phosphate Atlantic (26,26.5] -0.6278835 -0.6400341 -0.6117287
sal + phosphate Atlantic (26.5,26.75] 0.0123664 -0.0072925 0.0290996
sal + phosphate Atlantic (26.75,27] 0.2799873 0.2745024 0.2901054
sal + phosphate Atlantic (27,27.25] 0.0660479 0.0301074 0.1061575
sal + phosphate Atlantic (27.25,27.5] -0.1694691 -0.2069645 -0.1431174
sal + phosphate Atlantic (27.5,27.75] 0.0964518 0.0766965 0.1331875
sal + phosphate Atlantic (27.75,27.85] -0.4184142 -0.4615248 -0.3934349
sal + phosphate Atlantic (27.85,27.95] -0.6473028 -0.6712580 -0.6283342
sal + phosphate Atlantic (27.95,28.05] -0.8505871 -0.8601016 -0.8407606
sal + phosphate Atlantic (28.05,28.1] -0.9232185 -0.9268673 -0.9199293
sal + phosphate Atlantic (28.1,28.15] -0.9563213 -0.9609303 -0.9529209
sal + phosphate Atlantic (28.15,28.2] -0.9336713 -0.9425221 -0.9278809
sal + phosphate Atlantic (28.2, Inf] -0.7793263 -0.7900068 -0.7731782
sal + phosphate Indo-Pacific (-Inf,26] -0.3510277 -0.3574756 -0.3462497
sal + phosphate Indo-Pacific (26,26.5] -0.3730208 -0.3799816 -0.3655666
sal + phosphate Indo-Pacific (26.5,26.75] -0.3664981 -0.3759124 -0.3613873
sal + phosphate Indo-Pacific (26.75,27] -0.5162718 -0.5335817 -0.5015476
sal + phosphate Indo-Pacific (27,27.25] -0.6791588 -0.6872203 -0.6720251
sal + phosphate Indo-Pacific (27.25,27.5] -0.3713852 -0.4294836 -0.3158867
sal + phosphate Indo-Pacific (27.5,27.75] 0.3959046 0.3588358 0.4452387
sal + phosphate Indo-Pacific (27.75,27.85] 0.7096002 0.6980176 0.7196996
sal + phosphate Indo-Pacific (27.85,27.95] 0.7172161 0.7127334 0.7231330
sal + phosphate Indo-Pacific (27.95,28.05] 0.7940868 0.7820365 0.8025936
sal + phosphate Indo-Pacific (28.05,28.1] 0.8038248 0.7889220 0.8154923
sal + phosphate Indo-Pacific (28.1, Inf] 0.3456371 0.3315183 0.3573220
sal + phosphate_star Atlantic (-Inf,26] -0.2307131 -0.2912630 -0.1166975
sal + phosphate_star Atlantic (26,26.5] -0.8715268 -0.8888172 -0.8598612
sal + phosphate_star Atlantic (26.5,26.75] -0.7914229 -0.8038187 -0.7758503
sal + phosphate_star Atlantic (26.75,27] -0.7651896 -0.7863426 -0.7505069
sal + phosphate_star Atlantic (27,27.25] -0.8022151 -0.8084513 -0.7982311
sal + phosphate_star Atlantic (27.25,27.5] -0.8600852 -0.8862084 -0.8467189
sal + phosphate_star Atlantic (27.5,27.75] -0.5919042 -0.6117562 -0.5652980
sal + phosphate_star Atlantic (27.75,27.85] -0.8718485 -0.8822592 -0.8648569
sal + phosphate_star Atlantic (27.85,27.95] -0.8672746 -0.8807353 -0.8460146
sal + phosphate_star Atlantic (27.95,28.05] -0.9438257 -0.9492494 -0.9364364
sal + phosphate_star Atlantic (28.05,28.1] -0.9799051 -0.9821852 -0.9768596
sal + phosphate_star Atlantic (28.1,28.15] -0.9881019 -0.9902502 -0.9866247
sal + phosphate_star Atlantic (28.15,28.2] -0.9707797 -0.9760028 -0.9658238
sal + phosphate_star Atlantic (28.2, Inf] -0.8350939 -0.8418371 -0.8273290
sal + phosphate_star Indo-Pacific (-Inf,26] -0.7050363 -0.7101603 -0.6993047
sal + phosphate_star Indo-Pacific (26,26.5] -0.8621417 -0.8690041 -0.8574359
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8726592 -0.8832908 -0.8641781
sal + phosphate_star Indo-Pacific (26.75,27] -0.8416804 -0.8549887 -0.8333849
sal + phosphate_star Indo-Pacific (27,27.25] -0.8981611 -0.9015363 -0.8921858
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.8075876 -0.8215656 -0.7820636
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.8083497 -0.8208941 -0.7956570
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.8925831 -0.9126632 -0.8767789
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.7428298 -0.7591363 -0.7334439
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.6544982 -0.6644397 -0.6421964
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.5920247 -0.6214966 -0.5656040
sal + phosphate_star Indo-Pacific (28.1, Inf] 0.0777039 0.0752882 0.0803781
sal + silicate Atlantic (-Inf,26] -0.7664366 -0.7804648 -0.7519958
sal + silicate Atlantic (26,26.5] 0.1554615 0.1434440 0.1654221
sal + silicate Atlantic (26.5,26.75] 0.2959322 0.2873938 0.3021140
sal + silicate Atlantic (26.75,27] 0.1841949 0.1724461 0.2070494
sal + silicate Atlantic (27,27.25] -0.1094179 -0.1451001 -0.0709970
sal + silicate Atlantic (27.25,27.5] -0.3489128 -0.3823259 -0.3252793
sal + silicate Atlantic (27.5,27.75] -0.1422336 -0.1724806 -0.1033913
sal + silicate Atlantic (27.75,27.85] -0.6965694 -0.7305180 -0.6752774
sal + silicate Atlantic (27.85,27.95] -0.8061887 -0.8309036 -0.7677339
sal + silicate Atlantic (27.95,28.05] -0.8977173 -0.9040032 -0.8885716
sal + silicate Atlantic (28.05,28.1] -0.9169207 -0.9230994 -0.9108807
sal + silicate Atlantic (28.1,28.15] -0.9260050 -0.9341953 -0.9202762
sal + silicate Atlantic (28.15,28.2] -0.7617331 -0.7803930 -0.7513030
sal + silicate Atlantic (28.2, Inf] -0.2750661 -0.2933562 -0.2584516
sal + silicate Indo-Pacific (-Inf,26] -0.5421565 -0.5481085 -0.5335664
sal + silicate Indo-Pacific (26,26.5] -0.5825625 -0.5910750 -0.5751942
sal + silicate Indo-Pacific (26.5,26.75] -0.6113759 -0.6225208 -0.6043706
sal + silicate Indo-Pacific (26.75,27] -0.6628532 -0.6762814 -0.6548737
sal + silicate Indo-Pacific (27,27.25] -0.7556059 -0.7635333 -0.7471437
sal + silicate Indo-Pacific (27.25,27.5] -0.4740435 -0.5259685 -0.4204689
sal + silicate Indo-Pacific (27.5,27.75] 0.3290647 0.2893849 0.3816435
sal + silicate Indo-Pacific (27.75,27.85] 0.6842223 0.6702908 0.6970959
sal + silicate Indo-Pacific (27.85,27.95] 0.7085691 0.7031766 0.7168525
sal + silicate Indo-Pacific (27.95,28.05] 0.8054591 0.7915347 0.8153665
sal + silicate Indo-Pacific (28.05,28.1] 0.8219533 0.8081274 0.8323045
sal + silicate Indo-Pacific (28.1, Inf] 0.6689027 0.6529064 0.6828325
sal + temp Atlantic (-Inf,26] 0.6552516 0.6235546 0.7041206
sal + temp Atlantic (26,26.5] 0.9577440 0.9532143 0.9605834
sal + temp Atlantic (26.5,26.75] 0.9680048 0.9660673 0.9715268
sal + temp Atlantic (26.75,27] 0.9704171 0.9695178 0.9717815
sal + temp Atlantic (27,27.25] 0.9634831 0.9627460 0.9642091
sal + temp Atlantic (27.25,27.5] 0.9720502 0.9709219 0.9739551
sal + temp Atlantic (27.5,27.75] 0.9677248 0.9660751 0.9690139
sal + temp Atlantic (27.75,27.85] 0.9868052 0.9866631 0.9870521
sal + temp Atlantic (27.85,27.95] 0.9792936 0.9734884 0.9822930
sal + temp Atlantic (27.95,28.05] 0.9757891 0.9752669 0.9761190
sal + temp Atlantic (28.05,28.1] 0.9865737 0.9860285 0.9870011
sal + temp Atlantic (28.1,28.15] 0.9833780 0.9826916 0.9837489
sal + temp Atlantic (28.15,28.2] 0.9790333 0.9786433 0.9794706
sal + temp Atlantic (28.2, Inf] 0.9365034 0.9341215 0.9407334
sal + temp Indo-Pacific (-Inf,26] 0.8190675 0.8173359 0.8201528
sal + temp Indo-Pacific (26,26.5] 0.9532259 0.9509653 0.9545350
sal + temp Indo-Pacific (26.5,26.75] 0.9802648 0.9793020 0.9811028
sal + temp Indo-Pacific (26.75,27] 0.9789652 0.9780406 0.9796491
sal + temp Indo-Pacific (27,27.25] 0.9746810 0.9739315 0.9751348
sal + temp Indo-Pacific (27.25,27.5] 0.9219854 0.9203319 0.9243135
sal + temp Indo-Pacific (27.5,27.75] 0.8727540 0.8712821 0.8751015
sal + temp Indo-Pacific (27.75,27.85] 0.9709605 0.9688503 0.9730119
sal + temp Indo-Pacific (27.85,27.95] 0.9396690 0.9381197 0.9421443
sal + temp Indo-Pacific (27.95,28.05] 0.9452785 0.9438740 0.9463960
sal + temp Indo-Pacific (28.05,28.1] 0.9752848 0.9740998 0.9766650
sal + temp Indo-Pacific (28.1, Inf] 0.4318569 0.4153504 0.4405513
silicate + phosphate Atlantic (-Inf,26] -0.1209124 -0.1871106 -0.0093417
silicate + phosphate Atlantic (26,26.5] 0.0420729 -0.0033214 0.0793459
silicate + phosphate Atlantic (26.5,26.75] 0.5710882 0.5267699 0.6075956
silicate + phosphate Atlantic (26.75,27] 0.8457158 0.8412138 0.8491304
silicate + phosphate Atlantic (27,27.25] 0.9028940 0.8980603 0.9054285
silicate + phosphate Atlantic (27.25,27.5] 0.8970453 0.8951612 0.8992622
silicate + phosphate Atlantic (27.5,27.75] 0.8973053 0.8951219 0.8990676
silicate + phosphate Atlantic (27.75,27.85] 0.8780291 0.8774194 0.8789535
silicate + phosphate Atlantic (27.85,27.95] 0.9331909 0.9293846 0.9395083
silicate + phosphate Atlantic (27.95,28.05] 0.9740702 0.9720652 0.9751022
silicate + phosphate Atlantic (28.05,28.1] 0.9861624 0.9850040 0.9867430
silicate + phosphate Atlantic (28.1,28.15] 0.9882328 0.9879417 0.9887880
silicate + phosphate Atlantic (28.15,28.2] 0.9368299 0.9353037 0.9392674
silicate + phosphate Atlantic (28.2, Inf] 0.7958836 0.7870170 0.8011447
silicate + phosphate Indo-Pacific (-Inf,26] 0.8853171 0.8816036 0.8872096
silicate + phosphate Indo-Pacific (26,26.5] 0.8771068 0.8751912 0.8788822
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8648298 0.8623127 0.8666473
silicate + phosphate Indo-Pacific (26.75,27] 0.9205297 0.9194705 0.9220375
silicate + phosphate Indo-Pacific (27,27.25] 0.9574991 0.9563250 0.9584723
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9718284 0.9711065 0.9727629
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9806877 0.9801821 0.9810011
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9882169 0.9873941 0.9888113
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9875037 0.9870639 0.9882884
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9936739 0.9933629 0.9941733
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9942749 0.9941395 0.9944658
silicate + phosphate Indo-Pacific (28.1, Inf] 0.8638295 0.8617357 0.8653344
silicate + phosphate_star Atlantic (-Inf,26] -0.1791875 -0.2861979 -0.0899149
silicate + phosphate_star Atlantic (26,26.5] -0.2866412 -0.3197269 -0.2350458
silicate + phosphate_star Atlantic (26.5,26.75] 0.0332672 -0.0182257 0.0723174
silicate + phosphate_star Atlantic (26.75,27] 0.1922716 0.1697395 0.2111644
silicate + phosphate_star Atlantic (27,27.25] 0.5361801 0.5012842 0.5643976
silicate + phosphate_star Atlantic (27.25,27.5] 0.6759322 0.6664176 0.6869550
silicate + phosphate_star Atlantic (27.5,27.75] 0.7968684 0.7868394 0.8078992
silicate + phosphate_star Atlantic (27.75,27.85] 0.9101384 0.8996131 0.9222550
silicate + phosphate_star Atlantic (27.85,27.95] 0.9643722 0.9603920 0.9706619
silicate + phosphate_star Atlantic (27.95,28.05] 0.9213627 0.9192452 0.9233196
silicate + phosphate_star Atlantic (28.05,28.1] 0.9217482 0.9122906 0.9273196
silicate + phosphate_star Atlantic (28.1,28.15] 0.9399133 0.9341096 0.9458218
silicate + phosphate_star Atlantic (28.15,28.2] 0.8662860 0.8614187 0.8721560
silicate + phosphate_star Atlantic (28.2, Inf] 0.7349939 0.7312008 0.7424130
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7741176 0.7667218 0.7819106
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7798562 0.7787230 0.7806553
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7993407 0.7938232 0.8063179
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8217646 0.8136946 0.8269129
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8158345 0.8004342 0.8304048
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.5262263 0.4747768 0.5717951
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.1034092 -0.1594677 -0.0584090
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4775790 -0.4846184 -0.4684741
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.2666198 -0.2769283 -0.2550534
silicate + phosphate_star Indo-Pacific (27.95,28.05] -0.2750471 -0.2983751 -0.2442445
silicate + phosphate_star Indo-Pacific (28.05,28.1] -0.1852370 -0.2451996 -0.1313883
silicate + phosphate_star Indo-Pacific (28.1, Inf] 0.4381982 0.4224366 0.4477623
temp + aou Atlantic (-Inf,26] -0.6738329 -0.6895634 -0.6483187
temp + aou Atlantic (26,26.5] -0.4229717 -0.4287012 -0.4169814
temp + aou Atlantic (26.5,26.75] 0.1412861 0.1284500 0.1505552
temp + aou Atlantic (26.75,27] 0.3926221 0.3741121 0.4133339
temp + aou Atlantic (27,27.25] 0.3392823 0.3117948 0.3671488
temp + aou Atlantic (27.25,27.5] 0.4156648 0.4070424 0.4245455
temp + aou Atlantic (27.5,27.75] 0.6654704 0.6551261 0.6787357
temp + aou Atlantic (27.75,27.85] 0.6694626 0.6161014 0.6974616
temp + aou Atlantic (27.85,27.95] 0.2109889 0.0832725 0.3046406
temp + aou Atlantic (27.95,28.05] 0.1657351 0.1137440 0.2238474
temp + aou Atlantic (28.05,28.1] -0.2270853 -0.2903847 -0.1595152
temp + aou Atlantic (28.1,28.15] -0.6591222 -0.7042175 -0.6121731
temp + aou Atlantic (28.15,28.2] -0.7493852 -0.7617272 -0.7298068
temp + aou Atlantic (28.2, Inf] -0.7390394 -0.7444418 -0.7292758
temp + aou Indo-Pacific (-Inf,26] -0.3834683 -0.3886497 -0.3796398
temp + aou Indo-Pacific (26,26.5] -0.2063548 -0.2117801 -0.2031592
temp + aou Indo-Pacific (26.5,26.75] -0.1770640 -0.1796640 -0.1722069
temp + aou Indo-Pacific (26.75,27] -0.3594303 -0.3674920 -0.3449435
temp + aou Indo-Pacific (27,27.25] -0.5577386 -0.5689458 -0.5496268
temp + aou Indo-Pacific (27.25,27.5] -0.2399703 -0.2890585 -0.1935446
temp + aou Indo-Pacific (27.5,27.75] 0.4135466 0.3818965 0.4556570
temp + aou Indo-Pacific (27.75,27.85] 0.7618881 0.7588278 0.7634659
temp + aou Indo-Pacific (27.85,27.95] 0.7386854 0.7375745 0.7393818
temp + aou Indo-Pacific (27.95,28.05] 0.7942357 0.7841629 0.8010427
temp + aou Indo-Pacific (28.05,28.1] 0.8296507 0.8152479 0.8439240
temp + aou Indo-Pacific (28.1, Inf] 0.7906400 0.7831499 0.7978617
temp + nitrate Atlantic (-Inf,26] -0.7476472 -0.7609297 -0.7263534
temp + nitrate Atlantic (26,26.5] -0.4602053 -0.4728256 -0.4412420
temp + nitrate Atlantic (26.5,26.75] 0.0629603 0.0529759 0.0687556
temp + nitrate Atlantic (26.75,27] 0.3139244 0.3046219 0.3190487
temp + nitrate Atlantic (27,27.25] 0.1653714 0.1304754 0.2004915
temp + nitrate Atlantic (27.25,27.5] -0.0163012 -0.0519303 0.0124672
temp + nitrate Atlantic (27.5,27.75] 0.1743666 0.1534022 0.2062744
temp + nitrate Atlantic (27.75,27.85] -0.3421367 -0.3792765 -0.3189228
temp + nitrate Atlantic (27.85,27.95] -0.6272942 -0.6453430 -0.6135708
temp + nitrate Atlantic (27.95,28.05] -0.8015794 -0.8058019 -0.7981088
temp + nitrate Atlantic (28.05,28.1] -0.8792546 -0.8811659 -0.8768143
temp + nitrate Atlantic (28.1,28.15] -0.9137290 -0.9186179 -0.9086822
temp + nitrate Atlantic (28.15,28.2] -0.9216390 -0.9287659 -0.9162118
temp + nitrate Atlantic (28.2, Inf] -0.9114399 -0.9173141 -0.9036329
temp + nitrate Indo-Pacific (-Inf,26] -0.5306365 -0.5318659 -0.5293693
temp + nitrate Indo-Pacific (26,26.5] -0.4436510 -0.4536665 -0.4382624
temp + nitrate Indo-Pacific (26.5,26.75] -0.4199116 -0.4315192 -0.4094271
temp + nitrate Indo-Pacific (26.75,27] -0.5304225 -0.5445613 -0.5186305
temp + nitrate Indo-Pacific (27,27.25] -0.7047657 -0.7058163 -0.7039449
temp + nitrate Indo-Pacific (27.25,27.5] -0.4026035 -0.4460309 -0.3584048
temp + nitrate Indo-Pacific (27.5,27.75] 0.2690292 0.2390622 0.3125510
temp + nitrate Indo-Pacific (27.75,27.85] 0.7101461 0.7047339 0.7177221
temp + nitrate Indo-Pacific (27.85,27.95] 0.6729495 0.6685687 0.6759578
temp + nitrate Indo-Pacific (27.95,28.05] 0.7177520 0.7037045 0.7251893
temp + nitrate Indo-Pacific (28.05,28.1] 0.7570090 0.7393567 0.7743339
temp + nitrate Indo-Pacific (28.1, Inf] 0.7220233 0.7110880 0.7319102
temp + phosphate Atlantic (-Inf,26] -0.6900171 -0.7317628 -0.6500240
temp + phosphate Atlantic (26,26.5] -0.6495515 -0.6622567 -0.6416322
temp + phosphate Atlantic (26.5,26.75] -0.0951284 -0.1139526 -0.0853058
temp + phosphate Atlantic (26.75,27] 0.2065251 0.2007305 0.2113957
temp + phosphate Atlantic (27,27.25] 0.0453018 0.0112747 0.0815781
temp + phosphate Atlantic (27.25,27.5] -0.1228388 -0.1586050 -0.0939133
temp + phosphate Atlantic (27.5,27.75] 0.0827230 0.0625155 0.1128644
temp + phosphate Atlantic (27.75,27.85] -0.4115351 -0.4461342 -0.3896630
temp + phosphate Atlantic (27.85,27.95] -0.6587395 -0.6749037 -0.6476151
temp + phosphate Atlantic (27.95,28.05] -0.8144519 -0.8179640 -0.8126818
temp + phosphate Atlantic (28.05,28.1] -0.8836715 -0.8859749 -0.8805297
temp + phosphate Atlantic (28.1,28.15] -0.9147295 -0.9199967 -0.9096293
temp + phosphate Atlantic (28.15,28.2] -0.9123231 -0.9208084 -0.9058975
temp + phosphate Atlantic (28.2, Inf] -0.8772234 -0.8821590 -0.8705059
temp + phosphate Indo-Pacific (-Inf,26] -0.5013022 -0.5035700 -0.4991120
temp + phosphate Indo-Pacific (26,26.5] -0.4260284 -0.4270579 -0.4243634
temp + phosphate Indo-Pacific (26.5,26.75] -0.3495853 -0.3581677 -0.3444740
temp + phosphate Indo-Pacific (26.75,27] -0.4715617 -0.4861536 -0.4577601
temp + phosphate Indo-Pacific (27,27.25] -0.6508008 -0.6550503 -0.6478024
temp + phosphate Indo-Pacific (27.25,27.5] -0.3658828 -0.4143897 -0.3186375
temp + phosphate Indo-Pacific (27.5,27.75] 0.2933557 0.2627339 0.3358035
temp + phosphate Indo-Pacific (27.75,27.85] 0.7053199 0.7017179 0.7111102
temp + phosphate Indo-Pacific (27.85,27.95] 0.6856700 0.6816447 0.6880871
temp + phosphate Indo-Pacific (27.95,28.05] 0.7303623 0.7182804 0.7365673
temp + phosphate Indo-Pacific (28.05,28.1] 0.7787407 0.7629991 0.7953165
temp + phosphate Indo-Pacific (28.1, Inf] 0.7451838 0.7328314 0.7563196
temp + phosphate_star Atlantic (-Inf,26] -0.6720041 -0.7026032 -0.6156451
temp + phosphate_star Atlantic (26,26.5] -0.8605942 -0.8746947 -0.8505080
temp + phosphate_star Atlantic (26.5,26.75] -0.8131317 -0.8241558 -0.8046827
temp + phosphate_star Atlantic (26.75,27] -0.8042618 -0.8236008 -0.7917993
temp + phosphate_star Atlantic (27,27.25] -0.8001153 -0.8071372 -0.7936928
temp + phosphate_star Atlantic (27.25,27.5] -0.8358516 -0.8647195 -0.8192849
temp + phosphate_star Atlantic (27.5,27.75] -0.6075636 -0.6222880 -0.5864090
temp + phosphate_star Atlantic (27.75,27.85] -0.8751348 -0.8809815 -0.8699766
temp + phosphate_star Atlantic (27.85,27.95] -0.8860463 -0.8901137 -0.8837475
temp + phosphate_star Atlantic (27.95,28.05] -0.9551359 -0.9568131 -0.9525360
temp + phosphate_star Atlantic (28.05,28.1] -0.9717789 -0.9726339 -0.9705313
temp + phosphate_star Atlantic (28.1,28.15] -0.9748196 -0.9761289 -0.9738422
temp + phosphate_star Atlantic (28.15,28.2] -0.9721549 -0.9776696 -0.9672889
temp + phosphate_star Atlantic (28.2, Inf] -0.9365227 -0.9424920 -0.9280003
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8437286 -0.8469098 -0.8409046
temp + phosphate_star Indo-Pacific (26,26.5] -0.9094997 -0.9119986 -0.9075096
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8768414 -0.8866593 -0.8667229
temp + phosphate_star Indo-Pacific (26.75,27] -0.8421340 -0.8549907 -0.8329265
temp + phosphate_star Indo-Pacific (27,27.25] -0.9150181 -0.9202496 -0.9057460
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.9111315 -0.9228617 -0.8933182
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.9382030 -0.9455432 -0.9288207
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.9205531 -0.9319618 -0.9080317
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.8340742 -0.8460430 -0.8267256
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7750374 -0.7855073 -0.7653546
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6608051 -0.6834042 -0.6366274
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.3077406 -0.3199995 -0.2945633
temp + silicate Atlantic (-Inf,26] -0.3571534 -0.3757998 -0.3253640
temp + silicate Atlantic (26,26.5] 0.1109806 0.1019378 0.1179791
temp + silicate Atlantic (26.5,26.75] 0.1939894 0.1848126 0.2055128
temp + silicate Atlantic (26.75,27] 0.0724156 0.0584305 0.0926079
temp + silicate Atlantic (27,27.25] -0.1586932 -0.1900194 -0.1263496
temp + silicate Atlantic (27.25,27.5] -0.3034942 -0.3372043 -0.2758741
temp + silicate Atlantic (27.5,27.75] -0.1679001 -0.1879477 -0.1362728
temp + silicate Atlantic (27.75,27.85] -0.6833408 -0.7120459 -0.6640323
temp + silicate Atlantic (27.85,27.95] -0.8122633 -0.8230221 -0.7985255
temp + silicate Atlantic (27.95,28.05] -0.8586304 -0.8617042 -0.8548305
temp + silicate Atlantic (28.05,28.1] -0.8718405 -0.8787251 -0.8605269
temp + silicate Atlantic (28.1,28.15] -0.8789283 -0.8895125 -0.8705583
temp + silicate Atlantic (28.15,28.2] -0.7518051 -0.7687173 -0.7409267
temp + silicate Atlantic (28.2, Inf] -0.5102325 -0.5260518 -0.4971150
temp + silicate Indo-Pacific (-Inf,26] -0.6048037 -0.6119908 -0.5975781
temp + silicate Indo-Pacific (26,26.5] -0.6097778 -0.6154928 -0.6025287
temp + silicate Indo-Pacific (26.5,26.75] -0.6026286 -0.6133982 -0.5971247
temp + silicate Indo-Pacific (26.75,27] -0.6353271 -0.6469170 -0.6277156
temp + silicate Indo-Pacific (27,27.25] -0.7403961 -0.7449304 -0.7353890
temp + silicate Indo-Pacific (27.25,27.5] -0.4648226 -0.5081139 -0.4188059
temp + silicate Indo-Pacific (27.5,27.75] 0.2158424 0.1828788 0.2603923
temp + silicate Indo-Pacific (27.75,27.85] 0.6780091 0.6732763 0.6844229
temp + silicate Indo-Pacific (27.85,27.95] 0.6609646 0.6546982 0.6644594
temp + silicate Indo-Pacific (27.95,28.05] 0.7434110 0.7286671 0.7508741
temp + silicate Indo-Pacific (28.05,28.1] 0.7992204 0.7850456 0.8139124
temp + silicate Indo-Pacific (28.1, Inf] 0.5841817 0.5655074 0.5966594 
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
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] 0.3631489 0.2943899 0.4330489
aou Atlantic (26,26.5] 0.0159294 -0.1086761 0.1374984
aou Atlantic (26.5,26.75] 0.0261605 -0.1554225 0.2296781
aou Atlantic (26.75,27] -0.0585356 -0.2654379 0.1912858
aou Atlantic (27,27.25] -0.3748015 -0.5120630 -0.2135966
aou Atlantic (27.25,27.5] -0.2821921 -0.3935499 -0.1343829
aou Atlantic (27.5,27.75] -0.1467897 -0.1984947 -0.0944664
aou Atlantic (27.75,27.85] -0.0473393 -0.0989142 -0.0164465
aou Atlantic (27.85,27.95] -0.4929490 -0.5670778 -0.4488433
aou Atlantic (27.95,28.05] -0.3181043 -0.3719816 -0.2720132
aou Atlantic (28.05,28.1] -0.5817321 -0.5947999 -0.5723631
aou Atlantic (28.1,28.15] -0.8732438 -0.8840608 -0.8657288
aou Atlantic (28.15,28.2] -0.9234126 -0.9318438 -0.9187842
aou Atlantic (28.2, Inf] -0.8678486 -0.8745309 -0.8599806
aou Indo-Pacific (-Inf,26] -0.0868733 -0.2499676 0.0570850
aou Indo-Pacific (26,26.5] -0.4589224 -0.5918546 -0.2909152
aou Indo-Pacific (26.5,26.75] -0.7529390 -0.8181790 -0.6618035
aou Indo-Pacific (26.75,27] -0.8227682 -0.8732797 -0.7557996
aou Indo-Pacific (27,27.25] -0.8095692 -0.8750519 -0.7289012
aou Indo-Pacific (27.25,27.5] -0.6861296 -0.8360685 -0.4664881
aou Indo-Pacific (27.5,27.75] -0.2752643 -0.7307074 0.3778430
aou Indo-Pacific (27.75,27.85] 0.0418823 -0.5168197 0.7250736
aou Indo-Pacific (27.85,27.95] 0.2377782 -0.1952677 0.6972147
aou Indo-Pacific (27.95,28.05] 0.1050018 -0.2575130 0.5199428
aou Indo-Pacific (28.05,28.1] 0.2159547 -0.1122736 0.5720567
aou Indo-Pacific (28.1, Inf] 0.5261139 0.4402853 0.6089173
nitrate Atlantic (-Inf,26] 0.0184941 -0.0857816 0.0758708
nitrate Atlantic (26,26.5] -0.2036366 -0.3307231 -0.0820989
nitrate Atlantic (26.5,26.75] -0.1257998 -0.3093802 0.0790399
nitrate Atlantic (26.75,27] -0.1803928 -0.3789623 0.0565846
nitrate Atlantic (27,27.25] -0.5770308 -0.6848541 -0.4459918
nitrate Atlantic (27.25,27.5] -0.7092149 -0.7761590 -0.6207884
nitrate Atlantic (27.5,27.75] -0.8485962 -0.8757655 -0.8175643
nitrate Atlantic (27.75,27.85] -0.9103279 -0.9241094 -0.8939087
nitrate Atlantic (27.85,27.95] -0.9656506 -0.9713037 -0.9564420
nitrate Atlantic (27.95,28.05] -0.9449944 -0.9459715 -0.9431441
nitrate Atlantic (28.05,28.1] -0.9906890 -0.9921248 -0.9891653
nitrate Atlantic (28.1,28.15] -0.9936416 -0.9955193 -0.9919426
nitrate Atlantic (28.15,28.2] -0.9946561 -0.9974525 -0.9906882
nitrate Atlantic (28.2, Inf] -0.9772453 -0.9805041 -0.9725739
nitrate Indo-Pacific (-Inf,26] -0.1048159 -0.2616642 0.0403306
nitrate Indo-Pacific (26,26.5] -0.4423540 -0.5636342 -0.3064422
nitrate Indo-Pacific (26.5,26.75] -0.6656759 -0.7213104 -0.5825956
nitrate Indo-Pacific (26.75,27] -0.7114052 -0.7457871 -0.6452636
nitrate Indo-Pacific (27,27.25] -0.7609973 -0.8243155 -0.6870477
nitrate Indo-Pacific (27.25,27.5] -0.6826067 -0.8202259 -0.4791727
nitrate Indo-Pacific (27.5,27.75] -0.3013770 -0.7406492 0.3288192
nitrate Indo-Pacific (27.75,27.85] 0.0728571 -0.4810593 0.7361894
nitrate Indo-Pacific (27.85,27.95] 0.2927785 -0.1281539 0.7264487
nitrate Indo-Pacific (27.95,28.05] 0.1805382 -0.1655322 0.5756165
nitrate Indo-Pacific (28.05,28.1] 0.2948819 -0.0123588 0.6261546
nitrate Indo-Pacific (28.1, Inf] 0.5523304 0.4817108 0.6199845
phosphate Atlantic (-Inf,26] 0.4415654 0.3792229 0.5359697
phosphate Atlantic (26,26.5] 0.0404063 -0.0475250 0.1109366
phosphate Atlantic (26.5,26.75] -0.1168165 -0.2801712 0.0706933
phosphate Atlantic (26.75,27] -0.2129220 -0.3974217 -0.0001716
phosphate Atlantic (27,27.25] -0.6224476 -0.7192188 -0.5024120
phosphate Atlantic (27.25,27.5] -0.7563304 -0.8121703 -0.6833296
phosphate Atlantic (27.5,27.75] -0.8732497 -0.8944938 -0.8484280
phosphate Atlantic (27.75,27.85] -0.9333239 -0.9424388 -0.9212591
phosphate Atlantic (27.85,27.95] -0.9676509 -0.9742537 -0.9566606
phosphate Atlantic (27.95,28.05] -0.9474208 -0.9504567 -0.9442962
phosphate Atlantic (28.05,28.1] -0.9906147 -0.9923709 -0.9888307
phosphate Atlantic (28.1,28.15] -0.9935878 -0.9952981 -0.9919607
phosphate Atlantic (28.15,28.2] -0.9932665 -0.9960100 -0.9910839
phosphate Atlantic (28.2, Inf] -0.9836699 -0.9859010 -0.9824245
phosphate Indo-Pacific (-Inf,26] -0.1342513 -0.2987316 0.0139320
phosphate Indo-Pacific (26,26.5] -0.5879575 -0.7098645 -0.4326088
phosphate Indo-Pacific (26.5,26.75] -0.8236051 -0.8769569 -0.7441858
phosphate Indo-Pacific (26.75,27] -0.8579719 -0.8966410 -0.8044362
phosphate Indo-Pacific (27,27.25] -0.8474560 -0.8999978 -0.7836822
phosphate Indo-Pacific (27.25,27.5] -0.7403145 -0.8671204 -0.5519642
phosphate Indo-Pacific (27.5,27.75] -0.3065513 -0.7375273 0.3159473
phosphate Indo-Pacific (27.75,27.85] 0.0812188 -0.4654044 0.7388529
phosphate Indo-Pacific (27.85,27.95] 0.2772919 -0.1410370 0.7157492
phosphate Indo-Pacific (27.95,28.05] 0.1699814 -0.1749789 0.5633747
phosphate Indo-Pacific (28.05,28.1] 0.2671699 -0.0410158 0.5991699
phosphate Indo-Pacific (28.1, Inf] 0.5065105 0.4294669 0.5801292
phosphate_star Atlantic (-Inf,26] 0.1075584 0.0513595 0.1954765
phosphate_star Atlantic (26,26.5] 0.1258998 0.1004274 0.1609812
phosphate_star Atlantic (26.5,26.75] -0.3455911 -0.3596436 -0.3348704
phosphate_star Atlantic (26.75,27] -0.4694958 -0.5827713 -0.4106973
phosphate_star Atlantic (27,27.25] -0.6234448 -0.6910563 -0.5425746
phosphate_star Atlantic (27.25,27.5] -0.7609875 -0.8345740 -0.6950240
phosphate_star Atlantic (27.5,27.75] -0.7931459 -0.8326402 -0.7507720
phosphate_star Atlantic (27.75,27.85] -0.8847666 -0.9280074 -0.8401845
phosphate_star Atlantic (27.85,27.95] -0.8971098 -0.9277667 -0.8604211
phosphate_star Atlantic (27.95,28.05] -0.8691492 -0.8972547 -0.8444974
phosphate_star Atlantic (28.05,28.1] -0.9398180 -0.9613994 -0.9160865
phosphate_star Atlantic (28.1,28.15] -0.9645275 -0.9780363 -0.9501833
phosphate_star Atlantic (28.15,28.2] -0.9760180 -0.9843547 -0.9647600
phosphate_star Atlantic (28.2, Inf] -0.9796451 -0.9855388 -0.9719070
phosphate_star Indo-Pacific (-Inf,26] -0.0033187 -0.1308692 0.1141210
phosphate_star Indo-Pacific (26,26.5] -0.5782403 -0.6233462 -0.5257640
phosphate_star Indo-Pacific (26.5,26.75] -0.6324073 -0.6540051 -0.6056487
phosphate_star Indo-Pacific (26.75,27] -0.5806199 -0.5969111 -0.5483395
phosphate_star Indo-Pacific (27,27.25] -0.6899078 -0.7102350 -0.6767214
phosphate_star Indo-Pacific (27.25,27.5] -0.5447551 -0.5764644 -0.5274111
phosphate_star Indo-Pacific (27.5,27.75] -0.1449476 -0.4685563 0.0857634
phosphate_star Indo-Pacific (27.75,27.85] 0.3378174 -0.2202116 0.7283240
phosphate_star Indo-Pacific (27.85,27.95] 0.3552375 0.0420454 0.6196518
phosphate_star Indo-Pacific (27.95,28.05] 0.5211929 0.2462848 0.7329205
phosphate_star Indo-Pacific (28.05,28.1] 0.4845509 0.2427917 0.6879106
phosphate_star Indo-Pacific (28.1, Inf] 0.0889833 0.0256137 0.1434955
sal Atlantic (-Inf,26] 0.6340219 0.5967221 0.6930742
sal Atlantic (26,26.5] -0.1138089 -0.1358969 -0.0854159
sal Atlantic (26.5,26.75] -0.0070248 -0.0775980 0.0867339
sal Atlantic (26.75,27] -0.0240006 -0.1309890 0.1795001
sal Atlantic (27,27.25] 0.0735135 -0.0307676 0.1746954
sal Atlantic (27.25,27.5] 0.3529553 0.2424951 0.5048701
sal Atlantic (27.5,27.75] -0.0062589 -0.1050240 0.0826720
sal Atlantic (27.75,27.85] 0.5558000 0.4720640 0.6522596
sal Atlantic (27.85,27.95] 0.5886846 0.5362269 0.6482527
sal Atlantic (27.95,28.05] 0.7376967 0.6919403 0.7818662
sal Atlantic (28.05,28.1] 0.8963901 0.8757556 0.9235227
sal Atlantic (28.1,28.15] 0.9373753 0.9205274 0.9566391
sal Atlantic (28.15,28.2] 0.9379707 0.9106696 0.9523334
sal Atlantic (28.2, Inf] 0.7729235 0.7437759 0.7909388
sal Indo-Pacific (-Inf,26] -0.0622860 -0.1248989 0.0082539
sal Indo-Pacific (26,26.5] 0.3150777 0.2960003 0.3467685
sal Indo-Pacific (26.5,26.75] 0.3039039 0.2692456 0.3236806
sal Indo-Pacific (26.75,27] 0.2203251 0.1651768 0.2735670
sal Indo-Pacific (27,27.25] 0.4518897 0.4156733 0.4949735
sal Indo-Pacific (27.25,27.5] 0.2185489 0.1656598 0.2678054
sal Indo-Pacific (27.5,27.75] -0.1517313 -0.4097924 0.2474715
sal Indo-Pacific (27.75,27.85] -0.2721792 -0.7487111 0.3282293
sal Indo-Pacific (27.85,27.95] -0.1052063 -0.5136519 0.3205268
sal Indo-Pacific (27.95,28.05] -0.2724600 -0.5950203 0.1194491
sal Indo-Pacific (28.05,28.1] -0.1901730 -0.4990379 0.1538975
sal Indo-Pacific (28.1, Inf] 0.0229085 -0.1139651 0.1602717
silicate Atlantic (-Inf,26] -0.6217625 -0.6997298 -0.5811847
silicate Atlantic (26,26.5] -0.4942765 -0.5656710 -0.4256814
silicate Atlantic (26.5,26.75] -0.3513633 -0.4811396 -0.1975607
silicate Atlantic (26.75,27] -0.4447925 -0.6276571 -0.2474469
silicate Atlantic (27,27.25] -0.7846664 -0.8518513 -0.6956457
silicate Atlantic (27.25,27.5] -0.8696930 -0.8998388 -0.8258481
silicate Atlantic (27.5,27.75] -0.9085226 -0.9103216 -0.9068824
silicate Atlantic (27.75,27.85] -0.9252624 -0.9378517 -0.9113624
silicate Atlantic (27.85,27.95] -0.9022225 -0.9230357 -0.8735123
silicate Atlantic (27.95,28.05] -0.9014594 -0.9124562 -0.8938399
silicate Atlantic (28.05,28.1] -0.9693158 -0.9714722 -0.9676185
silicate Atlantic (28.1,28.15] -0.9790837 -0.9811911 -0.9760272
silicate Atlantic (28.15,28.2] -0.9157690 -0.9241498 -0.9015338
silicate Atlantic (28.2, Inf] -0.7760798 -0.7965889 -0.7430729
silicate Indo-Pacific (-Inf,26] -0.1178250 -0.2744838 0.0088653
silicate Indo-Pacific (26,26.5] -0.6642489 -0.7565477 -0.5482540
silicate Indo-Pacific (26.5,26.75] -0.7614953 -0.8053200 -0.6881811
silicate Indo-Pacific (26.75,27] -0.7106314 -0.7537021 -0.6508651
silicate Indo-Pacific (27,27.25] -0.7147930 -0.7811792 -0.6347523
silicate Indo-Pacific (27.25,27.5] -0.6377339 -0.7769492 -0.4374457
silicate Indo-Pacific (27.5,27.75] -0.2503881 -0.6872300 0.3705983
silicate Indo-Pacific (27.75,27.85] 0.1076306 -0.4408353 0.7614079
silicate Indo-Pacific (27.85,27.95] 0.2877373 -0.1321210 0.7271294
silicate Indo-Pacific (27.95,28.05] 0.1632326 -0.1909257 0.5686265
silicate Indo-Pacific (28.05,28.1] 0.2611103 -0.0541222 0.6007492
silicate Indo-Pacific (28.1, Inf] 0.4877128 0.3829805 0.5890654
temp Atlantic (-Inf,26] -0.0544135 -0.1229914 0.0720748
temp Atlantic (26,26.5] -0.2535115 -0.2871811 -0.2127436
temp Atlantic (26.5,26.75] -0.0257859 -0.0768956 0.0407507
temp Atlantic (26.75,27] 0.0486491 -0.0557975 0.2264649
temp Atlantic (27,27.25] 0.1026232 0.0162977 0.1823371
temp Atlantic (27.25,27.5] 0.3095046 0.1972163 0.4593385
temp Atlantic (27.5,27.75] 0.0166465 -0.0700389 0.0927190
temp Atlantic (27.75,27.85] 0.5585786 0.4803952 0.6466036
temp Atlantic (27.85,27.95] 0.6072143 0.5498015 0.6575334
temp Atlantic (27.95,28.05] 0.7162012 0.6750905 0.7606153
temp Atlantic (28.05,28.1] 0.8555344 0.8263181 0.8857391
temp Atlantic (28.1,28.15] 0.8921577 0.8697104 0.9156733
temp Atlantic (28.15,28.2] 0.9102589 0.8806237 0.9253878
temp Atlantic (28.2, Inf] 0.8771910 0.8677618 0.8830311
temp Indo-Pacific (-Inf,26] -0.3786662 -0.4668542 -0.2832853
temp Indo-Pacific (26,26.5] 0.2748670 0.2394479 0.3166158
temp Indo-Pacific (26.5,26.75] 0.2649779 0.2202511 0.2902054
temp Indo-Pacific (26.75,27] 0.1544144 0.0965151 0.2070366
temp Indo-Pacific (27,27.25] 0.4213170 0.3912536 0.4578018
temp Indo-Pacific (27.25,27.5] 0.3232997 0.3139964 0.3391507
temp Indo-Pacific (27.5,27.75] 0.0667907 -0.1811556 0.4220091
temp Indo-Pacific (27.75,27.85] -0.2781697 -0.7461632 0.3287545
temp Indo-Pacific (27.85,27.95] -0.1617734 -0.5534602 0.2584974
temp Indo-Pacific (27.95,28.05] -0.3494032 -0.6674450 0.0401772
temp Indo-Pacific (28.05,28.1] -0.2100496 -0.5247306 0.1516189
temp Indo-Pacific (28.1, Inf] 0.2123417 0.1029691 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