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1 Required data

Required are:

  • cleaned and prepared GLODAPv2.2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

  • pairs of seven potential predictor variables and
  • C* and seven potential predictor variables

were investigated based on:

  • property-property plots and
  • calculated correlation coeffcients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    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:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  map(plot_fun)
[[1]]

Version Author Date
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[2]]

Version Author Date
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[3]]

Version Author Date
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[4]]

Version Author Date
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 
GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

2.2 Correlation assesment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version Author Date
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bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
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a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
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03b6009 jens-daniel-mueller 2021-03-23
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f155edd jens-daniel-mueller 2021-03-23
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cf98c6d jens-daniel-mueller 2021-03-16
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91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
pair basin gamma_slab mean_r min_r max_r
aou + nitrate Atlantic (-Inf,26] 0.8909097 0.8904837 0.8913358
aou + nitrate Atlantic (26,26.5] 0.8141032 0.7580427 0.8701637
aou + nitrate Atlantic (26.5,26.75] 0.9288444 0.9237912 0.9338975
aou + nitrate Atlantic (26.75,27] 0.9182394 0.9106820 0.9257969
aou + nitrate Atlantic (27,27.25] 0.8632557 0.8343233 0.8921880
aou + nitrate Atlantic (27.25,27.5] 0.7656924 0.7502862 0.7810986
aou + nitrate Atlantic (27.5,27.75] 0.8623614 0.8581469 0.8665759
aou + nitrate Atlantic (27.75,27.85] 0.9378212 0.9200744 0.9555679
aou + nitrate Atlantic (27.85,27.95] 0.9438072 0.9289916 0.9586227
aou + nitrate Atlantic (27.95,28.05] 0.9515767 0.9487750 0.9543784
aou + nitrate Atlantic (28.05,28.1] 0.9505738 0.9424518 0.9586959
aou + nitrate Atlantic (28.1,28.15] 0.9688302 0.9558831 0.9817774
aou + nitrate Atlantic (28.15,28.2] 0.9754428 0.9606165 0.9902691
aou + nitrate Atlantic (28.2, Inf] 0.8313507 0.7497529 0.9129484
aou + nitrate Indo-Pacific (-Inf,26] 0.9035639 0.8868518 0.9202760
aou + nitrate Indo-Pacific (26,26.5] 0.9050030 0.9043737 0.9056323
aou + nitrate Indo-Pacific (26.5,26.75] 0.9115204 0.9008526 0.9221882
aou + nitrate Indo-Pacific (26.75,27] 0.9404148 0.9374756 0.9433540
aou + nitrate Indo-Pacific (27,27.25] 0.9665529 0.9638542 0.9692516
aou + nitrate Indo-Pacific (27.25,27.5] 0.9729459 0.9724903 0.9734015
aou + nitrate Indo-Pacific (27.5,27.75] 0.9757772 0.9712626 0.9802918
aou + nitrate Indo-Pacific (27.75,27.85] 0.9848493 0.9800126 0.9896860
aou + nitrate Indo-Pacific (27.85,27.95] 0.9823538 0.9748246 0.9898830
aou + nitrate Indo-Pacific (27.95,28.05] 0.9691256 0.9593595 0.9788918
aou + nitrate Indo-Pacific (28.05,28.1] 0.9632985 0.9521922 0.9744048
aou + nitrate Indo-Pacific (28.1,28.15] 0.9407693 0.9235233 0.9580154
aou + nitrate Indo-Pacific (28.15,28.2] 0.6376175 0.6189886 0.6562463
aou + nitrate Indo-Pacific (28.2, Inf] 0.3827288 0.3382706 0.4271870
aou + phosphate Atlantic (-Inf,26] 0.3609887 0.1193622 0.6026153
aou + phosphate Atlantic (26,26.5] 0.5583421 0.4538924 0.6627918
aou + phosphate Atlantic (26.5,26.75] 0.8341610 0.8226863 0.8456357
aou + phosphate Atlantic (26.75,27] 0.8461260 0.8390047 0.8532473
aou + phosphate Atlantic (27,27.25] 0.8068801 0.7826363 0.8311240
aou + phosphate Atlantic (27.25,27.5] 0.7109923 0.6812932 0.7406913
aou + phosphate Atlantic (27.5,27.75] 0.8368364 0.8334070 0.8402658
aou + phosphate Atlantic (27.75,27.85] 0.9238411 0.8998312 0.9478509
aou + phosphate Atlantic (27.85,27.95] 0.9376462 0.9226999 0.9525925
aou + phosphate Atlantic (27.95,28.05] 0.9472230 0.9443664 0.9500797
aou + phosphate Atlantic (28.05,28.1] 0.9433477 0.9357380 0.9509574
aou + phosphate Atlantic (28.1,28.15] 0.9646832 0.9524342 0.9769323
aou + phosphate Atlantic (28.15,28.2] 0.9745227 0.9594643 0.9895811
aou + phosphate Atlantic (28.2, Inf] 0.8259294 0.7427146 0.9091441
aou + phosphate Indo-Pacific (-Inf,26] 0.9250260 0.9078897 0.9421624
aou + phosphate Indo-Pacific (26,26.5] 0.9529772 0.9519710 0.9539834
aou + phosphate Indo-Pacific (26.5,26.75] 0.9454116 0.9385243 0.9522989
aou + phosphate Indo-Pacific (26.75,27] 0.9467080 0.9447997 0.9486162
aou + phosphate Indo-Pacific (27,27.25] 0.9731564 0.9678129 0.9785000
aou + phosphate Indo-Pacific (27.25,27.5] 0.9795377 0.9789285 0.9801470
aou + phosphate Indo-Pacific (27.5,27.75] 0.9810017 0.9808964 0.9811069
aou + phosphate Indo-Pacific (27.75,27.85] 0.9858432 0.9847882 0.9868983
aou + phosphate Indo-Pacific (27.85,27.95] 0.9828689 0.9782799 0.9874579
aou + phosphate Indo-Pacific (27.95,28.05] 0.9717338 0.9656581 0.9778095
aou + phosphate Indo-Pacific (28.05,28.1] 0.9632284 0.9555584 0.9708984
aou + phosphate Indo-Pacific (28.1,28.15] 0.9313568 0.9152150 0.9474986
aou + phosphate Indo-Pacific (28.15,28.2] 0.5479552 0.4871789 0.6087315
aou + phosphate Indo-Pacific (28.2, Inf] 0.2538519 0.0383323 0.4693715
aou + phosphate_star Atlantic (-Inf,26] -0.4402215 -0.6044535 -0.2759894
aou + phosphate_star Atlantic (26,26.5] 0.0855334 -0.0200626 0.1911294
aou + phosphate_star Atlantic (26.5,26.75] 0.4058663 0.3838155 0.4279172
aou + phosphate_star Atlantic (26.75,27] 0.2479509 0.2367739 0.2591278
aou + phosphate_star Atlantic (27,27.25] 0.2440331 0.2306661 0.2574001
aou + phosphate_star Atlantic (27.25,27.5] 0.2046412 0.1176173 0.2916650
aou + phosphate_star Atlantic (27.5,27.75] 0.5054866 0.4890671 0.5219062
aou + phosphate_star Atlantic (27.75,27.85] 0.6619314 0.5754930 0.7483699
aou + phosphate_star Atlantic (27.85,27.95] 0.6522152 0.5948794 0.7095509
aou + phosphate_star Atlantic (27.95,28.05] 0.7827808 0.7723747 0.7931869
aou + phosphate_star Atlantic (28.05,28.1] 0.7980171 0.7707598 0.8252743
aou + phosphate_star Atlantic (28.1,28.15] 0.8722619 0.8324901 0.9120336
aou + phosphate_star Atlantic (28.15,28.2] 0.9065646 0.8493909 0.9637382
aou + phosphate_star Atlantic (28.2, Inf] 0.5331892 0.3074007 0.7589776
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6187335 0.5269918 0.7104752
aou + phosphate_star Indo-Pacific (26,26.5] 0.5975869 0.5489521 0.6462216
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.3946576 0.1974996 0.5918155
aou + phosphate_star Indo-Pacific (26.75,27] 0.3906930 0.2858894 0.4954966
aou + phosphate_star Indo-Pacific (27,27.25] 0.1568521 0.1305736 0.1831306
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4423264 -0.4762113 -0.4084415
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6442161 -0.7224979 -0.5659343
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5307070 -0.6754338 -0.3859801
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1831190 -0.2821707 -0.0840673
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1883773 0.1623541 0.2144004
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.4073132 0.3662335 0.4483928
aou + phosphate_star Indo-Pacific (28.1,28.15] 0.1406814 0.1177833 0.1635794
aou + phosphate_star Indo-Pacific (28.15,28.2] -0.4479133 -0.5385744 -0.3572522
aou + phosphate_star Indo-Pacific (28.2, Inf] -0.8973886 -0.9166318 -0.8781455
aou + silicate Atlantic (-Inf,26] 0.0703547 -0.0166151 0.1573245
aou + silicate Atlantic (26,26.5] 0.4920640 0.3590708 0.6250572
aou + silicate Atlantic (26.5,26.75] 0.7741444 0.6715004 0.8767884
aou + silicate Atlantic (26.75,27] 0.8139138 0.7582088 0.8696188
aou + silicate Atlantic (27,27.25] 0.7656464 0.7461639 0.7851288
aou + silicate Atlantic (27.25,27.5] 0.5122443 0.4449820 0.5795067
aou + silicate Atlantic (27.5,27.75] 0.6448105 0.6115334 0.6780876
aou + silicate Atlantic (27.75,27.85] 0.8428191 0.8260740 0.8595643
aou + silicate Atlantic (27.85,27.95] 0.8797850 0.8632034 0.8963667
aou + silicate Atlantic (27.95,28.05] 0.9333941 0.9296361 0.9371520
aou + silicate Atlantic (28.05,28.1] 0.9532795 0.9485068 0.9580522
aou + silicate Atlantic (28.1,28.15] 0.9729298 0.9697577 0.9761018
aou + silicate Atlantic (28.15,28.2] 0.9843285 0.9768205 0.9918365
aou + silicate Atlantic (28.2, Inf] 0.8389336 0.7506355 0.9272318
aou + silicate Indo-Pacific (-Inf,26] 0.7086384 0.6654677 0.7518091
aou + silicate Indo-Pacific (26,26.5] 0.6371661 0.5780546 0.6962777
aou + silicate Indo-Pacific (26.5,26.75] 0.5741789 0.4382178 0.7101400
aou + silicate Indo-Pacific (26.75,27] 0.7316546 0.6674008 0.7959085
aou + silicate Indo-Pacific (27,27.25] 0.8937995 0.8796388 0.9079603
aou + silicate Indo-Pacific (27.25,27.5] 0.9221233 0.9079409 0.9363057
aou + silicate Indo-Pacific (27.5,27.75] 0.9416156 0.9290578 0.9541734
aou + silicate Indo-Pacific (27.75,27.85] 0.9728652 0.9699821 0.9757484
aou + silicate Indo-Pacific (27.85,27.95] 0.9676174 0.9664566 0.9687781
aou + silicate Indo-Pacific (27.95,28.05] 0.9528330 0.9500076 0.9556585
aou + silicate Indo-Pacific (28.05,28.1] 0.9523265 0.9480751 0.9565779
aou + silicate Indo-Pacific (28.1,28.15] 0.9673308 0.9609411 0.9737206
aou + silicate Indo-Pacific (28.15,28.2] 0.7295348 0.6947074 0.7643621
aou + silicate Indo-Pacific (28.2, Inf] 0.5296598 0.4756813 0.5836383
nitrate + phosphate Atlantic (-Inf,26] 0.6169470 0.4148117 0.8190823
nitrate + phosphate Atlantic (26,26.5] 0.8829057 0.8479940 0.9178173
nitrate + phosphate Atlantic (26.5,26.75] 0.9685404 0.9644487 0.9726321
nitrate + phosphate Atlantic (26.75,27] 0.9818171 0.9817942 0.9818400
nitrate + phosphate Atlantic (27,27.25] 0.9879609 0.9873721 0.9885497
nitrate + phosphate Atlantic (27.25,27.5] 0.9912860 0.9911883 0.9913837
nitrate + phosphate Atlantic (27.5,27.75] 0.9913736 0.9876183 0.9951290
nitrate + phosphate Atlantic (27.75,27.85] 0.9926409 0.9901114 0.9951704
nitrate + phosphate Atlantic (27.85,27.95] 0.9885417 0.9840130 0.9930704
nitrate + phosphate Atlantic (27.95,28.05] 0.9903084 0.9866555 0.9939613
nitrate + phosphate Atlantic (28.05,28.1] 0.9908467 0.9881682 0.9935252
nitrate + phosphate Atlantic (28.1,28.15] 0.9957954 0.9948813 0.9967094
nitrate + phosphate Atlantic (28.15,28.2] 0.9976258 0.9967596 0.9984921
nitrate + phosphate Atlantic (28.2, Inf] 0.9956748 0.9951112 0.9962384
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9644218 0.9542428 0.9746007
nitrate + phosphate Indo-Pacific (26,26.5] 0.9568001 0.9563985 0.9572017
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9581671 0.9465778 0.9697565
nitrate + phosphate Indo-Pacific (26.75,27] 0.9847148 0.9806600 0.9887697
nitrate + phosphate Indo-Pacific (27,27.25] 0.9894916 0.9879275 0.9910557
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9914868 0.9902002 0.9927733
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9916033 0.9908229 0.9923837
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9918208 0.9903792 0.9932624
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9921851 0.9896274 0.9947428
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9875866 0.9819278 0.9932455
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9848571 0.9815144 0.9881998
nitrate + phosphate Indo-Pacific (28.1,28.15] 0.9793319 0.9777333 0.9809304
nitrate + phosphate Indo-Pacific (28.15,28.2] 0.7475417 0.7313266 0.7637568
nitrate + phosphate Indo-Pacific (28.2, Inf] 0.6154056 0.5666803 0.6641310
nitrate + phosphate_star Atlantic (-Inf,26] -0.1099088 -0.2932368 0.0734193
nitrate + phosphate_star Atlantic (26,26.5] 0.5834769 0.5506494 0.6163043
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6965777 0.6839681 0.7091873
nitrate + phosphate_star Atlantic (26.75,27] 0.6000837 0.5778629 0.6223045
nitrate + phosphate_star Atlantic (27,27.25] 0.6866300 0.6386972 0.7345627
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7757290 0.7364430 0.8150150
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8558482 0.8444997 0.8671967
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8651378 0.8337559 0.8965197
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8428914 0.8209593 0.8648235
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9175326 0.9090706 0.9259947
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9306555 0.9203228 0.9409883
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9580666 0.9490643 0.9670689
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9722343 0.9563081 0.9881606
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9020701 0.8523494 0.9517907
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8550724 0.8112225 0.8989224
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8063056 0.7722801 0.8403311
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6418977 0.4854319 0.7983635
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6391826 0.5509616 0.7274036
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3641987 0.3576215 0.3707759
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2586887 -0.3027236 -0.2146537
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4907944 -0.5987615 -0.3828273
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.4118679 -0.5932799 -0.2304558
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0382263 -0.1749958 0.0985432
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3767946 0.3317489 0.4218403
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5936378 0.5849704 0.6023053
nitrate + phosphate_star Indo-Pacific (28.1,28.15] 0.4197309 0.3934464 0.4460154
nitrate + phosphate_star Indo-Pacific (28.15,28.2] 0.1725966 0.0738275 0.2713657
nitrate + phosphate_star Indo-Pacific (28.2, Inf] -0.0912370 -0.1113150 -0.0711591
nitrate + silicate Atlantic (-Inf,26] 0.3771982 0.3404367 0.4139597
nitrate + silicate Atlantic (26,26.5] 0.8149315 0.7562135 0.8736496
nitrate + silicate Atlantic (26.5,26.75] 0.8978903 0.8207457 0.9750348
nitrate + silicate Atlantic (26.75,27] 0.9142439 0.8739228 0.9545650
nitrate + silicate Atlantic (27,27.25] 0.9317205 0.9268380 0.9366030
nitrate + silicate Atlantic (27.25,27.5] 0.8819607 0.8589999 0.9049214
nitrate + silicate Atlantic (27.5,27.75] 0.8849028 0.8726605 0.8971451
nitrate + silicate Atlantic (27.75,27.85] 0.9492710 0.9479569 0.9505850
nitrate + silicate Atlantic (27.85,27.95] 0.9683791 0.9675883 0.9691700
nitrate + silicate Atlantic (27.95,28.05] 0.9798440 0.9796727 0.9800153
nitrate + silicate Atlantic (28.05,28.1] 0.9877168 0.9859062 0.9895274
nitrate + silicate Atlantic (28.1,28.15] 0.9906928 0.9891664 0.9922191
nitrate + silicate Atlantic (28.15,28.2] 0.9916258 0.9876090 0.9956426
nitrate + silicate Atlantic (28.2, Inf] 0.9728272 0.9614393 0.9842151
nitrate + silicate Indo-Pacific (-Inf,26] 0.8776838 0.8650790 0.8902886
nitrate + silicate Indo-Pacific (26,26.5] 0.8020637 0.7583785 0.8457489
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7485499 0.6432227 0.8538770
nitrate + silicate Indo-Pacific (26.75,27] 0.8276920 0.7803808 0.8750033
nitrate + silicate Indo-Pacific (27,27.25] 0.9061173 0.8866578 0.9255768
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8997903 0.8795189 0.9200617
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9082133 0.8919480 0.9244786
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9564416 0.9519593 0.9609240
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9653296 0.9639303 0.9667288
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9543203 0.9409363 0.9677042
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9568311 0.9514865 0.9621757
nitrate + silicate Indo-Pacific (28.1,28.15] 0.9622262 0.9514153 0.9730371
nitrate + silicate Indo-Pacific (28.15,28.2] 0.6571557 0.6505419 0.6637695
nitrate + silicate Indo-Pacific (28.2, Inf] 0.6005167 0.5920247 0.6090087
phosphate + phosphate_star Atlantic (-Inf,26] 0.6479286 0.5873871 0.7084701
phosphate + phosphate_star Atlantic (26,26.5] 0.8695030 0.8595273 0.8794788
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8411008 0.8384190 0.8437826
phosphate + phosphate_star Atlantic (26.75,27] 0.7252309 0.7083369 0.7421249
phosphate + phosphate_star Atlantic (27,27.25] 0.7672288 0.7323351 0.8021225
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8315409 0.8055027 0.8575791
phosphate + phosphate_star Atlantic (27.5,27.75] 0.8919904 0.8857201 0.8982608
phosphate + phosphate_star Atlantic (27.75,27.85] 0.8952614 0.8720915 0.9184314
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8723117 0.8558530 0.8887704
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9387571 0.9355632 0.9419510
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9515270 0.9446391 0.9584149
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9695357 0.9610594 0.9780119
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9775291 0.9633206 0.9917376
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9121465 0.8642497 0.9600433
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8547682 0.8149893 0.8945471
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8095476 0.7758885 0.8432066
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6642287 0.5204689 0.8079886
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6622243 0.5811709 0.7432777
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3742932 0.3725251 0.3760613
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2647070 -0.3074655 -0.2219486
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4999425 -0.5915646 -0.4083203
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3945000 -0.5604242 -0.2285758
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.0100925 -0.1368557 0.1166707
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4085170 0.3608719 0.4561622
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.6343673 0.6217248 0.6470097
phosphate + phosphate_star Indo-Pacific (28.1,28.15] 0.4865794 0.4681764 0.5049824
phosphate + phosphate_star Indo-Pacific (28.15,28.2] 0.4882209 0.4611183 0.5153236
phosphate + phosphate_star Indo-Pacific (28.2, Inf] 0.1780034 0.0035842 0.3524227
sal + aou Atlantic (-Inf,26] 0.4032204 0.2567048 0.5497360
sal + aou Atlantic (26,26.5] -0.0098030 -0.0565613 0.0369554
sal + aou Atlantic (26.5,26.75] -0.3043813 -0.3217624 -0.2870002
sal + aou Atlantic (26.75,27] -0.1912187 -0.2057287 -0.1767087
sal + aou Atlantic (27,27.25] -0.2436167 -0.2456854 -0.2415479
sal + aou Atlantic (27.25,27.5] -0.1762894 -0.2509340 -0.1016449
sal + aou Atlantic (27.5,27.75] -0.3299153 -0.3904873 -0.2693433
sal + aou Atlantic (27.75,27.85] -0.3600378 -0.4570092 -0.2630663
sal + aou Atlantic (27.85,27.95] -0.2784368 -0.3738936 -0.1829800
sal + aou Atlantic (27.95,28.05] -0.5758630 -0.6157412 -0.5359847
sal + aou Atlantic (28.05,28.1] -0.6347237 -0.6887268 -0.5807206
sal + aou Atlantic (28.1,28.15] -0.7746024 -0.8213622 -0.7278425
sal + aou Atlantic (28.15,28.2] -0.8469924 -0.9289304 -0.7650545
sal + aou Atlantic (28.2, Inf] -0.5940550 -0.7549900 -0.4331199
sal + aou Indo-Pacific (-Inf,26] -0.1021290 -0.1474980 -0.0567600
sal + aou Indo-Pacific (26,26.5] -0.1004762 -0.2751850 0.0742326
sal + aou Indo-Pacific (26.5,26.75] -0.0756404 -0.3985745 0.2472937
sal + aou Indo-Pacific (26.75,27] -0.2364368 -0.3738018 -0.0990719
sal + aou Indo-Pacific (27,27.25] -0.1730431 -0.1925461 -0.1535401
sal + aou Indo-Pacific (27.25,27.5] 0.0485508 -0.0045873 0.1016889
sal + aou Indo-Pacific (27.5,27.75] -0.0296643 -0.0595920 0.0002634
sal + aou Indo-Pacific (27.75,27.85] -0.2188588 -0.2742262 -0.1634914
sal + aou Indo-Pacific (27.85,27.95] -0.3652954 -0.4039493 -0.3266416
sal + aou Indo-Pacific (27.95,28.05] -0.4148618 -0.4567330 -0.3729905
sal + aou Indo-Pacific (28.05,28.1] -0.4829314 -0.5997765 -0.3660863
sal + aou Indo-Pacific (28.1,28.15] -0.1766638 -0.2897354 -0.0635921
sal + aou Indo-Pacific (28.15,28.2] 0.5194933 0.4803381 0.5586484
sal + aou Indo-Pacific (28.2, Inf] 0.9081736 0.8815989 0.9347483
sal + nitrate Atlantic (-Inf,26] 0.1119916 0.0010965 0.2228866
sal + nitrate Atlantic (26,26.5] -0.4654718 -0.4772264 -0.4537171
sal + nitrate Atlantic (26.5,26.75] -0.5939156 -0.6102883 -0.5775429
sal + nitrate Atlantic (26.75,27] -0.5403265 -0.5426027 -0.5380502
sal + nitrate Atlantic (27,27.25] -0.6739672 -0.7117342 -0.6362002
sal + nitrate Atlantic (27.25,27.5] -0.7315238 -0.7705397 -0.6925079
sal + nitrate Atlantic (27.5,27.75] -0.6788015 -0.7298379 -0.6277650
sal + nitrate Atlantic (27.75,27.85] -0.5842892 -0.6162160 -0.5523623
sal + nitrate Atlantic (27.85,27.95] -0.5155769 -0.5714119 -0.4597420
sal + nitrate Atlantic (27.95,28.05] -0.7413839 -0.7719527 -0.7108150
sal + nitrate Atlantic (28.05,28.1] -0.8011616 -0.8337098 -0.7686133
sal + nitrate Atlantic (28.1,28.15] -0.8782344 -0.8907391 -0.8657298
sal + nitrate Atlantic (28.15,28.2] -0.9241556 -0.9535960 -0.8947153
sal + nitrate Atlantic (28.2, Inf] -0.9207310 -0.9448974 -0.8965647
sal + nitrate Indo-Pacific (-Inf,26] -0.3807953 -0.3918223 -0.3697684
sal + nitrate Indo-Pacific (26,26.5] -0.4166911 -0.5806819 -0.2527002
sal + nitrate Indo-Pacific (26.5,26.75] -0.3754135 -0.6612380 -0.0895890
sal + nitrate Indo-Pacific (26.75,27] -0.4819787 -0.6075147 -0.3564428
sal + nitrate Indo-Pacific (27,27.25] -0.3259016 -0.3304788 -0.3213244
sal + nitrate Indo-Pacific (27.25,27.5] -0.0321113 -0.0525588 -0.0116638
sal + nitrate Indo-Pacific (27.5,27.75] -0.0949969 -0.1129118 -0.0770820
sal + nitrate Indo-Pacific (27.75,27.85] -0.2831506 -0.3779694 -0.1883317
sal + nitrate Indo-Pacific (27.85,27.95] -0.4521456 -0.4605242 -0.4437670
sal + nitrate Indo-Pacific (27.95,28.05] -0.5618300 -0.5713692 -0.5522907
sal + nitrate Indo-Pacific (28.05,28.1] -0.6521114 -0.7219232 -0.5822996
sal + nitrate Indo-Pacific (28.1,28.15] -0.4509944 -0.5170455 -0.3849432
sal + nitrate Indo-Pacific (28.15,28.2] -0.0617840 -0.1401539 0.0165859
sal + nitrate Indo-Pacific (28.2, Inf] 0.2523229 0.1843246 0.3203212
sal + phosphate Atlantic (-Inf,26] -0.5329024 -0.5757674 -0.4900373
sal + phosphate Atlantic (26,26.5] -0.7945881 -0.8320412 -0.7571351
sal + phosphate Atlantic (26.5,26.75] -0.7583945 -0.7659631 -0.7508258
sal + phosphate Atlantic (26.75,27] -0.6727180 -0.6777770 -0.6676589
sal + phosphate Atlantic (27,27.25] -0.7532296 -0.7777393 -0.7287199
sal + phosphate Atlantic (27.25,27.5] -0.7873548 -0.8103600 -0.7643495
sal + phosphate Atlantic (27.5,27.75] -0.7258823 -0.7696343 -0.6821303
sal + phosphate Atlantic (27.75,27.85] -0.6230694 -0.6554515 -0.5906873
sal + phosphate Atlantic (27.85,27.95] -0.5340683 -0.5988279 -0.4693087
sal + phosphate Atlantic (27.95,28.05] -0.7535103 -0.7887598 -0.7182608
sal + phosphate Atlantic (28.05,28.1] -0.8161683 -0.8507561 -0.7815805
sal + phosphate Atlantic (28.1,28.15] -0.8909284 -0.9059103 -0.8759464
sal + phosphate Atlantic (28.15,28.2] -0.9293963 -0.9579403 -0.9008522
sal + phosphate Atlantic (28.2, Inf] -0.9250589 -0.9490852 -0.9010326
sal + phosphate Indo-Pacific (-Inf,26] -0.2379400 -0.2602468 -0.2156333
sal + phosphate Indo-Pacific (26,26.5] -0.3336655 -0.5081442 -0.1591868
sal + phosphate Indo-Pacific (26.5,26.75] -0.3370317 -0.6275652 -0.0464982
sal + phosphate Indo-Pacific (26.75,27] -0.4934633 -0.6157786 -0.3711481
sal + phosphate Indo-Pacific (27,27.25] -0.3301288 -0.3390127 -0.3212449
sal + phosphate Indo-Pacific (27.25,27.5] -0.0138642 -0.0343483 0.0066199
sal + phosphate Indo-Pacific (27.5,27.75] -0.0536891 -0.0618260 -0.0455522
sal + phosphate Indo-Pacific (27.75,27.85] -0.2387111 -0.3176470 -0.1597751
sal + phosphate Indo-Pacific (27.85,27.95] -0.4296086 -0.4347422 -0.4244751
sal + phosphate Indo-Pacific (27.95,28.05] -0.5573454 -0.5763435 -0.5383473
sal + phosphate Indo-Pacific (28.05,28.1] -0.6481701 -0.7252144 -0.5711258
sal + phosphate Indo-Pacific (28.1,28.15] -0.4552654 -0.5267860 -0.3837448
sal + phosphate Indo-Pacific (28.15,28.2] -0.1201999 -0.1386425 -0.1017573
sal + phosphate Indo-Pacific (28.2, Inf] 0.1257264 -0.1161962 0.3676490
sal + phosphate_star Atlantic (-Inf,26] -0.9030022 -0.9183812 -0.8876232
sal + phosphate_star Atlantic (26,26.5] -0.9652772 -0.9664203 -0.9641342
sal + phosphate_star Atlantic (26.5,26.75] -0.9728122 -0.9791575 -0.9664669
sal + phosphate_star Atlantic (26.75,27] -0.9809838 -0.9860195 -0.9759482
sal + phosphate_star Atlantic (27,27.25] -0.9812037 -0.9827382 -0.9796691
sal + phosphate_star Atlantic (27.25,27.5] -0.9685605 -0.9709134 -0.9662076
sal + phosphate_star Atlantic (27.5,27.75] -0.9104638 -0.9262445 -0.8946831
sal + phosphate_star Atlantic (27.75,27.85] -0.8529537 -0.8565313 -0.8493762
sal + phosphate_star Atlantic (27.85,27.95] -0.8178314 -0.8517532 -0.7839097
sal + phosphate_star Atlantic (27.95,28.05] -0.8822785 -0.9072920 -0.8572651
sal + phosphate_star Atlantic (28.05,28.1] -0.9210364 -0.9414517 -0.9006212
sal + phosphate_star Atlantic (28.1,28.15] -0.9552345 -0.9591444 -0.9513246
sal + phosphate_star Atlantic (28.15,28.2] -0.9718573 -0.9743868 -0.9693278
sal + phosphate_star Atlantic (28.2, Inf] -0.9731285 -0.9846123 -0.9616447
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5185036 -0.5442797 -0.4927275
sal + phosphate_star Indo-Pacific (26,26.5] -0.7384312 -0.8388719 -0.6379904
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8600656 -0.9220763 -0.7980548
sal + phosphate_star Indo-Pacific (26.75,27] -0.9131054 -0.9330806 -0.8931302
sal + phosphate_star Indo-Pacific (27,27.25] -0.8287612 -0.8518026 -0.8057197
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.5270801 -0.6393586 -0.4148017
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.2780745 -0.4523942 -0.1037548
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2532590 -0.3614839 -0.1450341
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4530302 -0.6160231 -0.2900373
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7757446 -0.8135981 -0.7378912
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8598484 -0.8808314 -0.8388654
sal + phosphate_star Indo-Pacific (28.1,28.15] -0.8668080 -0.8712177 -0.8623983
sal + phosphate_star Indo-Pacific (28.15,28.2] -0.7405679 -0.7706124 -0.7105234
sal + phosphate_star Indo-Pacific (28.2, Inf] -0.8592126 -0.9103803 -0.8080449
sal + silicate Atlantic (-Inf,26] -0.7307694 -0.7805898 -0.6809490
sal + silicate Atlantic (26,26.5] -0.7295943 -0.7325190 -0.7266696
sal + silicate Atlantic (26.5,26.75] -0.6800359 -0.6834635 -0.6766084
sal + silicate Atlantic (26.75,27] -0.5696240 -0.5803701 -0.5588779
sal + silicate Atlantic (27,27.25] -0.7146778 -0.7333486 -0.6960070
sal + silicate Atlantic (27.25,27.5] -0.8098904 -0.8238431 -0.7959377
sal + silicate Atlantic (27.5,27.75] -0.7207781 -0.7746718 -0.6668843
sal + silicate Atlantic (27.75,27.85] -0.6556184 -0.7109441 -0.6002927
sal + silicate Atlantic (27.85,27.95] -0.6183314 -0.6819636 -0.5546992
sal + silicate Atlantic (27.95,28.05] -0.7853573 -0.8257817 -0.7449329
sal + silicate Atlantic (28.05,28.1] -0.8103734 -0.8469864 -0.7737605
sal + silicate Atlantic (28.1,28.15] -0.8747471 -0.9042915 -0.8452027
sal + silicate Atlantic (28.15,28.2] -0.8925901 -0.9397007 -0.8454795
sal + silicate Atlantic (28.2, Inf] -0.8693411 -0.9068798 -0.8318025
sal + silicate Indo-Pacific (-Inf,26] -0.5690279 -0.5755751 -0.5624807
sal + silicate Indo-Pacific (26,26.5] -0.6108732 -0.6881217 -0.5336247
sal + silicate Indo-Pacific (26.5,26.75] -0.7120972 -0.8259225 -0.5982719
sal + silicate Indo-Pacific (26.75,27] -0.7362326 -0.7662200 -0.7062452
sal + silicate Indo-Pacific (27,27.25] -0.5108346 -0.5387587 -0.4829104
sal + silicate Indo-Pacific (27.25,27.5] -0.1942343 -0.2617417 -0.1267269
sal + silicate Indo-Pacific (27.5,27.75] -0.0846783 -0.1026022 -0.0667544
sal + silicate Indo-Pacific (27.75,27.85] -0.2455328 -0.3057210 -0.1853446
sal + silicate Indo-Pacific (27.85,27.95] -0.3837747 -0.3846716 -0.3828778
sal + silicate Indo-Pacific (27.95,28.05] -0.4611556 -0.4774782 -0.4448330
sal + silicate Indo-Pacific (28.05,28.1] -0.5511402 -0.6376547 -0.4646257
sal + silicate Indo-Pacific (28.1,28.15] -0.2916409 -0.3947638 -0.1885179
sal + silicate Indo-Pacific (28.15,28.2] 0.2942361 0.2792245 0.3092476
sal + silicate Indo-Pacific (28.2, Inf] 0.4912820 0.4379175 0.5446465
sal + temp Atlantic (-Inf,26] 0.9098365 0.8700563 0.9496168
sal + temp Atlantic (26,26.5] 0.9681496 0.9672417 0.9690575
sal + temp Atlantic (26.5,26.75] 0.9902286 0.9895535 0.9909038
sal + temp Atlantic (26.75,27] 0.9820064 0.9818337 0.9821792
sal + temp Atlantic (27,27.25] 0.9807037 0.9784536 0.9829537
sal + temp Atlantic (27.25,27.5] 0.9752913 0.9739698 0.9766128
sal + temp Atlantic (27.5,27.75] 0.9671787 0.9639589 0.9703985
sal + temp Atlantic (27.75,27.85] 0.9808798 0.9794340 0.9823257
sal + temp Atlantic (27.85,27.95] 0.9454824 0.9440991 0.9468656
sal + temp Atlantic (27.95,28.05] 0.9150622 0.8987118 0.9314126
sal + temp Atlantic (28.05,28.1] 0.9625285 0.9552291 0.9698279
sal + temp Atlantic (28.1,28.15] 0.9599788 0.9553831 0.9645746
sal + temp Atlantic (28.15,28.2] 0.8906238 0.8705171 0.9107305
sal + temp Atlantic (28.2, Inf] 0.2858472 0.1237858 0.4479086
sal + temp Indo-Pacific (-Inf,26] 0.7389421 0.7139329 0.7639513
sal + temp Indo-Pacific (26,26.5] 0.9133080 0.8768694 0.9497466
sal + temp Indo-Pacific (26.5,26.75] 0.9749494 0.9660333 0.9838655
sal + temp Indo-Pacific (26.75,27] 0.9750300 0.9695734 0.9804865
sal + temp Indo-Pacific (27,27.25] 0.9386819 0.9295276 0.9478362
sal + temp Indo-Pacific (27.25,27.5] 0.8371187 0.8124794 0.8617580
sal + temp Indo-Pacific (27.5,27.75] 0.6194017 0.5281118 0.7106915
sal + temp Indo-Pacific (27.75,27.85] 0.8001075 0.7666259 0.8335890
sal + temp Indo-Pacific (27.85,27.95] 0.6966706 0.6141819 0.7791592
sal + temp Indo-Pacific (27.95,28.05] 0.6768757 0.5955148 0.7582366
sal + temp Indo-Pacific (28.05,28.1] 0.6366191 0.4923691 0.7808690
sal + temp Indo-Pacific (28.1,28.15] 0.4061687 0.2044782 0.6078591
sal + temp Indo-Pacific (28.15,28.2] 0.7689622 0.7153993 0.8225251
sal + temp Indo-Pacific (28.2, Inf] 0.8832558 0.8678429 0.8986687
silicate + phosphate Atlantic (-Inf,26] 0.7893252 0.7811487 0.7975018
silicate + phosphate Atlantic (26,26.5] 0.9031109 0.8544526 0.9517693
silicate + phosphate Atlantic (26.5,26.75] 0.9093420 0.8438506 0.9748333
silicate + phosphate Atlantic (26.75,27] 0.9232177 0.8915963 0.9548392
silicate + phosphate Atlantic (27,27.25] 0.9474318 0.9410733 0.9537903
silicate + phosphate Atlantic (27.25,27.5] 0.9099099 0.8958259 0.9239939
silicate + phosphate Atlantic (27.5,27.75] 0.9037438 0.8930515 0.9144361
silicate + phosphate Atlantic (27.75,27.85] 0.9560148 0.9550649 0.9569647
silicate + phosphate Atlantic (27.85,27.95] 0.9695695 0.9655187 0.9736203
silicate + phosphate Atlantic (27.95,28.05] 0.9796160 0.9762279 0.9830042
silicate + phosphate Atlantic (28.05,28.1] 0.9862590 0.9830323 0.9894858
silicate + phosphate Atlantic (28.1,28.15] 0.9915506 0.9891180 0.9939832
silicate + phosphate Atlantic (28.15,28.2] 0.9898837 0.9846710 0.9950964
silicate + phosphate Atlantic (28.2, Inf] 0.9704798 0.9579527 0.9830068
silicate + phosphate Indo-Pacific (-Inf,26] 0.7849172 0.7511441 0.8186903
silicate + phosphate Indo-Pacific (26,26.5] 0.7377880 0.6793185 0.7962574
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7114833 0.5875155 0.8354511
silicate + phosphate Indo-Pacific (26.75,27] 0.8328643 0.7813239 0.8844048
silicate + phosphate Indo-Pacific (27,27.25] 0.9127555 0.8916281 0.9338828
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9030349 0.8788866 0.9271833
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9071917 0.8842404 0.9301430
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9586578 0.9508460 0.9664695
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9699127 0.9681577 0.9716676
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9634598 0.9609992 0.9659204
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9594190 0.9593941 0.9594440
silicate + phosphate Indo-Pacific (28.1,28.15] 0.9534709 0.9443414 0.9626005
silicate + phosphate Indo-Pacific (28.15,28.2] 0.5635653 0.5040368 0.6230937
silicate + phosphate Indo-Pacific (28.2, Inf] 0.4732265 0.3697667 0.5766862
silicate + phosphate_star Atlantic (-Inf,26] 0.7414276 0.6696015 0.8132537
silicate + phosphate_star Atlantic (26,26.5] 0.7968435 0.7712237 0.8224634
silicate + phosphate_star Atlantic (26.5,26.75] 0.7585430 0.7481034 0.7689826
silicate + phosphate_star Atlantic (26.75,27] 0.6278661 0.6029939 0.6527384
silicate + phosphate_star Atlantic (27,27.25] 0.7299504 0.7108049 0.7490960
silicate + phosphate_star Atlantic (27.25,27.5] 0.8705220 0.8622833 0.8787607
silicate + phosphate_star Atlantic (27.5,27.75] 0.9006601 0.8825894 0.9187307
silicate + phosphate_star Atlantic (27.75,27.85] 0.9075877 0.8734310 0.9417445
silicate + phosphate_star Atlantic (27.85,27.95] 0.8984702 0.8770919 0.9198485
silicate + phosphate_star Atlantic (27.95,28.05] 0.9266241 0.9126653 0.9405828
silicate + phosphate_star Atlantic (28.05,28.1] 0.9234628 0.9090602 0.9378654
silicate + phosphate_star Atlantic (28.1,28.15] 0.9482795 0.9273959 0.9691631
silicate + phosphate_star Atlantic (28.15,28.2] 0.9490674 0.9181351 0.9799997
silicate + phosphate_star Atlantic (28.2, Inf] 0.8620570 0.8019531 0.9221608
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7806060 0.7392284 0.8219837
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7671917 0.7198872 0.8144962
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7647259 0.6619175 0.8675343
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7378098 0.6957736 0.7798460
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3922272 0.3827017 0.4017526
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2994769 -0.3438328 -0.2551211
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5783511 -0.6648243 -0.4918779
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4806140 -0.6419875 -0.3192405
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0519069 -0.1729086 0.0690948
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3579931 0.3273653 0.3886209
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.5467243 0.5059860 0.5874626
silicate + phosphate_star Indo-Pacific (28.1,28.15] 0.2863489 0.2811236 0.2915741
silicate + phosphate_star Indo-Pacific (28.15,28.2] -0.1147993 -0.1740713 -0.0555274
silicate + phosphate_star Indo-Pacific (28.2, Inf] -0.2897454 -0.3238936 -0.2555972
temp + aou Atlantic (-Inf,26] 0.3731903 0.2419278 0.5044527
temp + aou Atlantic (26,26.5] -0.0551984 -0.1249046 0.0145079
temp + aou Atlantic (26.5,26.75] -0.3236440 -0.3346837 -0.3126043
temp + aou Atlantic (26.75,27] -0.1782173 -0.2056787 -0.1507559
temp + aou Atlantic (27,27.25] -0.1903152 -0.2029677 -0.1776627
temp + aou Atlantic (27.25,27.5] -0.1368590 -0.2256348 -0.0480832
temp + aou Atlantic (27.5,27.75] -0.2992586 -0.3339708 -0.2645463
temp + aou Atlantic (27.75,27.85] -0.3586137 -0.4496762 -0.2675511
temp + aou Atlantic (27.85,27.95] -0.2654701 -0.3542902 -0.1766500
temp + aou Atlantic (27.95,28.05] -0.5024483 -0.5073007 -0.4975958
temp + aou Atlantic (28.05,28.1] -0.4861988 -0.5645148 -0.4078828
temp + aou Atlantic (28.1,28.15] -0.6115880 -0.6879464 -0.5352297
temp + aou Atlantic (28.15,28.2] -0.5849496 -0.7605542 -0.4093449
temp + aou Atlantic (28.2, Inf] 0.4044963 0.3437710 0.4652215
temp + aou Indo-Pacific (-Inf,26] -0.2931904 -0.4017618 -0.1846190
temp + aou Indo-Pacific (26,26.5] -0.2070988 -0.3270023 -0.0871953
temp + aou Indo-Pacific (26.5,26.75] -0.0695406 -0.3642876 0.2252064
temp + aou Indo-Pacific (26.75,27] -0.2345431 -0.3695314 -0.0995549
temp + aou Indo-Pacific (27,27.25] -0.2355217 -0.2766093 -0.1944341
temp + aou Indo-Pacific (27.25,27.5] 0.0064877 -0.0320582 0.0450337
temp + aou Indo-Pacific (27.5,27.75] 0.0528680 0.0341501 0.0715859
temp + aou Indo-Pacific (27.75,27.85] -0.0187772 -0.1276628 0.0901083
temp + aou Indo-Pacific (27.85,27.95] -0.0063377 -0.0333144 0.0206390
temp + aou Indo-Pacific (27.95,28.05] 0.1070238 0.0640846 0.1499630
temp + aou Indo-Pacific (28.05,28.1] 0.2174985 0.1925067 0.2424903
temp + aou Indo-Pacific (28.1,28.15] 0.7177356 0.6493161 0.7861551
temp + aou Indo-Pacific (28.15,28.2] 0.6106877 0.5727455 0.6486299
temp + aou Indo-Pacific (28.2, Inf] 0.9110027 0.8995916 0.9224138
temp + nitrate Atlantic (-Inf,26] 0.1356423 -0.0000780 0.2713625
temp + nitrate Atlantic (26,26.5] -0.5472536 -0.5536177 -0.5408895
temp + nitrate Atlantic (26.5,26.75] -0.6166377 -0.6298606 -0.6034149
temp + nitrate Atlantic (26.75,27] -0.5355164 -0.5508790 -0.5201539
temp + nitrate Atlantic (27,27.25] -0.6370075 -0.6836556 -0.5903595
temp + nitrate Atlantic (27.25,27.5] -0.7030312 -0.7503723 -0.6556902
temp + nitrate Atlantic (27.5,27.75] -0.6562669 -0.6867449 -0.6257889
temp + nitrate Atlantic (27.75,27.85] -0.5932623 -0.6214067 -0.5651179
temp + nitrate Atlantic (27.85,27.95] -0.5044691 -0.5542804 -0.4546579
temp + nitrate Atlantic (27.95,28.05] -0.6688972 -0.6822731 -0.6555212
temp + nitrate Atlantic (28.05,28.1] -0.6873578 -0.7357034 -0.6390122
temp + nitrate Atlantic (28.1,28.15] -0.7423717 -0.7712034 -0.7135400
temp + nitrate Atlantic (28.15,28.2] -0.6933683 -0.7867192 -0.6000173
temp + nitrate Atlantic (28.2, Inf] 0.0040078 -0.0915750 0.0995907
temp + nitrate Indo-Pacific (-Inf,26] -0.5953108 -0.6601948 -0.5304268
temp + nitrate Indo-Pacific (26,26.5] -0.5321386 -0.6338059 -0.4304713
temp + nitrate Indo-Pacific (26.5,26.75] -0.3849875 -0.6419457 -0.1280293
temp + nitrate Indo-Pacific (26.75,27] -0.5013305 -0.6202408 -0.3824202
temp + nitrate Indo-Pacific (27,27.25] -0.4186910 -0.4369453 -0.4004367
temp + nitrate Indo-Pacific (27.25,27.5] -0.1214090 -0.1379951 -0.1048229
temp + nitrate Indo-Pacific (27.5,27.75] -0.0285655 -0.0856376 0.0285066
temp + nitrate Indo-Pacific (27.75,27.85] -0.0832499 -0.2320891 0.0655893
temp + nitrate Indo-Pacific (27.85,27.95] -0.0906170 -0.1671717 -0.0140623
temp + nitrate Indo-Pacific (27.95,28.05] -0.0524019 -0.1248855 0.0200817
temp + nitrate Indo-Pacific (28.05,28.1] 0.0285068 -0.0477634 0.1047771
temp + nitrate Indo-Pacific (28.1,28.15] 0.5123451 0.3850325 0.6396576
temp + nitrate Indo-Pacific (28.15,28.2] 0.1163653 0.1006067 0.1321239
temp + nitrate Indo-Pacific (28.2, Inf] 0.2420125 0.1903504 0.2936745
temp + phosphate Atlantic (-Inf,26] -0.4822017 -0.5202193 -0.4441842
temp + phosphate Atlantic (26,26.5] -0.8158603 -0.8503875 -0.7813332
temp + phosphate Atlantic (26.5,26.75] -0.7697684 -0.7760656 -0.7634712
temp + phosphate Atlantic (26.75,27] -0.6612203 -0.6776238 -0.6448168
temp + phosphate Atlantic (27,27.25] -0.7150800 -0.7474372 -0.6827228
temp + phosphate Atlantic (27.25,27.5] -0.7629721 -0.7933609 -0.7325833
temp + phosphate Atlantic (27.5,27.75] -0.7039285 -0.7311765 -0.6766806
temp + phosphate Atlantic (27.75,27.85] -0.6310091 -0.6594019 -0.6026163
temp + phosphate Atlantic (27.85,27.95] -0.5211506 -0.5801654 -0.4621358
temp + phosphate Atlantic (27.95,28.05] -0.6825714 -0.7018551 -0.6632878
temp + phosphate Atlantic (28.05,28.1] -0.7050551 -0.7547339 -0.6553763
temp + phosphate Atlantic (28.1,28.15] -0.7606126 -0.7919647 -0.7292606
temp + phosphate Atlantic (28.15,28.2] -0.7038280 -0.7953246 -0.6123315
temp + phosphate Atlantic (28.2, Inf] -0.0119003 -0.1092905 0.0854899
temp + phosphate Indo-Pacific (-Inf,26] -0.4980925 -0.5847285 -0.4114564
temp + phosphate Indo-Pacific (26,26.5] -0.4578924 -0.5668374 -0.3489473
temp + phosphate Indo-Pacific (26.5,26.75] -0.3461055 -0.6073111 -0.0848998
temp + phosphate Indo-Pacific (26.75,27] -0.5068600 -0.6234102 -0.3903098
temp + phosphate Indo-Pacific (27,27.25] -0.4117444 -0.4227417 -0.4007472
temp + phosphate Indo-Pacific (27.25,27.5] -0.0940691 -0.1064199 -0.0817184
temp + phosphate Indo-Pacific (27.5,27.75] 0.0203280 -0.0306920 0.0713480
temp + phosphate Indo-Pacific (27.75,27.85] -0.0405798 -0.1725012 0.0913415
temp + phosphate Indo-Pacific (27.85,27.95] -0.0705114 -0.1380926 -0.0029301
temp + phosphate Indo-Pacific (27.95,28.05] -0.0476856 -0.1132137 0.0178424
temp + phosphate Indo-Pacific (28.05,28.1] 0.0352729 -0.0303277 0.1008735
temp + phosphate Indo-Pacific (28.1,28.15] 0.5061648 0.3937549 0.6185747
temp + phosphate Indo-Pacific (28.15,28.2] 0.0393570 -0.0824933 0.1612073
temp + phosphate Indo-Pacific (28.2, Inf] 0.1556781 -0.0508406 0.3621969
temp + phosphate_star Atlantic (-Inf,26] -0.8613349 -0.8768794 -0.8457905
temp + phosphate_star Atlantic (26,26.5] -0.9702145 -0.9783360 -0.9620930
temp + phosphate_star Atlantic (26.5,26.75] -0.9757916 -0.9848162 -0.9667671
temp + phosphate_star Atlantic (26.75,27] -0.9807834 -0.9898147 -0.9717522
temp + phosphate_star Atlantic (27,27.25] -0.9810099 -0.9846087 -0.9774112
temp + phosphate_star Atlantic (27.25,27.5] -0.9715246 -0.9715937 -0.9714555
temp + phosphate_star Atlantic (27.5,27.75] -0.9092179 -0.9199416 -0.8984942
temp + phosphate_star Atlantic (27.75,27.85] -0.8706372 -0.8748933 -0.8663812
temp + phosphate_star Atlantic (27.85,27.95] -0.8196480 -0.8500762 -0.7892198
temp + phosphate_star Atlantic (27.95,28.05] -0.8426990 -0.8673445 -0.8180534
temp + phosphate_star Atlantic (28.05,28.1] -0.8623556 -0.8869600 -0.8377511
temp + phosphate_star Atlantic (28.1,28.15] -0.8699404 -0.8760751 -0.8638057
temp + phosphate_star Atlantic (28.15,28.2] -0.8033118 -0.8319681 -0.7746555
temp + phosphate_star Atlantic (28.2, Inf] -0.3341595 -0.5319350 -0.1363839
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8117225 -0.8398894 -0.7835555
temp + phosphate_star Indo-Pacific (26,26.5] -0.8603952 -0.8964111 -0.8243793
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8920311 -0.9327953 -0.8512669
temp + phosphate_star Indo-Pacific (26.75,27] -0.9501692 -0.9598219 -0.9405164
temp + phosphate_star Indo-Pacific (27,27.25] -0.9156917 -0.9321448 -0.8992386
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.6941772 -0.7692227 -0.6191317
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.4799901 -0.5732632 -0.3867170
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.4269923 -0.4721439 -0.3818407
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.5932125 -0.7157332 -0.4706919
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7461168 -0.7671497 -0.7250839
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.5687157 -0.6727841 -0.4646473
temp + phosphate_star Indo-Pacific (28.1,28.15] -0.3836837 -0.4714299 -0.2959375
temp + phosphate_star Indo-Pacific (28.15,28.2] -0.6403350 -0.7113647 -0.5693054
temp + phosphate_star Indo-Pacific (28.2, Inf] -0.8804050 -0.8898702 -0.8709397
temp + silicate Atlantic (-Inf,26] -0.6779773 -0.7546686 -0.6012859
temp + silicate Atlantic (26,26.5] -0.7448305 -0.7496846 -0.7399765
temp + silicate Atlantic (26.5,26.75] -0.7053727 -0.7184731 -0.6922723
temp + silicate Atlantic (26.75,27] -0.5782906 -0.5791819 -0.5773993
temp + silicate Atlantic (27,27.25] -0.6946210 -0.7120872 -0.6771549
temp + silicate Atlantic (27.25,27.5] -0.8357780 -0.8441690 -0.8273871
temp + silicate Atlantic (27.5,27.75] -0.7566929 -0.8074283 -0.7059574
temp + silicate Atlantic (27.75,27.85] -0.6866470 -0.7383083 -0.6349857
temp + silicate Atlantic (27.85,27.95] -0.6260857 -0.6811970 -0.5709745
temp + silicate Atlantic (27.95,28.05] -0.7432533 -0.7619004 -0.7246062
temp + silicate Atlantic (28.05,28.1] -0.6975323 -0.7530707 -0.6419938
temp + silicate Atlantic (28.1,28.15] -0.7398712 -0.7926313 -0.6871110
temp + silicate Atlantic (28.15,28.2] -0.6441868 -0.7642670 -0.5241066
temp + silicate Atlantic (28.2, Inf] 0.0466542 -0.0501370 0.1434455
temp + silicate Indo-Pacific (-Inf,26] -0.6566206 -0.7024722 -0.6107690
temp + silicate Indo-Pacific (26,26.5] -0.6756262 -0.7197963 -0.6314562
temp + silicate Indo-Pacific (26.5,26.75] -0.7130013 -0.8170112 -0.6089913
temp + silicate Indo-Pacific (26.75,27] -0.7286319 -0.7581542 -0.6991096
temp + silicate Indo-Pacific (27,27.25] -0.5619851 -0.6105998 -0.5133704
temp + silicate Indo-Pacific (27.25,27.5] -0.2903514 -0.3543674 -0.2263355
temp + silicate Indo-Pacific (27.5,27.75] -0.1851901 -0.2015845 -0.1687958
temp + silicate Indo-Pacific (27.75,27.85] -0.1255235 -0.2236833 -0.0273637
temp + silicate Indo-Pacific (27.85,27.95] -0.1333637 -0.1843346 -0.0823929
temp + silicate Indo-Pacific (27.95,28.05] -0.0777182 -0.1318035 -0.0236328
temp + silicate Indo-Pacific (28.05,28.1] 0.1026762 0.0533973 0.1519550
temp + silicate Indo-Pacific (28.1,28.15] 0.6262774 0.5362321 0.7163227
temp + silicate Indo-Pacific (28.15,28.2] 0.3935725 0.3158560 0.4712890
temp + silicate Indo-Pacific (28.2, Inf] 0.4344839 0.3434497 0.5255180 
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
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
predictor basin gamma_slab mean_r min_r max_r
aou Atlantic (-Inf,26] 0.4884374 0.3979719 0.5789030
aou Atlantic (26,26.5] 0.2161047 -0.0163129 0.4485224
aou Atlantic (26.5,26.75] -0.2903936 -0.4333607 -0.1474264
aou Atlantic (26.75,27] -0.3270839 -0.3362188 -0.3179489
aou Atlantic (27,27.25] -0.4630895 -0.4740884 -0.4520905
aou Atlantic (27.25,27.5] -0.4854250 -0.5346071 -0.4362429
aou Atlantic (27.5,27.75] -0.7670016 -0.7943687 -0.7396345
aou Atlantic (27.75,27.85] -0.8879186 -0.9320999 -0.8437373
aou Atlantic (27.85,27.95] -0.9011897 -0.9347290 -0.8676504
aou Atlantic (27.95,28.05] -0.8451097 -0.8659661 -0.8242534
aou Atlantic (28.05,28.1] -0.8121060 -0.8335458 -0.7906663
aou Atlantic (28.1,28.15] -0.8346511 -0.8608524 -0.8084498
aou Atlantic (28.15,28.2] -0.9393776 -0.9658426 -0.9129127
aou Atlantic (28.2, Inf] -0.6932490 -0.8557660 -0.5307320
aou Indo-Pacific (-Inf,26] -0.0808998 -0.1558241 -0.0059756
aou Indo-Pacific (26,26.5] -0.7285980 -0.7337090 -0.7234869
aou Indo-Pacific (26.5,26.75] -0.7194186 -0.7571593 -0.6816780
aou Indo-Pacific (26.75,27] -0.7175109 -0.7319516 -0.7030702
aou Indo-Pacific (27,27.25] 0.0705746 0.0662807 0.0748685
aou Indo-Pacific (27.25,27.5] 0.6128549 0.6056125 0.6200973
aou Indo-Pacific (27.5,27.75] 0.7516725 0.7443917 0.7589533
aou Indo-Pacific (27.75,27.85] 0.8099922 0.8082109 0.8117734
aou Indo-Pacific (27.85,27.95] 0.7588740 0.7365632 0.7811849
aou Indo-Pacific (27.95,28.05] 0.5334901 0.4497872 0.6171929
aou Indo-Pacific (28.05,28.1] 0.2399299 0.1512077 0.3286521
aou Indo-Pacific (28.1,28.15] 0.1661520 0.0147475 0.3175565
aou Indo-Pacific (28.15,28.2] 0.0948621 0.0178419 0.1718823
aou Indo-Pacific (28.2, Inf] 0.1589787 0.0780893 0.2398682
nitrate Atlantic (-Inf,26] 0.2690662 0.1608344 0.3772979
nitrate Atlantic (26,26.5] -0.2515035 -0.4241733 -0.0788338
nitrate Atlantic (26.5,26.75] -0.5498338 -0.6861315 -0.4135361
nitrate Atlantic (26.75,27] -0.6313558 -0.6393545 -0.6233572
nitrate Atlantic (27,27.25] -0.8131928 -0.8465296 -0.7798560
nitrate Atlantic (27.25,27.5] -0.9153654 -0.9277689 -0.9029620
nitrate Atlantic (27.5,27.75] -0.9640749 -0.9747169 -0.9534328
nitrate Atlantic (27.75,27.85] -0.9536181 -0.9635630 -0.9436733
nitrate Atlantic (27.85,27.95] -0.9160746 -0.9363419 -0.8958073
nitrate Atlantic (27.95,28.05] -0.8806182 -0.9017454 -0.8594910
nitrate Atlantic (28.05,28.1] -0.8571293 -0.8735260 -0.8407325
nitrate Atlantic (28.1,28.15] -0.8770743 -0.8900663 -0.8640822
nitrate Atlantic (28.15,28.2] -0.9791095 -0.9829351 -0.9752839
nitrate Atlantic (28.2, Inf] -0.9534161 -0.9815032 -0.9253291
nitrate Indo-Pacific (-Inf,26] -0.1037849 -0.1857132 -0.0218566
nitrate Indo-Pacific (26,26.5] -0.8311773 -0.8358155 -0.8265390
nitrate Indo-Pacific (26.5,26.75] -0.8334565 -0.8770326 -0.7898804
nitrate Indo-Pacific (26.75,27] -0.8321053 -0.8416451 -0.8225655
nitrate Indo-Pacific (27,27.25] -0.0041841 -0.0486217 0.0402535
nitrate Indo-Pacific (27.25,27.5] 0.5471573 0.5432452 0.5510694
nitrate Indo-Pacific (27.5,27.75] 0.6834330 0.6781525 0.6887134
nitrate Indo-Pacific (27.75,27.85] 0.7675582 0.7659401 0.7691762
nitrate Indo-Pacific (27.85,27.95] 0.7050175 0.6697758 0.7402592
nitrate Indo-Pacific (27.95,28.05] 0.4545365 0.3451193 0.5639536
nitrate Indo-Pacific (28.05,28.1] 0.1648212 0.0369029 0.2927394
nitrate Indo-Pacific (28.1,28.15] 0.0589955 -0.1573201 0.2753111
nitrate Indo-Pacific (28.15,28.2] -0.0929310 -0.1758507 -0.0100113
nitrate Indo-Pacific (28.2, Inf] -0.3510921 -0.3792516 -0.3229326
phosphate Atlantic (-Inf,26] -0.0498477 -0.1333627 0.0336674
phosphate Atlantic (26,26.5] -0.5098390 -0.6588559 -0.3608220
phosphate Atlantic (26.5,26.75] -0.6730640 -0.7880678 -0.5580601
phosphate Atlantic (26.75,27] -0.7428428 -0.7448795 -0.7408061
phosphate Atlantic (27,27.25] -0.8772050 -0.8999857 -0.8544243
phosphate Atlantic (27.25,27.5] -0.9477318 -0.9549319 -0.9405317
phosphate Atlantic (27.5,27.75] -0.9782544 -0.9831521 -0.9733567
phosphate Atlantic (27.75,27.85] -0.9657331 -0.9665482 -0.9649180
phosphate Atlantic (27.85,27.95] -0.9326811 -0.9393309 -0.9260312
phosphate Atlantic (27.95,28.05] -0.8948401 -0.9048989 -0.8847812
phosphate Atlantic (28.05,28.1] -0.8700268 -0.8794427 -0.8606108
phosphate Atlantic (28.1,28.15] -0.8799599 -0.8887281 -0.8711917
phosphate Atlantic (28.15,28.2] -0.9822747 -0.9844351 -0.9801142
phosphate Atlantic (28.2, Inf] -0.9618859 -0.9867485 -0.9370234
phosphate Indo-Pacific (-Inf,26] -0.0981799 -0.1866128 -0.0097470
phosphate Indo-Pacific (26,26.5] -0.8495111 -0.8562509 -0.8427712
phosphate Indo-Pacific (26.5,26.75] -0.8662053 -0.8943798 -0.8380308
phosphate Indo-Pacific (26.75,27] -0.8466170 -0.8534320 -0.8398021
phosphate Indo-Pacific (27,27.25] -0.0206874 -0.0630606 0.0216858
phosphate Indo-Pacific (27.25,27.5] 0.5346086 0.5238163 0.5454008
phosphate Indo-Pacific (27.5,27.75] 0.6614276 0.6468591 0.6759961
phosphate Indo-Pacific (27.75,27.85] 0.7359011 0.7352082 0.7365939
phosphate Indo-Pacific (27.85,27.95] 0.6750723 0.6371622 0.7129824
phosphate Indo-Pacific (27.95,28.05] 0.4109684 0.2897129 0.5322240
phosphate Indo-Pacific (28.05,28.1] 0.0958008 -0.0415735 0.2331750
phosphate Indo-Pacific (28.1,28.15] -0.0344435 -0.2548811 0.1859941
phosphate Indo-Pacific (28.15,28.2] -0.4741449 -0.5384027 -0.4098872
phosphate Indo-Pacific (28.2, Inf] -0.6989731 -0.7622186 -0.6357276
phosphate_star Atlantic (-Inf,26] -0.3826702 -0.4745399 -0.2908006
phosphate_star Atlantic (26,26.5] -0.7304876 -0.8397317 -0.6212435
phosphate_star Atlantic (26.5,26.75] -0.8117753 -0.8963088 -0.7272418
phosphate_star Atlantic (26.75,27] -0.9226285 -0.9462813 -0.8989757
phosphate_star Atlantic (27,27.25] -0.9381843 -0.9385521 -0.9378165
phosphate_star Atlantic (27.25,27.5] -0.9328157 -0.9474886 -0.9181427
phosphate_star Atlantic (27.5,27.75] -0.9089745 -0.9134051 -0.9045439
phosphate_star Atlantic (27.75,27.85] -0.8627357 -0.8632432 -0.8622283
phosphate_star Atlantic (27.85,27.95] -0.7672404 -0.7694921 -0.7649886
phosphate_star Atlantic (27.95,28.05] -0.8292928 -0.8333793 -0.8252064
phosphate_star Atlantic (28.05,28.1] -0.8241883 -0.8333269 -0.8150497
phosphate_star Atlantic (28.1,28.15] -0.8546221 -0.8642349 -0.8450092
phosphate_star Atlantic (28.15,28.2] -0.9728714 -0.9792651 -0.9664778
phosphate_star Atlantic (28.2, Inf] -0.9525204 -0.9758130 -0.9292279
phosphate_star Indo-Pacific (-Inf,26] 0.0288373 -0.0433470 0.1010216
phosphate_star Indo-Pacific (26,26.5] -0.8265016 -0.8545624 -0.7984408
phosphate_star Indo-Pacific (26.5,26.75] -0.7829471 -0.8948137 -0.6710804
phosphate_star Indo-Pacific (26.75,27] -0.7172488 -0.8365393 -0.5979583
phosphate_star Indo-Pacific (27,27.25] -0.2077580 -0.3797640 -0.0357521
phosphate_star Indo-Pacific (27.25,27.5] -0.3441643 -0.3465531 -0.3417754
phosphate_star Indo-Pacific (27.5,27.75] -0.6015350 -0.6533139 -0.5497561
phosphate_star Indo-Pacific (27.75,27.85] -0.6141488 -0.7023414 -0.5259562
phosphate_star Indo-Pacific (27.85,27.95] -0.3966489 -0.4550572 -0.3382406
phosphate_star Indo-Pacific (27.95,28.05] -0.2487884 -0.3498397 -0.1477371
phosphate_star Indo-Pacific (28.05,28.1] -0.3019300 -0.4745236 -0.1293365
phosphate_star Indo-Pacific (28.1,28.15] -0.4316073 -0.6037043 -0.2595103
phosphate_star Indo-Pacific (28.15,28.2] -0.5617089 -0.5993170 -0.5241009
phosphate_star Indo-Pacific (28.2, Inf] -0.4655011 -0.5128430 -0.4181592
sal Atlantic (-Inf,26] 0.3233491 0.1892094 0.4574888
sal Atlantic (26,26.5] 0.6710717 0.5276166 0.8145268
sal Atlantic (26.5,26.75] 0.7425652 0.6178520 0.8672783
sal Atlantic (26.75,27] 0.8891200 0.8537113 0.9245287
sal Atlantic (27,27.25] 0.9124468 0.9103684 0.9145252
sal Atlantic (27.25,27.5] 0.8862635 0.8679818 0.9045453
sal Atlantic (27.5,27.75] 0.7506505 0.7214584 0.7798426
sal Atlantic (27.75,27.85] 0.5862305 0.5846489 0.5878120
sal Atlantic (27.85,27.95] 0.3672182 0.3293162 0.4051202
sal Atlantic (27.95,28.05] 0.5507863 0.5187832 0.5827894
sal Atlantic (28.05,28.1] 0.6140071 0.5823662 0.6456480
sal Atlantic (28.1,28.15] 0.7164159 0.7042541 0.7285777
sal Atlantic (28.15,28.2] 0.9104144 0.8977404 0.9230883
sal Atlantic (28.2, Inf] 0.9300716 0.9019656 0.9581777
sal Indo-Pacific (-Inf,26] -0.0064765 -0.0803191 0.0673660
sal Indo-Pacific (26,26.5] 0.5010129 0.3599381 0.6420877
sal Indo-Pacific (26.5,26.75] 0.5000392 0.2523923 0.7476861
sal Indo-Pacific (26.75,27] 0.4938260 0.3143605 0.6732915
sal Indo-Pacific (27,27.25] -0.2469162 -0.4504558 -0.0433767
sal Indo-Pacific (27.25,27.5] -0.4116004 -0.5270050 -0.2961958
sal Indo-Pacific (27.5,27.75] -0.2836780 -0.3503411 -0.2170149
sal Indo-Pacific (27.75,27.85] -0.3718213 -0.3730062 -0.3706365
sal Indo-Pacific (27.85,27.95] -0.3217338 -0.3822087 -0.2612590
sal Indo-Pacific (27.95,28.05] -0.0921409 -0.2031164 0.0188346
sal Indo-Pacific (28.05,28.1] 0.0407044 -0.1289328 0.2103416
sal Indo-Pacific (28.1,28.15] 0.1417233 -0.0252510 0.3086976
sal Indo-Pacific (28.15,28.2] 0.1626171 0.1404759 0.1847582
sal Indo-Pacific (28.2, Inf] 0.2200010 0.1373476 0.3026545
silicate Atlantic (-Inf,26] -0.0607896 -0.0752783 -0.0463009
silicate Atlantic (26,26.5] -0.4767127 -0.6391060 -0.3143195
silicate Atlantic (26.5,26.75] -0.5816160 -0.7355344 -0.4276977
silicate Atlantic (26.75,27] -0.6608329 -0.6652390 -0.6564269
silicate Atlantic (27,27.25] -0.8405861 -0.8487448 -0.8324274
silicate Atlantic (27.25,27.5] -0.9073887 -0.9138765 -0.9009009
silicate Atlantic (27.5,27.75] -0.8768218 -0.8859080 -0.8677356
silicate Atlantic (27.75,27.85] -0.8854237 -0.8893714 -0.8814761
silicate Atlantic (27.85,27.95] -0.8565830 -0.8642511 -0.8489149
silicate Atlantic (27.95,28.05] -0.8372716 -0.8488694 -0.8256738
silicate Atlantic (28.05,28.1] -0.8314409 -0.8433746 -0.8195072
silicate Atlantic (28.1,28.15] -0.8581792 -0.8716343 -0.8447241
silicate Atlantic (28.15,28.2] -0.9659782 -0.9775591 -0.9543974
silicate Atlantic (28.2, Inf] -0.9206306 -0.9621889 -0.8790723
silicate Indo-Pacific (-Inf,26] -0.1198963 -0.1996914 -0.0401011
silicate Indo-Pacific (26,26.5] -0.7170023 -0.7645828 -0.6694218
silicate Indo-Pacific (26.5,26.75] -0.6701713 -0.8020255 -0.5383172
silicate Indo-Pacific (26.75,27] -0.6176010 -0.7075657 -0.5276363
silicate Indo-Pacific (27,27.25] 0.2797964 0.1804538 0.3791391
silicate Indo-Pacific (27.25,27.5] 0.7959963 0.7704190 0.8215737
silicate Indo-Pacific (27.5,27.75] 0.8627372 0.8463587 0.8791158
silicate Indo-Pacific (27.75,27.85] 0.8345211 0.8216018 0.8474403
silicate Indo-Pacific (27.85,27.95] 0.7452848 0.7134662 0.7771034
silicate Indo-Pacific (27.95,28.05] 0.5006453 0.4032759 0.5980147
silicate Indo-Pacific (28.05,28.1] 0.1897265 0.0886396 0.2908134
silicate Indo-Pacific (28.1,28.15] 0.1239750 -0.0567556 0.3047056
silicate Indo-Pacific (28.15,28.2] 0.0269502 -0.0296681 0.0835686
silicate Indo-Pacific (28.2, Inf] -0.2257810 -0.2721824 -0.1793797
temp Atlantic (-Inf,26] 0.1435262 0.0654617 0.2215906
temp Atlantic (26,26.5] 0.6563859 0.5491111 0.7636607
temp Atlantic (26.5,26.75] 0.7264093 0.5907026 0.8621161
temp Atlantic (26.75,27] 0.8656034 0.8145473 0.9166596
temp Atlantic (27,27.25] 0.8850851 0.8794032 0.8907670
temp Atlantic (27.25,27.5] 0.8620988 0.8430957 0.8811020
temp Atlantic (27.5,27.75] 0.7160486 0.6990174 0.7330798
temp Atlantic (27.75,27.85] 0.5865115 0.5839042 0.5891188
temp Atlantic (27.85,27.95] 0.3812089 0.3454195 0.4169984
temp Atlantic (27.95,28.05] 0.5207212 0.5031077 0.5383348
temp Atlantic (28.05,28.1] 0.5213467 0.4861796 0.5565138
temp Atlantic (28.1,28.15] 0.5651313 0.5546700 0.5755926
temp Atlantic (28.15,28.2] 0.6709349 0.6151085 0.7267613
temp Atlantic (28.2, Inf] 0.1300747 -0.0100362 0.2701857
temp Indo-Pacific (-Inf,26] -0.3391081 -0.3760712 -0.3021449
temp Indo-Pacific (26,26.5] 0.5323024 0.4395967 0.6250080
temp Indo-Pacific (26.5,26.75] 0.4999193 0.2712838 0.7285548
temp Indo-Pacific (26.75,27] 0.5266713 0.3564516 0.6968910
temp Indo-Pacific (27,27.25] -0.1142015 -0.3251900 0.0967869
temp Indo-Pacific (27.25,27.5] -0.3736529 -0.4773262 -0.2699795
temp Indo-Pacific (27.5,27.75] -0.3300306 -0.3682821 -0.2917791
temp Indo-Pacific (27.75,27.85] -0.2815378 -0.3320640 -0.2310116
temp Indo-Pacific (27.85,27.95] -0.1922708 -0.2145505 -0.1699911
temp Indo-Pacific (27.95,28.05] 0.0376187 0.0085757 0.0666616
temp Indo-Pacific (28.05,28.1] 0.1703752 0.1083003 0.2324502
temp Indo-Pacific (28.1,28.15] 0.2212052 0.1242413 0.3181691
temp Indo-Pacific (28.15,28.2] 0.1829472 0.0577962 0.3080982
temp Indo-Pacific (28.2, Inf] 0.1649211 0.0868601 0.2429821 
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_1.0.5      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_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1