Last updated: 2021-03-16

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1 Required data

Required are:

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

  • property-property plots and
  • calculated correlation coefficients.

2.1 Correlation plots

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

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

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

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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
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
pair basin gamma_slab mean_r min_r max_r
aou + phosphate Atlantic (-Inf,26] 0.9495776 0.9311249 0.9770389
aou + phosphate Atlantic (26,26.5] 0.8795483 0.8641158 0.8891349
aou + phosphate Atlantic (26.5,26.75] 0.9209682 0.8781664 0.9590293
aou + phosphate Atlantic (26.75,27] 0.9530892 0.9416582 0.9623058
aou + phosphate Atlantic (27,27.25] 0.9201483 0.8950677 0.9327992
aou + phosphate Atlantic (27.25,27.5] 0.8898813 0.8712224 0.9037710
aou + phosphate Atlantic (27.5,27.75] 0.7781345 0.7075127 0.8271443
aou + phosphate Atlantic (27.75,27.85] 0.6230223 0.4865897 0.7010932
aou + phosphate Atlantic (27.85,27.95] 0.6484146 0.5450570 0.7194343
aou + phosphate Atlantic (27.95,28.05] 0.7851442 0.7273213 0.8650561
aou + phosphate Atlantic (28.05,28.1] 0.9333881 0.9135223 0.9556186
aou + phosphate Atlantic (28.1,28.15] 0.9690831 0.9675981 0.9712385
aou + phosphate Atlantic (28.15,28.2] 0.9781993 0.9662965 0.9871113
aou + phosphate Atlantic (28.2, Inf] 0.9198005 0.8491247 0.9591738
aou + phosphate Indo-Pacific (-Inf,26] 0.9505060 0.9434815 0.9550804
aou + phosphate Indo-Pacific (26,26.5] 0.9573626 0.9523467 0.9611814
aou + phosphate Indo-Pacific (26.5,26.75] 0.9639178 0.9558169 0.9735516
aou + phosphate Indo-Pacific (26.75,27] 0.9642192 0.9460422 0.9738897
aou + phosphate Indo-Pacific (27,27.25] 0.9724995 0.9548140 0.9838376
aou + phosphate Indo-Pacific (27.25,27.5] 0.9789722 0.9737972 0.9863317
aou + phosphate Indo-Pacific (27.5,27.75] 0.9837801 0.9779085 0.9896437
aou + phosphate Indo-Pacific (27.75,27.85] 0.9920432 0.9895319 0.9939074
aou + phosphate Indo-Pacific (27.85,27.95] 0.9941005 0.9934184 0.9947817
aou + phosphate Indo-Pacific (27.95,28.05] 0.9958955 0.9950736 0.9970570
aou + phosphate Indo-Pacific (28.05,28.1] 0.9950322 0.9936906 0.9963544
aou + phosphate Indo-Pacific (28.1, Inf] 0.9880854 0.9819307 0.9932366
aou + phosphate_star Atlantic (-Inf,26] 0.3205817 0.0304295 0.4950508
aou + phosphate_star Atlantic (26,26.5] 0.3511740 0.2254837 0.4706675
aou + phosphate_star Atlantic (26.5,26.75] 0.2602703 -0.0254158 0.7333022
aou + phosphate_star Atlantic (26.75,27] 0.0018758 -0.2089787 0.2040249
aou + phosphate_star Atlantic (27,27.25] 0.0323447 -0.0298314 0.0634991
aou + phosphate_star Atlantic (27.25,27.5] 0.0272760 -0.0672626 0.1249880
aou + phosphate_star Atlantic (27.5,27.75] 0.1569674 0.0807240 0.2217180
aou + phosphate_star Atlantic (27.75,27.85] 0.1686297 0.0179441 0.2615514
aou + phosphate_star Atlantic (27.85,27.95] 0.2891381 0.1817482 0.3578350
aou + phosphate_star Atlantic (27.95,28.05] 0.5529538 0.4912032 0.6577407
aou + phosphate_star Atlantic (28.05,28.1] 0.8329438 0.7784434 0.8768221
aou + phosphate_star Atlantic (28.1,28.15] 0.9098667 0.9055631 0.9135960
aou + phosphate_star Atlantic (28.15,28.2] 0.9289573 0.8956192 0.9499173
aou + phosphate_star Atlantic (28.2, Inf] 0.8413101 0.7339261 0.8965124
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5125438 0.4224024 0.5753585
aou + phosphate_star Indo-Pacific (26,26.5] 0.4520177 0.3588239 0.5134305
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4277102 0.3093288 0.6015350
aou + phosphate_star Indo-Pacific (26.75,27] 0.6061510 0.5213314 0.6684277
aou + phosphate_star Indo-Pacific (27,27.25] 0.6626909 0.5713442 0.7501535
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.4637840 0.3175790 0.5535621
aou + phosphate_star Indo-Pacific (27.5,27.75] 0.0482481 -0.0609437 0.1109817
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.2442057 -0.2619232 -0.2344243
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.3217159 -0.4134166 -0.1811044
aou + phosphate_star Indo-Pacific (27.95,28.05] -0.3047144 -0.4776268 -0.1196498
aou + phosphate_star Indo-Pacific (28.05,28.1] -0.1846464 -0.3288822 -0.0489817
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.4270214 -0.4926627 -0.3146406
aou + silicate Atlantic (-Inf,26] 0.1073023 -0.2636648 0.3705651
aou + silicate Atlantic (26,26.5] 0.3669687 0.2891632 0.4343570
aou + silicate Atlantic (26.5,26.75] 0.5932365 0.5660009 0.6329900
aou + silicate Atlantic (26.75,27] 0.7894161 0.7565828 0.8524972
aou + silicate Atlantic (27,27.25] 0.6317629 0.5982123 0.6703664
aou + silicate Atlantic (27.25,27.5] 0.6217997 0.5714547 0.6625685
aou + silicate Atlantic (27.5,27.75] 0.5076300 0.4426436 0.5845854
aou + silicate Atlantic (27.75,27.85] 0.3508056 0.2784363 0.4071925
aou + silicate Atlantic (27.85,27.95] 0.4141986 0.3827379 0.4407385
aou + silicate Atlantic (27.95,28.05] 0.6280104 0.5959360 0.6486929
aou + silicate Atlantic (28.05,28.1] 0.8726372 0.8381956 0.9024636
aou + silicate Atlantic (28.1,28.15] 0.9430679 0.9345240 0.9549598
aou + silicate Atlantic (28.15,28.2] 0.9501252 0.9371634 0.9675778
aou + silicate Atlantic (28.2, Inf] 0.7020437 0.4956644 0.8576165
aou + silicate Indo-Pacific (-Inf,26] 0.8000585 0.7456729 0.8687568
aou + silicate Indo-Pacific (26,26.5] 0.7945219 0.7748411 0.8059744
aou + silicate Indo-Pacific (26.5,26.75] 0.7786235 0.7476745 0.8215173
aou + silicate Indo-Pacific (26.75,27] 0.8619764 0.8367098 0.8931859
aou + silicate Indo-Pacific (27,27.25] 0.9092435 0.8889162 0.9416878
aou + silicate Indo-Pacific (27.25,27.5] 0.9296130 0.9067258 0.9569611
aou + silicate Indo-Pacific (27.5,27.75] 0.9428109 0.9303048 0.9637048
aou + silicate Indo-Pacific (27.75,27.85] 0.9662250 0.9605325 0.9761411
aou + silicate Indo-Pacific (27.85,27.95] 0.9748810 0.9674024 0.9803019
aou + silicate Indo-Pacific (27.95,28.05] 0.9825466 0.9746694 0.9867235
aou + silicate Indo-Pacific (28.05,28.1] 0.9903910 0.9864149 0.9935907
aou + silicate Indo-Pacific (28.1, Inf] 0.8652916 0.8337912 0.8840037
oxygen + aou Atlantic (-Inf,26] -0.9301684 -0.9610167 -0.9134181
oxygen + aou Atlantic (26,26.5] -0.9524016 -0.9607286 -0.9449097
oxygen + aou Atlantic (26.5,26.75] -0.9841361 -0.9866506 -0.9818596
oxygen + aou Atlantic (26.75,27] -0.9913430 -0.9929823 -0.9882184
oxygen + aou Atlantic (27,27.25] -0.9916414 -0.9941566 -0.9870514
oxygen + aou Atlantic (27.25,27.5] -0.9793826 -0.9861213 -0.9706474
oxygen + aou Atlantic (27.5,27.75] -0.9723146 -0.9810518 -0.9594496
oxygen + aou Atlantic (27.75,27.85] -0.9723385 -0.9799979 -0.9601234
oxygen + aou Atlantic (27.85,27.95] -0.9479427 -0.9641679 -0.9266280
oxygen + aou Atlantic (27.95,28.05] -0.9056962 -0.9492267 -0.8716401
oxygen + aou Atlantic (28.05,28.1] -0.9333784 -0.9705005 -0.9030746
oxygen + aou Atlantic (28.1,28.15] -0.9631462 -0.9798463 -0.9530801
oxygen + aou Atlantic (28.15,28.2] -0.9791743 -0.9849737 -0.9761387
oxygen + aou Atlantic (28.2, Inf] -0.9208981 -0.9700599 -0.8661974
oxygen + aou Indo-Pacific (-Inf,26] -0.9450443 -0.9543087 -0.9291379
oxygen + aou Indo-Pacific (26,26.5] -0.9713592 -0.9836209 -0.9570516
oxygen + aou Indo-Pacific (26.5,26.75] -0.9811394 -0.9834037 -0.9789669
oxygen + aou Indo-Pacific (26.75,27] -0.9739568 -0.9840245 -0.9655431
oxygen + aou Indo-Pacific (27,27.25] -0.9849426 -0.9874562 -0.9811845
oxygen + aou Indo-Pacific (27.25,27.5] -0.9941863 -0.9959961 -0.9929636
oxygen + aou Indo-Pacific (27.5,27.75] -0.9963127 -0.9974537 -0.9953761
oxygen + aou Indo-Pacific (27.75,27.85] -0.9977583 -0.9983161 -0.9973627
oxygen + aou Indo-Pacific (27.85,27.95] -0.9981099 -0.9984428 -0.9979323
oxygen + aou Indo-Pacific (27.95,28.05] -0.9987294 -0.9993156 -0.9979822
oxygen + aou Indo-Pacific (28.05,28.1] -0.9988871 -0.9994166 -0.9981000
oxygen + aou Indo-Pacific (28.1, Inf] -0.9985780 -0.9991125 -0.9976286
oxygen + phosphate Atlantic (-Inf,26] -0.8645174 -0.9358204 -0.7412566
oxygen + phosphate Atlantic (26,26.5] -0.7365469 -0.7607983 -0.7079604
oxygen + phosphate Atlantic (26.5,26.75] -0.8557250 -0.9060345 -0.7958845
oxygen + phosphate Atlantic (26.75,27] -0.9223474 -0.9414083 -0.8989031
oxygen + phosphate Atlantic (27,27.25] -0.8791666 -0.9027922 -0.8336980
oxygen + phosphate Atlantic (27.25,27.5] -0.8378521 -0.8589262 -0.8059527
oxygen + phosphate Atlantic (27.5,27.75] -0.7049560 -0.7583240 -0.6108102
oxygen + phosphate Atlantic (27.75,27.85] -0.4591030 -0.5583484 -0.2687876
oxygen + phosphate Atlantic (27.85,27.95] -0.3974233 -0.5275255 -0.2170384
oxygen + phosphate Atlantic (27.95,28.05] -0.4710967 -0.6822856 -0.3202404
oxygen + phosphate Atlantic (28.05,28.1] -0.7517048 -0.8642323 -0.6930228
oxygen + phosphate Atlantic (28.1,28.15] -0.8741576 -0.9109745 -0.8523514
oxygen + phosphate Atlantic (28.15,28.2] -0.9261363 -0.9364258 -0.9175305
oxygen + phosphate Atlantic (28.2, Inf] -0.7510035 -0.8838938 -0.5704174
oxygen + phosphate Indo-Pacific (-Inf,26] -0.8302221 -0.8467802 -0.7976061
oxygen + phosphate Indo-Pacific (26,26.5] -0.8805261 -0.9031572 -0.8372941
oxygen + phosphate Indo-Pacific (26.5,26.75] -0.9177652 -0.9326106 -0.9025218
oxygen + phosphate Indo-Pacific (26.75,27] -0.9252048 -0.9394573 -0.9150926
oxygen + phosphate Indo-Pacific (27,27.25] -0.9504215 -0.9573426 -0.9366445
oxygen + phosphate Indo-Pacific (27.25,27.5] -0.9662152 -0.9761325 -0.9474530
oxygen + phosphate Indo-Pacific (27.5,27.75] -0.9752997 -0.9821337 -0.9634288
oxygen + phosphate Indo-Pacific (27.75,27.85] -0.9886398 -0.9927883 -0.9827891
oxygen + phosphate Indo-Pacific (27.85,27.95] -0.9893991 -0.9937184 -0.9869014
oxygen + phosphate Indo-Pacific (27.95,28.05] -0.9909894 -0.9942622 -0.9879114
oxygen + phosphate Indo-Pacific (28.05,28.1] -0.9906318 -0.9937021 -0.9869437
oxygen + phosphate Indo-Pacific (28.1, Inf] -0.9830006 -0.9908770 -0.9727479
oxygen + phosphate_star Atlantic (-Inf,26] -0.0505980 -0.2271238 0.1933874
oxygen + phosphate_star Atlantic (26,26.5] -0.0954362 -0.2180635 0.0130299
oxygen + phosphate_star Atlantic (26.5,26.75] -0.1203468 -0.6151091 0.1827820
oxygen + phosphate_star Atlantic (26.75,27] 0.0964019 -0.1120425 0.2895230
oxygen + phosphate_star Atlantic (27,27.25] 0.0674395 0.0182499 0.1163094
oxygen + phosphate_star Atlantic (27.25,27.5] 0.0999454 -0.0143497 0.2202574
oxygen + phosphate_star Atlantic (27.5,27.75] -0.0279470 -0.0914529 0.0753100
oxygen + phosphate_star Atlantic (27.75,27.85] 0.0294909 -0.0762452 0.2222364
oxygen + phosphate_star Atlantic (27.85,27.95] 0.0054606 -0.1154858 0.1780275
oxygen + phosphate_star Atlantic (27.95,28.05] -0.1717044 -0.4067155 -0.0208848
oxygen + phosphate_star Atlantic (28.05,28.1] -0.5907152 -0.7433475 -0.4894016
oxygen + phosphate_star Atlantic (28.1,28.15] -0.7726827 -0.8214423 -0.7393260
oxygen + phosphate_star Atlantic (28.15,28.2] -0.8461930 -0.8670199 -0.8172494
oxygen + phosphate_star Atlantic (28.2, Inf] -0.6209943 -0.7853546 -0.3872028
oxygen + phosphate_star Indo-Pacific (-Inf,26] -0.2386371 -0.3259185 -0.1604440
oxygen + phosphate_star Indo-Pacific (26,26.5] -0.2556332 -0.3103861 -0.1988960
oxygen + phosphate_star Indo-Pacific (26.5,26.75] -0.2831642 -0.4416703 -0.2022199
oxygen + phosphate_star Indo-Pacific (26.75,27] -0.4745532 -0.5530329 -0.3687856
oxygen + phosphate_star Indo-Pacific (27,27.25] -0.5769699 -0.6579702 -0.4356702
oxygen + phosphate_star Indo-Pacific (27.25,27.5] -0.4043732 -0.5079428 -0.2089938
oxygen + phosphate_star Indo-Pacific (27.5,27.75] 0.0023677 -0.1043966 0.1531621
oxygen + phosphate_star Indo-Pacific (27.75,27.85] 0.2761224 0.2298494 0.3254779
oxygen + phosphate_star Indo-Pacific (27.85,27.95] 0.3628312 0.2412830 0.4559205
oxygen + phosphate_star Indo-Pacific (27.95,28.05] 0.3469980 0.1781251 0.5153013
oxygen + phosphate_star Indo-Pacific (28.05,28.1] 0.2229611 0.1024262 0.3620279
oxygen + phosphate_star Indo-Pacific (28.1, Inf] 0.4578786 0.3616960 0.5137391
oxygen + silicate Atlantic (-Inf,26] -0.0355034 -0.6041686 0.5114262
oxygen + silicate Atlantic (26,26.5] -0.4286826 -0.5093250 -0.3374556
oxygen + silicate Atlantic (26.5,26.75] -0.5967882 -0.6329187 -0.5634774
oxygen + silicate Atlantic (26.75,27] -0.7658484 -0.8227138 -0.7349791
oxygen + silicate Atlantic (27,27.25] -0.5722742 -0.6215310 -0.5430648
oxygen + silicate Atlantic (27.25,27.5] -0.5743263 -0.6127330 -0.5320503
oxygen + silicate Atlantic (27.5,27.75] -0.4238428 -0.4998469 -0.3369758
oxygen + silicate Atlantic (27.75,27.85] -0.1597270 -0.2292552 -0.0449696
oxygen + silicate Atlantic (27.85,27.95] -0.1257839 -0.1807314 -0.0289468
oxygen + silicate Atlantic (27.95,28.05] -0.2611976 -0.3911815 -0.1950714
oxygen + silicate Atlantic (28.05,28.1] -0.6543271 -0.7400734 -0.5807198
oxygen + silicate Atlantic (28.1,28.15] -0.8317930 -0.8611338 -0.7941014
oxygen + silicate Atlantic (28.15,28.2] -0.9194625 -0.9307957 -0.8982649
oxygen + silicate Atlantic (28.2, Inf] -0.5496141 -0.8057845 -0.2236684
oxygen + silicate Indo-Pacific (-Inf,26] -0.6409799 -0.7203731 -0.5627697
oxygen + silicate Indo-Pacific (26,26.5] -0.6786594 -0.7022922 -0.6546804
oxygen + silicate Indo-Pacific (26.5,26.75] -0.6851645 -0.7188181 -0.6584997
oxygen + silicate Indo-Pacific (26.75,27] -0.7816156 -0.8045879 -0.7642342
oxygen + silicate Indo-Pacific (27,27.25] -0.8633376 -0.9004215 -0.8213886
oxygen + silicate Indo-Pacific (27.25,27.5] -0.9029406 -0.9368405 -0.8545539
oxygen + silicate Indo-Pacific (27.5,27.75] -0.9264276 -0.9505642 -0.8951487
oxygen + silicate Indo-Pacific (27.75,27.85] -0.9602145 -0.9706021 -0.9419627
oxygen + silicate Indo-Pacific (27.85,27.95] -0.9675468 -0.9778114 -0.9522340
oxygen + silicate Indo-Pacific (27.95,28.05] -0.9748230 -0.9818170 -0.9620696
oxygen + silicate Indo-Pacific (28.05,28.1] -0.9853686 -0.9911697 -0.9779199
oxygen + silicate Indo-Pacific (28.1, Inf] -0.8635518 -0.8836594 -0.8252492
phosphate + phosphate_star Atlantic (-Inf,26] 0.5055582 0.1648474 0.7540386
phosphate + phosphate_star Atlantic (26,26.5] 0.7374283 0.6390202 0.8436362
phosphate + phosphate_star Atlantic (26.5,26.75] 0.5930437 0.4383739 0.8909817
phosphate + phosphate_star Atlantic (26.75,27] 0.2874775 0.0502649 0.4771933
phosphate + phosphate_star Atlantic (27,27.25] 0.4113498 0.3260592 0.4944606
phosphate + phosphate_star Atlantic (27.25,27.5] 0.4570514 0.3999249 0.5243720
phosphate + phosphate_star Atlantic (27.5,27.75] 0.7257419 0.7152002 0.7435284
phosphate + phosphate_star Atlantic (27.75,27.85] 0.8714848 0.8653132 0.8793782
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9135337 0.9047768 0.9219306
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9477972 0.9441908 0.9538179
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9753138 0.9661322 0.9808625
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9835543 0.9823059 0.9848200
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9845666 0.9790195 0.9879533
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9828595 0.9781520 0.9867363
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7368861 0.6616175 0.7788790
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6788525 0.6041236 0.7439998
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6366716 0.5420210 0.7609893
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7715681 0.7016376 0.8080206
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8012477 0.7233588 0.8476184
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.6234122 0.5108425 0.6828928
phosphate + phosphate_star Indo-Pacific (27.5,27.75] 0.2149266 0.1172420 0.2985988
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.1312495 -0.1452039 -0.1115210
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.2259385 -0.3104059 -0.0815645
phosphate + phosphate_star Indo-Pacific (27.95,28.05] -0.2210814 -0.3945413 -0.0234313
phosphate + phosphate_star Indo-Pacific (28.05,28.1] -0.0900456 -0.2358122 0.0591296
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.2907589 -0.3934271 -0.1356719
sal + aou Atlantic (-Inf,26] -0.3211489 -0.4183021 -0.1987625
sal + aou Atlantic (26,26.5] -0.3900202 -0.5912161 -0.1776264
sal + aou Atlantic (26.5,26.75] 0.0161473 -0.4924958 0.2771024
sal + aou Atlantic (26.75,27] 0.3811122 0.2560954 0.6133140
sal + aou Atlantic (27,27.25] 0.3643293 0.1864282 0.4786746
sal + aou Atlantic (27.25,27.5] 0.5643630 0.5081267 0.6441706
sal + aou Atlantic (27.5,27.75] 0.5397418 0.5109558 0.5651968
sal + aou Atlantic (27.75,27.85] 0.4190721 0.3816099 0.4454085
sal + aou Atlantic (27.85,27.95] 0.2168728 0.1959334 0.2319706
sal + aou Atlantic (27.95,28.05] -0.1944128 -0.2396121 -0.1502027
sal + aou Atlantic (28.05,28.1] -0.7184238 -0.7710871 -0.6417913
sal + aou Atlantic (28.1,28.15] -0.8689993 -0.8782351 -0.8533789
sal + aou Atlantic (28.15,28.2] -0.8482122 -0.8965747 -0.8220444
sal + aou Atlantic (28.2, Inf] -0.8898892 -0.9259052 -0.8671020
sal + aou Indo-Pacific (-Inf,26] -0.1525142 -0.2804186 0.0538473
sal + aou Indo-Pacific (26,26.5] -0.2373914 -0.3849560 -0.0626525
sal + aou Indo-Pacific (26.5,26.75] -0.1464261 -0.4356590 0.1479270
sal + aou Indo-Pacific (26.75,27] -0.3303486 -0.5678905 -0.0630124
sal + aou Indo-Pacific (27,27.25] -0.5704004 -0.7083634 -0.4509656
sal + aou Indo-Pacific (27.25,27.5] -0.4416349 -0.6275642 -0.1892504
sal + aou Indo-Pacific (27.5,27.75] 0.0086337 -0.1399440 0.2293075
sal + aou Indo-Pacific (27.75,27.85] 0.4094436 0.3678549 0.4663177
sal + aou Indo-Pacific (27.85,27.95] 0.6017128 0.5678558 0.6616854
sal + aou Indo-Pacific (27.95,28.05] 0.7888159 0.6717671 0.8573917
sal + aou Indo-Pacific (28.05,28.1] 0.8475883 0.7341952 0.9241315
sal + aou Indo-Pacific (28.1, Inf] 0.5363440 0.4946022 0.5663487
sal + oxygen Atlantic (-Inf,26] 0.1618985 -0.1690022 0.4357109
sal + oxygen Atlantic (26,26.5] 0.1142459 -0.1455474 0.3339596
sal + oxygen Atlantic (26.5,26.75] -0.1779253 -0.4286391 0.3222229
sal + oxygen Atlantic (26.75,27] -0.4939799 -0.7013462 -0.3657727
sal + oxygen Atlantic (27,27.25] -0.4756995 -0.5702841 -0.3374661
sal + oxygen Atlantic (27.25,27.5] -0.7110053 -0.8047416 -0.6595924
sal + oxygen Atlantic (27.5,27.75] -0.7123275 -0.7248720 -0.6881659
sal + oxygen Atlantic (27.75,27.85] -0.6098103 -0.6572825 -0.5638649
sal + oxygen Atlantic (27.85,27.95] -0.5032070 -0.5402538 -0.4727654
sal + oxygen Atlantic (27.95,28.05] -0.2182126 -0.2893210 -0.1108461
sal + oxygen Atlantic (28.05,28.1] 0.4355470 0.3124669 0.5645427
sal + oxygen Atlantic (28.1,28.15] 0.7132760 0.6643880 0.7723425
sal + oxygen Atlantic (28.15,28.2] 0.7391596 0.6951574 0.7890094
sal + oxygen Atlantic (28.2, Inf] 0.6836165 0.5650385 0.7448734
sal + oxygen Indo-Pacific (-Inf,26] -0.0922691 -0.2413796 -0.0109321
sal + oxygen Indo-Pacific (26,26.5] 0.0193005 -0.1116046 0.1125782
sal + oxygen Indo-Pacific (26.5,26.75] -0.0370260 -0.3304326 0.2465026
sal + oxygen Indo-Pacific (26.75,27] 0.1214674 -0.1931265 0.3646502
sal + oxygen Indo-Pacific (27,27.25] 0.4259119 0.3007012 0.5914130
sal + oxygen Indo-Pacific (27.25,27.5] 0.3523067 0.0782642 0.5622515
sal + oxygen Indo-Pacific (27.5,27.75] -0.0801335 -0.3119309 0.0823896
sal + oxygen Indo-Pacific (27.75,27.85] -0.4656128 -0.5230953 -0.4312423
sal + oxygen Indo-Pacific (27.85,27.95] -0.6449718 -0.6976580 -0.6148338
sal + oxygen Indo-Pacific (27.95,28.05] -0.8122021 -0.8688150 -0.7104672
sal + oxygen Indo-Pacific (28.05,28.1] -0.8680263 -0.9341687 -0.7702605
sal + oxygen Indo-Pacific (28.1, Inf] -0.5550989 -0.5803088 -0.5225253
sal + phosphate Atlantic (-Inf,26] -0.1643263 -0.3495414 -0.0171137
sal + phosphate Atlantic (26,26.5] -0.6325948 -0.7930827 -0.4859365
sal + phosphate Atlantic (26.5,26.75] -0.2754212 -0.6485888 -0.0357015
sal + phosphate Atlantic (26.75,27] 0.1945552 0.0451595 0.4876432
sal + phosphate Atlantic (27,27.25] 0.0839871 -0.1590498 0.2299999
sal + phosphate Atlantic (27.25,27.5] 0.3270464 0.2818908 0.4030690
sal + phosphate Atlantic (27.5,27.75] 0.2260848 0.1465772 0.2774463
sal + phosphate Atlantic (27.75,27.85] -0.2586057 -0.3613688 -0.1755971
sal + phosphate Atlantic (27.85,27.95] -0.4925147 -0.6057450 -0.4094991
sal + phosphate Atlantic (27.95,28.05] -0.6675050 -0.7634515 -0.5546357
sal + phosphate Atlantic (28.05,28.1] -0.8959312 -0.9321708 -0.8731488
sal + phosphate Atlantic (28.1,28.15] -0.9481131 -0.9536809 -0.9449770
sal + phosphate Atlantic (28.15,28.2] -0.8965376 -0.9381851 -0.8669092
sal + phosphate Atlantic (28.2, Inf] -0.9130801 -0.9358243 -0.8905314
sal + phosphate Indo-Pacific (-Inf,26] -0.3034163 -0.4357102 -0.1460229
sal + phosphate Indo-Pacific (26,26.5] -0.4188309 -0.5967041 -0.2842578
sal + phosphate Indo-Pacific (26.5,26.75] -0.2922439 -0.5823169 0.0909481
sal + phosphate Indo-Pacific (26.75,27] -0.3887738 -0.6624236 0.0338688
sal + phosphate Indo-Pacific (27,27.25] -0.5960278 -0.7588122 -0.4345526
sal + phosphate Indo-Pacific (27.25,27.5] -0.4747478 -0.6649194 -0.3546985
sal + phosphate Indo-Pacific (27.5,27.75] -0.0048188 -0.1703906 0.0842938
sal + phosphate Indo-Pacific (27.75,27.85] 0.4016576 0.3712466 0.4557764
sal + phosphate Indo-Pacific (27.85,27.95] 0.5762450 0.5046043 0.6152070
sal + phosphate Indo-Pacific (27.95,28.05] 0.7506936 0.6196792 0.8355202
sal + phosphate Indo-Pacific (28.05,28.1] 0.8148205 0.6898824 0.9042569
sal + phosphate Indo-Pacific (28.1, Inf] 0.5131229 0.4624120 0.5408937
sal + phosphate_star Atlantic (-Inf,26] -0.1669895 -0.3802824 0.2394851
sal + phosphate_star Atlantic (26,26.5] -0.8272625 -0.8693120 -0.7704408
sal + phosphate_star Atlantic (26.5,26.75] -0.8542364 -0.8628594 -0.8372089
sal + phosphate_star Atlantic (26.75,27] -0.7345207 -0.7896399 -0.6929234
sal + phosphate_star Atlantic (27,27.25] -0.7377945 -0.8185311 -0.6786712
sal + phosphate_star Atlantic (27.25,27.5] -0.5667916 -0.5850333 -0.5335415
sal + phosphate_star Atlantic (27.5,27.75] -0.3724665 -0.4276003 -0.3412039
sal + phosphate_star Atlantic (27.75,27.85] -0.6294069 -0.6906980 -0.5750516
sal + phosphate_star Atlantic (27.85,27.95] -0.7609071 -0.8250042 -0.7158038
sal + phosphate_star Atlantic (27.95,28.05] -0.8270740 -0.8864057 -0.7424871
sal + phosphate_star Atlantic (28.05,28.1] -0.9555125 -0.9727715 -0.9318781
sal + phosphate_star Atlantic (28.1,28.15] -0.9755050 -0.9796809 -0.9681964
sal + phosphate_star Atlantic (28.15,28.2] -0.9247029 -0.9586610 -0.9060620
sal + phosphate_star Atlantic (28.2, Inf] -0.9012155 -0.9251666 -0.8566318
sal + phosphate_star Indo-Pacific (-Inf,26] -0.6453371 -0.7289713 -0.5967453
sal + phosphate_star Indo-Pacific (26,26.5] -0.8333243 -0.9169430 -0.7353517
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.7878212 -0.9258323 -0.5226460
sal + phosphate_star Indo-Pacific (26.75,27] -0.6902779 -0.9307135 -0.2519857
sal + phosphate_star Indo-Pacific (27,27.25] -0.7488217 -0.9354876 -0.4201148
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6045538 -0.8739869 -0.2042100
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.3383743 -0.8451883 0.3085397
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.4383888 -0.9014159 0.1253020
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.6011019 -0.8098830 -0.2574201
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.6576364 -0.7744633 -0.5501217
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.5108415 -0.6184453 -0.4008796
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.4127092 -0.4710824 -0.3734456
sal + silicate Atlantic (-Inf,26] -0.8108400 -0.9194968 -0.6294142
sal + silicate Atlantic (26,26.5] 0.0314325 -0.0773670 0.1965931
sal + silicate Atlantic (26.5,26.75] 0.1347689 -0.2169243 0.3680960
sal + silicate Atlantic (26.75,27] 0.1831610 0.0255836 0.3729694
sal + silicate Atlantic (27,27.25] -0.1724262 -0.3097585 -0.0898502
sal + silicate Atlantic (27.25,27.5] 0.1450366 0.0680481 0.2836821
sal + silicate Atlantic (27.5,27.75] 0.0065574 -0.0551568 0.0512242
sal + silicate Atlantic (27.75,27.85] -0.5218086 -0.5462740 -0.4855808
sal + silicate Atlantic (27.85,27.95] -0.7167455 -0.7542200 -0.6937754
sal + silicate Atlantic (27.95,28.05] -0.8142359 -0.8423419 -0.7852239
sal + silicate Atlantic (28.05,28.1] -0.9461446 -0.9526563 -0.9363797
sal + silicate Atlantic (28.1,28.15] -0.9500303 -0.9514792 -0.9475232
sal + silicate Atlantic (28.15,28.2] -0.7775011 -0.8657019 -0.6995133
sal + silicate Atlantic (28.2, Inf] -0.6419181 -0.6978283 -0.5400796
sal + silicate Indo-Pacific (-Inf,26] -0.5201575 -0.6398253 -0.4288199
sal + silicate Indo-Pacific (26,26.5] -0.5857243 -0.6969912 -0.5049829
sal + silicate Indo-Pacific (26.5,26.75] -0.5383175 -0.7434558 -0.2391930
sal + silicate Indo-Pacific (26.75,27] -0.5543524 -0.7428437 -0.2099512
sal + silicate Indo-Pacific (27,27.25] -0.6821891 -0.7946941 -0.5127082
sal + silicate Indo-Pacific (27.25,27.5] -0.5650807 -0.7166762 -0.4550430
sal + silicate Indo-Pacific (27.5,27.75] -0.0714484 -0.2203598 0.0796954
sal + silicate Indo-Pacific (27.75,27.85] 0.3679128 0.2519725 0.4992096
sal + silicate Indo-Pacific (27.85,27.95] 0.5482618 0.4074222 0.6423499
sal + silicate Indo-Pacific (27.95,28.05] 0.7291654 0.5545360 0.8429111
sal + silicate Indo-Pacific (28.05,28.1] 0.8052363 0.6592848 0.9106207
sal + silicate Indo-Pacific (28.1, Inf] 0.7644308 0.6887039 0.8237623
sal + temp Atlantic (-Inf,26] 0.5626979 0.1109140 0.8598183
sal + temp Atlantic (26,26.5] 0.9363612 0.9074996 0.9629635
sal + temp Atlantic (26.5,26.75] 0.9767112 0.9720346 0.9807473
sal + temp Atlantic (26.75,27] 0.9781616 0.9719082 0.9825527
sal + temp Atlantic (27,27.25] 0.9658527 0.9612978 0.9717856
sal + temp Atlantic (27.25,27.5] 0.9836583 0.9775870 0.9900003
sal + temp Atlantic (27.5,27.75] 0.9681614 0.9607857 0.9721899
sal + temp Atlantic (27.75,27.85] 0.9716500 0.9697026 0.9754226
sal + temp Atlantic (27.85,27.95] 0.9678636 0.9644230 0.9738377
sal + temp Atlantic (27.95,28.05] 0.9585472 0.9442466 0.9697622
sal + temp Atlantic (28.05,28.1] 0.9709372 0.9660188 0.9792688
sal + temp Atlantic (28.1,28.15] 0.9606426 0.9510990 0.9715506
sal + temp Atlantic (28.15,28.2] 0.9477446 0.9238199 0.9707832
sal + temp Atlantic (28.2, Inf] 0.9415731 0.9202033 0.9614399
sal + temp Indo-Pacific (-Inf,26] 0.6839173 0.5350604 0.7817392
sal + temp Indo-Pacific (26,26.5] 0.9444192 0.9118903 0.9621233
sal + temp Indo-Pacific (26.5,26.75] 0.9807840 0.9723981 0.9853968
sal + temp Indo-Pacific (26.75,27] 0.9809223 0.9792904 0.9837315
sal + temp Indo-Pacific (27,27.25] 0.9787007 0.9737071 0.9824830
sal + temp Indo-Pacific (27.25,27.5] 0.9286590 0.9186805 0.9377163
sal + temp Indo-Pacific (27.5,27.75] 0.8355720 0.7962932 0.8922027
sal + temp Indo-Pacific (27.75,27.85] 0.9447877 0.9267700 0.9550000
sal + temp Indo-Pacific (27.85,27.95] 0.9342219 0.9291217 0.9384111
sal + temp Indo-Pacific (27.95,28.05] 0.9027990 0.8695710 0.9281981
sal + temp Indo-Pacific (28.05,28.1] 0.9443273 0.9437331 0.9453099
sal + temp Indo-Pacific (28.1, Inf] 0.6260524 0.6253033 0.6264861
silicate + phosphate Atlantic (-Inf,26] -0.1058997 -0.5320118 0.1535333
silicate + phosphate Atlantic (26,26.5] 0.0921668 0.0200541 0.1301318
silicate + phosphate Atlantic (26.5,26.75] 0.5138443 0.4013289 0.5831072
silicate + phosphate Atlantic (26.75,27] 0.8537600 0.8125107 0.8990198
silicate + phosphate Atlantic (27,27.25] 0.8573151 0.8271361 0.8726528
silicate + phosphate Atlantic (27.25,27.5] 0.8895712 0.8577205 0.9225512
silicate + phosphate Atlantic (27.5,27.75] 0.9141864 0.8955059 0.9235987
silicate + phosphate Atlantic (27.75,27.85] 0.9235089 0.9081695 0.9450059
silicate + phosphate Atlantic (27.85,27.95] 0.9344522 0.9068487 0.9581372
silicate + phosphate Atlantic (27.95,28.05] 0.9451694 0.9152842 0.9697400
silicate + phosphate Atlantic (28.05,28.1] 0.9711740 0.9560085 0.9845651
silicate + phosphate Atlantic (28.1,28.15] 0.9807363 0.9716260 0.9881729
silicate + phosphate Atlantic (28.15,28.2] 0.9649599 0.9523685 0.9795149
silicate + phosphate Atlantic (28.2, Inf] 0.8739759 0.8330403 0.9042418
silicate + phosphate Indo-Pacific (-Inf,26] 0.8741496 0.8192685 0.9322975
silicate + phosphate Indo-Pacific (26,26.5] 0.8848855 0.8796203 0.8934077
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8669267 0.8339559 0.8905025
silicate + phosphate Indo-Pacific (26.75,27] 0.9137951 0.8894684 0.9288551
silicate + phosphate Indo-Pacific (27,27.25] 0.9463237 0.9356332 0.9603972
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9614671 0.9494211 0.9749586
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9719628 0.9612794 0.9818091
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9822832 0.9762381 0.9868018
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9857869 0.9793293 0.9894438
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9881063 0.9830731 0.9915811
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9941609 0.9920189 0.9954863
silicate + phosphate Indo-Pacific (28.1, Inf] 0.8879226 0.8745648 0.8981667
silicate + phosphate_star Atlantic (-Inf,26] -0.1275681 -0.5012973 0.3888350
silicate + phosphate_star Atlantic (26,26.5] -0.2822049 -0.3201278 -0.2126571
silicate + phosphate_star Atlantic (26.5,26.75] 0.0780995 -0.2245113 0.4333556
silicate + phosphate_star Atlantic (26.75,27] 0.3121263 0.2207096 0.4534144
silicate + phosphate_star Atlantic (27,27.25] 0.7098344 0.7074197 0.7117631
silicate + phosphate_star Atlantic (27.25,27.5] 0.6864620 0.5714651 0.7733325
silicate + phosphate_star Atlantic (27.5,27.75] 0.8803108 0.8773517 0.8850018
silicate + phosphate_star Atlantic (27.75,27.85] 0.9544225 0.9343473 0.9661815
silicate + phosphate_star Atlantic (27.85,27.95] 0.9654199 0.9543680 0.9721778
silicate + phosphate_star Atlantic (27.95,28.05] 0.9660614 0.9608525 0.9693148
silicate + phosphate_star Atlantic (28.05,28.1] 0.9742640 0.9708302 0.9765632
silicate + phosphate_star Atlantic (28.1,28.15] 0.9742771 0.9661418 0.9805180
silicate + phosphate_star Atlantic (28.15,28.2] 0.9383637 0.9223697 0.9574547
silicate + phosphate_star Atlantic (28.2, Inf] 0.8873039 0.8784996 0.8964298
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7450449 0.6173920 0.8101509
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7616160 0.7448211 0.7787948
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7665410 0.6839074 0.8394576
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8136820 0.8049518 0.8192284
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8282095 0.8039270 0.8488131
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.6776770 0.6058772 0.7217930
silicate + phosphate_star Indo-Pacific (27.5,27.75] 0.3036184 0.2275008 0.3876940
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.0579539 -0.0875686 -0.0381259
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.1715908 -0.2795575 0.0082667
silicate + phosphate_star Indo-Pacific (27.95,28.05] -0.1886071 -0.3785197 0.0357773
silicate + phosphate_star Indo-Pacific (28.05,28.1] -0.0949109 -0.2401151 0.0657662
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.2176909 -0.3426413 -0.0097709
temp + aou Atlantic (-Inf,26] -0.6258958 -0.8454485 -0.3231305
temp + aou Atlantic (26,26.5] -0.4659220 -0.6436179 -0.2559923
temp + aou Atlantic (26.5,26.75] -0.0537967 -0.5094236 0.1812303
temp + aou Atlantic (26.75,27] 0.3063437 0.1468623 0.5423710
temp + aou Atlantic (27,27.25] 0.3282783 0.1959539 0.4187941
temp + aou Atlantic (27.25,27.5] 0.5741865 0.5194670 0.6487843
temp + aou Atlantic (27.5,27.75] 0.5450184 0.5042173 0.5787228
temp + aou Atlantic (27.75,27.85] 0.4050305 0.3457149 0.4411221
temp + aou Atlantic (27.85,27.95] 0.2316316 0.2145319 0.2483471
temp + aou Atlantic (27.95,28.05] -0.1027213 -0.1541462 -0.0702482
temp + aou Atlantic (28.05,28.1] -0.5969540 -0.6804673 -0.4825559
temp + aou Atlantic (28.1,28.15] -0.7602431 -0.7863437 -0.7352790
temp + aou Atlantic (28.15,28.2] -0.8028229 -0.8569660 -0.7674545
temp + aou Atlantic (28.2, Inf] -0.8337229 -0.8820014 -0.7705846
temp + aou Indo-Pacific (-Inf,26] -0.3989795 -0.5203184 -0.2285333
temp + aou Indo-Pacific (26,26.5] -0.2616397 -0.3845070 -0.0972816
temp + aou Indo-Pacific (26.5,26.75] -0.1290944 -0.4226098 0.1698839
temp + aou Indo-Pacific (26.75,27] -0.2890527 -0.5157533 -0.0150048
temp + aou Indo-Pacific (27,27.25] -0.5436884 -0.6815187 -0.4365078
temp + aou Indo-Pacific (27.25,27.5] -0.4165410 -0.5850829 -0.1990925
temp + aou Indo-Pacific (27.5,27.75] 0.0180104 -0.1043417 0.1995993
temp + aou Indo-Pacific (27.75,27.85] 0.4321402 0.4006283 0.4947246
temp + aou Indo-Pacific (27.85,27.95] 0.6071093 0.5521341 0.6445122
temp + aou Indo-Pacific (27.95,28.05] 0.7381581 0.6339307 0.7958146
temp + aou Indo-Pacific (28.05,28.1] 0.7819477 0.6829329 0.8433574
temp + aou Indo-Pacific (28.1, Inf] 0.8415540 0.7830392 0.8762637
temp + oxygen Atlantic (-Inf,26] 0.3194994 -0.0896352 0.5606286
temp + oxygen Atlantic (26,26.5] 0.1805743 -0.0741987 0.3775733
temp + oxygen Atlantic (26.5,26.75] -0.1139742 -0.3402129 0.3371368
temp + oxygen Atlantic (26.75,27] -0.4256786 -0.6387452 -0.2625122
temp + oxygen Atlantic (27,27.25] -0.4454310 -0.5176541 -0.3505475
temp + oxygen Atlantic (27.25,27.5] -0.7229840 -0.8119130 -0.6730599
temp + oxygen Atlantic (27.5,27.75] -0.7232604 -0.7404300 -0.7027478
temp + oxygen Atlantic (27.75,27.85] -0.6039443 -0.6742436 -0.5381672
temp + oxygen Atlantic (27.85,27.95] -0.5256364 -0.5805106 -0.4962888
temp + oxygen Atlantic (27.95,28.05] -0.3209990 -0.3793969 -0.2338144
temp + oxygen Atlantic (28.05,28.1] 0.2797568 0.1177065 0.4217261
temp + oxygen Atlantic (28.1,28.15] 0.5604912 0.4956570 0.6138415
temp + oxygen Atlantic (28.15,28.2] 0.6671865 0.6316069 0.7246454
temp + oxygen Atlantic (28.2, Inf] 0.5611861 0.3490744 0.6947212
temp + oxygen Indo-Pacific (-Inf,26] 0.0840808 -0.0693335 0.2340291
temp + oxygen Indo-Pacific (26,26.5] 0.0317333 -0.0833181 0.1013419
temp + oxygen Indo-Pacific (26.5,26.75] -0.0584697 -0.3572904 0.2290351
temp + oxygen Indo-Pacific (26.75,27] 0.0733790 -0.2454450 0.3016788
temp + oxygen Indo-Pacific (27,27.25] 0.3925054 0.2818954 0.5577181
temp + oxygen Indo-Pacific (27.25,27.5] 0.3182693 0.0817437 0.5103669
temp + oxygen Indo-Pacific (27.5,27.75] -0.1021267 -0.2927412 0.0332213
temp + oxygen Indo-Pacific (27.75,27.85] -0.4910842 -0.5537371 -0.4534864
temp + oxygen Indo-Pacific (27.85,27.95] -0.6546607 -0.6861324 -0.6045592
temp + oxygen Indo-Pacific (27.95,28.05] -0.7708038 -0.8176465 -0.6817326
temp + oxygen Indo-Pacific (28.05,28.1] -0.8101292 -0.8612133 -0.7266373
temp + oxygen Indo-Pacific (28.1, Inf] -0.8688620 -0.8957338 -0.8239329
temp + phosphate Atlantic (-Inf,26] -0.6047355 -0.9580271 -0.1486521
temp + phosphate Atlantic (26,26.5] -0.6877072 -0.8336122 -0.5134633
temp + phosphate Atlantic (26.5,26.75] -0.3330939 -0.6450790 -0.1254114
temp + phosphate Atlantic (26.75,27] 0.1239459 -0.0506314 0.4159871
temp + phosphate Atlantic (27,27.25] 0.0585105 -0.1334313 0.1765074
temp + phosphate Atlantic (27.25,27.5] 0.3514062 0.3119570 0.4209393
temp + phosphate Atlantic (27.5,27.75] 0.2323854 0.1427212 0.2843847
temp + phosphate Atlantic (27.75,27.85] -0.3167181 -0.4111854 -0.2328987
temp + phosphate Atlantic (27.85,27.95] -0.5107685 -0.6119931 -0.4224970
temp + phosphate Atlantic (27.95,28.05] -0.6395878 -0.7418843 -0.5101105
temp + phosphate Atlantic (28.05,28.1] -0.8251301 -0.8853893 -0.7869012
temp + phosphate Atlantic (28.1,28.15] -0.8804049 -0.9014603 -0.8694392
temp + phosphate Atlantic (28.15,28.2] -0.8810359 -0.9204564 -0.8537675
temp + phosphate Atlantic (28.2, Inf] -0.9077616 -0.9433376 -0.8649038
temp + phosphate Indo-Pacific (-Inf,26] -0.5618307 -0.6702276 -0.4092945
temp + phosphate Indo-Pacific (26,26.5] -0.4554413 -0.6071702 -0.3252761
temp + phosphate Indo-Pacific (26.5,26.75] -0.2730859 -0.5709005 0.1233390
temp + phosphate Indo-Pacific (26.75,27] -0.3547479 -0.6217226 0.0793061
temp + phosphate Indo-Pacific (27,27.25] -0.5785449 -0.7412645 -0.4065868
temp + phosphate Indo-Pacific (27.25,27.5] -0.4763171 -0.6491201 -0.3823888
temp + phosphate Indo-Pacific (27.5,27.75] -0.0405381 -0.1769136 0.0348180
temp + phosphate Indo-Pacific (27.75,27.85] 0.4106385 0.3672536 0.4675731
temp + phosphate Indo-Pacific (27.85,27.95] 0.5651210 0.4741309 0.6396262
temp + phosphate Indo-Pacific (27.95,28.05] 0.6872118 0.5685937 0.7593920
temp + phosphate Indo-Pacific (28.05,28.1] 0.7348209 0.6214486 0.8079060
temp + phosphate Indo-Pacific (28.1, Inf] 0.7952654 0.7065671 0.8531979
temp + phosphate_star Atlantic (-Inf,26] -0.6717935 -0.8686990 -0.5414351
temp + phosphate_star Atlantic (26,26.5] -0.8410463 -0.8648840 -0.8207395
temp + phosphate_star Atlantic (26.5,26.75] -0.8568350 -0.8733942 -0.8401013
temp + phosphate_star Atlantic (26.75,27] -0.7507386 -0.7934023 -0.7109069
temp + phosphate_star Atlantic (27,27.25] -0.7332796 -0.7928362 -0.6830398
temp + phosphate_star Atlantic (27.25,27.5] -0.5415200 -0.5634574 -0.5098846
temp + phosphate_star Atlantic (27.5,27.75] -0.3741052 -0.4339189 -0.3328111
temp + phosphate_star Atlantic (27.75,27.85] -0.6919076 -0.7495087 -0.6382395
temp + phosphate_star Atlantic (27.85,27.95] -0.7910843 -0.8472772 -0.7427940
temp + phosphate_star Atlantic (27.95,28.05] -0.8337069 -0.8938673 -0.7416755
temp + phosphate_star Atlantic (28.05,28.1] -0.9218535 -0.9531833 -0.8966861
temp + phosphate_star Atlantic (28.1,28.15] -0.9442443 -0.9564682 -0.9331960
temp + phosphate_star Atlantic (28.15,28.2] -0.9364170 -0.9606168 -0.9201353
temp + phosphate_star Atlantic (28.2, Inf] -0.9293378 -0.9614935 -0.8825261
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8854601 -0.9152386 -0.8559192
temp + phosphate_star Indo-Pacific (26,26.5] -0.8893050 -0.9491709 -0.8303391
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.7822390 -0.9316931 -0.4972881
temp + phosphate_star Indo-Pacific (26.75,27] -0.6902004 -0.9456856 -0.2320812
temp + phosphate_star Indo-Pacific (27,27.25] -0.7662290 -0.9547363 -0.4369571
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7171607 -0.9492853 -0.3563752
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.6157942 -0.9565266 -0.1234111
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.5641030 -0.9332558 -0.0672973
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.7483105 -0.8828310 -0.5055034
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.8050345 -0.8741216 -0.7536959
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6629880 -0.7291266 -0.5943587
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.6814280 -0.6857080 -0.6789361
temp + silicate Atlantic (-Inf,26] -0.3606948 -0.5995344 0.0554046
temp + silicate Atlantic (26,26.5] 0.0438632 -0.0287090 0.1078189
temp + silicate Atlantic (26.5,26.75] 0.0486842 -0.3210726 0.3004633
temp + silicate Atlantic (26.75,27] 0.0982522 -0.0807985 0.2942909
temp + silicate Atlantic (27,27.25] -0.2074169 -0.2945207 -0.1489196
temp + silicate Atlantic (27.25,27.5] 0.1754446 0.0953315 0.3062550
temp + silicate Atlantic (27.5,27.75] 0.0165111 -0.0524278 0.0580727
temp + silicate Atlantic (27.75,27.85] -0.5714938 -0.5942067 -0.5361410
temp + silicate Atlantic (27.85,27.95] -0.7258203 -0.7507798 -0.7087134
temp + silicate Atlantic (27.95,28.05] -0.7991574 -0.8246310 -0.7662867
temp + silicate Atlantic (28.05,28.1] -0.8943354 -0.9113274 -0.8620083
temp + silicate Atlantic (28.1,28.15] -0.9070473 -0.9094687 -0.9048070
temp + silicate Atlantic (28.15,28.2] -0.8037195 -0.8638949 -0.7297635
temp + silicate Atlantic (28.2, Inf] -0.7337262 -0.7861532 -0.6489208
temp + silicate Indo-Pacific (-Inf,26] -0.6200659 -0.7470255 -0.3695169
temp + silicate Indo-Pacific (26,26.5] -0.6047669 -0.6953646 -0.5337176
temp + silicate Indo-Pacific (26.5,26.75] -0.5119984 -0.7316072 -0.1791839
temp + silicate Indo-Pacific (26.75,27] -0.5182853 -0.7022550 -0.1511081
temp + silicate Indo-Pacific (27,27.25] -0.6695529 -0.7837261 -0.4867589
temp + silicate Indo-Pacific (27.25,27.5] -0.5767828 -0.7121786 -0.4608314
temp + silicate Indo-Pacific (27.5,27.75] -0.1363566 -0.2557288 -0.0239390
temp + silicate Indo-Pacific (27.75,27.85] 0.3609150 0.2702488 0.4873779
temp + silicate Indo-Pacific (27.85,27.95] 0.5160943 0.3622208 0.6408443
temp + silicate Indo-Pacific (27.95,28.05] 0.6383594 0.4868995 0.7213501
temp + silicate Indo-Pacific (28.05,28.1] 0.7233602 0.5948214 0.8086801
temp + silicate Indo-Pacific (28.1, Inf] 0.7150720 0.5797397 0.8069641 
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
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
predictor basin gamma_slab mean_r min_r max_r
aou Atlantic (-Inf,26] 0.5116337 0.3128113 0.6561475
aou Atlantic (26,26.5] 0.0778881 -0.2507625 0.3367607
aou Atlantic (26.5,26.75] -0.1880793 -0.7528273 0.1784480
aou Atlantic (26.75,27] -0.2497258 -0.4674592 -0.1241505
aou Atlantic (27,27.25] -0.3675039 -0.5413129 -0.2188456
aou Atlantic (27.25,27.5] -0.6547050 -0.7320865 -0.5219932
aou Atlantic (27.5,27.75] -0.5839904 -0.6897332 -0.5250579
aou Atlantic (27.75,27.85] -0.4615547 -0.5601136 -0.3501052
aou Atlantic (27.85,27.95] -0.5727924 -0.6300415 -0.4919155
aou Atlantic (27.95,28.05] -0.7495303 -0.7796447 -0.6993015
aou Atlantic (28.05,28.1] -0.9314166 -0.9438817 -0.9198282
aou Atlantic (28.1,28.15] -0.9633678 -0.9682392 -0.9586120
aou Atlantic (28.15,28.2] -0.9618532 -0.9741759 -0.9393537
aou Atlantic (28.2, Inf] -0.8537756 -0.9183571 -0.7464675
aou Indo-Pacific (-Inf,26] 0.2031804 0.0857582 0.3700245
aou Indo-Pacific (26,26.5] -0.4093643 -0.4869360 -0.3489173
aou Indo-Pacific (26.5,26.75] -0.6523753 -0.6876673 -0.6175291
aou Indo-Pacific (26.75,27] -0.7780101 -0.8205229 -0.7115555
aou Indo-Pacific (27,27.25] -0.6819009 -0.7294179 -0.6333866
aou Indo-Pacific (27.25,27.5] -0.5384550 -0.6271177 -0.4872219
aou Indo-Pacific (27.5,27.75] -0.0606021 -0.3651922 0.2336678
aou Indo-Pacific (27.75,27.85] 0.3664215 0.0729375 0.6625035
aou Indo-Pacific (27.85,27.95] 0.4267852 0.2271932 0.6694333
aou Indo-Pacific (27.95,28.05] 0.4041792 0.2636192 0.5353765
aou Indo-Pacific (28.05,28.1] 0.4357179 0.3556504 0.5033719
aou Indo-Pacific (28.1, Inf] 0.5944369 0.4581261 0.6735665
oxygen Atlantic (-Inf,26] -0.3708246 -0.4329299 -0.3101798
oxygen Atlantic (26,26.5] -0.0140526 -0.2826540 0.3281093
oxygen Atlantic (26.5,26.75] 0.1936460 -0.1770681 0.7305666
oxygen Atlantic (26.75,27] 0.2944104 0.1988849 0.4798288
oxygen Atlantic (27,27.25] 0.3553840 0.1978540 0.5279249
oxygen Atlantic (27.25,27.5] 0.6800205 0.5551535 0.7733601
oxygen Atlantic (27.5,27.75] 0.5781513 0.5140005 0.6791024
oxygen Atlantic (27.75,27.85] 0.3093945 0.1640953 0.4211887
oxygen Atlantic (27.85,27.95] 0.3330967 0.1885005 0.4100941
oxygen Atlantic (27.95,28.05] 0.4832759 0.3663644 0.6293283
oxygen Atlantic (28.05,28.1] 0.7677857 0.7177580 0.8589626
oxygen Atlantic (28.1,28.15] 0.8837405 0.8729129 0.9042555
oxygen Atlantic (28.15,28.2] 0.9111987 0.8895370 0.9235790
oxygen Atlantic (28.2, Inf] 0.6746169 0.4729843 0.8319295
oxygen Indo-Pacific (-Inf,26] -0.0672211 -0.2254860 0.0268917
oxygen Indo-Pacific (26,26.5] 0.3914926 0.3403897 0.4611508
oxygen Indo-Pacific (26.5,26.75] 0.6298231 0.5784410 0.6654031
oxygen Indo-Pacific (26.75,27] 0.8146466 0.7898539 0.8287698
oxygen Indo-Pacific (27,27.25] 0.7321157 0.7251104 0.7395073
oxygen Indo-Pacific (27.25,27.5] 0.5407163 0.4641607 0.6632588
oxygen Indo-Pacific (27.5,27.75] 0.0553935 -0.2526348 0.3653704
oxygen Indo-Pacific (27.75,27.85] -0.3671400 -0.6378728 -0.1080366
oxygen Indo-Pacific (27.85,27.95] -0.4196847 -0.6371792 -0.2586651
oxygen Indo-Pacific (27.95,28.05] -0.3702894 -0.4954695 -0.2368247
oxygen Indo-Pacific (28.05,28.1] -0.4038972 -0.4754307 -0.3308334
oxygen Indo-Pacific (28.1, Inf] -0.5797803 -0.6645487 -0.4351920
phosphate Atlantic (-Inf,26] 0.5586011 0.3905477 0.8549668
phosphate Atlantic (26,26.5] 0.0980877 -0.0576891 0.3140896
phosphate Atlantic (26.5,26.75] -0.3235677 -0.8520859 -0.0314510
phosphate Atlantic (26.75,27] -0.3654402 -0.5860032 -0.1985765
phosphate Atlantic (27,27.25] -0.6076704 -0.7436944 -0.5004756
phosphate Atlantic (27.25,27.5] -0.8455095 -0.8837686 -0.7757783
phosphate Atlantic (27.5,27.75] -0.9127171 -0.9297949 -0.9005206
phosphate Atlantic (27.75,27.85] -0.9640242 -0.9701569 -0.9575272
phosphate Atlantic (27.85,27.95] -0.9812607 -0.9849043 -0.9776405
phosphate Atlantic (27.95,28.05] -0.9553824 -0.9819128 -0.9413093
phosphate Atlantic (28.05,28.1] -0.9922741 -0.9941085 -0.9911068
phosphate Atlantic (28.1,28.15] -0.9921531 -0.9934346 -0.9914937
phosphate Atlantic (28.15,28.2] -0.9911373 -0.9934556 -0.9885229
phosphate Atlantic (28.2, Inf] -0.9828454 -0.9856471 -0.9784505
phosphate Indo-Pacific (-Inf,26] 0.1547626 0.0190081 0.3544091
phosphate Indo-Pacific (26,26.5] -0.5295997 -0.5708451 -0.4643326
phosphate Indo-Pacific (26.5,26.75] -0.7695271 -0.7794784 -0.7599401
phosphate Indo-Pacific (26.75,27] -0.8516632 -0.8694167 -0.8329557
phosphate Indo-Pacific (27,27.25] -0.7494869 -0.7666968 -0.7187746
phosphate Indo-Pacific (27.25,27.5] -0.6193051 -0.7012236 -0.5464396
phosphate Indo-Pacific (27.5,27.75] -0.0927041 -0.3620165 0.1541321
phosphate Indo-Pacific (27.75,27.85] 0.4320863 0.1902505 0.6820875
phosphate Indo-Pacific (27.85,27.95] 0.4867130 0.3102494 0.6998534
phosphate Indo-Pacific (27.95,28.05] 0.4422170 0.2983135 0.5691192
phosphate Indo-Pacific (28.05,28.1] 0.4684109 0.3892621 0.5377924
phosphate Indo-Pacific (28.1, Inf] 0.5747175 0.4100019 0.6604632
phosphate_star Atlantic (-Inf,26] 0.4016370 -0.1243539 0.9033950
phosphate_star Atlantic (26,26.5] 0.0952081 -0.0330188 0.1697215
phosphate_star Atlantic (26.5,26.75] -0.4282525 -0.8036660 -0.1010659
phosphate_star Atlantic (26.75,27] -0.2431088 -0.4275473 -0.0226829
phosphate_star Atlantic (27,27.25] -0.6120119 -0.7147032 -0.5100471
phosphate_star Atlantic (27.25,27.5] -0.4371432 -0.5424772 -0.2476824
phosphate_star Atlantic (27.5,27.75] -0.7304085 -0.8093277 -0.6861196
phosphate_star Atlantic (27.75,27.85] -0.9165039 -0.9389490 -0.8950816
phosphate_star Atlantic (27.85,27.95] -0.9235538 -0.9422150 -0.9141052
phosphate_star Atlantic (27.95,28.05] -0.8945623 -0.9087595 -0.8772527
phosphate_star Atlantic (28.05,28.1] -0.9608637 -0.9732513 -0.9455452
phosphate_star Atlantic (28.1,28.15] -0.9701091 -0.9774031 -0.9636299
phosphate_star Atlantic (28.15,28.2] -0.9792943 -0.9806447 -0.9767313
phosphate_star Atlantic (28.2, Inf] -0.9842334 -0.9909989 -0.9786231
phosphate_star Indo-Pacific (-Inf,26] 0.1934915 0.0730685 0.3640215
phosphate_star Indo-Pacific (26,26.5] -0.4897101 -0.6257726 -0.3981005
phosphate_star Indo-Pacific (26.5,26.75] -0.6337507 -0.7039202 -0.5127913
phosphate_star Indo-Pacific (26.75,27] -0.6167170 -0.6442962 -0.5758306
phosphate_star Indo-Pacific (27,27.25] -0.5623572 -0.6180228 -0.5277745
phosphate_star Indo-Pacific (27.25,27.5] -0.5548221 -0.6181687 -0.4960308
phosphate_star Indo-Pacific (27.5,27.75] -0.1739110 -0.3678807 -0.0574489
phosphate_star Indo-Pacific (27.75,27.85] 0.3750810 0.0748938 0.6489299
phosphate_star Indo-Pacific (27.85,27.95] 0.3205286 0.2734857 0.3517595
phosphate_star Indo-Pacific (27.95,28.05] 0.4077875 0.3375166 0.4685807
phosphate_star Indo-Pacific (28.05,28.1] 0.3997028 0.2976434 0.4609918
phosphate_star Indo-Pacific (28.1, Inf] -0.2463978 -0.3288179 -0.1993695
sal Atlantic (-Inf,26] 0.2537873 -0.2856692 0.6849198
sal Atlantic (26,26.5] -0.0206444 -0.0801093 0.0859515
sal Atlantic (26.5,26.75] 0.1110224 -0.2065062 0.4544805
sal Atlantic (26.75,27] -0.3639000 -0.4963759 -0.2209857
sal Atlantic (27,27.25] -0.0386099 -0.1453516 0.0755131
sal Atlantic (27.25,27.5] -0.4725468 -0.6352614 -0.3771938
sal Atlantic (27.5,27.75] -0.3463575 -0.4216891 -0.2635445
sal Atlantic (27.75,27.85] 0.2818654 0.2650841 0.3110355
sal Atlantic (27.85,27.95] 0.4746585 0.4249342 0.5464048
sal Atlantic (27.95,28.05] 0.5302543 0.4206443 0.5932168
sal Atlantic (28.05,28.1] 0.8568867 0.8365029 0.8943316
sal Atlantic (28.1,28.15] 0.9172763 0.9113768 0.9216184
sal Atlantic (28.15,28.2] 0.8972015 0.8756470 0.9289707
sal Atlantic (28.2, Inf] 0.8768294 0.8068231 0.9184006
sal Indo-Pacific (-Inf,26] 0.0670551 -0.1947065 0.3933909
sal Indo-Pacific (26,26.5] 0.2464808 0.0843724 0.3527584
sal Indo-Pacific (26.5,26.75] 0.2269863 -0.2845319 0.4834132
sal Indo-Pacific (26.75,27] 0.0938684 -0.4549299 0.4260698
sal Indo-Pacific (27,27.25] 0.1324854 -0.1678838 0.2917581
sal Indo-Pacific (27.25,27.5] 0.0971269 -0.1084004 0.2917420
sal Indo-Pacific (27.5,27.75] -0.1450084 -0.3193125 0.0811034
sal Indo-Pacific (27.75,27.85] 0.2044734 0.0158491 0.5299647
sal Indo-Pacific (27.85,27.95] 0.2495614 0.0089227 0.6642341
sal Indo-Pacific (27.95,28.05] -0.0820067 -0.1213950 -0.0437815
sal Indo-Pacific (28.05,28.1] 0.0296790 -0.1420164 0.1555662
sal Indo-Pacific (28.1, Inf] 0.2076410 0.0650071 0.2848794
silicate Atlantic (-Inf,26] -0.3791242 -0.7767875 0.0941878
silicate Atlantic (26,26.5] -0.4694278 -0.7621932 -0.2573410
silicate Atlantic (26.5,26.75] -0.3777407 -0.4954529 -0.2215984
silicate Atlantic (26.75,27] -0.5875555 -0.6876270 -0.5056287
silicate Atlantic (27,27.25] -0.8306945 -0.8884428 -0.7884032
silicate Atlantic (27.25,27.5] -0.9054687 -0.9190937 -0.8905750
silicate Atlantic (27.5,27.75] -0.9069084 -0.9349557 -0.8804001
silicate Atlantic (27.75,27.85] -0.9402721 -0.9452420 -0.9333761
silicate Atlantic (27.85,27.95] -0.9299751 -0.9339876 -0.9249963
silicate Atlantic (27.95,28.05] -0.8803504 -0.9151068 -0.8457254
silicate Atlantic (28.05,28.1] -0.9478517 -0.9640772 -0.9315254
silicate Atlantic (28.1,28.15] -0.9600044 -0.9715709 -0.9469477
silicate Atlantic (28.15,28.2] -0.9438835 -0.9691963 -0.9305334
silicate Atlantic (28.2, Inf] -0.8838676 -0.9124999 -0.8505688
silicate Indo-Pacific (-Inf,26] 0.0504760 -0.2493074 0.2971217
silicate Indo-Pacific (26,26.5] -0.6174086 -0.6364694 -0.5935675
silicate Indo-Pacific (26.5,26.75] -0.7569971 -0.7799013 -0.7345416
silicate Indo-Pacific (26.75,27] -0.7360268 -0.7674103 -0.7140962
silicate Indo-Pacific (27,27.25] -0.6198985 -0.6368986 -0.6046137
silicate Indo-Pacific (27.25,27.5] -0.4904190 -0.5634370 -0.4284102
silicate Indo-Pacific (27.5,27.75] 0.0006692 -0.2416977 0.2314074
silicate Indo-Pacific (27.75,27.85] 0.5052420 0.2990799 0.7306494
silicate Indo-Pacific (27.85,27.95] 0.5414412 0.3773763 0.7534499
silicate Indo-Pacific (27.95,28.05] 0.4818762 0.3269805 0.6340542
silicate Indo-Pacific (28.05,28.1] 0.5011559 0.4054824 0.5652418
silicate Indo-Pacific (28.1, Inf] 0.5636263 0.4323550 0.6493936
temp Atlantic (-Inf,26] -0.5023585 -0.8755378 0.0569181
temp Atlantic (26,26.5] -0.2003024 -0.3070109 -0.0900001
temp Atlantic (26.5,26.75] 0.0861504 -0.2014705 0.4090279
temp Atlantic (26.75,27] -0.3492456 -0.4829654 -0.1748390
temp Atlantic (27,27.25] -0.0234851 -0.0952197 0.0864881
temp Atlantic (27.25,27.5] -0.4964340 -0.6511543 -0.4173927
temp Atlantic (27.5,27.75] -0.3424572 -0.4069772 -0.2782741
temp Atlantic (27.75,27.85] 0.3580861 0.3385895 0.3844885
temp Atlantic (27.85,27.95] 0.5084334 0.4741109 0.5694918
temp Atlantic (27.95,28.05] 0.5305087 0.4130882 0.5941222
temp Atlantic (28.05,28.1] 0.7851671 0.7371706 0.8423183
temp Atlantic (28.1,28.15] 0.8413007 0.8217836 0.8604776
temp Atlantic (28.15,28.2] 0.8658672 0.8441177 0.9010874
temp Atlantic (28.2, Inf] 0.8788881 0.7969443 0.9327364
temp Indo-Pacific (-Inf,26] -0.4837172 -0.5513790 -0.4428409
temp Indo-Pacific (26,26.5] 0.1726486 -0.0057334 0.2931074
temp Indo-Pacific (26.5,26.75] 0.1699230 -0.3712350 0.4466032
temp Indo-Pacific (26.75,27] 0.0443178 -0.5081548 0.3928606
temp Indo-Pacific (27,27.25] 0.1192799 -0.1839161 0.2848631
temp Indo-Pacific (27.25,27.5] 0.2084610 -0.0020025 0.3982005
temp Indo-Pacific (27.5,27.75] 0.0801015 -0.0247119 0.2666501
temp Indo-Pacific (27.75,27.85] 0.1713648 0.0121501 0.4558519
temp Indo-Pacific (27.85,27.95] 0.1545202 -0.0292728 0.5181938
temp Indo-Pacific (27.95,28.05] -0.1589619 -0.2198444 -0.1269373
temp Indo-Pacific (28.05,28.1] -0.0817322 -0.1906990 0.0318675
temp Indo-Pacific (28.1, Inf] 0.3632333 0.1587573 0.4945522 
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