eMLR - assumption testing

workflowr

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Last updated: 2021-07-24

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 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.

3.1 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) %>%
  # head(1) %>% 
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
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]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
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]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
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]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
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()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 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)

3.2.2 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")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
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
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
158fe26	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
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_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]	0.9182617	0.9056018	0.9309216
aou + nitrate	Atlantic	(26,26.5]	0.9590358	0.9491413	0.9689304
aou + nitrate	Atlantic	(26.5,26.75]	0.9607495	0.9578911	0.9636079
aou + nitrate	Atlantic	(26.75,27]	0.8930063	0.8514056	0.9346070
aou + nitrate	Atlantic	(27,27.25]	0.8169551	0.7531734	0.8807368
aou + nitrate	Atlantic	(27.25,27.5]	0.7704074	0.7384854	0.8023294
aou + nitrate	Atlantic	(27.5,27.75]	0.8336460	0.8290827	0.8382093
aou + nitrate	Atlantic	(27.75,27.85]	0.8862208	0.8815962	0.8908455
aou + nitrate	Atlantic	(27.85,27.95]	0.8924178	0.8914878	0.8933479
aou + nitrate	Atlantic	(27.95,28.05]	0.8966504	0.8864179	0.9068829
aou + nitrate	Atlantic	(28.05,28.1]	0.9445021	0.9387829	0.9502213
aou + nitrate	Atlantic	(28.1,28.15]	0.9662070	0.9598404	0.9725735
aou + nitrate	Atlantic	(28.15,28.2]	0.9798424	0.9782971	0.9813877
aou + nitrate	Atlantic	(28.2, Inf]	0.8548648	0.7994453	0.9102842
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9203618	0.8860431	0.9546806
aou + nitrate	Indo-Pacific	(26,26.5]	0.8776904	0.8708137	0.8845672
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8579180	0.8265597	0.8892762
aou + nitrate	Indo-Pacific	(26.75,27]	0.9194250	0.9175211	0.9213288
aou + nitrate	Indo-Pacific	(27,27.25]	0.9421862	0.9311589	0.9532136
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9459452	0.9252522	0.9666382
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9461552	0.9237427	0.9685676
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9621479	0.9480742	0.9762216
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9576918	0.9504968	0.9648869
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9435298	0.9404368	0.9466228
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9536649	0.9432367	0.9640931
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9380180	0.9199740	0.9560619
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.3699017	0.3465698	0.3932336
aou + nitrate	Indo-Pacific	(28.3,28.4]	0.5175070	0.4749650	0.5600489
aou + nitrate	Indo-Pacific	(28.4, Inf]	0.8151581	0.7442788	0.8860373
aou + phosphate	Atlantic	(-Inf,26]	0.7724165	0.7558982	0.7889347
aou + phosphate	Atlantic	(26,26.5]	0.8830201	0.8541763	0.9118639
aou + phosphate	Atlantic	(26.5,26.75]	0.9096550	0.8990754	0.9202345
aou + phosphate	Atlantic	(26.75,27]	0.8284361	0.7743727	0.8824996
aou + phosphate	Atlantic	(27,27.25]	0.7516694	0.6791541	0.8241847
aou + phosphate	Atlantic	(27.25,27.5]	0.7093682	0.6772153	0.7415212
aou + phosphate	Atlantic	(27.5,27.75]	0.7977591	0.7913893	0.8041289
aou + phosphate	Atlantic	(27.75,27.85]	0.8625818	0.8563335	0.8688302
aou + phosphate	Atlantic	(27.85,27.95]	0.8829683	0.8813828	0.8845537
aou + phosphate	Atlantic	(27.95,28.05]	0.8925717	0.8838694	0.9012739
aou + phosphate	Atlantic	(28.05,28.1]	0.9410461	0.9340467	0.9480454
aou + phosphate	Atlantic	(28.1,28.15]	0.9630368	0.9599116	0.9661620
aou + phosphate	Atlantic	(28.15,28.2]	0.9805991	0.9797198	0.9814784
aou + phosphate	Atlantic	(28.2, Inf]	0.8540996	0.7997067	0.9084924
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9031929	0.8614640	0.9449217
aou + phosphate	Indo-Pacific	(26,26.5]	0.9131329	0.9088631	0.9174028
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.8819099	0.8518846	0.9119351
aou + phosphate	Indo-Pacific	(26.75,27]	0.9285151	0.9284706	0.9285595
aou + phosphate	Indo-Pacific	(27,27.25]	0.9590563	0.9562118	0.9619008
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9676763	0.9610789	0.9742737
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9703310	0.9638753	0.9767867
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9748253	0.9696216	0.9800290
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9649112	0.9626496	0.9671728
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9497288	0.9455762	0.9538814
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9577743	0.9479459	0.9676026
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9297228	0.9073358	0.9521098
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.3816867	0.3800852	0.3832882
aou + phosphate	Indo-Pacific	(28.3,28.4]	0.5594513	0.5306861	0.5882165
aou + phosphate	Indo-Pacific	(28.4, Inf]	0.8665664	0.8256546	0.9074781
aou + phosphate_star	Atlantic	(-Inf,26]	0.0757365	-0.0899804	0.2414534
aou + phosphate_star	Atlantic	(26,26.5]	0.4519236	0.3485867	0.5552606
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4886020	0.4410964	0.5361076
aou + phosphate_star	Atlantic	(26.75,27]	0.2306648	0.0896984	0.3716311
aou + phosphate_star	Atlantic	(27,27.25]	0.1289503	0.0042316	0.2536691
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1557962	0.1243163	0.1872760
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4155206	0.3911829	0.4398582
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5258958	0.4965559	0.5552358
aou + phosphate_star	Atlantic	(27.85,27.95]	0.5332390	0.5220499	0.5444282
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6185468	0.5902829	0.6468107
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7953523	0.7781777	0.8125268
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8640852	0.8489683	0.8792021
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9277498	0.9266170	0.9288825
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5637164	0.3831726	0.7442602
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4911526	0.3910728	0.5912324
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4089632	0.3596974	0.4582289
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.2529764	0.2369368	0.2690161
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.2936615	0.2296311	0.3576918
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.0811280	-0.0963167	-0.0659394
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5105188	-0.5164169	-0.5046207
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6590822	-0.6743297	-0.6438346
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5697295	-0.5926934	-0.5467657
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4266156	-0.4581264	-0.3951047
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0181700	-0.0190316	-0.0173084
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4358986	0.3434151	0.5283822
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1054609	-0.0169702	0.2278920
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5730065	-0.6184351	-0.5275780
aou + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.8295120	-0.8568657	-0.8021583
aou + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.9041682	-0.9635002	-0.8448363
aou + silicate	Atlantic	(-Inf,26]	0.4981187	0.4202548	0.5759826
aou + silicate	Atlantic	(26,26.5]	0.7966136	0.7274499	0.8657774
aou + silicate	Atlantic	(26.5,26.75]	0.8579398	0.8111082	0.9047714
aou + silicate	Atlantic	(26.75,27]	0.8239325	0.7617720	0.8860930
aou + silicate	Atlantic	(27,27.25]	0.7018687	0.5979781	0.8057594
aou + silicate	Atlantic	(27.25,27.5]	0.5007678	0.4211374	0.5803982
aou + silicate	Atlantic	(27.5,27.75]	0.5095371	0.5010450	0.5180291
aou + silicate	Atlantic	(27.75,27.85]	0.7153565	0.6853845	0.7453285
aou + silicate	Atlantic	(27.85,27.95]	0.7968761	0.7933963	0.8003559
aou + silicate	Atlantic	(27.95,28.05]	0.8753190	0.8650139	0.8856240
aou + silicate	Atlantic	(28.05,28.1]	0.9481176	0.9412269	0.9550083
aou + silicate	Atlantic	(28.1,28.15]	0.9666564	0.9632582	0.9700547
aou + silicate	Atlantic	(28.15,28.2]	0.9797774	0.9791288	0.9804260
aou + silicate	Atlantic	(28.2, Inf]	0.8981273	0.8717633	0.9244913
aou + silicate	Indo-Pacific	(-Inf,26]	0.7452483	0.6874798	0.8030167
aou + silicate	Indo-Pacific	(26,26.5]	0.6171461	0.6096697	0.6246226
aou + silicate	Indo-Pacific	(26.5,26.75]	0.5799315	0.5542006	0.6056624
aou + silicate	Indo-Pacific	(26.75,27]	0.7558492	0.7331579	0.7785405
aou + silicate	Indo-Pacific	(27,27.25]	0.8699871	0.8506800	0.8892942
aou + silicate	Indo-Pacific	(27.25,27.5]	0.8997395	0.8804583	0.9190207
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9020385	0.8734518	0.9306252
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9512932	0.9430554	0.9595311
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9463326	0.9431953	0.9494699
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9458148	0.9442628	0.9473668
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9643435	0.9584058	0.9702811
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9169830	0.9033137	0.9306524
aou + silicate	Indo-Pacific	(28.2,28.3]	0.4374547	0.4349254	0.4399839
aou + silicate	Indo-Pacific	(28.3,28.4]	0.6273146	0.6092182	0.6454109
aou + silicate	Indo-Pacific	(28.4, Inf]	0.8870152	0.7881650	0.9858653
nitrate + phosphate	Atlantic	(-Inf,26]	0.8638373	0.8514983	0.8761764
nitrate + phosphate	Atlantic	(26,26.5]	0.9563176	0.9507328	0.9619024
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9794644	0.9779061	0.9810226
nitrate + phosphate	Atlantic	(26.75,27]	0.9798317	0.9763520	0.9833115
nitrate + phosphate	Atlantic	(27,27.25]	0.9858904	0.9843866	0.9873942
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9896718	0.9894484	0.9898951
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9918958	0.9914852	0.9923063
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9931091	0.9926028	0.9936155
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9933052	0.9931293	0.9934811
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9931659	0.9930613	0.9932706
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9930284	0.9925727	0.9934842
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9942694	0.9941768	0.9943621
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9960617	0.9956769	0.9964466
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9939014	0.9912188	0.9965840
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9720096	0.9681200	0.9758992
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9558675	0.9517899	0.9599450
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9666641	0.9657595	0.9675687
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9815060	0.9764084	0.9866036
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9814335	0.9747338	0.9881333
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9825249	0.9741519	0.9908979
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9775699	0.9656432	0.9894965
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9763980	0.9638652	0.9889308
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9793671	0.9692209	0.9895132
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9750008	0.9700834	0.9799183
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9705150	0.9623986	0.9786313
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9462218	0.9174565	0.9749870
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.5177249	0.4391029	0.5963470
nitrate + phosphate	Indo-Pacific	(28.3,28.4]	0.5366665	0.4655300	0.6078030
nitrate + phosphate	Indo-Pacific	(28.4, Inf]	0.7727704	0.6783607	0.8671801
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2783151	0.1556848	0.4009454
nitrate + phosphate_star	Atlantic	(26,26.5]	0.6416217	0.5855616	0.6976818
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6870681	0.6570806	0.7170555
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5976314	0.5441787	0.6510842
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6462136	0.6334071	0.6590201
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7337663	0.7233781	0.7441545
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8360708	0.8273795	0.8447621
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8495989	0.8364134	0.8627844
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8460763	0.8386329	0.8535196
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.8911954	0.8856751	0.8967158
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9386191	0.9351465	0.9420917
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9544567	0.9517954	0.9571180
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9746235	0.9734399	0.9758071
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.8968158	0.8465049	0.9471267
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7440643	0.7303993	0.7577294
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7151739	0.6602495	0.7700982
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6530362	0.6127334	0.6933391
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6027672	0.5437389	0.6617955
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.2037189	0.1996625	0.2077752
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2507080	-0.3001551	-0.2012610
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4303241	-0.4678953	-0.3927529
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3853877	-0.3921534	-0.3786219
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2047321	-0.2413233	-0.1681408
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.2481399	0.2462705	0.2500093
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6055760	0.5385984	0.6725536
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3181614	0.2013966	0.4349262
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1544541	0.1016557	0.2072525
nitrate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.2685904	-0.3402438	-0.1969370
nitrate + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.7297381	-0.8161096	-0.6433667
nitrate + silicate	Atlantic	(-Inf,26]	0.6224887	0.5889703	0.6560072
nitrate + silicate	Atlantic	(26,26.5]	0.8849900	0.8522016	0.9177784
nitrate + silicate	Atlantic	(26.5,26.75]	0.9198665	0.8840032	0.9557298
nitrate + silicate	Atlantic	(26.75,27]	0.8966992	0.8440078	0.9493906
nitrate + silicate	Atlantic	(27,27.25]	0.8989033	0.8630240	0.9347827
nitrate + silicate	Atlantic	(27.25,27.5]	0.8617542	0.8400663	0.8834420
nitrate + silicate	Atlantic	(27.5,27.75]	0.8437122	0.8400731	0.8473513
nitrate + silicate	Atlantic	(27.75,27.85]	0.9207087	0.9107337	0.9306836
nitrate + silicate	Atlantic	(27.85,27.95]	0.9623634	0.9596684	0.9650585
nitrate + silicate	Atlantic	(27.95,28.05]	0.9805421	0.9797621	0.9813222
nitrate + silicate	Atlantic	(28.05,28.1]	0.9882742	0.9879148	0.9886336
nitrate + silicate	Atlantic	(28.1,28.15]	0.9894196	0.9891510	0.9896882
nitrate + silicate	Atlantic	(28.15,28.2]	0.9884307	0.9870392	0.9898223
nitrate + silicate	Atlantic	(28.2, Inf]	0.9668090	0.9498147	0.9838033
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8776764	0.8752135	0.8801393
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8240055	0.8117101	0.8363009
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8275035	0.8149729	0.8400342
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8544770	0.8419149	0.8670392
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8908643	0.8739747	0.9077540
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.8875855	0.8674727	0.9076983
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.8800998	0.8522578	0.9079418
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9440422	0.9330558	0.9550286
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9560583	0.9465405	0.9655761
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9466460	0.9440676	0.9492244
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9482445	0.9459418	0.9505472
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9235951	0.9004504	0.9467398
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.4454095	0.4357561	0.4550630
nitrate + silicate	Indo-Pacific	(28.3,28.4]	0.5571517	0.5233095	0.5909940
nitrate + silicate	Indo-Pacific	(28.4, Inf]	0.8344003	0.8137151	0.8550855
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6573674	0.5556920	0.7590427
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8127958	0.7820105	0.8435811
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8030499	0.7856296	0.8204702
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7214043	0.6835977	0.7592109
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7407018	0.7299339	0.7514697
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8028944	0.7952507	0.8105380
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8776040	0.8698894	0.8853186
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8823447	0.8720713	0.8926181
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8665901	0.8584824	0.8746978
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9048587	0.8978673	0.9118502
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9524530	0.9499761	0.9549298
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9670102	0.9624229	0.9715976
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9812890	0.9811354	0.9814426
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9064402	0.8594517	0.9534287
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7945739	0.7843181	0.8048298
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.7420886	0.6989973	0.7851800
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6735514	0.6382748	0.7088280
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.6241483	0.5715559	0.6767406
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.1995802	0.1934409	0.2057194
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2868383	-0.3046297	-0.2690470
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4735908	-0.4775454	-0.4696363
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3871998	-0.3936541	-0.3807455
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1841732	-0.2244029	-0.1439435
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.2895418	0.2776230	0.3014606
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6716888	0.6199650	0.7234125
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.4553511	0.3992632	0.5114390
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5260192	0.4817307	0.5703077
phosphate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.0075842	-0.0907916	0.0756231
phosphate + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.5951753	-0.7625077	-0.4278429
sal + aou	Atlantic	(-Inf,26]	-0.2030154	-0.3390123	-0.0670185
sal + aou	Atlantic	(26,26.5]	-0.2690114	-0.3508710	-0.1871518
sal + aou	Atlantic	(26.5,26.75]	-0.3476443	-0.4026042	-0.2926844
sal + aou	Atlantic	(26.75,27]	-0.1675633	-0.3136486	-0.0214780
sal + aou	Atlantic	(27,27.25]	-0.0967858	-0.2314304	0.0378589
sal + aou	Atlantic	(27.25,27.5]	-0.0960245	-0.1480892	-0.0439598
sal + aou	Atlantic	(27.5,27.75]	-0.3170668	-0.3212940	-0.3128396
sal + aou	Atlantic	(27.75,27.85]	-0.3102755	-0.3155303	-0.3050206
sal + aou	Atlantic	(27.85,27.95]	-0.3217689	-0.3352593	-0.3082785
sal + aou	Atlantic	(27.95,28.05]	-0.4621261	-0.4931959	-0.4310562
sal + aou	Atlantic	(28.05,28.1]	-0.6925374	-0.7025028	-0.6825720
sal + aou	Atlantic	(28.1,28.15]	-0.7753009	-0.8031496	-0.7474521
sal + aou	Atlantic	(28.15,28.2]	-0.8798912	-0.8843295	-0.8754529
sal + aou	Atlantic	(28.2, Inf]	-0.5509871	-0.6957839	-0.4061902
sal + aou	Indo-Pacific	(-Inf,26]	-0.0685283	-0.0724917	-0.0645648
sal + aou	Indo-Pacific	(26,26.5]	-0.0680305	-0.1970200	0.0609590
sal + aou	Indo-Pacific	(26.5,26.75]	-0.0835986	-0.1664008	-0.0007964
sal + aou	Indo-Pacific	(26.75,27]	-0.1453171	-0.2858930	-0.0047412
sal + aou	Indo-Pacific	(27,27.25]	0.1019023	-0.0027659	0.2065706
sal + aou	Indo-Pacific	(27.25,27.5]	0.3012635	0.2469346	0.3555923
sal + aou	Indo-Pacific	(27.5,27.75]	0.2834539	0.1928317	0.3740762
sal + aou	Indo-Pacific	(27.75,27.85]	0.1620918	0.0719842	0.2521994
sal + aou	Indo-Pacific	(27.85,27.95]	0.1656119	0.1637831	0.1674406
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1027426	-0.1393708	-0.0661145
sal + aou	Indo-Pacific	(28.05,28.1]	-0.5075473	-0.6137160	-0.4013786
sal + aou	Indo-Pacific	(28.1,28.2]	-0.3798904	-0.5648192	-0.1949616
sal + aou	Indo-Pacific	(28.2,28.3]	0.7691384	0.7457156	0.7925612
sal + aou	Indo-Pacific	(28.3,28.4]	0.9090317	0.9063236	0.9117397
sal + aou	Indo-Pacific	(28.4, Inf]	0.1856852	-0.2602244	0.6315948
sal + nitrate	Atlantic	(-Inf,26]	-0.2850278	-0.3628849	-0.2071707
sal + nitrate	Atlantic	(26,26.5]	-0.4466698	-0.4874946	-0.4058449
sal + nitrate	Atlantic	(26.5,26.75]	-0.5517273	-0.5925680	-0.5108865
sal + nitrate	Atlantic	(26.75,27]	-0.4923527	-0.5768709	-0.4078346
sal + nitrate	Atlantic	(27,27.25]	-0.5567653	-0.5904748	-0.5230559
sal + nitrate	Atlantic	(27.25,27.5]	-0.6452650	-0.6565466	-0.6339834
sal + nitrate	Atlantic	(27.5,27.75]	-0.7300578	-0.7390710	-0.7210446
sal + nitrate	Atlantic	(27.75,27.85]	-0.6557345	-0.6557717	-0.6556973
sal + nitrate	Atlantic	(27.85,27.95]	-0.6577577	-0.6680551	-0.6474603
sal + nitrate	Atlantic	(27.95,28.05]	-0.7713828	-0.7746284	-0.7681372
sal + nitrate	Atlantic	(28.05,28.1]	-0.8591177	-0.8629480	-0.8552874
sal + nitrate	Atlantic	(28.1,28.15]	-0.8824261	-0.8973714	-0.8674808
sal + nitrate	Atlantic	(28.15,28.2]	-0.9297880	-0.9376154	-0.9219606
sal + nitrate	Atlantic	(28.2, Inf]	-0.8798629	-0.9180124	-0.8417133
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3221870	-0.4100750	-0.2342991
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4422882	-0.5750996	-0.3094767
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5103282	-0.6328163	-0.3878400
sal + nitrate	Indo-Pacific	(26.75,27]	-0.4583112	-0.5791282	-0.3374942
sal + nitrate	Indo-Pacific	(27,27.25]	-0.1420666	-0.2102910	-0.0738422
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.0913281	0.0678189	0.1148374
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.0693154	0.0578723	0.0807584
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.0248763	-0.0632137	0.0134612
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.0514603	-0.0647378	-0.0381828
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3561093	-0.3878445	-0.3243740
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.6711324	-0.7488979	-0.5933669
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.5535529	-0.7068699	-0.4002359
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.0474278	0.0359618	0.0588939
sal + nitrate	Indo-Pacific	(28.3,28.4]	0.4775359	0.4259231	0.5291487
sal + nitrate	Indo-Pacific	(28.4, Inf]	0.2474332	-0.0887507	0.5836172
sal + phosphate	Atlantic	(-Inf,26]	-0.5332380	-0.6076847	-0.4587913
sal + phosphate	Atlantic	(26,26.5]	-0.6499029	-0.6659069	-0.6338988
sal + phosphate	Atlantic	(26.5,26.75]	-0.6861487	-0.7121899	-0.6601075
sal + phosphate	Atlantic	(26.75,27]	-0.6307156	-0.6924795	-0.5689517
sal + phosphate	Atlantic	(27,27.25]	-0.6640266	-0.6910272	-0.6370260
sal + phosphate	Atlantic	(27.25,27.5]	-0.7226432	-0.7333644	-0.7119221
sal + phosphate	Atlantic	(27.5,27.75]	-0.7791866	-0.7865360	-0.7718372
sal + phosphate	Atlantic	(27.75,27.85]	-0.6975678	-0.7013023	-0.6938334
sal + phosphate	Atlantic	(27.85,27.95]	-0.6797486	-0.6894187	-0.6700785
sal + phosphate	Atlantic	(27.95,28.05]	-0.7790488	-0.7851600	-0.7729375
sal + phosphate	Atlantic	(28.05,28.1]	-0.8686577	-0.8700085	-0.8673069
sal + phosphate	Atlantic	(28.1,28.15]	-0.8931408	-0.9068847	-0.8793968
sal + phosphate	Atlantic	(28.15,28.2]	-0.9328462	-0.9408943	-0.9247981
sal + phosphate	Atlantic	(28.2, Inf]	-0.8854764	-0.9219252	-0.8490276
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2901732	-0.3849354	-0.1954110
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4028789	-0.5284533	-0.2773045
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4821925	-0.6055758	-0.3588091
sal + phosphate	Indo-Pacific	(26.75,27]	-0.4528308	-0.5832196	-0.3224419
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1121046	-0.2117804	-0.0124287
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.1566223	0.1289081	0.1843365
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1653043	0.0987394	0.2318691
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0686932	-0.0197936	0.1571800
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.0025431	-0.0203120	0.0253982
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3270423	-0.3754542	-0.2786305
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.6590647	-0.7456089	-0.5725205
sal + phosphate	Indo-Pacific	(28.1,28.2]	-0.5722257	-0.7162463	-0.4282051
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.0206273	0.0010581	0.0401966
sal + phosphate	Indo-Pacific	(28.3,28.4]	0.5007861	0.4772747	0.5242976
sal + phosphate	Indo-Pacific	(28.4, Inf]	0.2571770	-0.0134809	0.5278349
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7635373	-0.7654623	-0.7616123
sal + phosphate_star	Atlantic	(26,26.5]	-0.9344581	-0.9425232	-0.9263930
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9680568	-0.9709055	-0.9652082
sal + phosphate_star	Atlantic	(26.75,27]	-0.9614939	-0.9719739	-0.9510140
sal + phosphate_star	Atlantic	(27,27.25]	-0.9517296	-0.9554557	-0.9480035
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9568122	-0.9610621	-0.9525624
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9439140	-0.9504456	-0.9373825
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9072297	-0.9112222	-0.9032371
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9030809	-0.9045368	-0.9016251
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9378777	-0.9419375	-0.9338179
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9542491	-0.9559729	-0.9525253
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9568825	-0.9613448	-0.9524203
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9635589	-0.9712540	-0.9558638
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9722466	-0.9797424	-0.9647508
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6248864	-0.7243493	-0.5254236
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8361195	-0.8697466	-0.8024924
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9039486	-0.9283462	-0.8795509
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9108417	-0.9353573	-0.8863261
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8428079	-0.8461208	-0.8394950
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7523419	-0.8040197	-0.7006641
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6821611	-0.7657482	-0.5985740
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6448189	-0.6682182	-0.6214196
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7558240	-0.8137797	-0.6978682
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8198122	-0.8635451	-0.7760793
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8373680	-0.8801448	-0.7945911
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7182788	-0.7461619	-0.6903957
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7212505	-0.7370250	-0.7054761
sal + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7729778	-0.7882909	-0.7576647
sal + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.1184749	-0.6345385	0.3975887
sal + silicate	Atlantic	(-Inf,26]	-0.5640969	-0.5782857	-0.5499081
sal + silicate	Atlantic	(26,26.5]	-0.6302510	-0.6312459	-0.6292561
sal + silicate	Atlantic	(26.5,26.75]	-0.6423906	-0.6664893	-0.6182918
sal + silicate	Atlantic	(26.75,27]	-0.5724714	-0.6358136	-0.5091291
sal + silicate	Atlantic	(27,27.25]	-0.6186284	-0.6510002	-0.5862566
sal + silicate	Atlantic	(27.25,27.5]	-0.7477898	-0.7571176	-0.7384619
sal + silicate	Atlantic	(27.5,27.75]	-0.7906029	-0.7925847	-0.7886211
sal + silicate	Atlantic	(27.75,27.85]	-0.6924853	-0.7040059	-0.6809648
sal + silicate	Atlantic	(27.85,27.95]	-0.7292016	-0.7357399	-0.7226634
sal + silicate	Atlantic	(27.95,28.05]	-0.7992842	-0.8034939	-0.7950745
sal + silicate	Atlantic	(28.05,28.1]	-0.8596700	-0.8625399	-0.8568001
sal + silicate	Atlantic	(28.1,28.15]	-0.8816108	-0.8934516	-0.8697700
sal + silicate	Atlantic	(28.15,28.2]	-0.9007842	-0.9127861	-0.8887823
sal + silicate	Atlantic	(28.2, Inf]	-0.7973628	-0.8698218	-0.7249038
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4813265	-0.5856587	-0.3769943
sal + silicate	Indo-Pacific	(26,26.5]	-0.6097494	-0.7083751	-0.5111237
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.7177571	-0.8051548	-0.6303593
sal + silicate	Indo-Pacific	(26.75,27]	-0.6310885	-0.7193291	-0.5428480
sal + silicate	Indo-Pacific	(27,27.25]	-0.2911318	-0.3793451	-0.2029186
sal + silicate	Indo-Pacific	(27.25,27.5]	0.0087432	-0.0266795	0.0441659
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0777142	0.0560954	0.0993330
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0003353	-0.0650601	0.0657306
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0148889	-0.0208178	-0.0089600
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.2553447	-0.2882511	-0.2224384
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.5833637	-0.6533632	-0.5133642
sal + silicate	Indo-Pacific	(28.1,28.2]	-0.4788721	-0.6306918	-0.3270523
sal + silicate	Indo-Pacific	(28.2,28.3]	0.3614543	0.3459204	0.3769882
sal + silicate	Indo-Pacific	(28.3,28.4]	0.5573298	0.5535492	0.5611105
sal + silicate	Indo-Pacific	(28.4, Inf]	0.2032751	-0.2270175	0.6335676
sal + temp	Atlantic	(-Inf,26]	0.7851592	0.7780691	0.7922493
sal + temp	Atlantic	(26,26.5]	0.9609886	0.9565100	0.9654672
sal + temp	Atlantic	(26.5,26.75]	0.9767423	0.9760103	0.9774742
sal + temp	Atlantic	(26.75,27]	0.9713896	0.9684268	0.9743524
sal + temp	Atlantic	(27,27.25]	0.9766189	0.9748014	0.9784364
sal + temp	Atlantic	(27.25,27.5]	0.9752291	0.9736712	0.9767870
sal + temp	Atlantic	(27.5,27.75]	0.9649909	0.9631911	0.9667907
sal + temp	Atlantic	(27.75,27.85]	0.9770695	0.9721275	0.9820114
sal + temp	Atlantic	(27.85,27.95]	0.9598678	0.9589278	0.9608077
sal + temp	Atlantic	(27.95,28.05]	0.9537077	0.9517616	0.9556538
sal + temp	Atlantic	(28.05,28.1]	0.9713391	0.9677682	0.9749099
sal + temp	Atlantic	(28.1,28.15]	0.9605498	0.9492099	0.9718897
sal + temp	Atlantic	(28.15,28.2]	0.7102045	0.5418418	0.8785672
sal + temp	Atlantic	(28.2, Inf]	0.5660404	0.4600209	0.6720599
sal + temp	Indo-Pacific	(-Inf,26]	0.7076297	0.6703098	0.7449496
sal + temp	Indo-Pacific	(26,26.5]	0.9585590	0.9583703	0.9587477
sal + temp	Indo-Pacific	(26.5,26.75]	0.9806432	0.9793367	0.9819498
sal + temp	Indo-Pacific	(26.75,27]	0.9803276	0.9793667	0.9812885
sal + temp	Indo-Pacific	(27,27.25]	0.9552859	0.9489600	0.9616118
sal + temp	Indo-Pacific	(27.25,27.5]	0.9055536	0.8764929	0.9346142
sal + temp	Indo-Pacific	(27.5,27.75]	0.8222967	0.7528804	0.8917130
sal + temp	Indo-Pacific	(27.75,27.85]	0.8924659	0.8696544	0.9152774
sal + temp	Indo-Pacific	(27.85,27.95]	0.8802569	0.8768682	0.8836456
sal + temp	Indo-Pacific	(27.95,28.05]	0.8311242	0.8246519	0.8375964
sal + temp	Indo-Pacific	(28.05,28.1]	0.7224757	0.7042932	0.7406583
sal + temp	Indo-Pacific	(28.1,28.2]	0.3049223	0.1193625	0.4904820
sal + temp	Indo-Pacific	(28.2,28.3]	0.8553223	0.8528741	0.8577705
sal + temp	Indo-Pacific	(28.3,28.4]	0.9278959	0.9219723	0.9338194
sal + temp	Indo-Pacific	(28.4, Inf]	0.1566658	-0.2952419	0.6085735
silicate + phosphate	Atlantic	(-Inf,26]	0.7516502	0.7386904	0.7646100
silicate + phosphate	Atlantic	(26,26.5]	0.9171634	0.8916831	0.9426437
silicate + phosphate	Atlantic	(26.5,26.75]	0.9319419	0.9007565	0.9631273
silicate + phosphate	Atlantic	(26.75,27]	0.9139438	0.8733768	0.9545109
silicate + phosphate	Atlantic	(27,27.25]	0.9128191	0.8795472	0.9460910
silicate + phosphate	Atlantic	(27.25,27.5]	0.8910438	0.8727777	0.9093099
silicate + phosphate	Atlantic	(27.5,27.75]	0.8693327	0.8646286	0.8740368
silicate + phosphate	Atlantic	(27.75,27.85]	0.9311432	0.9205703	0.9417161
silicate + phosphate	Atlantic	(27.85,27.95]	0.9673945	0.9640687	0.9707203
silicate + phosphate	Atlantic	(27.95,28.05]	0.9820308	0.9815793	0.9824824
silicate + phosphate	Atlantic	(28.05,28.1]	0.9882461	0.9876544	0.9888378
silicate + phosphate	Atlantic	(28.1,28.15]	0.9909142	0.9905422	0.9912861
silicate + phosphate	Atlantic	(28.15,28.2]	0.9889321	0.9875203	0.9903439
silicate + phosphate	Atlantic	(28.2, Inf]	0.9681727	0.9537545	0.9825908
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8342225	0.8339449	0.8345002
silicate + phosphate	Indo-Pacific	(26,26.5]	0.7963462	0.7856998	0.8069925
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8074236	0.7976359	0.8172112
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8603965	0.8476403	0.8731527
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9021786	0.8865420	0.9178152
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9001068	0.8839681	0.9162454
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8882635	0.8614053	0.9151217
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9503559	0.9394767	0.9612352
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9637643	0.9552453	0.9722833
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9586005	0.9523836	0.9648175
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9584701	0.9524629	0.9644773
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9192640	0.8981473	0.9403807
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.3926551	0.3277154	0.4575947
silicate + phosphate	Indo-Pacific	(28.3,28.4]	0.4968615	0.3802676	0.6134554
silicate + phosphate	Indo-Pacific	(28.4, Inf]	0.7632634	0.6227879	0.9037388
silicate + phosphate_star	Atlantic	(-Inf,26]	0.6199395	0.5961793	0.6436997
silicate + phosphate_star	Atlantic	(26,26.5]	0.7719164	0.7507078	0.7931251
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7496447	0.7256300	0.7736594
silicate + phosphate_star	Atlantic	(26.75,27]	0.6173647	0.5513825	0.6833470
silicate + phosphate_star	Atlantic	(27,27.25]	0.6766765	0.6591509	0.6942022
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8359989	0.8178802	0.8541175
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9131331	0.9049177	0.9213485
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9006271	0.8981008	0.9031533
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9025893	0.8963824	0.9087962
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.8972583	0.8910478	0.9034688
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9284926	0.9256356	0.9313496
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9482751	0.9447065	0.9518436
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9582439	0.9554861	0.9610017
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8206018	0.7279311	0.9132724
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7290592	0.7006550	0.7574635
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7919785	0.7657312	0.8182257
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7807981	0.7634950	0.7981012
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.6709015	0.6482027	0.6936003
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.2271431	0.2228809	0.2314052
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2806638	-0.3065074	-0.2548203
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4587841	-0.4932340	-0.4243341
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4028627	-0.4148689	-0.3908564
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1979908	-0.2238656	-0.1721160
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.1988763	0.1947252	0.2030275
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5408172	0.4744975	0.6071368
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3054369	0.2006393	0.4102346
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0005282	-0.0354508	0.0365072
silicate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.4114672	-0.4895314	-0.3334030
silicate + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.8795408	-0.9443340	-0.8147476
temp + aou	Atlantic	(-Inf,26]	-0.2508601	-0.3943604	-0.1073599
temp + aou	Atlantic	(26,26.5]	-0.2880918	-0.3693035	-0.2068801
temp + aou	Atlantic	(26.5,26.75]	-0.3149521	-0.3601968	-0.2697073
temp + aou	Atlantic	(26.75,27]	-0.1003324	-0.2541027	0.0534379
temp + aou	Atlantic	(27,27.25]	-0.0208798	-0.1448682	0.1031085
temp + aou	Atlantic	(27.25,27.5]	-0.0447678	-0.0991867	0.0096510
temp + aou	Atlantic	(27.5,27.75]	-0.2401540	-0.2532334	-0.2270745
temp + aou	Atlantic	(27.75,27.85]	-0.2617709	-0.2985512	-0.2249906
temp + aou	Atlantic	(27.85,27.95]	-0.2333791	-0.2629741	-0.2037841
temp + aou	Atlantic	(27.95,28.05]	-0.3784541	-0.3980929	-0.3588153
temp + aou	Atlantic	(28.05,28.1]	-0.5670852	-0.5672097	-0.5669607
temp + aou	Atlantic	(28.1,28.15]	-0.6112350	-0.6735523	-0.5489177
temp + aou	Atlantic	(28.15,28.2]	-0.4869412	-0.6546856	-0.3191968
temp + aou	Atlantic	(28.2, Inf]	0.1040413	-0.0180114	0.2260940
temp + aou	Indo-Pacific	(-Inf,26]	-0.1834121	-0.1948454	-0.1719789
temp + aou	Indo-Pacific	(26,26.5]	-0.0714299	-0.1978872	0.0550274
temp + aou	Indo-Pacific	(26.5,26.75]	-0.0332625	-0.1020522	0.0355271
temp + aou	Indo-Pacific	(26.75,27]	-0.1517046	-0.2728120	-0.0305973
temp + aou	Indo-Pacific	(27,27.25]	0.0607304	-0.0167365	0.1381973
temp + aou	Indo-Pacific	(27.25,27.5]	0.2860208	0.2158373	0.3562043
temp + aou	Indo-Pacific	(27.5,27.75]	0.3776400	0.2885794	0.4667006
temp + aou	Indo-Pacific	(27.75,27.85]	0.3248436	0.2606914	0.3889957
temp + aou	Indo-Pacific	(27.85,27.95]	0.4007425	0.3856664	0.4158186
temp + aou	Indo-Pacific	(27.95,28.05]	0.2937573	0.2822383	0.3052762
temp + aou	Indo-Pacific	(28.05,28.1]	0.1079800	0.0228181	0.1931418
temp + aou	Indo-Pacific	(28.1,28.2]	0.6474209	0.6433791	0.6514627
temp + aou	Indo-Pacific	(28.2,28.3]	0.6787201	0.6625185	0.6949217
temp + aou	Indo-Pacific	(28.3,28.4]	0.9491181	0.9470006	0.9512355
temp + aou	Indo-Pacific	(28.4, Inf]	0.9022058	0.8109507	0.9934609
temp + nitrate	Atlantic	(-Inf,26]	-0.2698645	-0.3514958	-0.1882333
temp + nitrate	Atlantic	(26,26.5]	-0.4869132	-0.5219520	-0.4518743
temp + nitrate	Atlantic	(26.5,26.75]	-0.5173557	-0.5510224	-0.4836889
temp + nitrate	Atlantic	(26.75,27]	-0.3984910	-0.5061083	-0.2908736
temp + nitrate	Atlantic	(27,27.25]	-0.4692463	-0.4962173	-0.4422753
temp + nitrate	Atlantic	(27.25,27.5]	-0.5894326	-0.6050349	-0.5738303
temp + nitrate	Atlantic	(27.5,27.75]	-0.6765687	-0.6767079	-0.6764295
temp + nitrate	Atlantic	(27.75,27.85]	-0.6410266	-0.6617794	-0.6202739
temp + nitrate	Atlantic	(27.85,27.95]	-0.6137289	-0.6352279	-0.5922300
temp + nitrate	Atlantic	(27.95,28.05]	-0.7142707	-0.7181407	-0.7104006
temp + nitrate	Atlantic	(28.05,28.1]	-0.7704952	-0.7808243	-0.7601661
temp + nitrate	Atlantic	(28.1,28.15]	-0.7541907	-0.7963616	-0.7120199
temp + nitrate	Atlantic	(28.15,28.2]	-0.5241711	-0.6989775	-0.3493647
temp + nitrate	Atlantic	(28.2, Inf]	-0.2839572	-0.3034492	-0.2644653
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4058524	-0.4649751	-0.3467296
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4612526	-0.5930439	-0.3294613
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4808084	-0.5976646	-0.3639522
temp + nitrate	Indo-Pacific	(26.75,27]	-0.4762415	-0.5837003	-0.3687828
temp + nitrate	Indo-Pacific	(27,27.25]	-0.2091421	-0.2586647	-0.1596194
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0473225	0.0436084	0.0510366
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1723149	0.1523174	0.1923123
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1501653	0.1347243	0.1656063
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.1994458	0.1730660	0.2258257
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0430207	0.0360715	0.0499699
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0888226	-0.1555696	-0.0220756
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.4635595	0.4349056	0.4922134
temp + nitrate	Indo-Pacific	(28.2,28.3]	-0.0598299	-0.0811390	-0.0385208
temp + nitrate	Indo-Pacific	(28.3,28.4]	0.5575907	0.5074415	0.6077399
temp + nitrate	Indo-Pacific	(28.4, Inf]	0.8277825	0.7691452	0.8864199
temp + phosphate	Atlantic	(-Inf,26]	-0.4410215	-0.4925456	-0.3894974
temp + phosphate	Atlantic	(26,26.5]	-0.6542813	-0.6635759	-0.6449868
temp + phosphate	Atlantic	(26.5,26.75]	-0.6454938	-0.6653628	-0.6256248
temp + phosphate	Atlantic	(26.75,27]	-0.5356246	-0.6207307	-0.4505184
temp + phosphate	Atlantic	(27,27.25]	-0.5787567	-0.6005032	-0.5570102
temp + phosphate	Atlantic	(27.25,27.5]	-0.6720303	-0.6868588	-0.6572018
temp + phosphate	Atlantic	(27.5,27.75]	-0.7293275	-0.7300020	-0.7286531
temp + phosphate	Atlantic	(27.75,27.85]	-0.6829110	-0.6993246	-0.6664974
temp + phosphate	Atlantic	(27.85,27.95]	-0.6353978	-0.6576374	-0.6131582
temp + phosphate	Atlantic	(27.95,28.05]	-0.7231517	-0.7242005	-0.7221028
temp + phosphate	Atlantic	(28.05,28.1]	-0.7813971	-0.7889038	-0.7738904
temp + phosphate	Atlantic	(28.1,28.15]	-0.7688606	-0.8093759	-0.7283453
temp + phosphate	Atlantic	(28.15,28.2]	-0.5311575	-0.7066258	-0.3556893
temp + phosphate	Atlantic	(28.2, Inf]	-0.2907829	-0.3125422	-0.2690236
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.3811355	-0.4416774	-0.3205935
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4288775	-0.5530397	-0.3047153
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4584731	-0.5739661	-0.3429802
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4737393	-0.5839462	-0.3635324
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1791879	-0.2509765	-0.1073993
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.1078120	0.0615078	0.1541161
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2552762	0.1879769	0.3225756
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2215708	0.1637582	0.2793835
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.2329761	0.2309230	0.2350293
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.0613978	0.0451528	0.0776429
temp + phosphate	Indo-Pacific	(28.05,28.1]	-0.0837035	-0.1476921	-0.0197150
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.4488489	0.4054400	0.4922577
temp + phosphate	Indo-Pacific	(28.2,28.3]	-0.0769616	-0.0844006	-0.0695227
temp + phosphate	Indo-Pacific	(28.3,28.4]	0.5664653	0.5561275	0.5768032
temp + phosphate	Indo-Pacific	(28.4, Inf]	0.7417867	0.5933156	0.8902578
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6573187	-0.6924107	-0.6222266
temp + phosphate_star	Atlantic	(26,26.5]	-0.9346223	-0.9500768	-0.9191678
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9479729	-0.9499419	-0.9460039
temp + phosphate_star	Atlantic	(26.75,27]	-0.9124248	-0.9357465	-0.8891030
temp + phosphate_star	Atlantic	(27,27.25]	-0.9170405	-0.9188176	-0.9152634
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9398332	-0.9474230	-0.9322435
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9388224	-0.9427097	-0.9349351
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9272182	-0.9276226	-0.9268138
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9179468	-0.9205397	-0.9153539
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9280861	-0.9350767	-0.9210954
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9152298	-0.9193844	-0.9110752
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8836864	-0.9036506	-0.8637222
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.6137674	-0.7744261	-0.4531087
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.5891926	-0.7041752	-0.4742099
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7361261	-0.7869767	-0.6852755
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8859902	-0.9181777	-0.8538028
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9300901	-0.9530525	-0.9071277
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9462698	-0.9607179	-0.9318217
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9243634	-0.9276845	-0.9210423
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8618111	-0.8957498	-0.8278725
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8008212	-0.8565660	-0.7450764
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7748758	-0.7897039	-0.7600478
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8590946	-0.8959189	-0.8222703
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8139120	-0.8416696	-0.7861544
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6375484	-0.6395168	-0.6355799
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4201695	-0.5167299	-0.3236090
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7570940	-0.7856919	-0.7284960
temp + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7756335	-0.8109310	-0.7403360
temp + phosphate_star	Indo-Pacific	(28.4, Inf]	-0.9261973	-0.9672777	-0.8851169
temp + silicate	Atlantic	(-Inf,26]	-0.4468368	-0.4581702	-0.4355034
temp + silicate	Atlantic	(26,26.5]	-0.6420583	-0.6501304	-0.6339861
temp + silicate	Atlantic	(26.5,26.75]	-0.6287476	-0.6400348	-0.6174604
temp + silicate	Atlantic	(26.75,27]	-0.5193143	-0.5933950	-0.4452336
temp + silicate	Atlantic	(27,27.25]	-0.5716081	-0.5903660	-0.5528502
temp + silicate	Atlantic	(27.25,27.5]	-0.7615268	-0.7674783	-0.7555753
temp + silicate	Atlantic	(27.5,27.75]	-0.8230988	-0.8252849	-0.8209127
temp + silicate	Atlantic	(27.75,27.85]	-0.7269970	-0.7286507	-0.7253432
temp + silicate	Atlantic	(27.85,27.95]	-0.7163504	-0.7328535	-0.6998474
temp + silicate	Atlantic	(27.95,28.05]	-0.7513132	-0.7519672	-0.7506592
temp + silicate	Atlantic	(28.05,28.1]	-0.7663682	-0.7757360	-0.7570003
temp + silicate	Atlantic	(28.1,28.15]	-0.7502001	-0.7873372	-0.7130630
temp + silicate	Atlantic	(28.15,28.2]	-0.4772850	-0.6470201	-0.3075498
temp + silicate	Atlantic	(28.2, Inf]	-0.1684348	-0.1982382	-0.1386315
temp + silicate	Indo-Pacific	(-Inf,26]	-0.4845754	-0.5747318	-0.3944189
temp + silicate	Indo-Pacific	(26,26.5]	-0.6385260	-0.7321033	-0.5449487
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.7069879	-0.7865400	-0.6274358
temp + silicate	Indo-Pacific	(26.75,27]	-0.6414773	-0.7084460	-0.5745086
temp + silicate	Indo-Pacific	(27,27.25]	-0.3335841	-0.3882776	-0.2788907
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.0575216	-0.1052435	-0.0097997
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0457826	0.0073553	0.0842099
temp + silicate	Indo-Pacific	(27.75,27.85]	0.1053722	0.0596733	0.1510711
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1642638	0.1504365	0.1780912
temp + silicate	Indo-Pacific	(27.95,28.05]	0.0646703	0.0530664	0.0762743
temp + silicate	Indo-Pacific	(28.05,28.1]	-0.0138817	-0.0704240	0.0426605
temp + silicate	Indo-Pacific	(28.1,28.2]	0.4686582	0.4456093	0.4917071
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1004187	0.0945499	0.1062875
temp + silicate	Indo-Pacific	(28.3,28.4]	0.6806446	0.6516142	0.7096751
temp + silicate	Indo-Pacific	(28.4, Inf]	0.9709899	0.9612720	0.9807079

rm(cor_predictors, cor_predictors_stats)

3.2.3 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")

Past versions of correlation_predictors-1.png

Version	Author	Date
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
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]	0.5082260	0.4846529	0.5317990
aou	Atlantic	(26,26.5]	-0.1122539	-0.1998529	-0.0246550
aou	Atlantic	(26.5,26.75]	-0.3672176	-0.3732587	-0.3611766
aou	Atlantic	(26.75,27]	-0.3041611	-0.3442219	-0.2641002
aou	Atlantic	(27,27.25]	-0.3134212	-0.3758098	-0.2510326
aou	Atlantic	(27.25,27.5]	-0.4063366	-0.4299206	-0.3827526
aou	Atlantic	(27.5,27.75]	-0.6779758	-0.7202921	-0.6356594
aou	Atlantic	(27.75,27.85]	-0.7999755	-0.8216924	-0.7782586
aou	Atlantic	(27.85,27.95]	-0.8121081	-0.8286787	-0.7955374
aou	Atlantic	(27.95,28.05]	-0.7928289	-0.8089726	-0.7766851
aou	Atlantic	(28.05,28.1]	-0.8287576	-0.8288472	-0.8286680
aou	Atlantic	(28.1,28.15]	-0.8358781	-0.8670285	-0.8047277
aou	Atlantic	(28.15,28.2]	-0.8934724	-0.8947372	-0.8922077
aou	Atlantic	(28.2, Inf]	-0.7066716	-0.8407837	-0.5725595
aou	Indo-Pacific	(-Inf,26]	-0.1166554	-0.1881101	-0.0452007
aou	Indo-Pacific	(26,26.5]	-0.5286699	-0.5568585	-0.5004813
aou	Indo-Pacific	(26.5,26.75]	-0.4681901	-0.4908233	-0.4455568
aou	Indo-Pacific	(26.75,27]	-0.4634229	-0.5373485	-0.3894973
aou	Indo-Pacific	(27,27.25]	0.1424203	0.1155729	0.1692678
aou	Indo-Pacific	(27.25,27.5]	0.5844808	0.5573394	0.6116221
aou	Indo-Pacific	(27.5,27.75]	0.6560866	0.5932859	0.7188873
aou	Indo-Pacific	(27.75,27.85]	0.7146849	0.6783520	0.7510177
aou	Indo-Pacific	(27.85,27.95]	0.6669345	0.6182567	0.7156123
aou	Indo-Pacific	(27.95,28.05]	0.4414420	0.4094723	0.4734117
aou	Indo-Pacific	(28.05,28.1]	0.1915197	0.1572609	0.2257786
aou	Indo-Pacific	(28.1,28.2]	0.1610677	0.1143341	0.2078013
aou	Indo-Pacific	(28.2,28.3]	0.0693875	0.0541651	0.0846098
aou	Indo-Pacific	(28.3,28.4]	0.0804890	-0.0358493	0.1968273
aou	Indo-Pacific	(28.4, Inf]	-0.7368959	-0.7837035	-0.6900883
nitrate	Atlantic	(-Inf,26]	0.3175017	0.3077137	0.3272896
nitrate	Atlantic	(26,26.5]	-0.2767337	-0.3308970	-0.2225704
nitrate	Atlantic	(26.5,26.75]	-0.5461113	-0.5597237	-0.5324988
nitrate	Atlantic	(26.75,27]	-0.6438444	-0.6824831	-0.6052057
nitrate	Atlantic	(27,27.25]	-0.7660104	-0.7950706	-0.7369501
nitrate	Atlantic	(27.25,27.5]	-0.8725215	-0.9072114	-0.8378315
nitrate	Atlantic	(27.5,27.75]	-0.9484619	-0.9619719	-0.9349520
nitrate	Atlantic	(27.75,27.85]	-0.9528321	-0.9589580	-0.9467061
nitrate	Atlantic	(27.85,27.95]	-0.9292552	-0.9362184	-0.9222921
nitrate	Atlantic	(27.95,28.05]	-0.9034173	-0.9146937	-0.8921409
nitrate	Atlantic	(28.05,28.1]	-0.8967092	-0.9103068	-0.8831117
nitrate	Atlantic	(28.1,28.15]	-0.8823175	-0.9174446	-0.8471905
nitrate	Atlantic	(28.15,28.2]	-0.9287735	-0.9329366	-0.9246104
nitrate	Atlantic	(28.2, Inf]	-0.9443357	-0.9752258	-0.9134456
nitrate	Indo-Pacific	(-Inf,26]	-0.1857581	-0.2276664	-0.1438497
nitrate	Indo-Pacific	(26,26.5]	-0.7307397	-0.7736134	-0.6878660
nitrate	Indo-Pacific	(26.5,26.75]	-0.7587736	-0.7954266	-0.7221206
nitrate	Indo-Pacific	(26.75,27]	-0.6645593	-0.7475213	-0.5815974
nitrate	Indo-Pacific	(27,27.25]	0.0105749	-0.0056644	0.0268141
nitrate	Indo-Pacific	(27.25,27.5]	0.5105525	0.4858694	0.5352356
nitrate	Indo-Pacific	(27.5,27.75]	0.6233443	0.5823613	0.6643273
nitrate	Indo-Pacific	(27.75,27.85]	0.7111652	0.6993701	0.7229603
nitrate	Indo-Pacific	(27.85,27.95]	0.6453969	0.6140945	0.6766993
nitrate	Indo-Pacific	(27.95,28.05]	0.3532758	0.3370765	0.3694751
nitrate	Indo-Pacific	(28.05,28.1]	0.1021544	0.0628996	0.1414091
nitrate	Indo-Pacific	(28.1,28.2]	0.0541766	-0.0069079	0.1152611
nitrate	Indo-Pacific	(28.2,28.3]	-0.1233326	-0.2674670	0.0208017
nitrate	Indo-Pacific	(28.3,28.4]	-0.2126478	-0.4030688	-0.0222267
nitrate	Indo-Pacific	(28.4, Inf]	-0.6051260	-0.8322838	-0.3779683
phosphate	Atlantic	(-Inf,26]	0.1961726	0.1642503	0.2280949
phosphate	Atlantic	(26,26.5]	-0.4501473	-0.4907686	-0.4095260
phosphate	Atlantic	(26.5,26.75]	-0.6441398	-0.6627339	-0.6255457
phosphate	Atlantic	(26.75,27]	-0.7279528	-0.7590890	-0.6968166
phosphate	Atlantic	(27,27.25]	-0.8313829	-0.8564673	-0.8062985
phosphate	Atlantic	(27.25,27.5]	-0.9143079	-0.9402266	-0.8883892
phosphate	Atlantic	(27.5,27.75]	-0.9666575	-0.9754897	-0.9578254
phosphate	Atlantic	(27.75,27.85]	-0.9673353	-0.9688626	-0.9658080
phosphate	Atlantic	(27.85,27.95]	-0.9418440	-0.9459573	-0.9377307
phosphate	Atlantic	(27.95,28.05]	-0.9173538	-0.9296600	-0.9050477
phosphate	Atlantic	(28.05,28.1]	-0.9078377	-0.9262308	-0.8894446
phosphate	Atlantic	(28.1,28.15]	-0.8904744	-0.9335351	-0.8474136
phosphate	Atlantic	(28.15,28.2]	-0.9355136	-0.9413874	-0.9296397
phosphate	Atlantic	(28.2, Inf]	-0.9535495	-0.9810016	-0.9260975
phosphate	Indo-Pacific	(-Inf,26]	-0.2250467	-0.2570502	-0.1930431
phosphate	Indo-Pacific	(26,26.5]	-0.7632065	-0.7933707	-0.7330422
phosphate	Indo-Pacific	(26.5,26.75]	-0.7862679	-0.8174892	-0.7550466
phosphate	Indo-Pacific	(26.75,27]	-0.6862745	-0.7623038	-0.6102453
phosphate	Indo-Pacific	(27,27.25]	-0.0011067	-0.0168138	0.0146005
phosphate	Indo-Pacific	(27.25,27.5]	0.5004299	0.4703271	0.5305327
phosphate	Indo-Pacific	(27.5,27.75]	0.5859595	0.5266331	0.6452859
phosphate	Indo-Pacific	(27.75,27.85]	0.6485089	0.6062887	0.6907291
phosphate	Indo-Pacific	(27.85,27.95]	0.5834745	0.5232166	0.6437325
phosphate	Indo-Pacific	(27.95,28.05]	0.2727911	0.2349618	0.3106203
phosphate	Indo-Pacific	(28.05,28.1]	0.0060851	-0.0186572	0.0308274
phosphate	Indo-Pacific	(28.1,28.2]	-0.0765658	-0.1063500	-0.0467817
phosphate	Indo-Pacific	(28.2,28.3]	-0.5715896	-0.6305508	-0.5126284
phosphate	Indo-Pacific	(28.3,28.4]	-0.5505181	-0.6140529	-0.4869834
phosphate	Indo-Pacific	(28.4, Inf]	-0.8319042	-0.9022660	-0.7615425
phosphate_star	Atlantic	(-Inf,26]	-0.1321566	-0.1506571	-0.1136560
phosphate_star	Atlantic	(26,26.5]	-0.6902672	-0.7044662	-0.6760683
phosphate_star	Atlantic	(26.5,26.75]	-0.7896576	-0.7901319	-0.7891833
phosphate_star	Atlantic	(26.75,27]	-0.8330260	-0.8550107	-0.8110412
phosphate_star	Atlantic	(27,27.25]	-0.9098308	-0.9130128	-0.9066488
phosphate_star	Atlantic	(27.25,27.5]	-0.9290737	-0.9452040	-0.9129434
phosphate_star	Atlantic	(27.5,27.75]	-0.9152596	-0.9239778	-0.9065415
phosphate_star	Atlantic	(27.75,27.85]	-0.8839009	-0.8867501	-0.8810517
phosphate_star	Atlantic	(27.85,27.95]	-0.8347336	-0.8387709	-0.8306963
phosphate_star	Atlantic	(27.95,28.05]	-0.8481103	-0.8721107	-0.8241100
phosphate_star	Atlantic	(28.05,28.1]	-0.8777209	-0.9028037	-0.8526381
phosphate_star	Atlantic	(28.1,28.15]	-0.8718240	-0.9310155	-0.8126325
phosphate_star	Atlantic	(28.15,28.2]	-0.9265661	-0.9412092	-0.9119231
phosphate_star	Atlantic	(28.2, Inf]	-0.9517517	-0.9695841	-0.9339192
phosphate_star	Indo-Pacific	(-Inf,26]	-0.1123822	-0.1229895	-0.1017748
phosphate_star	Indo-Pacific	(26,26.5]	-0.8286921	-0.8544389	-0.8029454
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8708819	-0.9071809	-0.8345828
phosphate_star	Indo-Pacific	(26.75,27]	-0.7597393	-0.8222119	-0.6972666
phosphate_star	Indo-Pacific	(27,27.25]	-0.3799100	-0.4419623	-0.3178578
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3652744	-0.3969501	-0.3335988
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4021994	-0.4863535	-0.3180453
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4060519	-0.4320836	-0.3800202
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3490775	-0.3716898	-0.3264653
phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3691359	-0.3827176	-0.3555543
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4129861	-0.4435489	-0.3824233
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5603038	-0.6096535	-0.5109541
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5201407	-0.5513817	-0.4888996
phosphate_star	Indo-Pacific	(28.3,28.4]	-0.4638146	-0.5763661	-0.3512631
phosphate_star	Indo-Pacific	(28.4, Inf]	0.4853740	0.3351076	0.6356404
sal	Atlantic	(-Inf,26]	-0.0085073	-0.0158015	-0.0012130
sal	Atlantic	(26,26.5]	0.6434888	0.6189303	0.6680473
sal	Atlantic	(26.5,26.75]	0.7269741	0.7063362	0.7476120
sal	Atlantic	(26.75,27]	0.7013640	0.6407327	0.7619954
sal	Atlantic	(27,27.25]	0.7927776	0.7825116	0.8030435
sal	Atlantic	(27.25,27.5]	0.8388360	0.8057232	0.8719488
sal	Atlantic	(27.5,27.75]	0.8209544	0.7937740	0.8481349
sal	Atlantic	(27.75,27.85]	0.7213232	0.7016347	0.7410117
sal	Atlantic	(27.85,27.95]	0.6411164	0.6343060	0.6479269
sal	Atlantic	(27.95,28.05]	0.6785455	0.6464635	0.7106274
sal	Atlantic	(28.05,28.1]	0.7468548	0.7100173	0.7836924
sal	Atlantic	(28.1,28.15]	0.7571017	0.6787475	0.8354560
sal	Atlantic	(28.15,28.2]	0.8383479	0.8379209	0.8387749
sal	Atlantic	(28.2, Inf]	0.9206227	0.9011826	0.9400627
sal	Indo-Pacific	(-Inf,26]	0.0460939	0.0016689	0.0905190
sal	Indo-Pacific	(26,26.5]	0.6001809	0.5155923	0.6847695
sal	Indo-Pacific	(26.5,26.75]	0.7025297	0.6143009	0.7907585
sal	Indo-Pacific	(26.75,27]	0.5572041	0.4508833	0.6635249
sal	Indo-Pacific	(27,27.25]	-0.0060160	-0.0271440	0.0151120
sal	Indo-Pacific	(27.25,27.5]	-0.1114350	-0.1723297	-0.0505404
sal	Indo-Pacific	(27.5,27.75]	-0.1076395	-0.1129831	-0.1022958
sal	Indo-Pacific	(27.75,27.85]	-0.2114673	-0.2207431	-0.2021915
sal	Indo-Pacific	(27.85,27.95]	-0.0961242	-0.1646977	-0.0275507
sal	Indo-Pacific	(27.95,28.05]	0.0193070	-0.0505746	0.0891886
sal	Indo-Pacific	(28.05,28.1]	0.0607145	-0.0325899	0.1540189
sal	Indo-Pacific	(28.1,28.2]	0.1043675	0.0296931	0.1790418
sal	Indo-Pacific	(28.2,28.3]	0.1585765	0.1525970	0.1645561
sal	Indo-Pacific	(28.3,28.4]	0.1476542	0.0291087	0.2661998
sal	Indo-Pacific	(28.4, Inf]	-0.0529835	-0.3915622	0.2855953
silicate	Atlantic	(-Inf,26]	0.0815674	0.0651641	0.0979707
silicate	Atlantic	(26,26.5]	-0.4231026	-0.4568887	-0.3893165
silicate	Atlantic	(26.5,26.75]	-0.5536905	-0.5593626	-0.5480184
silicate	Atlantic	(26.75,27]	-0.5601360	-0.5820960	-0.5381761
silicate	Atlantic	(27,27.25]	-0.7260398	-0.7278489	-0.7242307
silicate	Atlantic	(27.25,27.5]	-0.8543511	-0.8599037	-0.8487985
silicate	Atlantic	(27.5,27.75]	-0.8606768	-0.8632980	-0.8580556
silicate	Atlantic	(27.75,27.85]	-0.8714860	-0.8774580	-0.8655140
silicate	Atlantic	(27.85,27.95]	-0.8795216	-0.8867618	-0.8722815
silicate	Atlantic	(27.95,28.05]	-0.8677024	-0.8796390	-0.8557657
silicate	Atlantic	(28.05,28.1]	-0.8726585	-0.8883403	-0.8569767
silicate	Atlantic	(28.1,28.15]	-0.8696250	-0.9112221	-0.8280278
silicate	Atlantic	(28.15,28.2]	-0.9246689	-0.9275248	-0.9218129
silicate	Atlantic	(28.2, Inf]	-0.8888510	-0.9521961	-0.8255060
silicate	Indo-Pacific	(-Inf,26]	-0.2040594	-0.2526578	-0.1554611
silicate	Indo-Pacific	(26,26.5]	-0.7271820	-0.7389197	-0.7154442
silicate	Indo-Pacific	(26.5,26.75]	-0.7349935	-0.7569032	-0.7130839
silicate	Indo-Pacific	(26.75,27]	-0.5183056	-0.5794608	-0.4571504
silicate	Indo-Pacific	(27,27.25]	0.2579123	0.2445185	0.2713061
silicate	Indo-Pacific	(27.25,27.5]	0.7462748	0.7199660	0.7725836
silicate	Indo-Pacific	(27.5,27.75]	0.8185024	0.7921334	0.8448714
silicate	Indo-Pacific	(27.75,27.85]	0.7752960	0.7516248	0.7989671
silicate	Indo-Pacific	(27.85,27.95]	0.6801483	0.6378283	0.7224682
silicate	Indo-Pacific	(27.95,28.05]	0.4046051	0.3827418	0.4264683
silicate	Indo-Pacific	(28.05,28.1]	0.1494870	0.1167652	0.1822087
silicate	Indo-Pacific	(28.1,28.2]	0.0666216	0.0333548	0.0998883
silicate	Indo-Pacific	(28.2,28.3]	-0.0035916	-0.1256980	0.1185147
silicate	Indo-Pacific	(28.3,28.4]	-0.1617342	-0.3529826	0.0295141
silicate	Indo-Pacific	(28.4, Inf]	-0.5372434	-0.7626471	-0.3118396
temp	Atlantic	(-Inf,26]	-0.3953654	-0.4196033	-0.3711275
temp	Atlantic	(26,26.5]	0.5910546	0.5882683	0.5938408
temp	Atlantic	(26.5,26.75]	0.6476723	0.6262422	0.6691023
temp	Atlantic	(26.75,27]	0.5727079	0.4864856	0.6589302
temp	Atlantic	(27,27.25]	0.7055499	0.6968854	0.7142144
temp	Atlantic	(27.25,27.5]	0.7838256	0.7423214	0.8253297
temp	Atlantic	(27.5,27.75]	0.7643264	0.7440571	0.7845957
temp	Atlantic	(27.75,27.85]	0.7018909	0.6985549	0.7052269
temp	Atlantic	(27.85,27.95]	0.6140492	0.6106350	0.6174634
temp	Atlantic	(27.95,28.05]	0.6608661	0.6183410	0.7033912
temp	Atlantic	(28.05,28.1]	0.6783093	0.6354636	0.7211549
temp	Atlantic	(28.1,28.15]	0.6335491	0.5201227	0.7469755
temp	Atlantic	(28.15,28.2]	0.3720396	0.1571199	0.5869592
temp	Atlantic	(28.2, Inf]	0.3993975	0.3139532	0.4848417
temp	Indo-Pacific	(-Inf,26]	-0.4125729	-0.4189288	-0.4062170
temp	Indo-Pacific	(26,26.5]	0.6000294	0.5181015	0.6819574
temp	Indo-Pacific	(26.5,26.75]	0.7021183	0.6131656	0.7910710
temp	Indo-Pacific	(26.75,27]	0.5875028	0.4944209	0.6805846
temp	Indo-Pacific	(27,27.25]	0.0989335	0.0515286	0.1463384
temp	Indo-Pacific	(27.25,27.5]	-0.0807568	-0.1318747	-0.0296390
temp	Indo-Pacific	(27.5,27.75]	-0.1416813	-0.1504326	-0.1329299
temp	Indo-Pacific	(27.75,27.85]	-0.1248806	-0.1339046	-0.1158566
temp	Indo-Pacific	(27.85,27.95]	0.0296728	-0.0254586	0.0848042
temp	Indo-Pacific	(27.95,28.05]	0.1274113	0.0800928	0.1747298
temp	Indo-Pacific	(28.05,28.1]	0.1558007	0.0934156	0.2181858
temp	Indo-Pacific	(28.1,28.2]	0.2037645	0.1978855	0.2096434
temp	Indo-Pacific	(28.2,28.3]	0.1040245	0.0189805	0.1890685
temp	Indo-Pacific	(28.3,28.4]	0.0370497	-0.0540087	0.1281080
temp	Indo-Pacific	(28.4, Inf]	-0.5471026	-0.7762468	-0.3179584

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

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  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  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_0.11          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] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1