Last updated: 2021-06-29

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
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html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
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html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
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html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
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) %>%
  map(plot_fun)

[[1]]

Version	Author	Date
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]]

Version	Author	Date
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]]

Version	Author	Date
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]]

Version	Author	Date
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


[[5]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[6]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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")

Version	Author	Date
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]	0.8708085	0.8707876	0.8708294
aou + nitrate	Atlantic	(26,26.5]	0.8451297	0.8007267	0.8895326
aou + nitrate	Atlantic	(26.5,26.75]	0.9251431	0.9152453	0.9350410
aou + nitrate	Atlantic	(26.75,27]	0.9005798	0.8940282	0.9071314
aou + nitrate	Atlantic	(27,27.25]	0.7998417	0.7691689	0.8305146
aou + nitrate	Atlantic	(27.25,27.5]	0.7478409	0.7254158	0.7702661
aou + nitrate	Atlantic	(27.5,27.75]	0.8459952	0.8272592	0.8647313
aou + nitrate	Atlantic	(27.75,27.85]	0.9262713	0.9054741	0.9470686
aou + nitrate	Atlantic	(27.85,27.95]	0.9294396	0.9209155	0.9379637
aou + nitrate	Atlantic	(27.95,28.05]	0.9377609	0.9322953	0.9432265
aou + nitrate	Atlantic	(28.05,28.1]	0.9553679	0.9552974	0.9554384
aou + nitrate	Atlantic	(28.1,28.15]	0.9742443	0.9734960	0.9749925
aou + nitrate	Atlantic	(28.15,28.2]	0.9802964	0.9733008	0.9872920
aou + nitrate	Atlantic	(28.2, Inf]	0.9165535	0.8960884	0.9370185
aou + nitrate	Indian	(-Inf,26]	0.9827109	0.9715643	0.9938576
aou + nitrate	Indian	(26,26.5]	0.9630124	0.9366394	0.9893853
aou + nitrate	Indian	(26.5,26.75]	0.9638151	0.9504564	0.9771737
aou + nitrate	Indian	(26.75,27]	0.9244618	0.9122133	0.9367104
aou + nitrate	Indian	(27,27.25]	0.8555688	0.8181076	0.8930300
aou + nitrate	Indian	(27.25,27.5]	0.8962934	0.8890219	0.9035649
aou + nitrate	Indian	(27.5,27.75]	0.9125204	0.8923109	0.9327300
aou + nitrate	Indian	(27.75,27.85]	0.8737554	0.8252158	0.9222951
aou + nitrate	Indian	(27.85,27.95]	0.8605591	0.8153644	0.9057538
aou + nitrate	Indian	(27.95,28.05]	0.8158371	0.7485609	0.8831133
aou + nitrate	Indian	(28.05,28.1]	0.9078353	0.8599661	0.9557045
aou + nitrate	Indian	(28.1,28.2]	0.8827846	0.8438125	0.9217568
aou + nitrate	Indian	(28.2,28.3]	0.3930290	0.3433957	0.4426624
aou + nitrate	Indian	(28.3,28.4]	0.5276290	0.4271884	0.6280696
aou + nitrate	Indian	(28.4, Inf]	0.9148327	0.9148327	0.9148327
aou + nitrate	Pacific	(-Inf,26]	0.8715083	0.8392457	0.9037709
aou + nitrate	Pacific	(26,26.5]	0.8888658	0.8785996	0.8991321
aou + nitrate	Pacific	(26.5,26.75]	0.8605994	0.8429709	0.8782279
aou + nitrate	Pacific	(26.75,27]	0.9212166	0.9084173	0.9340160
aou + nitrate	Pacific	(27,27.25]	0.9730546	0.9717759	0.9743332
aou + nitrate	Pacific	(27.25,27.5]	0.9791542	0.9787419	0.9795665
aou + nitrate	Pacific	(27.5,27.75]	0.9812465	0.9811977	0.9812952
aou + nitrate	Pacific	(27.75,27.85]	0.9884133	0.9877951	0.9890314
aou + nitrate	Pacific	(27.85,27.95]	0.9887591	0.9873089	0.9902093
aou + nitrate	Pacific	(27.95,28.05]	0.9766076	0.9705376	0.9826777
aou + nitrate	Pacific	(28.05,28.1]	0.9755970	0.9639994	0.9871946
aou + nitrate	Pacific	(28.1,28.2]	0.9804697	0.9787330	0.9822064
aou + nitrate	Pacific	(28.2,28.3]	0.0353787	0.0220409	0.0487165
aou + nitrate	Pacific	(28.3,28.4]	0.7813760	0.7769981	0.7857539
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + phosphate	Atlantic	(-Inf,26]	0.2878683	0.0383195	0.5374170
aou + phosphate	Atlantic	(26,26.5]	0.6131823	0.5182361	0.7081285
aou + phosphate	Atlantic	(26.5,26.75]	0.8225183	0.7979188	0.8471178
aou + phosphate	Atlantic	(26.75,27]	0.8174088	0.8086889	0.8261287
aou + phosphate	Atlantic	(27,27.25]	0.7240887	0.6966428	0.7515347
aou + phosphate	Atlantic	(27.25,27.5]	0.6864983	0.6502845	0.7227121
aou + phosphate	Atlantic	(27.5,27.75]	0.8177559	0.7953253	0.8401864
aou + phosphate	Atlantic	(27.75,27.85]	0.9096035	0.8841621	0.9350449
aou + phosphate	Atlantic	(27.85,27.95]	0.9242591	0.9189787	0.9295394
aou + phosphate	Atlantic	(27.95,28.05]	0.9335708	0.9273522	0.9397893
aou + phosphate	Atlantic	(28.05,28.1]	0.9507913	0.9500311	0.9515515
aou + phosphate	Atlantic	(28.1,28.15]	0.9707042	0.9672051	0.9742033
aou + phosphate	Atlantic	(28.15,28.2]	0.9802059	0.9739480	0.9864639
aou + phosphate	Atlantic	(28.2, Inf]	0.9105984	0.8883019	0.9328949
aou + phosphate	Indian	(-Inf,26]	0.9965915	0.9959846	0.9971984
aou + phosphate	Indian	(26,26.5]	0.9945486	0.9929280	0.9961692
aou + phosphate	Indian	(26.5,26.75]	0.9878020	0.9820554	0.9935486
aou + phosphate	Indian	(26.75,27]	0.9483242	0.9267547	0.9698936
aou + phosphate	Indian	(27,27.25]	0.8952084	0.8435776	0.9468391
aou + phosphate	Indian	(27.25,27.5]	0.9342042	0.9195495	0.9488589
aou + phosphate	Indian	(27.5,27.75]	0.9477644	0.9414219	0.9541069
aou + phosphate	Indian	(27.75,27.85]	0.9254717	0.9044212	0.9465221
aou + phosphate	Indian	(27.85,27.95]	0.8888584	0.8559456	0.9217713
aou + phosphate	Indian	(27.95,28.05]	0.8352983	0.7803070	0.8902896
aou + phosphate	Indian	(28.05,28.1]	0.9170466	0.8762420	0.9578512
aou + phosphate	Indian	(28.1,28.2]	0.8764657	0.8410231	0.9119082
aou + phosphate	Indian	(28.2,28.3]	0.2956332	0.2868824	0.3043840
aou + phosphate	Indian	(28.3,28.4]	0.4818204	0.4580319	0.5056089
aou + phosphate	Indian	(28.4, Inf]	0.8344006	0.8344006	0.8344006
aou + phosphate	Pacific	(-Inf,26]	0.8950113	0.8720581	0.9179645
aou + phosphate	Pacific	(26,26.5]	0.9481626	0.9480963	0.9482289
aou + phosphate	Pacific	(26.5,26.75]	0.9196148	0.9093204	0.9299092
aou + phosphate	Pacific	(26.75,27]	0.9379145	0.9227032	0.9531258
aou + phosphate	Pacific	(27,27.25]	0.9817680	0.9808289	0.9827070
aou + phosphate	Pacific	(27.25,27.5]	0.9832276	0.9831318	0.9833234
aou + phosphate	Pacific	(27.5,27.75]	0.9811464	0.9810561	0.9812368
aou + phosphate	Pacific	(27.75,27.85]	0.9863684	0.9859754	0.9867615
aou + phosphate	Pacific	(27.85,27.95]	0.9872060	0.9864516	0.9879605
aou + phosphate	Pacific	(27.95,28.05]	0.9800022	0.9783410	0.9816634
aou + phosphate	Pacific	(28.05,28.1]	0.9768407	0.9706847	0.9829968
aou + phosphate	Pacific	(28.1,28.2]	0.9750008	0.9730154	0.9769862
aou + phosphate	Pacific	(28.2,28.3]	0.1185574	0.0546158	0.1824990
aou + phosphate	Pacific	(28.3,28.4]	0.5810981	0.4791937	0.6830025
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + phosphate_star	Atlantic	(-Inf,26]	-0.4865423	-0.6331181	-0.3399664
aou + phosphate_star	Atlantic	(26,26.5]	0.1323233	0.0187144	0.2459322
aou + phosphate_star	Atlantic	(26.5,26.75]	0.3465410	0.2925126	0.4005694
aou + phosphate_star	Atlantic	(26.75,27]	0.1878357	0.1670085	0.2086629
aou + phosphate_star	Atlantic	(27,27.25]	0.0547590	0.0377344	0.0717835
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1450099	0.0388034	0.2512163
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4862318	0.4374703	0.5349933
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6517329	0.5754603	0.7280055
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6668198	0.6487912	0.6848484
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7415505	0.7310010	0.7521001
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8227309	0.8205415	0.8249204
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8902110	0.8821660	0.8982559
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9260110	0.9012427	0.9507793
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7456651	0.6927086	0.7986215
aou + phosphate_star	Indian	(-Inf,26]	0.9556969	0.9432990	0.9680949
aou + phosphate_star	Indian	(26,26.5]	0.9294455	0.9060306	0.9528604
aou + phosphate_star	Indian	(26.5,26.75]	0.7826536	0.7076227	0.8576844
aou + phosphate_star	Indian	(26.75,27]	0.0384886	0.0284909	0.0484864
aou + phosphate_star	Indian	(27,27.25]	-0.6058127	-0.6245814	-0.5870440
aou + phosphate_star	Indian	(27.25,27.5]	-0.8454163	-0.8846116	-0.8062210
aou + phosphate_star	Indian	(27.5,27.75]	-0.9058416	-0.9179268	-0.8937564
aou + phosphate_star	Indian	(27.75,27.85]	-0.8024609	-0.8095791	-0.7953426
aou + phosphate_star	Indian	(27.85,27.95]	-0.6061920	-0.6156353	-0.5967487
aou + phosphate_star	Indian	(27.95,28.05]	-0.3505171	-0.4330938	-0.2679403
aou + phosphate_star	Indian	(28.05,28.1]	0.2348261	0.1836405	0.2860117
aou + phosphate_star	Indian	(28.1,28.2]	0.0236424	-0.1449504	0.1922353
aou + phosphate_star	Indian	(28.2,28.3]	-0.6219965	-0.6818001	-0.5621929
aou + phosphate_star	Indian	(28.3,28.4]	-0.8252419	-0.8414223	-0.8090615
aou + phosphate_star	Indian	(28.4, Inf]	-0.9328648	-0.9328648	-0.9328648
aou + phosphate_star	Pacific	(-Inf,26]	0.4953461	0.4329142	0.5577779
aou + phosphate_star	Pacific	(26,26.5]	0.5913817	0.5670657	0.6156977
aou + phosphate_star	Pacific	(26.5,26.75]	0.2823734	0.2521169	0.3126300
aou + phosphate_star	Pacific	(26.75,27]	0.2759943	0.2322779	0.3197108
aou + phosphate_star	Pacific	(27,27.25]	0.1395670	0.0656293	0.2135046
aou + phosphate_star	Pacific	(27.25,27.5]	-0.4339493	-0.4439878	-0.4239108
aou + phosphate_star	Pacific	(27.5,27.75]	-0.6577368	-0.6781579	-0.6373157
aou + phosphate_star	Pacific	(27.75,27.85]	-0.6236777	-0.6562633	-0.5910922
aou + phosphate_star	Pacific	(27.85,27.95]	-0.3022653	-0.3155373	-0.2889934
aou + phosphate_star	Pacific	(27.95,28.05]	0.2065461	0.2001788	0.2129133
aou + phosphate_star	Pacific	(28.05,28.1]	0.5753251	0.4944079	0.6562423
aou + phosphate_star	Pacific	(28.1,28.2]	0.1777371	0.1661576	0.1893166
aou + phosphate_star	Pacific	(28.2,28.3]	-0.6392575	-0.7862037	-0.4923113
aou + phosphate_star	Pacific	(28.3,28.4]	-0.7661196	-0.8254860	-0.7067533
aou + phosphate_star	Pacific	(28.4, Inf]	-0.9301099	-0.9301099	-0.9301099
aou + silicate	Atlantic	(-Inf,26]	-0.0009029	-0.0981612	0.0963554
aou + silicate	Atlantic	(26,26.5]	0.5464960	0.4183910	0.6746009
aou + silicate	Atlantic	(26.5,26.75]	0.7532338	0.6282299	0.8782377
aou + silicate	Atlantic	(26.75,27]	0.7965082	0.7367878	0.8562287
aou + silicate	Atlantic	(27,27.25]	0.6870086	0.6536192	0.7203981
aou + silicate	Atlantic	(27.25,27.5]	0.4660751	0.4115859	0.5205642
aou + silicate	Atlantic	(27.5,27.75]	0.5779617	0.5238704	0.6320529
aou + silicate	Atlantic	(27.75,27.85]	0.8157072	0.7985872	0.8328271
aou + silicate	Atlantic	(27.85,27.95]	0.8468636	0.8402585	0.8534686
aou + silicate	Atlantic	(27.95,28.05]	0.9113289	0.9044572	0.9182006
aou + silicate	Atlantic	(28.05,28.1]	0.9557394	0.9536707	0.9578082
aou + silicate	Atlantic	(28.1,28.15]	0.9705806	0.9695889	0.9715723
aou + silicate	Atlantic	(28.15,28.2]	0.9801868	0.9786822	0.9816914
aou + silicate	Atlantic	(28.2, Inf]	0.9240375	0.9187076	0.9293675
aou + silicate	Indian	(-Inf,26]	0.9251339	0.8923217	0.9579462
aou + silicate	Indian	(26,26.5]	0.9358432	0.9159804	0.9557059
aou + silicate	Indian	(26.5,26.75]	0.9594272	0.9498484	0.9690059
aou + silicate	Indian	(26.75,27]	0.9720258	0.9693367	0.9747149
aou + silicate	Indian	(27,27.25]	0.9122778	0.9112023	0.9133533
aou + silicate	Indian	(27.25,27.5]	0.8793203	0.8542812	0.9043595
aou + silicate	Indian	(27.5,27.75]	0.8739403	0.8533119	0.8945687
aou + silicate	Indian	(27.75,27.85]	0.8737688	0.8529250	0.8946125
aou + silicate	Indian	(27.85,27.95]	0.8550720	0.8195355	0.8906084
aou + silicate	Indian	(27.95,28.05]	0.8634419	0.8276793	0.8992045
aou + silicate	Indian	(28.05,28.1]	0.9522511	0.9456600	0.9588422
aou + silicate	Indian	(28.1,28.2]	0.8318632	0.8277240	0.8360025
aou + silicate	Indian	(28.2,28.3]	0.3473225	0.2505016	0.4441434
aou + silicate	Indian	(28.3,28.4]	0.5928057	0.4747606	0.7108508
aou + silicate	Indian	(28.4, Inf]	0.9967033	0.9967033	0.9967033
aou + silicate	Pacific	(-Inf,26]	0.5877581	0.5180520	0.6574642
aou + silicate	Pacific	(26,26.5]	0.6343790	0.6186128	0.6501452
aou + silicate	Pacific	(26.5,26.75]	0.4983944	0.4717753	0.5250135
aou + silicate	Pacific	(26.75,27]	0.6877231	0.6696840	0.7057623
aou + silicate	Pacific	(27,27.25]	0.8917193	0.8900022	0.8934363
aou + silicate	Pacific	(27.25,27.5]	0.9212661	0.9201285	0.9224038
aou + silicate	Pacific	(27.5,27.75]	0.9311955	0.9254717	0.9369193
aou + silicate	Pacific	(27.75,27.85]	0.9710934	0.9697598	0.9724271
aou + silicate	Pacific	(27.85,27.95]	0.9685613	0.9667731	0.9703494
aou + silicate	Pacific	(27.95,28.05]	0.9509204	0.9412154	0.9606253
aou + silicate	Pacific	(28.05,28.1]	0.9612965	0.9527705	0.9698224
aou + silicate	Pacific	(28.1,28.2]	0.9393501	0.9317998	0.9469004
aou + silicate	Pacific	(28.2,28.3]	-0.0028668	-0.1834709	0.1777373
aou + silicate	Pacific	(28.3,28.4]	0.8972723	0.8575753	0.9369693
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.5910507	0.3824842	0.7996171
nitrate + phosphate	Atlantic	(26,26.5]	0.8844073	0.8472868	0.9215277
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9653808	0.9578363	0.9729253
nitrate + phosphate	Atlantic	(26.75,27]	0.9789123	0.9784604	0.9793643
nitrate + phosphate	Atlantic	(27,27.25]	0.9858028	0.9854989	0.9861068
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9909182	0.9907564	0.9910800
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9922879	0.9906609	0.9939148
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9944408	0.9928378	0.9960439
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9925511	0.9899778	0.9951243
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9919852	0.9888713	0.9950992
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9930143	0.9905652	0.9954635
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9944444	0.9923959	0.9964929
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9970900	0.9964817	0.9976983
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9973136	0.9967631	0.9978640
nitrate + phosphate	Indian	(-Inf,26]	0.9825499	0.9674022	0.9976977
nitrate + phosphate	Indian	(26,26.5]	0.9641626	0.9306655	0.9976596
nitrate + phosphate	Indian	(26.5,26.75]	0.9743302	0.9507735	0.9978868
nitrate + phosphate	Indian	(26.75,27]	0.9818984	0.9685333	0.9952635
nitrate + phosphate	Indian	(27,27.25]	0.9728901	0.9582415	0.9875387
nitrate + phosphate	Indian	(27.25,27.5]	0.9688081	0.9588614	0.9787548
nitrate + phosphate	Indian	(27.5,27.75]	0.9505591	0.9276747	0.9734436
nitrate + phosphate	Indian	(27.75,27.85]	0.9436413	0.9136734	0.9736092
nitrate + phosphate	Indian	(27.85,27.95]	0.9595391	0.9446684	0.9744098
nitrate + phosphate	Indian	(27.95,28.05]	0.9799105	0.9732260	0.9865949
nitrate + phosphate	Indian	(28.05,28.1]	0.9826556	0.9752985	0.9900127
nitrate + phosphate	Indian	(28.1,28.2]	0.9629784	0.9484538	0.9775031
nitrate + phosphate	Indian	(28.2,28.3]	0.7620953	0.7017160	0.8224745
nitrate + phosphate	Indian	(28.3,28.4]	0.6967824	0.6712890	0.7222759
nitrate + phosphate	Indian	(28.4, Inf]	0.8767674	0.8767674	0.8767674
nitrate + phosphate	Pacific	(-Inf,26]	0.9545714	0.9480783	0.9610645
nitrate + phosphate	Pacific	(26,26.5]	0.9480725	0.9359211	0.9602240
nitrate + phosphate	Pacific	(26.5,26.75]	0.9347497	0.9286632	0.9408361
nitrate + phosphate	Pacific	(26.75,27]	0.9752053	0.9736863	0.9767244
nitrate + phosphate	Pacific	(27,27.25]	0.9872795	0.9865575	0.9880015
nitrate + phosphate	Pacific	(27.25,27.5]	0.9911636	0.9911023	0.9912249
nitrate + phosphate	Pacific	(27.5,27.75]	0.9926821	0.9924200	0.9929443
nitrate + phosphate	Pacific	(27.75,27.85]	0.9916537	0.9908404	0.9924669
nitrate + phosphate	Pacific	(27.85,27.95]	0.9902318	0.9874818	0.9929818
nitrate + phosphate	Pacific	(27.95,28.05]	0.9759288	0.9619303	0.9899272
nitrate + phosphate	Pacific	(28.05,28.1]	0.9688978	0.9504590	0.9873366
nitrate + phosphate	Pacific	(28.1,28.2]	0.9780377	0.9723288	0.9837465
nitrate + phosphate	Pacific	(28.2,28.3]	0.4248461	0.4243077	0.4253844
nitrate + phosphate	Pacific	(28.3,28.4]	0.7319829	0.6819545	0.7820113
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.1145527	-0.2797944	0.0506891
nitrate + phosphate_star	Atlantic	(26,26.5]	0.5722009	0.5219671	0.6224347
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6555647	0.6248065	0.6863229
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5796623	0.5483450	0.6109796
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6275206	0.5762630	0.6787782
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7524891	0.7072566	0.7977217
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8634239	0.8555349	0.8713130
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8791909	0.8565632	0.9018185
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8805769	0.8761253	0.8850286
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9141049	0.9092258	0.9189841
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9420966	0.9368499	0.9473434
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9596416	0.9587199	0.9605633
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9753138	0.9677445	0.9828831
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9442022	0.9340232	0.9543813
nitrate + phosphate_star	Indian	(-Inf,26]	0.9622777	0.9572939	0.9672615
nitrate + phosphate_star	Indian	(26,26.5]	0.9378969	0.9244101	0.9513838
nitrate + phosphate_star	Indian	(26.5,26.75]	0.8576363	0.8351799	0.8800928
nitrate + phosphate_star	Indian	(26.75,27]	0.3722026	0.2992630	0.4451422
nitrate + phosphate_star	Indian	(27,27.25]	-0.1430700	-0.2588776	-0.0272624
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.5480734	-0.6287876	-0.4673592
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.7014493	-0.7366602	-0.6662384
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.4885564	-0.5644525	-0.4126603
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.1865801	-0.2519007	-0.1212595
nitrate + phosphate_star	Indian	(27.95,28.05]	0.2156828	0.1903664	0.2409991
nitrate + phosphate_star	Indian	(28.05,28.1]	0.5740232	0.5298455	0.6182010
nitrate + phosphate_star	Indian	(28.1,28.2]	0.4102396	0.2112198	0.6092593
nitrate + phosphate_star	Indian	(28.2,28.3]	0.3145273	0.2584027	0.3706519
nitrate + phosphate_star	Indian	(28.3,28.4]	-0.1267531	-0.1862670	-0.0672391
nitrate + phosphate_star	Indian	(28.4, Inf]	-0.7836413	-0.7836413	-0.7836413
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8010070	0.8009883	0.8010257
nitrate + phosphate_star	Pacific	(26,26.5]	0.8104180	0.7878889	0.8329471
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.6143437	0.6127483	0.6159391
nitrate + phosphate_star	Pacific	(26.75,27]	0.5697939	0.5614704	0.5781175
nitrate + phosphate_star	Pacific	(27,27.25]	0.3101526	0.2353056	0.3849995
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.2860621	-0.3035699	-0.2685542
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.5337648	-0.5551700	-0.5123595
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.5394941	-0.5648529	-0.5141353
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.2173447	-0.2231747	-0.2115146
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.3007618	0.2691103	0.3324133
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.6316459	0.5411292	0.7221626
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.2846460	0.2602956	0.3089965
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.3478475	0.3144364	0.3812585
nitrate + phosphate_star	Pacific	(28.3,28.4]	-0.3972002	-0.4167501	-0.3776502
nitrate + phosphate_star	Pacific	(28.4, Inf]	0.0482486	0.0482486	0.0482486
nitrate + silicate	Atlantic	(-Inf,26]	0.3485327	0.3003326	0.3967327
nitrate + silicate	Atlantic	(26,26.5]	0.8191648	0.7562374	0.8820923
nitrate + silicate	Atlantic	(26.5,26.75]	0.8832353	0.7926849	0.9737856
nitrate + silicate	Atlantic	(26.75,27]	0.9020662	0.8588530	0.9452794
nitrate + silicate	Atlantic	(27,27.25]	0.9160829	0.9097088	0.9224570
nitrate + silicate	Atlantic	(27.25,27.5]	0.8659137	0.8492909	0.8825365
nitrate + silicate	Atlantic	(27.5,27.75]	0.8635058	0.8514208	0.8755907
nitrate + silicate	Atlantic	(27.75,27.85]	0.9399203	0.9397874	0.9400532
nitrate + silicate	Atlantic	(27.85,27.95]	0.9617539	0.9617155	0.9617923
nitrate + silicate	Atlantic	(27.95,28.05]	0.9793029	0.9783682	0.9802376
nitrate + silicate	Atlantic	(28.05,28.1]	0.9890099	0.9875998	0.9904200
nitrate + silicate	Atlantic	(28.1,28.15]	0.9896785	0.9886661	0.9906909
nitrate + silicate	Atlantic	(28.15,28.2]	0.9900959	0.9894796	0.9907121
nitrate + silicate	Atlantic	(28.2, Inf]	0.9872204	0.9818250	0.9926158
nitrate + silicate	Indian	(-Inf,26]	0.9531379	0.9414857	0.9647902
nitrate + silicate	Indian	(26,26.5]	0.9447641	0.9277179	0.9618103
nitrate + silicate	Indian	(26.5,26.75]	0.9531886	0.9438174	0.9625599
nitrate + silicate	Indian	(26.75,27]	0.9356522	0.9253835	0.9459210
nitrate + silicate	Indian	(27,27.25]	0.9293673	0.9243083	0.9344263
nitrate + silicate	Indian	(27.25,27.5]	0.9254038	0.9174313	0.9333763
nitrate + silicate	Indian	(27.5,27.75]	0.8458621	0.8413997	0.8503245
nitrate + silicate	Indian	(27.75,27.85]	0.7958498	0.7702678	0.8214318
nitrate + silicate	Indian	(27.85,27.95]	0.8411852	0.8279186	0.8544518
nitrate + silicate	Indian	(27.95,28.05]	0.8990895	0.8939455	0.9042336
nitrate + silicate	Indian	(28.05,28.1]	0.9516300	0.9388025	0.9644575
nitrate + silicate	Indian	(28.1,28.2]	0.8976908	0.8943338	0.9010478
nitrate + silicate	Indian	(28.2,28.3]	0.4990966	0.4893547	0.5088385
nitrate + silicate	Indian	(28.3,28.4]	0.7027578	0.6479991	0.7575164
nitrate + silicate	Indian	(28.4, Inf]	0.9148115	0.9148115	0.9148115
nitrate + silicate	Pacific	(-Inf,26]	0.8065798	0.7975709	0.8155886
nitrate + silicate	Pacific	(26,26.5]	0.8004639	0.8002013	0.8007264
nitrate + silicate	Pacific	(26.5,26.75]	0.7419628	0.7394112	0.7445144
nitrate + silicate	Pacific	(26.75,27]	0.8182883	0.8117664	0.8248102
nitrate + silicate	Pacific	(27,27.25]	0.9017792	0.8999799	0.9035785
nitrate + silicate	Pacific	(27.25,27.5]	0.8965481	0.8900279	0.9030683
nitrate + silicate	Pacific	(27.5,27.75]	0.8963654	0.8956883	0.8970424
nitrate + silicate	Pacific	(27.75,27.85]	0.9471675	0.9471159	0.9472191
nitrate + silicate	Pacific	(27.85,27.95]	0.9592384	0.9535101	0.9649667
nitrate + silicate	Pacific	(27.95,28.05]	0.9356054	0.9037661	0.9674446
nitrate + silicate	Pacific	(28.05,28.1]	0.9432744	0.9144216	0.9721273
nitrate + silicate	Pacific	(28.1,28.2]	0.9572634	0.9556384	0.9588885
nitrate + silicate	Pacific	(28.2,28.3]	0.4851755	0.2830948	0.6872562
nitrate + silicate	Pacific	(28.3,28.4]	0.8414945	0.7904642	0.8925249
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6672035	0.5943524	0.7400546
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8593532	0.8565520	0.8621543
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8165566	0.8073182	0.8257951
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7166981	0.6902005	0.7431956
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7245901	0.6852723	0.7639079
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8150425	0.7821425	0.8479426
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8979526	0.8906198	0.9052853
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9058146	0.8889347	0.9226946
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8992033	0.8941993	0.9042074
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9308567	0.9299145	0.9317989
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9573331	0.9553976	0.9592686
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9728580	0.9723568	0.9733591
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9810637	0.9741066	0.9880208
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9524651	0.9447117	0.9602185
phosphate + phosphate_star	Indian	(-Inf,26]	0.9748102	0.9677877	0.9818326
phosphate + phosphate_star	Indian	(26,26.5]	0.9613097	0.9492848	0.9733346
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8678727	0.8274284	0.9083171
phosphate + phosphate_star	Indian	(26.75,27]	0.3441217	0.2689636	0.4192797
phosphate + phosphate_star	Indian	(27,27.25]	-0.2022614	-0.3430976	-0.0614253
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.6038582	-0.6963886	-0.5113279
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.7314471	-0.7645983	-0.6982958
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.5235049	-0.5805324	-0.4664774
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.1828758	-0.2419513	-0.1238003
phosphate + phosphate_star	Indian	(27.95,28.05]	0.2102178	0.1978117	0.2226238
phosphate + phosphate_star	Indian	(28.05,28.1]	0.5890586	0.5463517	0.6317655
phosphate + phosphate_star	Indian	(28.1,28.2]	0.4783936	0.2691332	0.6876540
phosphate + phosphate_star	Indian	(28.2,28.3]	0.5515611	0.4818608	0.6212613
phosphate + phosphate_star	Indian	(28.3,28.4]	0.0913971	0.0380131	0.1447810
phosphate + phosphate_star	Indian	(28.4, Inf]	-0.5803584	-0.5803584	-0.5803584
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8085404	0.7935597	0.8235211
phosphate + phosphate_star	Pacific	(26,26.5]	0.8141362	0.7964851	0.8317872
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.6329951	0.6289196	0.6370705
phosphate + phosphate_star	Pacific	(26.75,27]	0.5870063	0.5860751	0.5879375
phosphate + phosphate_star	Pacific	(27,27.25]	0.3189223	0.2534471	0.3843975
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.2746285	-0.2857919	-0.2634651
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.5156546	-0.5407725	-0.4905367
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.4962918	-0.5339641	-0.4586195
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.1546961	-0.1759431	-0.1334490
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.3916181	0.3769427	0.4062935
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.7345373	0.6872494	0.7818252
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.3883103	0.3857154	0.3909051
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.6496135	0.5455579	0.7536690
phosphate + phosphate_star	Pacific	(28.3,28.4]	0.0654538	0.0322021	0.0987056
phosphate + phosphate_star	Pacific	(28.4, Inf]	0.8194717	0.8194717	0.8194717
sal + aou	Atlantic	(-Inf,26]	0.4520683	0.3171619	0.5869747
sal + aou	Atlantic	(26,26.5]	-0.0393932	-0.0991442	0.0203579
sal + aou	Atlantic	(26.5,26.75]	-0.2325720	-0.2903682	-0.1747758
sal + aou	Atlantic	(26.75,27]	-0.1332896	-0.1402222	-0.1263570
sal + aou	Atlantic	(27,27.25]	-0.0526618	-0.0530832	-0.0522405
sal + aou	Atlantic	(27.25,27.5]	-0.0862563	-0.1688616	-0.0036510
sal + aou	Atlantic	(27.5,27.75]	-0.3681685	-0.3989541	-0.3373830
sal + aou	Atlantic	(27.75,27.85]	-0.4076998	-0.5241588	-0.2912407
sal + aou	Atlantic	(27.85,27.95]	-0.4504121	-0.5149629	-0.3858614
sal + aou	Atlantic	(27.95,28.05]	-0.5989370	-0.6246400	-0.5732340
sal + aou	Atlantic	(28.05,28.1]	-0.7063684	-0.7273031	-0.6854336
sal + aou	Atlantic	(28.1,28.15]	-0.7909679	-0.8047031	-0.7772327
sal + aou	Atlantic	(28.15,28.2]	-0.8772385	-0.9146175	-0.8398595
sal + aou	Atlantic	(28.2, Inf]	-0.7320181	-0.8144450	-0.6495911
sal + aou	Indian	(-Inf,26]	-0.6155022	-0.8203919	-0.4106126
sal + aou	Indian	(26,26.5]	-0.6261745	-0.8104453	-0.4419036
sal + aou	Indian	(26.5,26.75]	-0.2371998	-0.4917618	0.0173623
sal + aou	Indian	(26.75,27]	0.4899424	0.3303659	0.6495188
sal + aou	Indian	(27,27.25]	0.8678228	0.8583141	0.8773316
sal + aou	Indian	(27.25,27.5]	0.9464158	0.9270099	0.9658216
sal + aou	Indian	(27.5,27.75]	0.9571139	0.9511367	0.9630911
sal + aou	Indian	(27.75,27.85]	0.9415681	0.9218396	0.9612965
sal + aou	Indian	(27.85,27.95]	0.8703779	0.8352943	0.9054614
sal + aou	Indian	(27.95,28.05]	0.6530126	0.6306765	0.6753486
sal + aou	Indian	(28.05,28.1]	0.2009114	0.0672390	0.3345839
sal + aou	Indian	(28.1,28.2]	0.0696034	-0.1858791	0.3250860
sal + aou	Indian	(28.2,28.3]	0.6272766	0.5961533	0.6583999
sal + aou	Indian	(28.3,28.4]	0.9006207	0.8934170	0.9078244
sal + aou	Indian	(28.4, Inf]	0.6657295	0.6657295	0.6657295
sal + aou	Pacific	(-Inf,26]	-0.0377939	-0.0502416	-0.0253463
sal + aou	Pacific	(26,26.5]	-0.0884869	-0.1251572	-0.0518166
sal + aou	Pacific	(26.5,26.75]	0.0645095	0.0515036	0.0775154
sal + aou	Pacific	(26.75,27]	-0.1068255	-0.1121811	-0.1014700
sal + aou	Pacific	(27,27.25]	-0.1767663	-0.1989277	-0.1546049
sal + aou	Pacific	(27.25,27.5]	0.0621463	0.0618562	0.0624364
sal + aou	Pacific	(27.5,27.75]	0.0411127	-0.0458034	0.1280288
sal + aou	Pacific	(27.75,27.85]	-0.1937498	-0.4278099	0.0403102
sal + aou	Pacific	(27.85,27.95]	-0.4182805	-0.6171156	-0.2194453
sal + aou	Pacific	(27.95,28.05]	-0.6144575	-0.7616948	-0.4672201
sal + aou	Pacific	(28.05,28.1]	-0.8738805	-0.8858150	-0.8619461
sal + aou	Pacific	(28.1,28.2]	-0.8597418	-0.8953556	-0.8241279
sal + aou	Pacific	(28.2,28.3]	0.8638991	0.8482523	0.8795459
sal + aou	Pacific	(28.3,28.4]	0.8279333	0.7211360	0.9347306
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	0.1289506	0.0259690	0.2319321
sal + nitrate	Atlantic	(26,26.5]	-0.4358935	-0.4700454	-0.4017416
sal + nitrate	Atlantic	(26.5,26.75]	-0.5380492	-0.5833370	-0.4927614
sal + nitrate	Atlantic	(26.75,27]	-0.5134996	-0.5256173	-0.5013819
sal + nitrate	Atlantic	(27,27.25]	-0.5974480	-0.6375599	-0.5573362
sal + nitrate	Atlantic	(27.25,27.5]	-0.6797911	-0.7093279	-0.6502544
sal + nitrate	Atlantic	(27.5,27.75]	-0.7461581	-0.7508749	-0.7414412
sal + nitrate	Atlantic	(27.75,27.85]	-0.6724288	-0.7333863	-0.6114712
sal + nitrate	Atlantic	(27.85,27.95]	-0.6941993	-0.7376848	-0.6507137
sal + nitrate	Atlantic	(27.95,28.05]	-0.7964454	-0.8282468	-0.7646440
sal + nitrate	Atlantic	(28.05,28.1]	-0.8506199	-0.8699885	-0.8312513
sal + nitrate	Atlantic	(28.1,28.15]	-0.8759275	-0.8986819	-0.8531731
sal + nitrate	Atlantic	(28.15,28.2]	-0.9299568	-0.9421923	-0.9177213
sal + nitrate	Atlantic	(28.2, Inf]	-0.9326784	-0.9566238	-0.9087330
sal + nitrate	Indian	(-Inf,26]	-0.7072611	-0.8470673	-0.5674549
sal + nitrate	Indian	(26,26.5]	-0.7882714	-0.8771294	-0.6994134
sal + nitrate	Indian	(26.5,26.75]	-0.4533253	-0.6426114	-0.2640392
sal + nitrate	Indian	(26.75,27]	0.1434307	-0.0710653	0.3579267
sal + nitrate	Indian	(27,27.25]	0.5052782	0.4202385	0.5903179
sal + nitrate	Indian	(27.25,27.5]	0.7475738	0.7274050	0.7677426
sal + nitrate	Indian	(27.5,27.75]	0.8354286	0.8073574	0.8634997
sal + nitrate	Indian	(27.75,27.85]	0.7138855	0.6049955	0.8227755
sal + nitrate	Indian	(27.85,27.95]	0.5406583	0.4049298	0.6763868
sal + nitrate	Indian	(27.95,28.05]	0.1334652	-0.0113308	0.2782612
sal + nitrate	Indian	(28.05,28.1]	-0.1604425	-0.4073522	0.0864672
sal + nitrate	Indian	(28.1,28.2]	-0.2831832	-0.5761610	0.0097947
sal + nitrate	Indian	(28.2,28.3]	-0.2354221	-0.2476810	-0.2231632
sal + nitrate	Indian	(28.3,28.4]	0.4700058	0.3856187	0.5543929
sal + nitrate	Indian	(28.4, Inf]	0.6285635	0.6285635	0.6285635
sal + nitrate	Pacific	(-Inf,26]	-0.3719200	-0.4315807	-0.3122593
sal + nitrate	Pacific	(26,26.5]	-0.4267103	-0.4450622	-0.4083585
sal + nitrate	Pacific	(26.5,26.75]	-0.3408338	-0.3814519	-0.3002156
sal + nitrate	Pacific	(26.75,27]	-0.3955440	-0.4234881	-0.3676000
sal + nitrate	Pacific	(27,27.25]	-0.2965355	-0.3224802	-0.2705908
sal + nitrate	Pacific	(27.25,27.5]	0.0319014	0.0181944	0.0456084
sal + nitrate	Pacific	(27.5,27.75]	0.0279711	-0.0413948	0.0973370
sal + nitrate	Pacific	(27.75,27.85]	-0.1970128	-0.3966643	0.0026387
sal + nitrate	Pacific	(27.85,27.95]	-0.4311177	-0.6020937	-0.2601417
sal + nitrate	Pacific	(27.95,28.05]	-0.6728149	-0.7858263	-0.5598035
sal + nitrate	Pacific	(28.05,28.1]	-0.9077631	-0.9175068	-0.8980195
sal + nitrate	Pacific	(28.1,28.2]	-0.9015927	-0.9256672	-0.8775183
sal + nitrate	Pacific	(28.2,28.3]	0.0573819	0.0396690	0.0750947
sal + nitrate	Pacific	(28.3,28.4]	0.5929513	0.5083247	0.6775780
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + phosphate	Atlantic	(-Inf,26]	-0.5457600	-0.6005961	-0.4909238
sal + phosphate	Atlantic	(26,26.5]	-0.7696944	-0.7932672	-0.7461216
sal + phosphate	Atlantic	(26.5,26.75]	-0.7226950	-0.7439005	-0.7014895
sal + phosphate	Atlantic	(26.75,27]	-0.6597731	-0.6683895	-0.6511567
sal + phosphate	Atlantic	(27,27.25]	-0.6986329	-0.7273699	-0.6698959
sal + phosphate	Atlantic	(27.25,27.5]	-0.7465310	-0.7643177	-0.7287443
sal + phosphate	Atlantic	(27.5,27.75]	-0.7877616	-0.7936073	-0.7819159
sal + phosphate	Atlantic	(27.75,27.85]	-0.7071914	-0.7621454	-0.6522375
sal + phosphate	Atlantic	(27.85,27.95]	-0.7084592	-0.7605080	-0.6564104
sal + phosphate	Atlantic	(27.95,28.05]	-0.8042908	-0.8382895	-0.7702921
sal + phosphate	Atlantic	(28.05,28.1]	-0.8605385	-0.8813610	-0.8397159
sal + phosphate	Atlantic	(28.1,28.15]	-0.8876854	-0.9119827	-0.8633882
sal + phosphate	Atlantic	(28.15,28.2]	-0.9345981	-0.9479304	-0.9212658
sal + phosphate	Atlantic	(28.2, Inf]	-0.9386084	-0.9598143	-0.9174026
sal + phosphate	Indian	(-Inf,26]	-0.6170775	-0.8362908	-0.3978643
sal + phosphate	Indian	(26,26.5]	-0.6571748	-0.8632711	-0.4510786
sal + phosphate	Indian	(26.5,26.75]	-0.3219412	-0.6262912	-0.0175912
sal + phosphate	Indian	(26.75,27]	0.2351957	-0.0313955	0.5017870
sal + phosphate	Indian	(27,27.25]	0.6071642	0.4669402	0.7473883
sal + phosphate	Indian	(27.25,27.5]	0.8363971	0.8146581	0.8581362
sal + phosphate	Indian	(27.5,27.75]	0.8967841	0.8780797	0.9154886
sal + phosphate	Indian	(27.75,27.85]	0.8257019	0.7676275	0.8837763
sal + phosphate	Indian	(27.85,27.95]	0.6272649	0.5086956	0.7458341
sal + phosphate	Indian	(27.95,28.05]	0.1836988	0.0493687	0.3180289
sal + phosphate	Indian	(28.05,28.1]	-0.1279095	-0.3728785	0.1170596
sal + phosphate	Indian	(28.1,28.2]	-0.2714147	-0.5647829	0.0219535
sal + phosphate	Indian	(28.2,28.3]	-0.2774635	-0.3145774	-0.2403496
sal + phosphate	Indian	(28.3,28.4]	0.4455957	0.3817280	0.5094635
sal + phosphate	Indian	(28.4, Inf]	0.5083557	0.5083557	0.5083557
sal + phosphate	Pacific	(-Inf,26]	-0.2404045	-0.2641457	-0.2166634
sal + phosphate	Pacific	(26,26.5]	-0.3422699	-0.3735269	-0.3110128
sal + phosphate	Pacific	(26.5,26.75]	-0.2707431	-0.3022696	-0.2392165
sal + phosphate	Pacific	(26.75,27]	-0.3863009	-0.4184503	-0.3541516
sal + phosphate	Pacific	(27,27.25]	-0.2877851	-0.3024736	-0.2730966
sal + phosphate	Pacific	(27.25,27.5]	0.0359743	0.0351900	0.0367587
sal + phosphate	Pacific	(27.5,27.75]	0.0446090	-0.0301104	0.1193285
sal + phosphate	Pacific	(27.75,27.85]	-0.1720875	-0.3775026	0.0333275
sal + phosphate	Pacific	(27.85,27.95]	-0.4279663	-0.6061967	-0.2497359
sal + phosphate	Pacific	(27.95,28.05]	-0.6756220	-0.7913846	-0.5598593
sal + phosphate	Pacific	(28.05,28.1]	-0.9105472	-0.9175181	-0.9035763
sal + phosphate	Pacific	(28.1,28.2]	-0.9002102	-0.9232968	-0.8771237
sal + phosphate	Pacific	(28.2,28.3]	0.0391249	0.0021584	0.0760914
sal + phosphate	Pacific	(28.3,28.4]	0.4290421	0.3553132	0.5027711
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + phosphate_star	Atlantic	(-Inf,26]	-0.9070767	-0.9202583	-0.8938952
sal + phosphate_star	Atlantic	(26,26.5]	-0.9586544	-0.9633634	-0.9539455
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9713550	-0.9793609	-0.9633491
sal + phosphate_star	Atlantic	(26.75,27]	-0.9772572	-0.9785648	-0.9759497
sal + phosphate_star	Atlantic	(27,27.25]	-0.9744416	-0.9757870	-0.9730962
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9655943	-0.9692496	-0.9619390
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9400759	-0.9472137	-0.9329382
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9068129	-0.9254839	-0.8881419
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8956395	-0.9243092	-0.8669698
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9240335	-0.9446772	-0.9033898
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9436996	-0.9572735	-0.9301256
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9461197	-0.9672527	-0.9249867
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9668996	-0.9672873	-0.9665119
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9839879	-0.9852066	-0.9827692
sal + phosphate_star	Indian	(-Inf,26]	-0.6261382	-0.8237459	-0.4285305
sal + phosphate_star	Indian	(26,26.5]	-0.7521018	-0.9491421	-0.5550615
sal + phosphate_star	Indian	(26.5,26.75]	-0.5833657	-0.9065932	-0.2601382
sal + phosphate_star	Indian	(26.75,27]	-0.7332189	-0.8960465	-0.5703913
sal + phosphate_star	Indian	(27,27.25]	-0.8445593	-0.8972031	-0.7919155
sal + phosphate_star	Indian	(27.25,27.5]	-0.8917997	-0.8967670	-0.8868325
sal + phosphate_star	Indian	(27.5,27.75]	-0.8893587	-0.8956469	-0.8830706
sal + phosphate_star	Indian	(27.75,27.85]	-0.8348751	-0.8357019	-0.8340483
sal + phosphate_star	Indian	(27.85,27.95]	-0.7816139	-0.8345550	-0.7286729
sal + phosphate_star	Indian	(27.95,28.05]	-0.8559811	-0.9230535	-0.7889087
sal + phosphate_star	Indian	(28.05,28.1]	-0.7727309	-0.9035242	-0.6419375
sal + phosphate_star	Indian	(28.1,28.2]	-0.7980078	-0.8293276	-0.7666881
sal + phosphate_star	Indian	(28.2,28.3]	-0.8075844	-0.8260898	-0.7890789
sal + phosphate_star	Indian	(28.3,28.4]	-0.7397689	-0.7579591	-0.7215787
sal + phosphate_star	Indian	(28.4, Inf]	-0.6539248	-0.6539248	-0.6539248
sal + phosphate_star	Pacific	(-Inf,26]	-0.5917017	-0.6401016	-0.5433019
sal + phosphate_star	Pacific	(26,26.5]	-0.7545351	-0.7560130	-0.7530571
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8407070	-0.8508952	-0.8305188
sal + phosphate_star	Pacific	(26.75,27]	-0.8858596	-0.8961923	-0.8755270
sal + phosphate_star	Pacific	(27,27.25]	-0.7736635	-0.7771898	-0.7701371
sal + phosphate_star	Pacific	(27.25,27.5]	-0.4212640	-0.4256679	-0.4168601
sal + phosphate_star	Pacific	(27.5,27.75]	-0.2053529	-0.3238072	-0.0868987
sal + phosphate_star	Pacific	(27.75,27.85]	0.0174676	-0.3184632	0.3533984
sal + phosphate_star	Pacific	(27.85,27.95]	-0.1053422	-0.3574018	0.1467175
sal + phosphate_star	Pacific	(27.95,28.05]	-0.5383692	-0.7030487	-0.3736897
sal + phosphate_star	Pacific	(28.05,28.1]	-0.7350100	-0.8184905	-0.6515294
sal + phosphate_star	Pacific	(28.1,28.2]	-0.4743538	-0.5382598	-0.4104478
sal + phosphate_star	Pacific	(28.2,28.3]	-0.6107208	-0.7267925	-0.4946491
sal + phosphate_star	Pacific	(28.3,28.4]	-0.6665899	-0.8277851	-0.5053946
sal + phosphate_star	Pacific	(28.4, Inf]	-0.1539540	-0.1539540	-0.1539540
sal + silicate	Atlantic	(-Inf,26]	-0.7215867	-0.7437272	-0.6994463
sal + silicate	Atlantic	(26,26.5]	-0.7118825	-0.7212224	-0.7025427
sal + silicate	Atlantic	(26.5,26.75]	-0.6386838	-0.6451544	-0.6322132
sal + silicate	Atlantic	(26.75,27]	-0.5404244	-0.5524509	-0.5283978
sal + silicate	Atlantic	(27,27.25]	-0.6481121	-0.6798313	-0.6163930
sal + silicate	Atlantic	(27.25,27.5]	-0.7844435	-0.8020248	-0.7668621
sal + silicate	Atlantic	(27.5,27.75]	-0.7962598	-0.8101721	-0.7823474
sal + silicate	Atlantic	(27.75,27.85]	-0.6984014	-0.7745933	-0.6222096
sal + silicate	Atlantic	(27.85,27.95]	-0.7650195	-0.8175481	-0.7124909
sal + silicate	Atlantic	(27.95,28.05]	-0.8368594	-0.8683085	-0.8054104
sal + silicate	Atlantic	(28.05,28.1]	-0.8621474	-0.8843943	-0.8399005
sal + silicate	Atlantic	(28.1,28.15]	-0.8885969	-0.9053039	-0.8718898
sal + silicate	Atlantic	(28.15,28.2]	-0.9095750	-0.9264164	-0.8927336
sal + silicate	Atlantic	(28.2, Inf]	-0.8985201	-0.9481571	-0.8488830
sal + silicate	Indian	(-Inf,26]	-0.8069000	-0.8911865	-0.7226135
sal + silicate	Indian	(26,26.5]	-0.7797473	-0.8830041	-0.6764905
sal + silicate	Indian	(26.5,26.75]	-0.3843676	-0.5749114	-0.1938239
sal + silicate	Indian	(26.75,27]	0.3822485	0.2328101	0.5316869
sal + silicate	Indian	(27,27.25]	0.6393873	0.6192132	0.6595613
sal + silicate	Indian	(27.25,27.5]	0.7151775	0.6437102	0.7866448
sal + silicate	Indian	(27.5,27.75]	0.7892769	0.7308044	0.8477494
sal + silicate	Indian	(27.75,27.85]	0.8303651	0.8101381	0.8505921
sal + silicate	Indian	(27.85,27.95]	0.6941147	0.5925943	0.7956350
sal + silicate	Indian	(27.95,28.05]	0.3637307	0.2359247	0.4915368
sal + silicate	Indian	(28.05,28.1]	0.0307698	-0.1617402	0.2232798
sal + silicate	Indian	(28.1,28.2]	-0.1746961	-0.4307406	0.0813483
sal + silicate	Indian	(28.2,28.3]	0.1273712	0.0460756	0.2086667
sal + silicate	Indian	(28.3,28.4]	0.5847359	0.4737995	0.6956724
sal + silicate	Indian	(28.4, Inf]	0.6722739	0.6722739	0.6722739
sal + silicate	Pacific	(-Inf,26]	-0.6088599	-0.6778152	-0.5399046
sal + silicate	Pacific	(26,26.5]	-0.6378457	-0.6443024	-0.6313889
sal + silicate	Pacific	(26.5,26.75]	-0.7061024	-0.7389043	-0.6733006
sal + silicate	Pacific	(26.75,27]	-0.7166967	-0.7370974	-0.6962959
sal + silicate	Pacific	(27,27.25]	-0.5291880	-0.5432076	-0.5151683
sal + silicate	Pacific	(27.25,27.5]	-0.2023869	-0.2082617	-0.1965121
sal + silicate	Pacific	(27.5,27.75]	-0.0322077	-0.0905041	0.0260886
sal + silicate	Pacific	(27.75,27.85]	-0.1952381	-0.3888555	-0.0016207
sal + silicate	Pacific	(27.85,27.95]	-0.3797440	-0.5493347	-0.2101533
sal + silicate	Pacific	(27.95,28.05]	-0.5758001	-0.6621086	-0.4894915
sal + silicate	Pacific	(28.05,28.1]	-0.8414082	-0.8564048	-0.8264116
sal + silicate	Pacific	(28.1,28.2]	-0.9046118	-0.9289534	-0.8802701
sal + silicate	Pacific	(28.2,28.3]	0.1087309	-0.0713709	0.2888328
sal + silicate	Pacific	(28.3,28.4]	0.6784266	0.6554390	0.7014142
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.9076107	0.8800536	0.9351678
sal + temp	Atlantic	(26,26.5]	0.9633958	0.9621981	0.9645935
sal + temp	Atlantic	(26.5,26.75]	0.9894691	0.9894508	0.9894875
sal + temp	Atlantic	(26.75,27]	0.9804210	0.9762597	0.9845822
sal + temp	Atlantic	(27,27.25]	0.9797724	0.9771290	0.9824158
sal + temp	Atlantic	(27.25,27.5]	0.9765757	0.9749375	0.9782139
sal + temp	Atlantic	(27.5,27.75]	0.9684886	0.9667116	0.9702656
sal + temp	Atlantic	(27.75,27.85]	0.9852269	0.9843030	0.9861508
sal + temp	Atlantic	(27.85,27.95]	0.9605953	0.9577715	0.9634191
sal + temp	Atlantic	(27.95,28.05]	0.9427530	0.9356155	0.9498904
sal + temp	Atlantic	(28.05,28.1]	0.9645571	0.9568614	0.9722528
sal + temp	Atlantic	(28.1,28.15]	0.9508209	0.9226387	0.9790031
sal + temp	Atlantic	(28.15,28.2]	0.7286208	0.5359107	0.9213309
sal + temp	Atlantic	(28.2, Inf]	0.3790800	0.3567660	0.4013940
sal + temp	Indian	(-Inf,26]	0.4907738	0.4669919	0.5145557
sal + temp	Indian	(26,26.5]	0.8724998	0.8703414	0.8746581
sal + temp	Indian	(26.5,26.75]	0.9273580	0.9137825	0.9409334
sal + temp	Indian	(26.75,27]	0.9664084	0.9559512	0.9768655
sal + temp	Indian	(27,27.25]	0.9598985	0.9595885	0.9602085
sal + temp	Indian	(27.25,27.5]	0.9432238	0.9248955	0.9615522
sal + temp	Indian	(27.5,27.75]	0.8947185	0.8641659	0.9252711
sal + temp	Indian	(27.75,27.85]	0.9329272	0.9100737	0.9557808
sal + temp	Indian	(27.85,27.95]	0.9119163	0.9109200	0.9129126
sal + temp	Indian	(27.95,28.05]	0.9347606	0.9184542	0.9510670
sal + temp	Indian	(28.05,28.1]	0.9195068	0.8996532	0.9393604
sal + temp	Indian	(28.1,28.2]	0.8331603	0.8239838	0.8423367
sal + temp	Indian	(28.2,28.3]	0.9076209	0.9031621	0.9120797
sal + temp	Indian	(28.3,28.4]	0.9097966	0.9046730	0.9149203
sal + temp	Indian	(28.4, Inf]	0.6675049	0.6675049	0.6675049
sal + temp	Pacific	(-Inf,26]	0.7790492	0.7432469	0.8148515
sal + temp	Pacific	(26,26.5]	0.9294949	0.9247119	0.9342778
sal + temp	Pacific	(26.5,26.75]	0.9744681	0.9728516	0.9760847
sal + temp	Pacific	(26.75,27]	0.9688358	0.9665279	0.9711437
sal + temp	Pacific	(27,27.25]	0.9312804	0.9279146	0.9346463
sal + temp	Pacific	(27.25,27.5]	0.7998995	0.7975345	0.8022645
sal + temp	Pacific	(27.5,27.75]	0.5562452	0.5048664	0.6076241
sal + temp	Pacific	(27.75,27.85]	0.7061167	0.6172329	0.7950004
sal + temp	Pacific	(27.85,27.95]	0.5254656	0.3911122	0.6598191
sal + temp	Pacific	(27.95,28.05]	0.4031478	0.2572577	0.5490380
sal + temp	Pacific	(28.05,28.1]	0.1415963	0.0999151	0.1832775
sal + temp	Pacific	(28.1,28.2]	-0.6036533	-0.6691663	-0.5381403
sal + temp	Pacific	(28.2,28.3]	0.6999347	0.6776039	0.7222655
sal + temp	Pacific	(28.3,28.4]	0.8218935	0.7386955	0.9050915
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7964947	0.7806347	0.8123547
silicate + phosphate	Atlantic	(26,26.5]	0.9044131	0.8528594	0.9559669
silicate + phosphate	Atlantic	(26.5,26.75]	0.8959759	0.8205543	0.9713976
silicate + phosphate	Atlantic	(26.75,27]	0.9122207	0.8772865	0.9471550
silicate + phosphate	Atlantic	(27,27.25]	0.9347688	0.9285902	0.9409474
silicate + phosphate	Atlantic	(27.25,27.5]	0.8986907	0.8884239	0.9089575
silicate + phosphate	Atlantic	(27.5,27.75]	0.8875976	0.8766467	0.8985485
silicate + phosphate	Atlantic	(27.75,27.85]	0.9479913	0.9474281	0.9485544
silicate + phosphate	Atlantic	(27.85,27.95]	0.9671051	0.9651299	0.9690803
silicate + phosphate	Atlantic	(27.95,28.05]	0.9792447	0.9764639	0.9820256
silicate + phosphate	Atlantic	(28.05,28.1]	0.9885351	0.9861919	0.9908784
silicate + phosphate	Atlantic	(28.1,28.15]	0.9904604	0.9890344	0.9918864
silicate + phosphate	Atlantic	(28.15,28.2]	0.9892393	0.9888843	0.9895943
silicate + phosphate	Atlantic	(28.2, Inf]	0.9852622	0.9787767	0.9917478
silicate + phosphate	Indian	(-Inf,26]	0.9311356	0.8972417	0.9650294
silicate + phosphate	Indian	(26,26.5]	0.9438879	0.9252691	0.9625067
silicate + phosphate	Indian	(26.5,26.75]	0.9612510	0.9552572	0.9672449
silicate + phosphate	Indian	(26.75,27]	0.9488890	0.9397792	0.9579989
silicate + phosphate	Indian	(27,27.25]	0.9331002	0.9266620	0.9395385
silicate + phosphate	Indian	(27.25,27.5]	0.9102739	0.8775695	0.9429783
silicate + phosphate	Indian	(27.5,27.75]	0.8644685	0.8276235	0.9013134
silicate + phosphate	Indian	(27.75,27.85]	0.8782159	0.8631011	0.8933306
silicate + phosphate	Indian	(27.85,27.95]	0.9001561	0.8955344	0.9047779
silicate + phosphate	Indian	(27.95,28.05]	0.9178933	0.9166466	0.9191400
silicate + phosphate	Indian	(28.05,28.1]	0.9538895	0.9464310	0.9613480
silicate + phosphate	Indian	(28.1,28.2]	0.8903516	0.8831794	0.8975238
silicate + phosphate	Indian	(28.2,28.3]	0.4662960	0.4344787	0.4981134
silicate + phosphate	Indian	(28.3,28.4]	0.5431757	0.5146788	0.5716725
silicate + phosphate	Indian	(28.4, Inf]	0.8444314	0.8444314	0.8444314
silicate + phosphate	Pacific	(-Inf,26]	0.6810493	0.6741487	0.6879499
silicate + phosphate	Pacific	(26,26.5]	0.7427067	0.7354107	0.7500026
silicate + phosphate	Pacific	(26.5,26.75]	0.6843278	0.6809066	0.6877490
silicate + phosphate	Pacific	(26.75,27]	0.8101716	0.8016360	0.8187073
silicate + phosphate	Pacific	(27,27.25]	0.9064299	0.9005243	0.9123356
silicate + phosphate	Pacific	(27.25,27.5]	0.8999125	0.8993869	0.9004381
silicate + phosphate	Pacific	(27.5,27.75]	0.8929056	0.8884867	0.8973246
silicate + phosphate	Pacific	(27.75,27.85]	0.9480869	0.9471529	0.9490209
silicate + phosphate	Pacific	(27.85,27.95]	0.9644017	0.9608647	0.9679387
silicate + phosphate	Pacific	(27.95,28.05]	0.9575995	0.9465194	0.9686796
silicate + phosphate	Pacific	(28.05,28.1]	0.9594656	0.9482843	0.9706470
silicate + phosphate	Pacific	(28.1,28.2]	0.9483807	0.9450889	0.9516726
silicate + phosphate	Pacific	(28.2,28.3]	0.3794800	0.3535507	0.4054092
silicate + phosphate	Pacific	(28.3,28.4]	0.7267227	0.6995152	0.7539303
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7541940	0.7109127	0.7974754
silicate + phosphate_star	Atlantic	(26,26.5]	0.7885689	0.7565041	0.8206338
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7261382	0.7098983	0.7423781
silicate + phosphate_star	Atlantic	(26.75,27]	0.5954759	0.5668694	0.6240823
silicate + phosphate_star	Atlantic	(27,27.25]	0.6715155	0.6355522	0.7074789
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8606051	0.8385527	0.8826576
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9159814	0.9147497	0.9172131
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9059006	0.8778947	0.9339065
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9294913	0.9228513	0.9361314
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9255870	0.9210476	0.9301263
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9367790	0.9299096	0.9436484
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9579141	0.9570116	0.9588165
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9595895	0.9485034	0.9706756
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9191723	0.8890312	0.9493134
silicate + phosphate_star	Indian	(-Inf,26]	0.9348319	0.9228081	0.9468556
silicate + phosphate_star	Indian	(26,26.5]	0.9296108	0.9171157	0.9421060
silicate + phosphate_star	Indian	(26.5,26.75]	0.8165716	0.7462749	0.8868683
silicate + phosphate_star	Indian	(26.75,27]	0.1287028	0.1142656	0.1431400
silicate + phosphate_star	Indian	(27,27.25]	-0.3317108	-0.3904323	-0.2729892
silicate + phosphate_star	Indian	(27.25,27.5]	-0.5801929	-0.6145080	-0.5458777
silicate + phosphate_star	Indian	(27.5,27.75]	-0.6956810	-0.7089441	-0.6824180
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5766213	-0.6658878	-0.4873547
silicate + phosphate_star	Indian	(27.85,27.95]	-0.2626989	-0.3539869	-0.1714109
silicate + phosphate_star	Indian	(27.95,28.05]	0.0376208	0.0225090	0.0527327
silicate + phosphate_star	Indian	(28.05,28.1]	0.4226168	0.4207617	0.4244719
silicate + phosphate_star	Indian	(28.1,28.2]	0.3827543	0.2217383	0.5437703
silicate + phosphate_star	Indian	(28.2,28.3]	0.1204785	0.0615290	0.1794280
silicate + phosphate_star	Indian	(28.3,28.4]	-0.2881931	-0.4471208	-0.1292654
silicate + phosphate_star	Indian	(28.4, Inf]	-0.9219632	-0.9219632	-0.9219632
silicate + phosphate_star	Pacific	(-Inf,26]	0.6882693	0.6377011	0.7388374
silicate + phosphate_star	Pacific	(26,26.5]	0.7782345	0.7748397	0.7816294
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7499329	0.7262843	0.7735815
silicate + phosphate_star	Pacific	(26.75,27]	0.7076564	0.6998044	0.7155083
silicate + phosphate_star	Pacific	(27,27.25]	0.3730137	0.3234720	0.4225554
silicate + phosphate_star	Pacific	(27.25,27.5]	-0.3066510	-0.3128939	-0.3004082
silicate + phosphate_star	Pacific	(27.5,27.75]	-0.5881426	-0.5922770	-0.5840082
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.6172103	-0.6296955	-0.6047252
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.2102530	-0.2176651	-0.2028410
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3549024	0.3498274	0.3599775
silicate + phosphate_star	Pacific	(28.05,28.1]	0.6460642	0.5709906	0.7211378
silicate + phosphate_star	Pacific	(28.1,28.2]	0.3529365	0.3005717	0.4053014
silicate + phosphate_star	Pacific	(28.2,28.3]	0.3805066	0.1915497	0.5694636
silicate + phosphate_star	Pacific	(28.3,28.4]	-0.5431753	-0.5980690	-0.4882816
silicate + phosphate_star	Pacific	(28.4, Inf]	-0.5017881	-0.5017881	-0.5017881
temp + aou	Atlantic	(-Inf,26]	0.3742950	0.2717682	0.4768217
temp + aou	Atlantic	(26,26.5]	-0.0835628	-0.1666612	-0.0004645
temp + aou	Atlantic	(26.5,26.75]	-0.2517400	-0.3031585	-0.2003216
temp + aou	Atlantic	(26.75,27]	-0.1130486	-0.1189152	-0.1071820
temp + aou	Atlantic	(27,27.25]	0.0101035	0.0016475	0.0185594
temp + aou	Atlantic	(27.25,27.5]	-0.0471168	-0.1363913	0.0421577
temp + aou	Atlantic	(27.5,27.75]	-0.3182239	-0.3638509	-0.2725970
temp + aou	Atlantic	(27.75,27.85]	-0.3937445	-0.4946393	-0.2928497
temp + aou	Atlantic	(27.85,27.95]	-0.3850136	-0.4349511	-0.3350762
temp + aou	Atlantic	(27.95,28.05]	-0.5031903	-0.5084248	-0.4979559
temp + aou	Atlantic	(28.05,28.1]	-0.5759365	-0.6192604	-0.5326126
temp + aou	Atlantic	(28.1,28.15]	-0.6190364	-0.6951940	-0.5428787
temp + aou	Atlantic	(28.15,28.2]	-0.4917087	-0.7672923	-0.2161250
temp + aou	Atlantic	(28.2, Inf]	0.0661631	-0.0390391	0.1713653
temp + aou	Indian	(-Inf,26]	-0.4968476	-0.5873229	-0.4063722
temp + aou	Indian	(26,26.5]	-0.4720712	-0.5975898	-0.3465526
temp + aou	Indian	(26.5,26.75]	-0.1505823	-0.3471129	0.0459483
temp + aou	Indian	(26.75,27]	0.3625165	0.2024249	0.5226080
temp + aou	Indian	(27,27.25]	0.7573708	0.7197836	0.7949580
temp + aou	Indian	(27.25,27.5]	0.8645038	0.8349129	0.8940947
temp + aou	Indian	(27.5,27.75]	0.8994824	0.8831493	0.9158155
temp + aou	Indian	(27.75,27.85]	0.9288061	0.9063386	0.9512737
temp + aou	Indian	(27.85,27.95]	0.8538870	0.8282573	0.8795167
temp + aou	Indian	(27.95,28.05]	0.7117163	0.7032571	0.7201755
temp + aou	Indian	(28.05,28.1]	0.4361870	0.3161223	0.5562517
temp + aou	Indian	(28.1,28.2]	0.4489028	0.2693122	0.6284934
temp + aou	Indian	(28.2,28.3]	0.6486581	0.6455928	0.6517233
temp + aou	Indian	(28.3,28.4]	0.9395762	0.9187720	0.9603804
temp + aou	Indian	(28.4, Inf]	0.9941001	0.9941001	0.9941001
temp + aou	Pacific	(-Inf,26]	-0.1157212	-0.1253870	-0.1060555
temp + aou	Pacific	(26,26.5]	-0.1946512	-0.2202308	-0.1690716
temp + aou	Pacific	(26.5,26.75]	0.0681511	0.0607099	0.0755924
temp + aou	Pacific	(26.75,27]	-0.0935064	-0.1005297	-0.0864831
temp + aou	Pacific	(27,27.25]	-0.2151327	-0.2628404	-0.1674249
temp + aou	Pacific	(27.25,27.5]	-0.0261868	-0.0346126	-0.0177610
temp + aou	Pacific	(27.5,27.75]	0.0761481	-0.0477139	0.2000101
temp + aou	Pacific	(27.75,27.85]	-0.0516857	-0.2987454	0.1953741
temp + aou	Pacific	(27.85,27.95]	-0.1045538	-0.3295691	0.1204615
temp + aou	Pacific	(27.95,28.05]	-0.0242152	-0.2287216	0.1802913
temp + aou	Pacific	(28.05,28.1]	-0.0033813	-0.1652282	0.1584657
temp + aou	Pacific	(28.1,28.2]	0.8164027	0.8128410	0.8199643
temp + aou	Pacific	(28.2,28.3]	0.6724622	0.6294021	0.7155224
temp + aou	Pacific	(28.3,28.4]	0.9746181	0.9648892	0.9843470
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	0.1060480	0.0234872	0.1886089
temp + nitrate	Atlantic	(26,26.5]	-0.5246565	-0.5534121	-0.4959009
temp + nitrate	Atlantic	(26.5,26.75]	-0.5614464	-0.6030399	-0.5198530
temp + nitrate	Atlantic	(26.75,27]	-0.4937255	-0.5139486	-0.4735025
temp + nitrate	Atlantic	(27,27.25]	-0.5442216	-0.5953929	-0.4930504
temp + nitrate	Atlantic	(27.25,27.5]	-0.6368167	-0.6687866	-0.6048467
temp + nitrate	Atlantic	(27.5,27.75]	-0.7056706	-0.7155843	-0.6957569
temp + nitrate	Atlantic	(27.75,27.85]	-0.6704928	-0.7155926	-0.6253930
temp + nitrate	Atlantic	(27.85,27.95]	-0.6536986	-0.6856319	-0.6217652
temp + nitrate	Atlantic	(27.95,28.05]	-0.7235276	-0.7433325	-0.7037227
temp + nitrate	Atlantic	(28.05,28.1]	-0.7526293	-0.7911083	-0.7141502
temp + nitrate	Atlantic	(28.1,28.15]	-0.7319522	-0.8129114	-0.6509931
temp + nitrate	Atlantic	(28.15,28.2]	-0.5402543	-0.7933784	-0.2871301
temp + nitrate	Atlantic	(28.2, Inf]	-0.1769956	-0.2486983	-0.1052930
temp + nitrate	Indian	(-Inf,26]	-0.5845567	-0.6420628	-0.5270506
temp + nitrate	Indian	(26,26.5]	-0.6373471	-0.6861385	-0.5885557
temp + nitrate	Indian	(26.5,26.75]	-0.3625870	-0.5119964	-0.2131776
temp + nitrate	Indian	(26.75,27]	0.0044734	-0.2020385	0.2109854
temp + nitrate	Indian	(27,27.25]	0.3266588	0.2003635	0.4529541
temp + nitrate	Indian	(27.25,27.5]	0.5770172	0.5174223	0.6366122
temp + nitrate	Indian	(27.5,27.75]	0.7276893	0.6772683	0.7781103
temp + nitrate	Indian	(27.75,27.85]	0.7130611	0.6145702	0.8115520
temp + nitrate	Indian	(27.85,27.95]	0.5331460	0.4231257	0.6431664
temp + nitrate	Indian	(27.95,28.05]	0.2227530	0.1004751	0.3450309
temp + nitrate	Indian	(28.05,28.1]	0.0915347	-0.1520377	0.3351072
temp + nitrate	Indian	(28.1,28.2]	0.0980786	-0.1586877	0.3548449
temp + nitrate	Indian	(28.2,28.3]	-0.2858389	-0.2927329	-0.2789450
temp + nitrate	Indian	(28.3,28.4]	0.4660523	0.4461959	0.4859086
temp + nitrate	Indian	(28.4, Inf]	0.9152342	0.9152342	0.9152342
temp + nitrate	Pacific	(-Inf,26]	-0.4634790	-0.5098177	-0.4171402
temp + nitrate	Pacific	(26,26.5]	-0.5406175	-0.5509535	-0.5302815
temp + nitrate	Pacific	(26.5,26.75]	-0.3563033	-0.3928078	-0.3197989
temp + nitrate	Pacific	(26.75,27]	-0.4091138	-0.4343828	-0.3838448
temp + nitrate	Pacific	(27,27.25]	-0.3667078	-0.4171015	-0.3163140
temp + nitrate	Pacific	(27.25,27.5]	-0.1068979	-0.1136997	-0.1000962
temp + nitrate	Pacific	(27.5,27.75]	0.0433597	-0.0658903	0.1526097
temp + nitrate	Pacific	(27.75,27.85]	-0.0543862	-0.2701074	0.1613350
temp + nitrate	Pacific	(27.85,27.95]	-0.1062570	-0.3041227	0.0916087
temp + nitrate	Pacific	(27.95,28.05]	-0.0800955	-0.2472815	0.0870906
temp + nitrate	Pacific	(28.05,28.1]	-0.0515364	-0.2163654	0.1132927
temp + nitrate	Pacific	(28.1,28.2]	0.7660283	0.7617661	0.7702904
temp + nitrate	Pacific	(28.2,28.3]	-0.3172378	-0.3697449	-0.2647307
temp + nitrate	Pacific	(28.3,28.4]	0.8211487	0.7907773	0.8515202
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + phosphate	Atlantic	(-Inf,26]	-0.5022839	-0.5813623	-0.4232054
temp + phosphate	Atlantic	(26,26.5]	-0.7945033	-0.8154763	-0.7735303
temp + phosphate	Atlantic	(26.5,26.75]	-0.7343466	-0.7544543	-0.7142388
temp + phosphate	Atlantic	(26.75,27]	-0.6344855	-0.6519884	-0.6169826
temp + phosphate	Atlantic	(27,27.25]	-0.6438361	-0.6828859	-0.6047863
temp + phosphate	Atlantic	(27.25,27.5]	-0.7076544	-0.7276723	-0.6876364
temp + phosphate	Atlantic	(27.5,27.75]	-0.7506776	-0.7566889	-0.7446664
temp + phosphate	Atlantic	(27.75,27.85]	-0.7057207	-0.7460657	-0.6653757
temp + phosphate	Atlantic	(27.85,27.95]	-0.6696038	-0.7106388	-0.6285689
temp + phosphate	Atlantic	(27.95,28.05]	-0.7323638	-0.7558487	-0.7088788
temp + phosphate	Atlantic	(28.05,28.1]	-0.7645418	-0.8033380	-0.7257457
temp + phosphate	Atlantic	(28.1,28.15]	-0.7488007	-0.8302380	-0.6673635
temp + phosphate	Atlantic	(28.15,28.2]	-0.5498976	-0.8014388	-0.2983565
temp + phosphate	Atlantic	(28.2, Inf]	-0.1889447	-0.2537379	-0.1241515
temp + phosphate	Indian	(-Inf,26]	-0.5322079	-0.6330615	-0.4313543
temp + phosphate	Indian	(26,26.5]	-0.5239685	-0.6747471	-0.3731900
temp + phosphate	Indian	(26.5,26.75]	-0.2536039	-0.4948024	-0.0124054
temp + phosphate	Indian	(26.75,27]	0.0872273	-0.1618358	0.3362904
temp + phosphate	Indian	(27,27.25]	0.4259145	0.2517551	0.6000739
temp + phosphate	Indian	(27.25,27.5]	0.6698634	0.5818238	0.7579030
temp + phosphate	Indian	(27.5,27.75]	0.8063502	0.7722662	0.8404343
temp + phosphate	Indian	(27.75,27.85]	0.7840249	0.7218586	0.8461911
temp + phosphate	Indian	(27.85,27.95]	0.5682655	0.4735639	0.6629672
temp + phosphate	Indian	(27.95,28.05]	0.2573417	0.1508700	0.3638135
temp + phosphate	Indian	(28.05,28.1]	0.1233791	-0.1125420	0.3593002
temp + phosphate	Indian	(28.1,28.2]	0.1137808	-0.1356333	0.3631949
temp + phosphate	Indian	(28.2,28.3]	-0.2847478	-0.3349130	-0.2345827
temp + phosphate	Indian	(28.3,28.4]	0.4225806	0.3112791	0.5338822
temp + phosphate	Indian	(28.4, Inf]	0.8082088	0.8082088	0.8082088
temp + phosphate	Pacific	(-Inf,26]	-0.3683064	-0.3799868	-0.3566259
temp + phosphate	Pacific	(26,26.5]	-0.4556951	-0.4777438	-0.4336463
temp + phosphate	Pacific	(26.5,26.75]	-0.2835075	-0.3125785	-0.2544365
temp + phosphate	Pacific	(26.75,27]	-0.3931209	-0.4248112	-0.3614307
temp + phosphate	Pacific	(27,27.25]	-0.3481404	-0.3861541	-0.3101267
temp + phosphate	Pacific	(27.25,27.5]	-0.0921199	-0.0996796	-0.0845602
temp + phosphate	Pacific	(27.5,27.75]	0.0643933	-0.0494338	0.1782205
temp + phosphate	Pacific	(27.75,27.85]	-0.0322121	-0.2493954	0.1849711
temp + phosphate	Pacific	(27.85,27.95]	-0.0992285	-0.3010123	0.1025554
temp + phosphate	Pacific	(27.95,28.05]	-0.0821979	-0.2571189	0.0927231
temp + phosphate	Pacific	(28.05,28.1]	-0.0341123	-0.1831862	0.1149616
temp + phosphate	Pacific	(28.1,28.2]	0.7745525	0.7658600	0.7832450
temp + phosphate	Pacific	(28.2,28.3]	-0.1781723	-0.1951331	-0.1612114
temp + phosphate	Pacific	(28.3,28.4]	0.6373837	0.6014161	0.6733513
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8400322	-0.8431571	-0.8369073
temp + phosphate_star	Atlantic	(26,26.5]	-0.9679296	-0.9731875	-0.9626717
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9746368	-0.9855154	-0.9637582
temp + phosphate_star	Atlantic	(26.75,27]	-0.9679695	-0.9741131	-0.9618260
temp + phosphate_star	Atlantic	(27,27.25]	-0.9654354	-0.9689109	-0.9619598
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9532474	-0.9614961	-0.9449987
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9312756	-0.9331937	-0.9293575
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9183060	-0.9277770	-0.9088351
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8986515	-0.9231340	-0.8741689
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8983064	-0.9164247	-0.8801881
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8948517	-0.9190578	-0.8706456
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8530270	-0.9188910	-0.7871630
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.6378556	-0.8411112	-0.4346000
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4090634	-0.4471294	-0.3709975
temp + phosphate_star	Indian	(-Inf,26]	-0.6781962	-0.7852483	-0.5711441
temp + phosphate_star	Indian	(26,26.5]	-0.6922157	-0.8547726	-0.5296588
temp + phosphate_star	Indian	(26.5,26.75]	-0.5927365	-0.8528819	-0.3325910
temp + phosphate_star	Indian	(26.75,27]	-0.8402821	-0.9377945	-0.7427697
temp + phosphate_star	Indian	(27,27.25]	-0.9379254	-0.9681817	-0.9076691
temp + phosphate_star	Indian	(27.25,27.5]	-0.9663468	-0.9739095	-0.9587841
temp + phosphate_star	Indian	(27.5,27.75]	-0.9311016	-0.9358033	-0.9263998
temp + phosphate_star	Indian	(27.75,27.85]	-0.8985851	-0.9012534	-0.8959167
temp + phosphate_star	Indian	(27.85,27.95]	-0.8799611	-0.9014042	-0.8585180
temp + phosphate_star	Indian	(27.95,28.05]	-0.8563973	-0.9042483	-0.8085462
temp + phosphate_star	Indian	(28.05,28.1]	-0.6350504	-0.7829373	-0.4871636
temp + phosphate_star	Indian	(28.1,28.2]	-0.6651046	-0.6748277	-0.6553814
temp + phosphate_star	Indian	(28.2,28.3]	-0.8412633	-0.8948872	-0.7876394
temp + phosphate_star	Indian	(28.3,28.4]	-0.8019468	-0.8227073	-0.7811862
temp + phosphate_star	Indian	(28.4, Inf]	-0.9437660	-0.9437660	-0.9437660
temp + phosphate_star	Pacific	(-Inf,26]	-0.7706823	-0.7842027	-0.7571619
temp + phosphate_star	Pacific	(26,26.5]	-0.8518806	-0.8546185	-0.8491428
temp + phosphate_star	Pacific	(26.5,26.75]	-0.8764771	-0.8879679	-0.8649862
temp + phosphate_star	Pacific	(26.75,27]	-0.9303633	-0.9383262	-0.9224003
temp + phosphate_star	Pacific	(27,27.25]	-0.8830591	-0.8867224	-0.8793958
temp + phosphate_star	Pacific	(27.25,27.5]	-0.6096880	-0.6190442	-0.6003319
temp + phosphate_star	Pacific	(27.5,27.75]	-0.4222476	-0.5421987	-0.3022965
temp + phosphate_star	Pacific	(27.75,27.85]	-0.1575336	-0.4837915	0.1687244
temp + phosphate_star	Pacific	(27.85,27.95]	-0.2430192	-0.4854817	-0.0005568
temp + phosphate_star	Pacific	(27.95,28.05]	-0.4938036	-0.5997996	-0.3878075
temp + phosphate_star	Pacific	(28.05,28.1]	-0.1956205	-0.2358009	-0.1554402
temp + phosphate_star	Pacific	(28.1,28.2]	-0.0115259	-0.0638433	0.0407916
temp + phosphate_star	Pacific	(28.2,28.3]	-0.7200435	-0.8008655	-0.6392214
temp + phosphate_star	Pacific	(28.3,28.4]	-0.7037486	-0.7076155	-0.6998816
temp + phosphate_star	Pacific	(28.4, Inf]	-0.6617605	-0.6617605	-0.6617605
temp + silicate	Atlantic	(-Inf,26]	-0.6706791	-0.6827265	-0.6586317
temp + silicate	Atlantic	(26,26.5]	-0.7303130	-0.7414838	-0.7191422
temp + silicate	Atlantic	(26.5,26.75]	-0.6670828	-0.6729137	-0.6612518
temp + silicate	Atlantic	(26.75,27]	-0.5362436	-0.5540521	-0.5184351
temp + silicate	Atlantic	(27,27.25]	-0.6139425	-0.6488542	-0.5790308
temp + silicate	Atlantic	(27.25,27.5]	-0.7983282	-0.8093862	-0.7872702
temp + silicate	Atlantic	(27.5,27.75]	-0.8263970	-0.8374529	-0.8153411
temp + silicate	Atlantic	(27.75,27.85]	-0.7273813	-0.7913627	-0.6633999
temp + silicate	Atlantic	(27.85,27.95]	-0.7578682	-0.7973451	-0.7183912
temp + silicate	Atlantic	(27.95,28.05]	-0.7866789	-0.8040454	-0.7693124
temp + silicate	Atlantic	(28.05,28.1]	-0.7655316	-0.8058383	-0.7252249
temp + silicate	Atlantic	(28.1,28.15]	-0.7489398	-0.8194598	-0.6784197
temp + silicate	Atlantic	(28.15,28.2]	-0.5095871	-0.7676546	-0.2515195
temp + silicate	Atlantic	(28.2, Inf]	-0.1334144	-0.2358996	-0.0309292
temp + silicate	Indian	(-Inf,26]	-0.6395485	-0.6447267	-0.6343704
temp + silicate	Indian	(26,26.5]	-0.6091174	-0.6631457	-0.5550890
temp + silicate	Indian	(26.5,26.75]	-0.2770813	-0.4154796	-0.1386831
temp + silicate	Indian	(26.75,27]	0.2557484	0.1100201	0.4014767
temp + silicate	Indian	(27,27.25]	0.4790824	0.4260217	0.5321432
temp + silicate	Indian	(27.25,27.5]	0.5620420	0.5619483	0.5621356
temp + silicate	Indian	(27.5,27.75]	0.6247949	0.6167213	0.6328685
temp + silicate	Indian	(27.75,27.85]	0.7190250	0.6557999	0.7822500
temp + silicate	Indian	(27.85,27.95]	0.5489021	0.4357701	0.6620340
temp + silicate	Indian	(27.95,28.05]	0.3500815	0.2502807	0.4498822
temp + silicate	Indian	(28.05,28.1]	0.2648418	0.0828243	0.4468593
temp + silicate	Indian	(28.1,28.2]	0.1686549	-0.0550660	0.3923758
temp + silicate	Indian	(28.2,28.3]	0.0552773	-0.0167780	0.1273326
temp + silicate	Indian	(28.3,28.4]	0.6162599	0.4591748	0.7733451
temp + silicate	Indian	(28.4, Inf]	0.9926531	0.9926531	0.9926531
temp + silicate	Pacific	(-Inf,26]	-0.5655982	-0.6411208	-0.4900756
temp + silicate	Pacific	(26,26.5]	-0.6959836	-0.6969967	-0.6949706
temp + silicate	Pacific	(26.5,26.75]	-0.7071074	-0.7394122	-0.6748027
temp + silicate	Pacific	(26.75,27]	-0.7025578	-0.7211315	-0.6839840
temp + silicate	Pacific	(27,27.25]	-0.5597368	-0.5962791	-0.5231945
temp + silicate	Pacific	(27.25,27.5]	-0.3406290	-0.3517850	-0.3294731
temp + silicate	Pacific	(27.5,27.75]	-0.2059280	-0.3066149	-0.1052412
temp + silicate	Pacific	(27.75,27.85]	-0.1573106	-0.3816148	0.0669935
temp + silicate	Pacific	(27.85,27.95]	-0.2060572	-0.4368327	0.0247183
temp + silicate	Pacific	(27.95,28.05]	-0.1842384	-0.4039277	0.0354509
temp + silicate	Pacific	(28.05,28.1]	-0.0514768	-0.2101590	0.1072055
temp + silicate	Pacific	(28.1,28.2]	0.6813821	0.6740583	0.6887060
temp + silicate	Pacific	(28.2,28.3]	-0.3882104	-0.5473622	-0.2290586
temp + silicate	Pacific	(28.3,28.4]	0.9302556	0.9211071	0.9394041
temp + silicate	Pacific	(28.4, Inf]	0.8113094	0.8113094	0.8113094

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")

Version	Author	Date
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]	0.5392277	0.4221265	0.6563290
aou	Atlantic	(26,26.5]	0.1346386	-0.0735738	0.3428510
aou	Atlantic	(26.5,26.75]	-0.2830262	-0.4141560	-0.1518964
aou	Atlantic	(26.75,27]	-0.2757957	-0.2851886	-0.2664029
aou	Atlantic	(27,27.25]	-0.2899292	-0.2981159	-0.2817425
aou	Atlantic	(27.25,27.5]	-0.4472711	-0.5165319	-0.3780104
aou	Atlantic	(27.5,27.75]	-0.7517110	-0.7596346	-0.7437874
aou	Atlantic	(27.75,27.85]	-0.8725109	-0.9175433	-0.8274785
aou	Atlantic	(27.85,27.95]	-0.8803224	-0.8964625	-0.8641823
aou	Atlantic	(27.95,28.05]	-0.8212918	-0.8374385	-0.8051450
aou	Atlantic	(28.05,28.1]	-0.8180316	-0.8271210	-0.8089422
aou	Atlantic	(28.1,28.15]	-0.8075249	-0.8584229	-0.7566269
aou	Atlantic	(28.15,28.2]	-0.8860770	-0.8951142	-0.8770397
aou	Atlantic	(28.2, Inf]	-0.8393717	-0.8722494	-0.8064940
aou	Indian	(-Inf,26]	-0.7808308	-0.9146408	-0.6470208
aou	Indian	(26,26.5]	-0.9465190	-0.9631586	-0.9298793
aou	Indian	(26.5,26.75]	-0.8969586	-0.9411526	-0.8527646
aou	Indian	(26.75,27]	-0.5770312	-0.7074721	-0.4465904
aou	Indian	(27,27.25]	-0.0252634	-0.2673653	0.2168384
aou	Indian	(27.25,27.5]	0.4783790	0.4242116	0.5325464
aou	Indian	(27.5,27.75]	0.4749299	0.4358965	0.5139633
aou	Indian	(27.75,27.85]	0.1640065	-0.0033181	0.3313311
aou	Indian	(27.85,27.95]	0.0381280	-0.1177845	0.1940405
aou	Indian	(27.95,28.05]	-0.0282444	-0.1427121	0.0862233
aou	Indian	(28.05,28.1]	-0.0723461	-0.0770375	-0.0676547
aou	Indian	(28.1,28.2]	0.1131847	0.0448771	0.1814922
aou	Indian	(28.2,28.3]	0.0813409	0.0550492	0.1076326
aou	Indian	(28.3,28.4]	0.0304127	-0.0504764	0.1113019
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.2746851	-0.3680233	-0.1813470
aou	Pacific	(26,26.5]	-0.7189530	-0.7558745	-0.6820315
aou	Pacific	(26.5,26.75]	-0.5914490	-0.6645478	-0.5183502
aou	Pacific	(26.75,27]	-0.6096120	-0.6939440	-0.5252800
aou	Pacific	(27,27.25]	0.0715770	-0.0018948	0.1450488
aou	Pacific	(27.25,27.5]	0.5931204	0.5782550	0.6079857
aou	Pacific	(27.5,27.75]	0.7277056	0.7045260	0.7508852
aou	Pacific	(27.75,27.85]	0.7955133	0.7631774	0.8278493
aou	Pacific	(27.85,27.95]	0.7742268	0.7579779	0.7904758
aou	Pacific	(27.95,28.05]	0.5242794	0.4752190	0.5733399
aou	Pacific	(28.05,28.1]	0.3275595	0.3235768	0.3315422
aou	Pacific	(28.1,28.2]	0.2918617	0.2406671	0.3430564
aou	Pacific	(28.2,28.3]	0.0481432	0.0446065	0.0516800
aou	Pacific	(28.3,28.4]	-0.3697425	-0.6031140	-0.1363710
aou	Pacific	(28.4, Inf]	-0.3098826	-0.3098826	-0.3098826
nitrate	Atlantic	(-Inf,26]	0.2744939	0.1283711	0.4206166
nitrate	Atlantic	(26,26.5]	-0.2728000	-0.4361092	-0.1094908
nitrate	Atlantic	(26.5,26.75]	-0.5608875	-0.6715128	-0.4502622
nitrate	Atlantic	(26.75,27]	-0.6246735	-0.6317714	-0.6175756
nitrate	Atlantic	(27,27.25]	-0.7721393	-0.8055443	-0.7387343
nitrate	Atlantic	(27.25,27.5]	-0.9096211	-0.9267273	-0.8925150
nitrate	Atlantic	(27.5,27.75]	-0.9669842	-0.9721550	-0.9618134
nitrate	Atlantic	(27.75,27.85]	-0.9571065	-0.9623133	-0.9518997
nitrate	Atlantic	(27.85,27.95]	-0.9265413	-0.9353075	-0.9177751
nitrate	Atlantic	(27.95,28.05]	-0.8703950	-0.8988153	-0.8419747
nitrate	Atlantic	(28.05,28.1]	-0.8644543	-0.8791820	-0.8497267
nitrate	Atlantic	(28.1,28.15]	-0.8348656	-0.8923705	-0.7773607
nitrate	Atlantic	(28.15,28.2]	-0.9164362	-0.9211530	-0.9117194
nitrate	Atlantic	(28.2, Inf]	-0.9750291	-0.9755855	-0.9744727
nitrate	Indian	(-Inf,26]	-0.7502585	-0.8760713	-0.6244456
nitrate	Indian	(26,26.5]	-0.9188471	-0.9350969	-0.9025972
nitrate	Indian	(26.5,26.75]	-0.9164919	-0.9178224	-0.9151615
nitrate	Indian	(26.75,27]	-0.7754549	-0.8207428	-0.7301670
nitrate	Indian	(27,27.25]	-0.3716731	-0.4711215	-0.2722247
nitrate	Indian	(27.25,27.5]	0.3157054	0.2945973	0.3368135
nitrate	Indian	(27.5,27.75]	0.4110501	0.3919439	0.4301563
nitrate	Indian	(27.75,27.85]	0.0232941	-0.1247271	0.1713153
nitrate	Indian	(27.85,27.95]	-0.1831193	-0.2717354	-0.0945032
nitrate	Indian	(27.95,28.05]	-0.3627755	-0.3818665	-0.3436845
nitrate	Indian	(28.05,28.1]	-0.2695378	-0.3496415	-0.1894341
nitrate	Indian	(28.1,28.2]	-0.1277920	-0.2504234	-0.0051607
nitrate	Indian	(28.2,28.3]	-0.3245456	-0.3772255	-0.2718656
nitrate	Indian	(28.3,28.4]	-0.4880575	-0.5455537	-0.4305614
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.2995797	-0.3783311	-0.2208283
nitrate	Pacific	(26,26.5]	-0.8229579	-0.8703092	-0.7756066
nitrate	Pacific	(26.5,26.75]	-0.7594385	-0.7964551	-0.7224219
nitrate	Pacific	(26.75,27]	-0.7264803	-0.7704817	-0.6824789
nitrate	Pacific	(27,27.25]	0.0373247	-0.0311960	0.1058455
nitrate	Pacific	(27.25,27.5]	0.5276381	0.5174457	0.5378305
nitrate	Pacific	(27.5,27.75]	0.6587342	0.6410112	0.6764573
nitrate	Pacific	(27.75,27.85]	0.7499398	0.7219992	0.7778804
nitrate	Pacific	(27.85,27.95]	0.7337338	0.7223593	0.7451083
nitrate	Pacific	(27.95,28.05]	0.4921193	0.4498435	0.5343951
nitrate	Pacific	(28.05,28.1]	0.2987121	0.2934267	0.3039975
nitrate	Pacific	(28.1,28.2]	0.2585337	0.1975550	0.3195124
nitrate	Pacific	(28.2,28.3]	-0.2354203	-0.3898602	-0.0809805
nitrate	Pacific	(28.3,28.4]	-0.4910027	-0.5146715	-0.4673339
nitrate	Pacific	(28.4, Inf]	0.5973569	0.5973569	0.5973569
phosphate	Atlantic	(-Inf,26]	-0.1417189	-0.2340968	-0.0493409
phosphate	Atlantic	(26,26.5]	-0.5345586	-0.6606825	-0.4084346
phosphate	Atlantic	(26.5,26.75]	-0.6943234	-0.7801495	-0.6084972
phosphate	Atlantic	(26.75,27]	-0.7417201	-0.7506651	-0.7327750
phosphate	Atlantic	(27,27.25]	-0.8480176	-0.8738043	-0.8222309
phosphate	Atlantic	(27.25,27.5]	-0.9442616	-0.9544251	-0.9340982
phosphate	Atlantic	(27.5,27.75]	-0.9785500	-0.9802867	-0.9768134
phosphate	Atlantic	(27.75,27.85]	-0.9654357	-0.9661543	-0.9647171
phosphate	Atlantic	(27.85,27.95]	-0.9352419	-0.9365830	-0.9339008
phosphate	Atlantic	(27.95,28.05]	-0.8836392	-0.9036227	-0.8636557
phosphate	Atlantic	(28.05,28.1]	-0.8747483	-0.8827828	-0.8667139
phosphate	Atlantic	(28.1,28.15]	-0.8392794	-0.8956269	-0.7829318
phosphate	Atlantic	(28.15,28.2]	-0.9195737	-0.9219151	-0.9172322
phosphate	Atlantic	(28.2, Inf]	-0.9813892	-0.9815544	-0.9812240
phosphate	Indian	(-Inf,26]	-0.7739153	-0.9099609	-0.6378697
phosphate	Indian	(26,26.5]	-0.9550306	-0.9732001	-0.9368611
phosphate	Indian	(26.5,26.75]	-0.9382848	-0.9623811	-0.9141885
phosphate	Indian	(26.75,27]	-0.7813624	-0.8390367	-0.7236881
phosphate	Indian	(27,27.25]	-0.3953334	-0.5152947	-0.2753721
phosphate	Indian	(27.25,27.5]	0.2646622	0.2484983	0.2808262
phosphate	Indian	(27.5,27.75]	0.3240893	0.3123979	0.3357808
phosphate	Indian	(27.75,27.85]	-0.0327299	-0.1657707	0.1003109
phosphate	Indian	(27.85,27.95]	-0.2366043	-0.3219047	-0.1513039
phosphate	Indian	(27.95,28.05]	-0.4027632	-0.4181475	-0.3873789
phosphate	Indian	(28.05,28.1]	-0.3237497	-0.4157902	-0.2317092
phosphate	Indian	(28.1,28.2]	-0.2397948	-0.3804021	-0.0991874
phosphate	Indian	(28.2,28.3]	-0.6850901	-0.6921643	-0.6780160
phosphate	Indian	(28.3,28.4]	-0.6867665	-0.7007116	-0.6728214
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2948459	-0.3519092	-0.2377825
phosphate	Pacific	(26,26.5]	-0.8545968	-0.8855140	-0.8236796
phosphate	Pacific	(26.5,26.75]	-0.8120880	-0.8447146	-0.7794613
phosphate	Pacific	(26.75,27]	-0.7604072	-0.7967532	-0.7240613
phosphate	Pacific	(27,27.25]	0.0100189	-0.0656546	0.0856924
phosphate	Pacific	(27.25,27.5]	0.5130819	0.4925405	0.5336233
phosphate	Pacific	(27.5,27.75]	0.6313213	0.6085999	0.6540428
phosphate	Pacific	(27.75,27.85]	0.7152126	0.6850327	0.7453925
phosphate	Pacific	(27.85,27.95]	0.6951452	0.6848861	0.7054043
phosphate	Pacific	(27.95,28.05]	0.4156144	0.3878547	0.4433741
phosphate	Pacific	(28.05,28.1]	0.1869073	0.1511579	0.2226567
phosphate	Pacific	(28.1,28.2]	0.1482147	0.0739746	0.2224548
phosphate	Pacific	(28.2,28.3]	-0.7182262	-0.7828975	-0.6535549
phosphate	Pacific	(28.3,28.4]	-0.7880854	-0.8399107	-0.7362601
phosphate	Pacific	(28.4, Inf]	0.3709369	0.3709369	0.3709369
phosphate_star	Atlantic	(-Inf,26]	-0.4828046	-0.5883717	-0.3772375
phosphate_star	Atlantic	(26,26.5]	-0.7461352	-0.8406988	-0.6515717
phosphate_star	Atlantic	(26.5,26.75]	-0.8427440	-0.9040655	-0.7814225
phosphate_star	Atlantic	(26.75,27]	-0.9158438	-0.9169362	-0.9147515
phosphate_star	Atlantic	(27,27.25]	-0.9322478	-0.9399270	-0.9245686
phosphate_star	Atlantic	(27.25,27.5]	-0.9232728	-0.9340889	-0.9124568
phosphate_star	Atlantic	(27.5,27.75]	-0.9093434	-0.9247013	-0.8939855
phosphate_star	Atlantic	(27.75,27.85]	-0.8775269	-0.8830927	-0.8719611
phosphate_star	Atlantic	(27.85,27.95]	-0.8188389	-0.8240176	-0.8136602
phosphate_star	Atlantic	(27.95,28.05]	-0.8145170	-0.8317318	-0.7973021
phosphate_star	Atlantic	(28.05,28.1]	-0.8377565	-0.8449183	-0.8305947
phosphate_star	Atlantic	(28.1,28.15]	-0.8107884	-0.8685711	-0.7530057
phosphate_star	Atlantic	(28.15,28.2]	-0.8999829	-0.9101929	-0.8897728
phosphate_star	Atlantic	(28.2, Inf]	-0.9724957	-0.9725259	-0.9724655
phosphate_star	Indian	(-Inf,26]	-0.6860888	-0.8516787	-0.5204990
phosphate_star	Indian	(26,26.5]	-0.9159497	-0.9554493	-0.8764501
phosphate_star	Indian	(26.5,26.75]	-0.9011043	-0.9245120	-0.8776967
phosphate_star	Indian	(26.75,27]	-0.7390093	-0.8344188	-0.6435998
phosphate_star	Indian	(27,27.25]	-0.6278117	-0.8115526	-0.4440709
phosphate_star	Indian	(27.25,27.5]	-0.6325519	-0.7181597	-0.5469441
phosphate_star	Indian	(27.5,27.75]	-0.5173657	-0.5820181	-0.4527132
phosphate_star	Indian	(27.75,27.85]	-0.3586186	-0.4955667	-0.2216704
phosphate_star	Indian	(27.85,27.95]	-0.4243853	-0.5392149	-0.3095557
phosphate_star	Indian	(27.95,28.05]	-0.5868095	-0.6436989	-0.5299201
phosphate_star	Indian	(28.05,28.1]	-0.5887089	-0.6715297	-0.5058881
phosphate_star	Indian	(28.1,28.2]	-0.6546980	-0.7047740	-0.6046221
phosphate_star	Indian	(28.2,28.3]	-0.5949020	-0.5986884	-0.5911155
phosphate_star	Indian	(28.3,28.4]	-0.4807868	-0.5764401	-0.3851335
phosphate_star	Indian	(28.4, Inf]	NA	NA	NA
phosphate_star	Pacific	(-Inf,26]	-0.0690373	-0.0847913	-0.0532834
phosphate_star	Pacific	(26,26.5]	-0.8407586	-0.8661284	-0.8153887
phosphate_star	Pacific	(26.5,26.75]	-0.7932678	-0.8183227	-0.7682129
phosphate_star	Pacific	(26.75,27]	-0.6314001	-0.6734204	-0.5893799
phosphate_star	Pacific	(27,27.25]	-0.1132806	-0.1338137	-0.0927475
phosphate_star	Pacific	(27.25,27.5]	-0.3618581	-0.3784528	-0.3452635
phosphate_star	Pacific	(27.5,27.75]	-0.6107854	-0.6375001	-0.5840708
phosphate_star	Pacific	(27.75,27.85]	-0.7187270	-0.7743464	-0.6631076
phosphate_star	Pacific	(27.85,27.95]	-0.5393174	-0.5898884	-0.4887464
phosphate_star	Pacific	(27.95,28.05]	-0.2863265	-0.3695461	-0.2031070
phosphate_star	Pacific	(28.05,28.1]	-0.2897859	-0.4084654	-0.1711065
phosphate_star	Pacific	(28.1,28.2]	-0.4939096	-0.5954778	-0.3923415
phosphate_star	Pacific	(28.2,28.3]	-0.5405421	-0.6832457	-0.3978385
phosphate_star	Pacific	(28.3,28.4]	-0.1494660	-0.3086323	0.0097003
phosphate_star	Pacific	(28.4, Inf]	0.4054865	0.4054865	0.4054865
sal	Atlantic	(-Inf,26]	0.4168521	0.2583092	0.5753951
sal	Atlantic	(26,26.5]	0.6817504	0.5430548	0.8204461
sal	Atlantic	(26.5,26.75]	0.7763448	0.6765050	0.8761846
sal	Atlantic	(26.75,27]	0.8651033	0.8621591	0.8680475
sal	Atlantic	(27,27.25]	0.8857316	0.8758023	0.8956609
sal	Atlantic	(27.25,27.5]	0.8547481	0.8531183	0.8563780
sal	Atlantic	(27.5,27.75]	0.8020923	0.7985223	0.8056622
sal	Atlantic	(27.75,27.85]	0.6956750	0.6718604	0.7194897
sal	Atlantic	(27.85,27.95]	0.5981155	0.5700019	0.6262292
sal	Atlantic	(27.95,28.05]	0.6172894	0.5715756	0.6630033
sal	Atlantic	(28.05,28.1]	0.6752294	0.6532638	0.6971951
sal	Atlantic	(28.1,28.15]	0.6676598	0.5802853	0.7550342
sal	Atlantic	(28.15,28.2]	0.8084623	0.8046326	0.8122921
sal	Atlantic	(28.2, Inf]	0.9511717	0.9462820	0.9560614
sal	Indian	(-Inf,26]	0.6061796	0.4654602	0.7468990
sal	Indian	(26,26.5]	0.6414335	0.4688590	0.8140080
sal	Indian	(26.5,26.75]	0.3855125	0.0832773	0.6877477
sal	Indian	(26.75,27]	0.2131073	-0.1282349	0.5544496
sal	Indian	(27,27.25]	0.2303751	-0.1149885	0.5757388
sal	Indian	(27.25,27.5]	0.4207970	0.2481067	0.5934874
sal	Indian	(27.5,27.75]	0.4204011	0.2936508	0.5471515
sal	Indian	(27.75,27.85]	0.1797678	-0.0266373	0.3861729
sal	Indian	(27.85,27.95]	0.1756118	-0.0259762	0.3771997
sal	Indian	(27.95,28.05]	0.3586773	0.2269945	0.4903601
sal	Indian	(28.05,28.1]	0.2888047	0.1080677	0.4695417
sal	Indian	(28.1,28.2]	0.3352639	0.2608008	0.4097271
sal	Indian	(28.2,28.3]	0.3020616	0.2342485	0.3698747
sal	Indian	(28.3,28.4]	0.0291891	-0.0520635	0.1104416
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	-0.0393687	-0.0421624	-0.0365749
sal	Pacific	(26,26.5]	0.4857283	0.4506555	0.5208011
sal	Pacific	(26.5,26.75]	0.4571811	0.4051271	0.5092352
sal	Pacific	(26.75,27]	0.3332381	0.2647460	0.4017303
sal	Pacific	(27,27.25]	-0.4220682	-0.4436161	-0.4005203
sal	Pacific	(27.25,27.5]	-0.4880939	-0.5043384	-0.4718495
sal	Pacific	(27.5,27.75]	-0.2918704	-0.3592237	-0.2245172
sal	Pacific	(27.75,27.85]	-0.4102068	-0.5805978	-0.2398157
sal	Pacific	(27.85,27.95]	-0.4144832	-0.5428690	-0.2860973
sal	Pacific	(27.95,28.05]	-0.2468599	-0.3180480	-0.1756718
sal	Pacific	(28.05,28.1]	-0.1850769	-0.2072727	-0.1628811
sal	Pacific	(28.1,28.2]	-0.1915230	-0.2471469	-0.1358990
sal	Pacific	(28.2,28.3]	0.0285498	-0.0109259	0.0680254
sal	Pacific	(28.3,28.4]	-0.1961620	-0.4075029	0.0151789
sal	Pacific	(28.4, Inf]	-0.7797423	-0.7797423	-0.7797423
silicate	Atlantic	(-Inf,26]	-0.1719085	-0.1976241	-0.1461929
silicate	Atlantic	(26,26.5]	-0.4894942	-0.6467192	-0.3322691
silicate	Atlantic	(26.5,26.75]	-0.5880143	-0.7237833	-0.4522453
silicate	Atlantic	(26.75,27]	-0.6300359	-0.6420682	-0.6180036
silicate	Atlantic	(27,27.25]	-0.7939797	-0.8132394	-0.7747201
silicate	Atlantic	(27.25,27.5]	-0.8973819	-0.9062484	-0.8885154
silicate	Atlantic	(27.5,27.75]	-0.8618084	-0.8786952	-0.8449216
silicate	Atlantic	(27.75,27.85]	-0.8743300	-0.8832971	-0.8653630
silicate	Atlantic	(27.85,27.95]	-0.8603246	-0.8643093	-0.8563399
silicate	Atlantic	(27.95,28.05]	-0.8228476	-0.8428710	-0.8028241
silicate	Atlantic	(28.05,28.1]	-0.8336817	-0.8418625	-0.8255009
silicate	Atlantic	(28.1,28.15]	-0.8142879	-0.8715360	-0.7570398
silicate	Atlantic	(28.15,28.2]	-0.9033691	-0.9041106	-0.9026276
silicate	Atlantic	(28.2, Inf]	-0.9578956	-0.9703387	-0.9454526
silicate	Indian	(-Inf,26]	-0.7341040	-0.8285742	-0.6396337
silicate	Indian	(26,26.5]	-0.9247917	-0.9250596	-0.9245238
silicate	Indian	(26.5,26.75]	-0.8996792	-0.9372766	-0.8620818
silicate	Indian	(26.75,27]	-0.6234626	-0.7378601	-0.5090651
silicate	Indian	(27,27.25]	-0.2245110	-0.3910296	-0.0579924
silicate	Indian	(27.25,27.5]	0.4318475	0.3947427	0.4689524
silicate	Indian	(27.5,27.75]	0.5889539	0.5371845	0.6407232
silicate	Indian	(27.75,27.85]	0.2152901	0.1501745	0.2804057
silicate	Indian	(27.85,27.95]	-0.0275264	-0.0991904	0.0441376
silicate	Indian	(27.95,28.05]	-0.1913901	-0.2271837	-0.1555964
silicate	Indian	(28.05,28.1]	-0.1806082	-0.2130172	-0.1481993
silicate	Indian	(28.1,28.2]	-0.0968140	-0.1833841	-0.0102439
silicate	Indian	(28.2,28.3]	-0.2156203	-0.3120607	-0.1191799
silicate	Indian	(28.3,28.4]	-0.3290847	-0.3575062	-0.3006631
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.2585998	-0.3244364	-0.1927633
silicate	Pacific	(26,26.5]	-0.7162924	-0.7381040	-0.6944808
silicate	Pacific	(26.5,26.75]	-0.6292097	-0.6366784	-0.6217411
silicate	Pacific	(26.75,27]	-0.5155566	-0.5183052	-0.5128080
silicate	Pacific	(27,27.25]	0.3204086	0.2647815	0.3760357
silicate	Pacific	(27.25,27.5]	0.7951367	0.7819606	0.8083129
silicate	Pacific	(27.5,27.75]	0.8657468	0.8598351	0.8716585
silicate	Pacific	(27.75,27.85]	0.8372995	0.8174891	0.8571098
silicate	Pacific	(27.85,27.95]	0.7718337	0.7567899	0.7868775
silicate	Pacific	(27.95,28.05]	0.4908041	0.4409825	0.5406257
silicate	Pacific	(28.05,28.1]	0.2842672	0.2765139	0.2920205
silicate	Pacific	(28.1,28.2]	0.2602563	0.2270460	0.2934666
silicate	Pacific	(28.2,28.3]	-0.2266214	-0.2470465	-0.2061963
silicate	Pacific	(28.3,28.4]	-0.5433708	-0.6310374	-0.4557042
silicate	Pacific	(28.4, Inf]	0.3041482	0.3041482	0.3041482
temp	Atlantic	(-Inf,26]	0.2013148	0.0870380	0.3155916
temp	Atlantic	(26,26.5]	0.6640210	0.5620805	0.7659616
temp	Atlantic	(26.5,26.75]	0.7609644	0.6480188	0.8739099
temp	Atlantic	(26.75,27]	0.8196106	0.8020369	0.8371842
temp	Atlantic	(27,27.25]	0.8438510	0.8298988	0.8578032
temp	Atlantic	(27.25,27.5]	0.8103205	0.8057104	0.8149305
temp	Atlantic	(27.5,27.75]	0.7516524	0.7366215	0.7666833
temp	Atlantic	(27.75,27.85]	0.6834661	0.6764134	0.6905188
temp	Atlantic	(27.85,27.95]	0.5759010	0.5528486	0.5989535
temp	Atlantic	(27.95,28.05]	0.5804781	0.5444194	0.6165369
temp	Atlantic	(28.05,28.1]	0.5924498	0.5553027	0.6295970
temp	Atlantic	(28.1,28.15]	0.5161974	0.3740203	0.6583746
temp	Atlantic	(28.15,28.2]	0.3409741	0.0898674	0.5920807
temp	Atlantic	(28.2, Inf]	0.2461737	0.2058497	0.2864977
temp	Indian	(-Inf,26]	0.0383585	-0.0680227	0.1447396
temp	Indian	(26,26.5]	0.4389922	0.3392604	0.5387239
temp	Indian	(26.5,26.75]	0.3094396	0.0656615	0.5532178
temp	Indian	(26.75,27]	0.3551908	0.0758401	0.6345416
temp	Indian	(27,27.25]	0.4133570	0.1221142	0.7045997
temp	Indian	(27.25,27.5]	0.5000338	0.3676190	0.6324485
temp	Indian	(27.5,27.75]	0.2894901	0.2324341	0.3465461
temp	Indian	(27.75,27.85]	0.1090796	-0.0647453	0.2829044
temp	Indian	(27.85,27.95]	0.1173604	-0.0394525	0.2741732
temp	Indian	(27.95,28.05]	0.2599302	0.1438578	0.3760026
temp	Indian	(28.05,28.1]	0.1979184	0.0462773	0.3495594
temp	Indian	(28.1,28.2]	0.3015629	0.2579040	0.3452218
temp	Indian	(28.2,28.3]	0.2798278	0.2238576	0.3357981
temp	Indian	(28.3,28.4]	0.0606249	-0.0871374	0.2083872
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.3730490	-0.3911200	-0.3549781
temp	Pacific	(26,26.5]	0.5237694	0.4910134	0.5565255
temp	Pacific	(26.5,26.75]	0.4752881	0.4191063	0.5314699
temp	Pacific	(26.75,27]	0.3717308	0.3031720	0.4402896
temp	Pacific	(27,27.25]	-0.2777163	-0.2947437	-0.2606889
temp	Pacific	(27.25,27.5]	-0.4623769	-0.4874640	-0.4372897
temp	Pacific	(27.5,27.75]	-0.3738871	-0.4638452	-0.2839290
temp	Pacific	(27.75,27.85]	-0.3691110	-0.5716408	-0.1665812
temp	Pacific	(27.85,27.95]	-0.3564805	-0.5385249	-0.1744360
temp	Pacific	(27.95,28.05]	-0.1519342	-0.2710097	-0.0328586
temp	Pacific	(28.05,28.1]	-0.0500969	-0.0987656	-0.0014282
temp	Pacific	(28.1,28.2]	0.2100049	0.1414824	0.2785274
temp	Pacific	(28.2,28.3]	0.0982949	0.0764501	0.1201396
temp	Pacific	(28.3,28.4]	-0.4259470	-0.5822319	-0.2696621
temp	Pacific	(28.4, Inf]	-0.2971791	-0.2971791	-0.2971791

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.11          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] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1

eMLR - assumption testing

Jens Daniel Müller

29 June, 2021