Last updated: 2021-04-16

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html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	7131186	jens-daniel-mueller	2020-12-17	Build site.
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
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html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
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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 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

2.1 Correlation plots

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

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

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

[[1]]

Version	Author	Date
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
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
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
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

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

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

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

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

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

}

2.2 Correlation assesment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Version	Author	Date
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]	0.8909097	0.8904837	0.8913358
aou + nitrate	Atlantic	(26,26.5]	0.8141032	0.7580427	0.8701637
aou + nitrate	Atlantic	(26.5,26.75]	0.9288444	0.9237912	0.9338975
aou + nitrate	Atlantic	(26.75,27]	0.9182394	0.9106820	0.9257969
aou + nitrate	Atlantic	(27,27.25]	0.8632557	0.8343233	0.8921880
aou + nitrate	Atlantic	(27.25,27.5]	0.7656924	0.7502862	0.7810986
aou + nitrate	Atlantic	(27.5,27.75]	0.8623614	0.8581469	0.8665759
aou + nitrate	Atlantic	(27.75,27.85]	0.9378212	0.9200744	0.9555679
aou + nitrate	Atlantic	(27.85,27.95]	0.9438072	0.9289916	0.9586227
aou + nitrate	Atlantic	(27.95,28.05]	0.9515767	0.9487750	0.9543784
aou + nitrate	Atlantic	(28.05,28.1]	0.9505738	0.9424518	0.9586959
aou + nitrate	Atlantic	(28.1,28.15]	0.9688302	0.9558831	0.9817774
aou + nitrate	Atlantic	(28.15,28.2]	0.9754428	0.9606165	0.9902691
aou + nitrate	Atlantic	(28.2, Inf]	0.8313507	0.7497529	0.9129484
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9098735	0.8868518	0.9328951
aou + nitrate	Indo-Pacific	(26,26.5]	0.9114352	0.9043737	0.9184967
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9285698	0.9221882	0.9349514
aou + nitrate	Indo-Pacific	(26.75,27]	0.9480840	0.9433540	0.9528140
aou + nitrate	Indo-Pacific	(27,27.25]	0.9644079	0.9638542	0.9649616
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9709654	0.9694404	0.9724903
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9715507	0.9712626	0.9718387
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9806040	0.9800126	0.9811954
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9769626	0.9748246	0.9791005
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9626752	0.9593595	0.9659908
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9563523	0.9521922	0.9605123
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9185425	0.9118588	0.9252261
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.4297133	0.4160887	0.4433379
aou + nitrate	Indo-Pacific	(28.3,28.4]	0.3391466	0.2375039	0.4407893
aou + phosphate	Atlantic	(-Inf,26]	0.3609887	0.1193622	0.6026153
aou + phosphate	Atlantic	(26,26.5]	0.5583421	0.4538924	0.6627918
aou + phosphate	Atlantic	(26.5,26.75]	0.8341610	0.8226863	0.8456357
aou + phosphate	Atlantic	(26.75,27]	0.8461260	0.8390047	0.8532473
aou + phosphate	Atlantic	(27,27.25]	0.8068801	0.7826363	0.8311240
aou + phosphate	Atlantic	(27.25,27.5]	0.7109923	0.6812932	0.7406913
aou + phosphate	Atlantic	(27.5,27.75]	0.8368364	0.8334070	0.8402658
aou + phosphate	Atlantic	(27.75,27.85]	0.9238411	0.8998312	0.9478509
aou + phosphate	Atlantic	(27.85,27.95]	0.9376462	0.9226999	0.9525925
aou + phosphate	Atlantic	(27.95,28.05]	0.9472230	0.9443664	0.9500797
aou + phosphate	Atlantic	(28.05,28.1]	0.9433477	0.9357380	0.9509574
aou + phosphate	Atlantic	(28.1,28.15]	0.9646832	0.9524342	0.9769323
aou + phosphate	Atlantic	(28.15,28.2]	0.9745227	0.9594643	0.9895811
aou + phosphate	Atlantic	(28.2, Inf]	0.8259294	0.7427146	0.9091441
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9286222	0.9078897	0.9493548
aou + phosphate	Indo-Pacific	(26,26.5]	0.9543743	0.9539834	0.9547651
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9535108	0.9522989	0.9547226
aou + phosphate	Indo-Pacific	(26.75,27]	0.9528226	0.9486162	0.9570290
aou + phosphate	Indo-Pacific	(27,27.25]	0.9705146	0.9678129	0.9732164
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9787973	0.9786662	0.9789285
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9810539	0.9810009	0.9811069
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9849742	0.9847882	0.9851603
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9797134	0.9782799	0.9811468
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9663983	0.9656581	0.9671384
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9574190	0.9555584	0.9592796
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9098763	0.9046563	0.9150963
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.3392039	0.2501396	0.4282682
aou + phosphate	Indo-Pacific	(28.3,28.4]	0.3891640	0.2594786	0.5188495
aou + phosphate_star	Atlantic	(-Inf,26]	-0.4402215	-0.6044535	-0.2759894
aou + phosphate_star	Atlantic	(26,26.5]	0.0855334	-0.0200626	0.1911294
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4058663	0.3838155	0.4279172
aou + phosphate_star	Atlantic	(26.75,27]	0.2479509	0.2367739	0.2591278
aou + phosphate_star	Atlantic	(27,27.25]	0.2440331	0.2306661	0.2574001
aou + phosphate_star	Atlantic	(27.25,27.5]	0.2046412	0.1176173	0.2916650
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5054866	0.4890671	0.5219062
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6619314	0.5754930	0.7483699
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6522152	0.5948794	0.7095509
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7827808	0.7723747	0.7931869
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7980171	0.7707598	0.8252743
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8722619	0.8324901	0.9120336
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9065646	0.8493909	0.9637382
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5331892	0.3074007	0.7589776
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6181793	0.5269918	0.7093668
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6258162	0.6054108	0.6462216
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5775998	0.5633841	0.5918155
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.4884832	0.4814698	0.4954966
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.1502306	0.1305736	0.1698876
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4337991	-0.4591568	-0.4084415
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6063455	-0.6467567	-0.5659343
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4611254	-0.5362707	-0.3859801
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1373671	-0.1906669	-0.0840673
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.1604442	0.1064880	0.2144004
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3440371	0.3218407	0.3662335
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1465689	-0.2102521	-0.0828857
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8100697	-0.8523424	-0.7677969
aou + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.8397874	-0.8529407	-0.8266340
aou + silicate	Atlantic	(-Inf,26]	0.0703547	-0.0166151	0.1573245
aou + silicate	Atlantic	(26,26.5]	0.4920640	0.3590708	0.6250572
aou + silicate	Atlantic	(26.5,26.75]	0.7741444	0.6715004	0.8767884
aou + silicate	Atlantic	(26.75,27]	0.8139138	0.7582088	0.8696188
aou + silicate	Atlantic	(27,27.25]	0.7656464	0.7461639	0.7851288
aou + silicate	Atlantic	(27.25,27.5]	0.5122443	0.4449820	0.5795067
aou + silicate	Atlantic	(27.5,27.75]	0.6448105	0.6115334	0.6780876
aou + silicate	Atlantic	(27.75,27.85]	0.8428191	0.8260740	0.8595643
aou + silicate	Atlantic	(27.85,27.95]	0.8797850	0.8632034	0.8963667
aou + silicate	Atlantic	(27.95,28.05]	0.9333941	0.9296361	0.9371520
aou + silicate	Atlantic	(28.05,28.1]	0.9532795	0.9485068	0.9580522
aou + silicate	Atlantic	(28.1,28.15]	0.9729298	0.9697577	0.9761018
aou + silicate	Atlantic	(28.15,28.2]	0.9843285	0.9768205	0.9918365
aou + silicate	Atlantic	(28.2, Inf]	0.8389336	0.7506355	0.9272318
aou + silicate	Indo-Pacific	(-Inf,26]	0.7247424	0.6654677	0.7840170
aou + silicate	Indo-Pacific	(26,26.5]	0.6773825	0.6584873	0.6962777
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7017283	0.6933165	0.7101400
aou + silicate	Indo-Pacific	(26.75,27]	0.7847747	0.7736409	0.7959085
aou + silicate	Indo-Pacific	(27,27.25]	0.8953588	0.8827572	0.9079603
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9270990	0.9178923	0.9363057
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9465705	0.9389676	0.9541734
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9735607	0.9713731	0.9757484
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9670241	0.9664566	0.9675916
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9533989	0.9500076	0.9567902
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9558536	0.9551292	0.9565779
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8910407	0.8820533	0.9000282
aou + silicate	Indo-Pacific	(28.2,28.3]	0.6328315	0.6147964	0.6508666
aou + silicate	Indo-Pacific	(28.3,28.4]	0.5067974	0.4270482	0.5865467
nitrate + phosphate	Atlantic	(-Inf,26]	0.6169470	0.4148117	0.8190823
nitrate + phosphate	Atlantic	(26,26.5]	0.8829057	0.8479940	0.9178173
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9685404	0.9644487	0.9726321
nitrate + phosphate	Atlantic	(26.75,27]	0.9818171	0.9817942	0.9818400
nitrate + phosphate	Atlantic	(27,27.25]	0.9879609	0.9873721	0.9885497
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9912860	0.9911883	0.9913837
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9913736	0.9876183	0.9951290
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9926409	0.9901114	0.9951704
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9885417	0.9840130	0.9930704
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9903084	0.9866555	0.9939613
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9908467	0.9881682	0.9935252
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9957954	0.9948813	0.9967094
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9976258	0.9967596	0.9984921
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9956748	0.9951112	0.9962384
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9661996	0.9542428	0.9781565
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9630031	0.9572017	0.9688046
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9737883	0.9697565	0.9778201
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9889370	0.9887697	0.9891044
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9903191	0.9895825	0.9910557
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9921626	0.9915519	0.9927733
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9907884	0.9907540	0.9908229
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9910919	0.9903792	0.9918045
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9915543	0.9896274	0.9934813
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9878263	0.9819278	0.9937248
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9860975	0.9815144	0.9906806
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9725521	0.9659853	0.9791188
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.6180408	0.6005909	0.6354908
nitrate + phosphate	Indo-Pacific	(28.3,28.4]	0.6922377	0.6873449	0.6971306
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.1099088	-0.2932368	0.0734193
nitrate + phosphate_star	Atlantic	(26,26.5]	0.5834769	0.5506494	0.6163043
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6965777	0.6839681	0.7091873
nitrate + phosphate_star	Atlantic	(26.75,27]	0.6000837	0.5778629	0.6223045
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6866300	0.6386972	0.7345627
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7757290	0.7364430	0.8150150
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8558482	0.8444997	0.8671967
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8651378	0.8337559	0.8965197
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8428914	0.8209593	0.8648235
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9175326	0.9090706	0.9259947
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9306555	0.9203228	0.9409883
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9580666	0.9490643	0.9670689
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9722343	0.9563081	0.9881606
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9020701	0.8523494	0.9517907
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8490917	0.8112225	0.8869608
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.8276450	0.8149589	0.8403311
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7852607	0.7721579	0.7983635
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7108223	0.6942410	0.7274036
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.3707072	0.3576215	0.3837928
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2355964	-0.2565390	-0.2146537
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4274961	-0.4721648	-0.3828273
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3110342	-0.3916126	-0.2304558
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0424163	-0.0137105	0.0985432
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3802541	0.3386680	0.4218403
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5664752	0.5479800	0.5849704
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2022869	0.1361324	0.2684413
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0269302	-0.0791195	0.0252591
nitrate + phosphate_star	Indo-Pacific	(28.3,28.4]	0.0453278	-0.0509209	0.1415765
nitrate + silicate	Atlantic	(-Inf,26]	0.3771982	0.3404367	0.4139597
nitrate + silicate	Atlantic	(26,26.5]	0.8149315	0.7562135	0.8736496
nitrate + silicate	Atlantic	(26.5,26.75]	0.8978903	0.8207457	0.9750348
nitrate + silicate	Atlantic	(26.75,27]	0.9142439	0.8739228	0.9545650
nitrate + silicate	Atlantic	(27,27.25]	0.9317205	0.9268380	0.9366030
nitrate + silicate	Atlantic	(27.25,27.5]	0.8819607	0.8589999	0.9049214
nitrate + silicate	Atlantic	(27.5,27.75]	0.8849028	0.8726605	0.8971451
nitrate + silicate	Atlantic	(27.75,27.85]	0.9492710	0.9479569	0.9505850
nitrate + silicate	Atlantic	(27.85,27.95]	0.9683791	0.9675883	0.9691700
nitrate + silicate	Atlantic	(27.95,28.05]	0.9798440	0.9796727	0.9800153
nitrate + silicate	Atlantic	(28.05,28.1]	0.9877168	0.9859062	0.9895274
nitrate + silicate	Atlantic	(28.1,28.15]	0.9906928	0.9891664	0.9922191
nitrate + silicate	Atlantic	(28.15,28.2]	0.9916258	0.9876090	0.9956426
nitrate + silicate	Atlantic	(28.2, Inf]	0.9728272	0.9614393	0.9842151
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8833310	0.8650790	0.9015831
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8323631	0.8189774	0.8457489
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8438905	0.8339040	0.8538770
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8628706	0.8507380	0.8750033
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9109910	0.8964053	0.9255768
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9116455	0.9032292	0.9200617
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9186334	0.9127882	0.9244786
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9609553	0.9609240	0.9609866
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9671016	0.9639303	0.9702728
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9553030	0.9409363	0.9696698
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9587005	0.9514865	0.9659145
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9084694	0.8998563	0.9170824
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.5604877	0.5417488	0.5792265
nitrate + silicate	Indo-Pacific	(28.3,28.4]	0.7300689	0.7218465	0.7382913
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6479286	0.5873871	0.7084701
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8695030	0.8595273	0.8794788
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8411008	0.8384190	0.8437826
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7252309	0.7083369	0.7421249
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7672288	0.7323351	0.8021225
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8315409	0.8055027	0.8575791
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8919904	0.8857201	0.8982608
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8952614	0.8720915	0.9184314
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8723117	0.8558530	0.8887704
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9387571	0.9355632	0.9419510
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9515270	0.9446391	0.9584149
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9695357	0.9610594	0.9780119
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9775291	0.9633206	0.9917376
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9121465	0.8642497	0.9600433
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8500724	0.8149893	0.8851555
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8278397	0.8124728	0.8432066
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7950249	0.7820613	0.8079886
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7282033	0.7131289	0.7432777
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.3797292	0.3725251	0.3869334
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2501889	-0.2784293	-0.2219486
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4554342	-0.5025481	-0.4083203
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3120155	-0.3954551	-0.2285758
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0555029	-0.0056650	0.1166707
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4041130	0.3520638	0.4561622
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5978961	0.5740674	0.6217248
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2721783	0.1987211	0.3456354
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2598357	0.2414058	0.2782656
phosphate + phosphate_star	Indo-Pacific	(28.3,28.4]	0.1646155	0.0495039	0.2797272
sal + aou	Atlantic	(-Inf,26]	0.4032204	0.2567048	0.5497360
sal + aou	Atlantic	(26,26.5]	-0.0098030	-0.0565613	0.0369554
sal + aou	Atlantic	(26.5,26.75]	-0.3043813	-0.3217624	-0.2870002
sal + aou	Atlantic	(26.75,27]	-0.1912187	-0.2057287	-0.1767087
sal + aou	Atlantic	(27,27.25]	-0.2436167	-0.2456854	-0.2415479
sal + aou	Atlantic	(27.25,27.5]	-0.1762894	-0.2509340	-0.1016449
sal + aou	Atlantic	(27.5,27.75]	-0.3299153	-0.3904873	-0.2693433
sal + aou	Atlantic	(27.75,27.85]	-0.3600378	-0.4570092	-0.2630663
sal + aou	Atlantic	(27.85,27.95]	-0.2784368	-0.3738936	-0.1829800
sal + aou	Atlantic	(27.95,28.05]	-0.5758630	-0.6157412	-0.5359847
sal + aou	Atlantic	(28.05,28.1]	-0.6347237	-0.6887268	-0.5807206
sal + aou	Atlantic	(28.1,28.15]	-0.7746024	-0.8213622	-0.7278425
sal + aou	Atlantic	(28.15,28.2]	-0.8469924	-0.9289304	-0.7650545
sal + aou	Atlantic	(28.2, Inf]	-0.5940550	-0.7549900	-0.4331199
sal + aou	Indo-Pacific	(-Inf,26]	-0.0872988	-0.1178375	-0.0567600
sal + aou	Indo-Pacific	(26,26.5]	-0.2204545	-0.2751850	-0.1657239
sal + aou	Indo-Pacific	(26.5,26.75]	-0.3616399	-0.3985745	-0.3247052
sal + aou	Indo-Pacific	(26.75,27]	-0.3447127	-0.3738018	-0.3156237
sal + aou	Indo-Pacific	(27,27.25]	-0.1534020	-0.1535401	-0.1532638
sal + aou	Indo-Pacific	(27.25,27.5]	0.0826693	0.0636497	0.1016889
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0047270	-0.0097174	0.0002634
sal + aou	Indo-Pacific	(27.75,27.85]	-0.2113853	-0.2742262	-0.1485444
sal + aou	Indo-Pacific	(27.85,27.95]	-0.3005724	-0.3266416	-0.2745033
sal + aou	Indo-Pacific	(27.95,28.05]	-0.3363802	-0.3729905	-0.2997698
sal + aou	Indo-Pacific	(28.05,28.1]	-0.3800398	-0.3939933	-0.3660863
sal + aou	Indo-Pacific	(28.1,28.2]	-0.0300693	-0.0327132	-0.0274254
sal + aou	Indo-Pacific	(28.2,28.3]	0.8614113	0.8473885	0.8754341
sal + aou	Indo-Pacific	(28.3,28.4]	0.7897470	0.7690624	0.8104316
sal + nitrate	Atlantic	(-Inf,26]	0.1119916	0.0010965	0.2228866
sal + nitrate	Atlantic	(26,26.5]	-0.4654718	-0.4772264	-0.4537171
sal + nitrate	Atlantic	(26.5,26.75]	-0.5939156	-0.6102883	-0.5775429
sal + nitrate	Atlantic	(26.75,27]	-0.5403265	-0.5426027	-0.5380502
sal + nitrate	Atlantic	(27,27.25]	-0.6739672	-0.7117342	-0.6362002
sal + nitrate	Atlantic	(27.25,27.5]	-0.7315238	-0.7705397	-0.6925079
sal + nitrate	Atlantic	(27.5,27.75]	-0.6788015	-0.7298379	-0.6277650
sal + nitrate	Atlantic	(27.75,27.85]	-0.5842892	-0.6162160	-0.5523623
sal + nitrate	Atlantic	(27.85,27.95]	-0.5155769	-0.5714119	-0.4597420
sal + nitrate	Atlantic	(27.95,28.05]	-0.7413839	-0.7719527	-0.7108150
sal + nitrate	Atlantic	(28.05,28.1]	-0.8011616	-0.8337098	-0.7686133
sal + nitrate	Atlantic	(28.1,28.15]	-0.8782344	-0.8907391	-0.8657298
sal + nitrate	Atlantic	(28.15,28.2]	-0.9241556	-0.9535960	-0.8947153
sal + nitrate	Atlantic	(28.2, Inf]	-0.9207310	-0.9448974	-0.8965647
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3549107	-0.3918223	-0.3179991
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5227964	-0.5806819	-0.4649108
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.6239763	-0.6612380	-0.5867146
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5698920	-0.6075147	-0.5322694
sal + nitrate	Indo-Pacific	(27,27.25]	-0.3224745	-0.3304788	-0.3144702
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.0311155	-0.0505671	-0.0116638
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1206082	-0.1283045	-0.1129118
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.3182410	-0.3779694	-0.2585126
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.4330904	-0.4605242	-0.4056566
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5230663	-0.5522907	-0.4938419
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.5921056	-0.6019117	-0.5822996
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.3463109	-0.3477712	-0.3448505
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.2575860	0.2490762	0.2660957
sal + nitrate	Indo-Pacific	(28.3,28.4]	0.1567941	0.0111276	0.3024605
sal + phosphate	Atlantic	(-Inf,26]	-0.5329024	-0.5757674	-0.4900373
sal + phosphate	Atlantic	(26,26.5]	-0.7945881	-0.8320412	-0.7571351
sal + phosphate	Atlantic	(26.5,26.75]	-0.7583945	-0.7659631	-0.7508258
sal + phosphate	Atlantic	(26.75,27]	-0.6727180	-0.6777770	-0.6676589
sal + phosphate	Atlantic	(27,27.25]	-0.7532296	-0.7777393	-0.7287199
sal + phosphate	Atlantic	(27.25,27.5]	-0.7873548	-0.8103600	-0.7643495
sal + phosphate	Atlantic	(27.5,27.75]	-0.7258823	-0.7696343	-0.6821303
sal + phosphate	Atlantic	(27.75,27.85]	-0.6230694	-0.6554515	-0.5906873
sal + phosphate	Atlantic	(27.85,27.95]	-0.5340683	-0.5988279	-0.4693087
sal + phosphate	Atlantic	(27.95,28.05]	-0.7535103	-0.7887598	-0.7182608
sal + phosphate	Atlantic	(28.05,28.1]	-0.8161683	-0.8507561	-0.7815805
sal + phosphate	Atlantic	(28.1,28.15]	-0.8909284	-0.9059103	-0.8759464
sal + phosphate	Atlantic	(28.15,28.2]	-0.9293963	-0.9579403	-0.9008522
sal + phosphate	Atlantic	(28.2, Inf]	-0.9250589	-0.9490852	-0.9010326
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2157308	-0.2158283	-0.2156333
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4507193	-0.5081442	-0.3932943
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.5951280	-0.6275652	-0.5626909
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5807451	-0.6157786	-0.5457117
sal + phosphate	Indo-Pacific	(27,27.25]	-0.3263430	-0.3390127	-0.3136734
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.0037142	-0.0140483	0.0066199
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.0608478	-0.0618260	-0.0598696
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.2566733	-0.3176470	-0.1956997
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.3964226	-0.4244751	-0.3683701
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.5120969	-0.5383473	-0.4858465
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.5844681	-0.5978104	-0.5711258
sal + phosphate	Indo-Pacific	(28.1,28.2]	-0.3497512	-0.3592427	-0.3402597
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.1733800	0.0542819	0.2924782
sal + phosphate	Indo-Pacific	(28.3,28.4]	0.2075001	0.0425173	0.3724830
sal + phosphate_star	Atlantic	(-Inf,26]	-0.9030022	-0.9183812	-0.8876232
sal + phosphate_star	Atlantic	(26,26.5]	-0.9652772	-0.9664203	-0.9641342
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9728122	-0.9791575	-0.9664669
sal + phosphate_star	Atlantic	(26.75,27]	-0.9809838	-0.9860195	-0.9759482
sal + phosphate_star	Atlantic	(27,27.25]	-0.9812037	-0.9827382	-0.9796691
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9685605	-0.9709134	-0.9662076
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9104638	-0.9262445	-0.8946831
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8529537	-0.8565313	-0.8493762
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8178314	-0.8517532	-0.7839097
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8822785	-0.9072920	-0.8572651
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9210364	-0.9414517	-0.9006212
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9552345	-0.9591444	-0.9513246
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9718573	-0.9743868	-0.9693278
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9731285	-0.9846123	-0.9616447
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4958824	-0.5442797	-0.4474852
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8064208	-0.8388719	-0.7739697
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9183610	-0.9220763	-0.9146457
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9284029	-0.9330806	-0.9237253
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8460802	-0.8518026	-0.8403577
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6116690	-0.6393586	-0.5839793
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4252118	-0.4523942	-0.3980293
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3864306	-0.4113772	-0.3614839
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6112836	-0.6160231	-0.6065441
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8295951	-0.8455921	-0.8135981
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8898639	-0.8988965	-0.8808314
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8048874	-0.8231713	-0.7866036
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7749800	-0.8351358	-0.7148242
sal + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7204899	-0.7822431	-0.6587366
sal + silicate	Atlantic	(-Inf,26]	-0.7307694	-0.7805898	-0.6809490
sal + silicate	Atlantic	(26,26.5]	-0.7295943	-0.7325190	-0.7266696
sal + silicate	Atlantic	(26.5,26.75]	-0.6800359	-0.6834635	-0.6766084
sal + silicate	Atlantic	(26.75,27]	-0.5696240	-0.5803701	-0.5588779
sal + silicate	Atlantic	(27,27.25]	-0.7146778	-0.7333486	-0.6960070
sal + silicate	Atlantic	(27.25,27.5]	-0.8098904	-0.8238431	-0.7959377
sal + silicate	Atlantic	(27.5,27.75]	-0.7207781	-0.7746718	-0.6668843
sal + silicate	Atlantic	(27.75,27.85]	-0.6556184	-0.7109441	-0.6002927
sal + silicate	Atlantic	(27.85,27.95]	-0.6183314	-0.6819636	-0.5546992
sal + silicate	Atlantic	(27.95,28.05]	-0.7853573	-0.8257817	-0.7449329
sal + silicate	Atlantic	(28.05,28.1]	-0.8103734	-0.8469864	-0.7737605
sal + silicate	Atlantic	(28.1,28.15]	-0.8747471	-0.9042915	-0.8452027
sal + silicate	Atlantic	(28.15,28.2]	-0.8925901	-0.9397007	-0.8454795
sal + silicate	Atlantic	(28.2, Inf]	-0.8693411	-0.9068798	-0.8318025
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5356200	-0.5755751	-0.4956648
sal + silicate	Indo-Pacific	(26,26.5]	-0.6622557	-0.6881217	-0.6363896
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.8103216	-0.8259225	-0.7947207
sal + silicate	Indo-Pacific	(26.75,27]	-0.7585181	-0.7662200	-0.7508162
sal + silicate	Indo-Pacific	(27,27.25]	-0.4932493	-0.5035883	-0.4829104
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.1603277	-0.1939285	-0.1267269
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.0819942	-0.0972339	-0.0667544
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.2607553	-0.3057210	-0.2157896
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.3606065	-0.3846716	-0.3365414
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.4201182	-0.4448330	-0.3954034
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.4802137	-0.4958018	-0.4646257
sal + silicate	Indo-Pacific	(28.1,28.2]	-0.1321336	-0.1328083	-0.1314589
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6304023	0.6241630	0.6366415
sal + silicate	Indo-Pacific	(28.3,28.4]	0.3023604	0.1966045	0.4081162
sal + temp	Atlantic	(-Inf,26]	0.9098365	0.8700563	0.9496168
sal + temp	Atlantic	(26,26.5]	0.9681496	0.9672417	0.9690575
sal + temp	Atlantic	(26.5,26.75]	0.9902286	0.9895535	0.9909038
sal + temp	Atlantic	(26.75,27]	0.9820064	0.9818337	0.9821792
sal + temp	Atlantic	(27,27.25]	0.9807037	0.9784536	0.9829537
sal + temp	Atlantic	(27.25,27.5]	0.9752913	0.9739698	0.9766128
sal + temp	Atlantic	(27.5,27.75]	0.9671787	0.9639589	0.9703985
sal + temp	Atlantic	(27.75,27.85]	0.9808798	0.9794340	0.9823257
sal + temp	Atlantic	(27.85,27.95]	0.9454824	0.9440991	0.9468656
sal + temp	Atlantic	(27.95,28.05]	0.9150622	0.8987118	0.9314126
sal + temp	Atlantic	(28.05,28.1]	0.9625285	0.9552291	0.9698279
sal + temp	Atlantic	(28.1,28.15]	0.9599788	0.9553831	0.9645746
sal + temp	Atlantic	(28.15,28.2]	0.8906238	0.8705171	0.9107305
sal + temp	Atlantic	(28.2, Inf]	0.2858472	0.1237858	0.4479086
sal + temp	Indo-Pacific	(-Inf,26]	0.7193885	0.6748258	0.7639513
sal + temp	Indo-Pacific	(26,26.5]	0.9373948	0.9250430	0.9497466
sal + temp	Indo-Pacific	(26.5,26.75]	0.9827573	0.9816491	0.9838655
sal + temp	Indo-Pacific	(26.75,27]	0.9792674	0.9780482	0.9804865
sal + temp	Indo-Pacific	(27,27.25]	0.9446806	0.9415250	0.9478362
sal + temp	Indo-Pacific	(27.25,27.5]	0.8606829	0.8596077	0.8617580
sal + temp	Indo-Pacific	(27.5,27.75]	0.7027452	0.6947989	0.7106915
sal + temp	Indo-Pacific	(27.75,27.85]	0.8371229	0.8335890	0.8406567
sal + temp	Indo-Pacific	(27.85,27.95]	0.7771510	0.7751428	0.7791592
sal + temp	Indo-Pacific	(27.95,28.05]	0.7595025	0.7582366	0.7607683
sal + temp	Indo-Pacific	(28.05,28.1]	0.7408439	0.7008188	0.7808690
sal + temp	Indo-Pacific	(28.1,28.2]	0.4972944	0.4593085	0.5352803
sal + temp	Indo-Pacific	(28.2,28.3]	0.8505015	0.8332432	0.8677599
sal + temp	Indo-Pacific	(28.3,28.4]	0.7760433	0.7672489	0.7848376
silicate + phosphate	Atlantic	(-Inf,26]	0.7893252	0.7811487	0.7975018
silicate + phosphate	Atlantic	(26,26.5]	0.9031109	0.8544526	0.9517693
silicate + phosphate	Atlantic	(26.5,26.75]	0.9093420	0.8438506	0.9748333
silicate + phosphate	Atlantic	(26.75,27]	0.9232177	0.8915963	0.9548392
silicate + phosphate	Atlantic	(27,27.25]	0.9474318	0.9410733	0.9537903
silicate + phosphate	Atlantic	(27.25,27.5]	0.9099099	0.8958259	0.9239939
silicate + phosphate	Atlantic	(27.5,27.75]	0.9037438	0.8930515	0.9144361
silicate + phosphate	Atlantic	(27.75,27.85]	0.9560148	0.9550649	0.9569647
silicate + phosphate	Atlantic	(27.85,27.95]	0.9695695	0.9655187	0.9736203
silicate + phosphate	Atlantic	(27.95,28.05]	0.9796160	0.9762279	0.9830042
silicate + phosphate	Atlantic	(28.05,28.1]	0.9862590	0.9830323	0.9894858
silicate + phosphate	Atlantic	(28.1,28.15]	0.9915506	0.9891180	0.9939832
silicate + phosphate	Atlantic	(28.15,28.2]	0.9898837	0.9846710	0.9950964
silicate + phosphate	Atlantic	(28.2, Inf]	0.9704798	0.9579527	0.9830068
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.7958909	0.7511441	0.8406376
silicate + phosphate	Indo-Pacific	(26,26.5]	0.7791668	0.7620762	0.7962574
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8226028	0.8097544	0.8354511
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8704341	0.8564634	0.8844048
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9174659	0.9010489	0.9338828
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9149187	0.9026541	0.9271833
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9200193	0.9098956	0.9301430
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9644968	0.9625242	0.9664695
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9727003	0.9716676	0.9737329
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9654924	0.9609992	0.9699857
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9620837	0.9594440	0.9647234
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9000818	0.8919888	0.9081748
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.4522620	0.3746249	0.5298992
silicate + phosphate	Indo-Pacific	(28.3,28.4]	0.6454413	0.6446077	0.6462749
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7414276	0.6696015	0.8132537
silicate + phosphate_star	Atlantic	(26,26.5]	0.7968435	0.7712237	0.8224634
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7585430	0.7481034	0.7689826
silicate + phosphate_star	Atlantic	(26.75,27]	0.6278661	0.6029939	0.6527384
silicate + phosphate_star	Atlantic	(27,27.25]	0.7299504	0.7108049	0.7490960
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8705220	0.8622833	0.8787607
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9006601	0.8825894	0.9187307
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9075877	0.8734310	0.9417445
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.8984702	0.8770919	0.9198485
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9266241	0.9126653	0.9405828
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9234628	0.9090602	0.9378654
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9482795	0.9273959	0.9691631
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9490674	0.9181351	0.9799997
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8620570	0.8019531	0.9221608
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7816817	0.7392284	0.8241351
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8029765	0.7914569	0.8144962
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8516283	0.8357224	0.8675343
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7727472	0.7656485	0.7798460
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.3947039	0.3827017	0.4067061
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2742044	-0.2932878	-0.2551211
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5225077	-0.5531374	-0.4918779
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3847121	-0.4501837	-0.3192405
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0167604	-0.0355739	0.0690948
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3414107	0.2942006	0.3886209
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4938654	0.4817449	0.5059860
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1048205	0.0362831	0.1733579
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3225313	-0.3540954	-0.2909672
silicate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.1471904	-0.2398605	-0.0545203
temp + aou	Atlantic	(-Inf,26]	0.3731903	0.2419278	0.5044527
temp + aou	Atlantic	(26,26.5]	-0.0551984	-0.1249046	0.0145079
temp + aou	Atlantic	(26.5,26.75]	-0.3236440	-0.3346837	-0.3126043
temp + aou	Atlantic	(26.75,27]	-0.1782173	-0.2056787	-0.1507559
temp + aou	Atlantic	(27,27.25]	-0.1903152	-0.2029677	-0.1776627
temp + aou	Atlantic	(27.25,27.5]	-0.1368590	-0.2256348	-0.0480832
temp + aou	Atlantic	(27.5,27.75]	-0.2992586	-0.3339708	-0.2645463
temp + aou	Atlantic	(27.75,27.85]	-0.3586137	-0.4496762	-0.2675511
temp + aou	Atlantic	(27.85,27.95]	-0.2654701	-0.3542902	-0.1766500
temp + aou	Atlantic	(27.95,28.05]	-0.5024483	-0.5073007	-0.4975958
temp + aou	Atlantic	(28.05,28.1]	-0.4861988	-0.5645148	-0.4078828
temp + aou	Atlantic	(28.1,28.15]	-0.6115880	-0.6879464	-0.5352297
temp + aou	Atlantic	(28.15,28.2]	-0.5849496	-0.7605542	-0.4093449
temp + aou	Atlantic	(28.2, Inf]	0.4044963	0.3437710	0.4652215
temp + aou	Indo-Pacific	(-Inf,26]	-0.2761925	-0.3677660	-0.1846190
temp + aou	Indo-Pacific	(26,26.5]	-0.2786503	-0.3270023	-0.2302982
temp + aou	Indo-Pacific	(26.5,26.75]	-0.3308402	-0.3642876	-0.2973928
temp + aou	Indo-Pacific	(26.75,27]	-0.3443708	-0.3695314	-0.3192103
temp + aou	Indo-Pacific	(27,27.25]	-0.2136315	-0.2328288	-0.1944341
temp + aou	Indo-Pacific	(27.25,27.5]	0.0431734	0.0413131	0.0450337
temp + aou	Indo-Pacific	(27.5,27.75]	0.0594609	0.0341501	0.0847717
temp + aou	Indo-Pacific	(27.75,27.85]	-0.0389554	-0.1276628	0.0497520
temp + aou	Indo-Pacific	(27.85,27.95]	0.0245991	-0.0333144	0.0825125
temp + aou	Indo-Pacific	(27.95,28.05]	0.1270345	0.0640846	0.1899845
temp + aou	Indo-Pacific	(28.05,28.1]	0.2348079	0.1925067	0.2771091
temp + aou	Indo-Pacific	(28.1,28.2]	0.7384763	0.7147244	0.7622283
temp + aou	Indo-Pacific	(28.2,28.3]	0.8370922	0.8256998	0.8484846
temp + aou	Indo-Pacific	(28.3,28.4]	0.9567040	0.9508706	0.9625373
temp + nitrate	Atlantic	(-Inf,26]	0.1356423	-0.0000780	0.2713625
temp + nitrate	Atlantic	(26,26.5]	-0.5472536	-0.5536177	-0.5408895
temp + nitrate	Atlantic	(26.5,26.75]	-0.6166377	-0.6298606	-0.6034149
temp + nitrate	Atlantic	(26.75,27]	-0.5355164	-0.5508790	-0.5201539
temp + nitrate	Atlantic	(27,27.25]	-0.6370075	-0.6836556	-0.5903595
temp + nitrate	Atlantic	(27.25,27.5]	-0.7030312	-0.7503723	-0.6556902
temp + nitrate	Atlantic	(27.5,27.75]	-0.6562669	-0.6867449	-0.6257889
temp + nitrate	Atlantic	(27.75,27.85]	-0.5932623	-0.6214067	-0.5651179
temp + nitrate	Atlantic	(27.85,27.95]	-0.5044691	-0.5542804	-0.4546579
temp + nitrate	Atlantic	(27.95,28.05]	-0.6688972	-0.6822731	-0.6555212
temp + nitrate	Atlantic	(28.05,28.1]	-0.6873578	-0.7357034	-0.6390122
temp + nitrate	Atlantic	(28.1,28.15]	-0.7423717	-0.7712034	-0.7135400
temp + nitrate	Atlantic	(28.15,28.2]	-0.6933683	-0.7867192	-0.6000173
temp + nitrate	Atlantic	(28.2, Inf]	0.0040078	-0.0915750	0.0995907
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5729007	-0.6153747	-0.5304268
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5876450	-0.6338059	-0.5414841
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.6068902	-0.6419457	-0.5718347
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5866737	-0.6202408	-0.5531066
temp + nitrate	Indo-Pacific	(27,27.25]	-0.4111230	-0.4218092	-0.4004367
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.1108697	-0.1169165	-0.1048229
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.0631722	-0.0856376	-0.0407068
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.1433836	-0.2320891	-0.0546782
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1085725	-0.1671717	-0.0499733
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.0716118	-0.1248855	-0.0183380
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0016993	-0.0477634	0.0511619
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.4892778	0.4531658	0.5253897
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.1591566	0.1435910	0.1747221
temp + nitrate	Indo-Pacific	(28.3,28.4]	0.3558391	0.2309548	0.4807234
temp + phosphate	Atlantic	(-Inf,26]	-0.4822017	-0.5202193	-0.4441842
temp + phosphate	Atlantic	(26,26.5]	-0.8158603	-0.8503875	-0.7813332
temp + phosphate	Atlantic	(26.5,26.75]	-0.7697684	-0.7760656	-0.7634712
temp + phosphate	Atlantic	(26.75,27]	-0.6612203	-0.6776238	-0.6448168
temp + phosphate	Atlantic	(27,27.25]	-0.7150800	-0.7474372	-0.6827228
temp + phosphate	Atlantic	(27.25,27.5]	-0.7629721	-0.7933609	-0.7325833
temp + phosphate	Atlantic	(27.5,27.75]	-0.7039285	-0.7311765	-0.6766806
temp + phosphate	Atlantic	(27.75,27.85]	-0.6310091	-0.6594019	-0.6026163
temp + phosphate	Atlantic	(27.85,27.95]	-0.5211506	-0.5801654	-0.4621358
temp + phosphate	Atlantic	(27.95,28.05]	-0.6825714	-0.7018551	-0.6632878
temp + phosphate	Atlantic	(28.05,28.1]	-0.7050551	-0.7547339	-0.6553763
temp + phosphate	Atlantic	(28.1,28.15]	-0.7606126	-0.7919647	-0.7292606
temp + phosphate	Atlantic	(28.15,28.2]	-0.7038280	-0.7953246	-0.6123315
temp + phosphate	Atlantic	(28.2, Inf]	-0.0119003	-0.1092905	0.0854899
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4798308	-0.5482052	-0.4114564
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5233201	-0.5668374	-0.4798027
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.5774272	-0.6073111	-0.5475433
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5920900	-0.6234102	-0.5607698
temp + phosphate	Indo-Pacific	(27,27.25]	-0.4048724	-0.4089977	-0.4007472
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.0775168	-0.0817184	-0.0733153
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.0004636	-0.0306920	0.0316192
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.0854660	-0.1725012	0.0015692
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0790964	-0.1380926	-0.0201002
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.0616658	-0.1132137	-0.0101179
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0129112	-0.0303277	0.0561502
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.4875217	0.4648666	0.5101768
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.1461822	0.0503963	0.2419681
temp + phosphate	Indo-Pacific	(28.3,28.4]	0.3915946	0.2404207	0.5427686
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8613349	-0.8768794	-0.8457905
temp + phosphate_star	Atlantic	(26,26.5]	-0.9702145	-0.9783360	-0.9620930
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9757916	-0.9848162	-0.9667671
temp + phosphate_star	Atlantic	(26.75,27]	-0.9807834	-0.9898147	-0.9717522
temp + phosphate_star	Atlantic	(27,27.25]	-0.9810099	-0.9846087	-0.9774112
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9715246	-0.9715937	-0.9714555
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9092179	-0.9199416	-0.8984942
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8706372	-0.8748933	-0.8663812
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8196480	-0.8500762	-0.7892198
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8426990	-0.8673445	-0.8180534
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8623556	-0.8869600	-0.8377511
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8699404	-0.8760751	-0.8638057
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8033118	-0.8319681	-0.7746555
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.3341595	-0.5319350	-0.1363839
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8055294	-0.8275032	-0.7835555
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8856509	-0.8964111	-0.8748906
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9304482	-0.9327953	-0.9281010
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9579179	-0.9598219	-0.9560139
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9257407	-0.9321448	-0.9193367
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7538031	-0.7692227	-0.7383834
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5700508	-0.5732632	-0.5668385
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5175517	-0.5629594	-0.4721439
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7325114	-0.7492897	-0.7157332
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7983834	-0.8296171	-0.7671497
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6688777	-0.6727841	-0.6649713
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5936211	-0.6488190	-0.5384233
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8092703	-0.8389309	-0.7796096
temp + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7957736	-0.8204602	-0.7710871
temp + silicate	Atlantic	(-Inf,26]	-0.6779773	-0.7546686	-0.6012859
temp + silicate	Atlantic	(26,26.5]	-0.7448305	-0.7496846	-0.7399765
temp + silicate	Atlantic	(26.5,26.75]	-0.7053727	-0.7184731	-0.6922723
temp + silicate	Atlantic	(26.75,27]	-0.5782906	-0.5791819	-0.5773993
temp + silicate	Atlantic	(27,27.25]	-0.6946210	-0.7120872	-0.6771549
temp + silicate	Atlantic	(27.25,27.5]	-0.8357780	-0.8441690	-0.8273871
temp + silicate	Atlantic	(27.5,27.75]	-0.7566929	-0.8074283	-0.7059574
temp + silicate	Atlantic	(27.75,27.85]	-0.6866470	-0.7383083	-0.6349857
temp + silicate	Atlantic	(27.85,27.95]	-0.6260857	-0.6811970	-0.5709745
temp + silicate	Atlantic	(27.95,28.05]	-0.7432533	-0.7619004	-0.7246062
temp + silicate	Atlantic	(28.05,28.1]	-0.6975323	-0.7530707	-0.6419938
temp + silicate	Atlantic	(28.1,28.15]	-0.7398712	-0.7926313	-0.6871110
temp + silicate	Atlantic	(28.15,28.2]	-0.6441868	-0.7642670	-0.5241066
temp + silicate	Atlantic	(28.2, Inf]	0.0466542	-0.0501370	0.1434455
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6394747	-0.6681803	-0.6107690
temp + silicate	Indo-Pacific	(26,26.5]	-0.7050667	-0.7197963	-0.6903371
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.8003963	-0.8170112	-0.7837814
temp + silicate	Indo-Pacific	(26.75,27]	-0.7523949	-0.7581542	-0.7466355
temp + silicate	Indo-Pacific	(27,27.25]	-0.5429172	-0.5724639	-0.5133704
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2479377	-0.2695399	-0.2263355
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.1674429	-0.1687958	-0.1660900
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.1557343	-0.2236833	-0.0877852
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.1269102	-0.1843346	-0.0694858
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0696913	-0.1318035	-0.0075791
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0989279	0.0533973	0.1444584
temp + silicate	Indo-Pacific	(28.1,28.2]	0.5436650	0.5118405	0.5754894
temp + silicate	Indo-Pacific	(28.2,28.3]	0.4783621	0.4275137	0.5292106
temp + silicate	Indo-Pacific	(28.3,28.4]	0.5501747	0.4533246	0.6470248

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

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

Version	Author	Date
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]	0.4884374	0.3979719	0.5789030
aou	Atlantic	(26,26.5]	0.2161047	-0.0163129	0.4485224
aou	Atlantic	(26.5,26.75]	-0.2903936	-0.4333607	-0.1474264
aou	Atlantic	(26.75,27]	-0.3270839	-0.3362188	-0.3179489
aou	Atlantic	(27,27.25]	-0.4630895	-0.4740884	-0.4520905
aou	Atlantic	(27.25,27.5]	-0.4854250	-0.5346071	-0.4362429
aou	Atlantic	(27.5,27.75]	-0.7670016	-0.7943687	-0.7396345
aou	Atlantic	(27.75,27.85]	-0.8879186	-0.9320999	-0.8437373
aou	Atlantic	(27.85,27.95]	-0.9011897	-0.9347290	-0.8676504
aou	Atlantic	(27.95,28.05]	-0.8451097	-0.8659661	-0.8242534
aou	Atlantic	(28.05,28.1]	-0.8121060	-0.8335458	-0.7906663
aou	Atlantic	(28.1,28.15]	-0.8346511	-0.8608524	-0.8084498
aou	Atlantic	(28.15,28.2]	-0.9393776	-0.9658426	-0.9129127
aou	Atlantic	(28.2, Inf]	-0.6932490	-0.8557660	-0.5307320
aou	Indo-Pacific	(-Inf,26]	-0.1332022	-0.1558241	-0.1105804
aou	Indo-Pacific	(26,26.5]	-0.7427490	-0.7517890	-0.7337090
aou	Indo-Pacific	(26.5,26.75]	-0.7825575	-0.8079557	-0.7571593
aou	Indo-Pacific	(26.75,27]	-0.7482587	-0.7934473	-0.7030702
aou	Indo-Pacific	(27,27.25]	0.0405505	0.0148203	0.0662807
aou	Indo-Pacific	(27.25,27.5]	0.6101542	0.6002112	0.6200973
aou	Indo-Pacific	(27.5,27.75]	0.7576694	0.7563855	0.7589533
aou	Indo-Pacific	(27.75,27.85]	0.8122411	0.8117734	0.8127089
aou	Indo-Pacific	(27.85,27.95]	0.7552589	0.7365632	0.7739546
aou	Indo-Pacific	(27.95,28.05]	0.5205917	0.4497872	0.5913961
aou	Indo-Pacific	(28.05,28.1]	0.2487535	0.1512077	0.3462993
aou	Indo-Pacific	(28.1,28.2]	0.2544789	0.0850851	0.4238726
aou	Indo-Pacific	(28.2,28.3]	0.0623486	0.0095467	0.1151504
aou	Indo-Pacific	(28.3,28.4]	0.0787910	-0.0131830	0.1707649
aou	Indo-Pacific	(28.4, Inf]	NA	NA	NA
nitrate	Atlantic	(-Inf,26]	0.2690662	0.1608344	0.3772979
nitrate	Atlantic	(26,26.5]	-0.2515035	-0.4241733	-0.0788338
nitrate	Atlantic	(26.5,26.75]	-0.5498338	-0.6861315	-0.4135361
nitrate	Atlantic	(26.75,27]	-0.6313558	-0.6393545	-0.6233572
nitrate	Atlantic	(27,27.25]	-0.8131928	-0.8465296	-0.7798560
nitrate	Atlantic	(27.25,27.5]	-0.9153654	-0.9277689	-0.9029620
nitrate	Atlantic	(27.5,27.75]	-0.9640749	-0.9747169	-0.9534328
nitrate	Atlantic	(27.75,27.85]	-0.9536181	-0.9635630	-0.9436733
nitrate	Atlantic	(27.85,27.95]	-0.9160746	-0.9363419	-0.8958073
nitrate	Atlantic	(27.95,28.05]	-0.8806182	-0.9017454	-0.8594910
nitrate	Atlantic	(28.05,28.1]	-0.8571293	-0.8735260	-0.8407325
nitrate	Atlantic	(28.1,28.15]	-0.8770743	-0.8900663	-0.8640822
nitrate	Atlantic	(28.15,28.2]	-0.9791095	-0.9829351	-0.9752839
nitrate	Atlantic	(28.2, Inf]	-0.9534161	-0.9815032	-0.9253291
nitrate	Indo-Pacific	(-Inf,26]	-0.1493342	-0.1857132	-0.1129551
nitrate	Indo-Pacific	(26,26.5]	-0.8514313	-0.8670472	-0.8358155
nitrate	Indo-Pacific	(26.5,26.75]	-0.8943989	-0.9117652	-0.8770326
nitrate	Indo-Pacific	(26.75,27]	-0.8649014	-0.8881577	-0.8416451
nitrate	Indo-Pacific	(27,27.25]	-0.0510667	-0.0535117	-0.0486217
nitrate	Indo-Pacific	(27.25,27.5]	0.5456111	0.5401529	0.5510694
nitrate	Indo-Pacific	(27.5,27.75]	0.6943940	0.6887134	0.7000746
nitrate	Indo-Pacific	(27.75,27.85]	0.7715151	0.7659401	0.7770901
nitrate	Indo-Pacific	(27.85,27.95]	0.6987075	0.6697758	0.7276391
nitrate	Indo-Pacific	(27.95,28.05]	0.4259888	0.3451193	0.5068582
nitrate	Indo-Pacific	(28.05,28.1]	0.1526238	0.0369029	0.2683447
nitrate	Indo-Pacific	(28.1,28.2]	0.1127677	-0.0802820	0.3058173
nitrate	Indo-Pacific	(28.2,28.3]	-0.2882839	-0.3443579	-0.2322099
nitrate	Indo-Pacific	(28.3,28.4]	-0.5706690	-0.5809398	-0.5603982
nitrate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
phosphate	Atlantic	(-Inf,26]	-0.0498477	-0.1333627	0.0336674
phosphate	Atlantic	(26,26.5]	-0.5098390	-0.6588559	-0.3608220
phosphate	Atlantic	(26.5,26.75]	-0.6730640	-0.7880678	-0.5580601
phosphate	Atlantic	(26.75,27]	-0.7428428	-0.7448795	-0.7408061
phosphate	Atlantic	(27,27.25]	-0.8772050	-0.8999857	-0.8544243
phosphate	Atlantic	(27.25,27.5]	-0.9477318	-0.9549319	-0.9405317
phosphate	Atlantic	(27.5,27.75]	-0.9782544	-0.9831521	-0.9733567
phosphate	Atlantic	(27.75,27.85]	-0.9657331	-0.9665482	-0.9649180
phosphate	Atlantic	(27.85,27.95]	-0.9326811	-0.9393309	-0.9260312
phosphate	Atlantic	(27.95,28.05]	-0.8948401	-0.9048989	-0.8847812
phosphate	Atlantic	(28.05,28.1]	-0.8700268	-0.8794427	-0.8606108
phosphate	Atlantic	(28.1,28.15]	-0.8799599	-0.8887281	-0.8711917
phosphate	Atlantic	(28.15,28.2]	-0.9822747	-0.9844351	-0.9801142
phosphate	Atlantic	(28.2, Inf]	-0.9618859	-0.9867485	-0.9370234
phosphate	Indo-Pacific	(-Inf,26]	-0.1409585	-0.1866128	-0.0953043
phosphate	Indo-Pacific	(26,26.5]	-0.8633007	-0.8703505	-0.8562509
phosphate	Indo-Pacific	(26.5,26.75]	-0.9090137	-0.9236475	-0.8943798
phosphate	Indo-Pacific	(26.75,27]	-0.8741878	-0.8949436	-0.8534320
phosphate	Indo-Pacific	(27,27.25]	-0.0662520	-0.0694434	-0.0630606
phosphate	Indo-Pacific	(27.25,27.5]	0.5348784	0.5243560	0.5454008
phosphate	Indo-Pacific	(27.5,27.75]	0.6756232	0.6752503	0.6759961
phosphate	Indo-Pacific	(27.75,27.85]	0.7425139	0.7365939	0.7484339
phosphate	Indo-Pacific	(27.85,27.95]	0.6704255	0.6371622	0.7036888
phosphate	Indo-Pacific	(27.95,28.05]	0.3851696	0.2897129	0.4806264
phosphate	Indo-Pacific	(28.05,28.1]	0.0893250	-0.0415735	0.2202236
phosphate	Indo-Pacific	(28.1,28.2]	0.0082917	-0.2059153	0.2224987
phosphate	Indo-Pacific	(28.2,28.3]	-0.6615602	-0.6734286	-0.6496918
phosphate	Indo-Pacific	(28.3,28.4]	-0.6857253	-0.6949798	-0.6764709
phosphate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
phosphate_star	Atlantic	(-Inf,26]	-0.3826702	-0.4745399	-0.2908006
phosphate_star	Atlantic	(26,26.5]	-0.7304876	-0.8397317	-0.6212435
phosphate_star	Atlantic	(26.5,26.75]	-0.8117753	-0.8963088	-0.7272418
phosphate_star	Atlantic	(26.75,27]	-0.9226285	-0.9462813	-0.8989757
phosphate_star	Atlantic	(27,27.25]	-0.9381843	-0.9385521	-0.9378165
phosphate_star	Atlantic	(27.25,27.5]	-0.9328157	-0.9474886	-0.9181427
phosphate_star	Atlantic	(27.5,27.75]	-0.9089745	-0.9134051	-0.9045439
phosphate_star	Atlantic	(27.75,27.85]	-0.8627357	-0.8632432	-0.8622283
phosphate_star	Atlantic	(27.85,27.95]	-0.7672404	-0.7694921	-0.7649886
phosphate_star	Atlantic	(27.95,28.05]	-0.8292928	-0.8333793	-0.8252064
phosphate_star	Atlantic	(28.05,28.1]	-0.8241883	-0.8333269	-0.8150497
phosphate_star	Atlantic	(28.1,28.15]	-0.8546221	-0.8642349	-0.8450092
phosphate_star	Atlantic	(28.15,28.2]	-0.9728714	-0.9792651	-0.9664778
phosphate_star	Atlantic	(28.2, Inf]	-0.9525204	-0.9758130	-0.9292279
phosphate_star	Indo-Pacific	(-Inf,26]	0.0009182	-0.0433470	0.0451835
phosphate_star	Indo-Pacific	(26,26.5]	-0.8550281	-0.8554938	-0.8545624
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8829212	-0.8948137	-0.8710287
phosphate_star	Indo-Pacific	(26.75,27]	-0.8008748	-0.8365393	-0.7652102
phosphate_star	Indo-Pacific	(27,27.25]	-0.2877127	-0.3797640	-0.1956614
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3371208	-0.3465531	-0.3276885
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5562117	-0.5626673	-0.5497561
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5379351	-0.5499139	-0.5259562
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3218159	-0.3382406	-0.3053912
phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2818893	-0.3498397	-0.2139390
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3469290	-0.4745236	-0.2193343
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5297774	-0.6098788	-0.4496759
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4505754	-0.4631904	-0.4379605
phosphate_star	Indo-Pacific	(28.3,28.4]	-0.4970307	-0.5444450	-0.4496165
phosphate_star	Indo-Pacific	(28.4, Inf]	NA	NA	NA
sal	Atlantic	(-Inf,26]	0.3233491	0.1892094	0.4574888
sal	Atlantic	(26,26.5]	0.6710717	0.5276166	0.8145268
sal	Atlantic	(26.5,26.75]	0.7425652	0.6178520	0.8672783
sal	Atlantic	(26.75,27]	0.8891200	0.8537113	0.9245287
sal	Atlantic	(27,27.25]	0.9124468	0.9103684	0.9145252
sal	Atlantic	(27.25,27.5]	0.8862635	0.8679818	0.9045453
sal	Atlantic	(27.5,27.75]	0.7506505	0.7214584	0.7798426
sal	Atlantic	(27.75,27.85]	0.5862305	0.5846489	0.5878120
sal	Atlantic	(27.85,27.95]	0.3672182	0.3293162	0.4051202
sal	Atlantic	(27.95,28.05]	0.5507863	0.5187832	0.5827894
sal	Atlantic	(28.05,28.1]	0.6140071	0.5823662	0.6456480
sal	Atlantic	(28.1,28.15]	0.7164159	0.7042541	0.7285777
sal	Atlantic	(28.15,28.2]	0.9104144	0.8977404	0.9230883
sal	Atlantic	(28.2, Inf]	0.9300716	0.9019656	0.9581777
sal	Indo-Pacific	(-Inf,26]	0.0373850	0.0074041	0.0673660
sal	Indo-Pacific	(26,26.5]	0.6229424	0.6037972	0.6420877
sal	Indo-Pacific	(26.5,26.75]	0.7259387	0.7041913	0.7476861
sal	Indo-Pacific	(26.75,27]	0.6191640	0.5650364	0.6732915
sal	Indo-Pacific	(27,27.25]	-0.1407617	-0.2381467	-0.0433767
sal	Indo-Pacific	(27.25,27.5]	-0.3428038	-0.3894118	-0.2961958
sal	Indo-Pacific	(27.5,27.75]	-0.2362106	-0.2554063	-0.2170149
sal	Indo-Pacific	(27.75,27.85]	-0.3456465	-0.3730062	-0.3182869
sal	Indo-Pacific	(27.85,27.95]	-0.2735458	-0.2858327	-0.2612590
sal	Indo-Pacific	(27.95,28.05]	-0.0181163	-0.0550671	0.0188346
sal	Indo-Pacific	(28.05,28.1]	0.1154283	0.0205149	0.2103416
sal	Indo-Pacific	(28.1,28.2]	0.1772777	0.1062453	0.2483102
sal	Indo-Pacific	(28.2,28.3]	0.1322166	0.0754657	0.1889675
sal	Indo-Pacific	(28.3,28.4]	0.2008653	0.1211884	0.2805421
sal	Indo-Pacific	(28.4, Inf]	NA	NA	NA
silicate	Atlantic	(-Inf,26]	-0.0607896	-0.0752783	-0.0463009
silicate	Atlantic	(26,26.5]	-0.4767127	-0.6391060	-0.3143195
silicate	Atlantic	(26.5,26.75]	-0.5816160	-0.7355344	-0.4276977
silicate	Atlantic	(26.75,27]	-0.6608329	-0.6652390	-0.6564269
silicate	Atlantic	(27,27.25]	-0.8405861	-0.8487448	-0.8324274
silicate	Atlantic	(27.25,27.5]	-0.9073887	-0.9138765	-0.9009009
silicate	Atlantic	(27.5,27.75]	-0.8768218	-0.8859080	-0.8677356
silicate	Atlantic	(27.75,27.85]	-0.8854237	-0.8893714	-0.8814761
silicate	Atlantic	(27.85,27.95]	-0.8565830	-0.8642511	-0.8489149
silicate	Atlantic	(27.95,28.05]	-0.8372716	-0.8488694	-0.8256738
silicate	Atlantic	(28.05,28.1]	-0.8314409	-0.8433746	-0.8195072
silicate	Atlantic	(28.1,28.15]	-0.8581792	-0.8716343	-0.8447241
silicate	Atlantic	(28.15,28.2]	-0.9659782	-0.9775591	-0.9543974
silicate	Atlantic	(28.2, Inf]	-0.9206306	-0.9621889	-0.8790723
silicate	Indo-Pacific	(-Inf,26]	-0.1595481	-0.1996914	-0.1194048
silicate	Indo-Pacific	(26,26.5]	-0.7652943	-0.7660058	-0.7645828
silicate	Indo-Pacific	(26.5,26.75]	-0.8016957	-0.8020255	-0.8013659
silicate	Indo-Pacific	(26.75,27]	-0.7006621	-0.7075657	-0.6937586
silicate	Indo-Pacific	(27,27.25]	0.2212545	0.1804538	0.2620553
silicate	Indo-Pacific	(27.25,27.5]	0.7809508	0.7704190	0.7914825
silicate	Indo-Pacific	(27.5,27.75]	0.8595391	0.8463587	0.8727195
silicate	Indo-Pacific	(27.75,27.85]	0.8331696	0.8216018	0.8447375
silicate	Indo-Pacific	(27.85,27.95]	0.7411602	0.7134662	0.7688542
silicate	Indo-Pacific	(27.95,28.05]	0.4825076	0.4032759	0.5617393
silicate	Indo-Pacific	(28.05,28.1]	0.1932875	0.0886396	0.2979355
silicate	Indo-Pacific	(28.1,28.2]	0.1386196	-0.0249433	0.3021824
silicate	Indo-Pacific	(28.2,28.3]	-0.1311290	-0.1780845	-0.0841734
silicate	Indo-Pacific	(28.3,28.4]	-0.5097771	-0.5176553	-0.5018989
silicate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
temp	Atlantic	(-Inf,26]	0.1435262	0.0654617	0.2215906
temp	Atlantic	(26,26.5]	0.6563859	0.5491111	0.7636607
temp	Atlantic	(26.5,26.75]	0.7264093	0.5907026	0.8621161
temp	Atlantic	(26.75,27]	0.8656034	0.8145473	0.9166596
temp	Atlantic	(27,27.25]	0.8850851	0.8794032	0.8907670
temp	Atlantic	(27.25,27.5]	0.8620988	0.8430957	0.8811020
temp	Atlantic	(27.5,27.75]	0.7160486	0.6990174	0.7330798
temp	Atlantic	(27.75,27.85]	0.5865115	0.5839042	0.5891188
temp	Atlantic	(27.85,27.95]	0.3812089	0.3454195	0.4169984
temp	Atlantic	(27.95,28.05]	0.5207212	0.5031077	0.5383348
temp	Atlantic	(28.05,28.1]	0.5213467	0.4861796	0.5565138
temp	Atlantic	(28.1,28.15]	0.5651313	0.5546700	0.5755926
temp	Atlantic	(28.15,28.2]	0.6709349	0.6151085	0.7267613
temp	Atlantic	(28.2, Inf]	0.1300747	-0.0100362	0.2701857
temp	Indo-Pacific	(-Inf,26]	-0.3213553	-0.3405657	-0.3021449
temp	Indo-Pacific	(26,26.5]	0.6148716	0.6047352	0.6250080
temp	Indo-Pacific	(26.5,26.75]	0.7044021	0.6802493	0.7285548
temp	Indo-Pacific	(26.75,27]	0.6444354	0.5919797	0.6968910
temp	Indo-Pacific	(27,27.25]	-0.0143423	-0.1254716	0.0967869
temp	Indo-Pacific	(27.25,27.5]	-0.3065626	-0.3431457	-0.2699795
temp	Indo-Pacific	(27.5,27.75]	-0.2908203	-0.2917791	-0.2898615
temp	Indo-Pacific	(27.75,27.85]	-0.2782557	-0.3320640	-0.2244475
temp	Indo-Pacific	(27.85,27.95]	-0.1432229	-0.1699911	-0.1164547
temp	Indo-Pacific	(27.95,28.05]	0.0941489	0.0666616	0.1216362
temp	Indo-Pacific	(28.05,28.1]	0.2288070	0.2251638	0.2324502
temp	Indo-Pacific	(28.1,28.2]	0.2960482	0.1586648	0.4334317
temp	Indo-Pacific	(28.2,28.3]	0.0878425	0.0412741	0.1344109
temp	Indo-Pacific	(28.3,28.4]	0.0533616	-0.0630278	0.1697509
temp	Indo-Pacific	(28.4, Inf]	NA	NA	NA

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

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

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

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

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

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

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1

eMLR - assumption testing

Jens Daniel Müller

16 April, 2021