eMLR - assumption testing

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Last updated: 2021-01-31

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Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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

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

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

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

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

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Indian	(-Inf,26]	0.9667630	0.9496544	0.9979912
aou + nitrate	Indian	(26,26.5]	0.9020570	0.8153468	0.9896426
aou + nitrate	Indian	(26.5,26.75]	0.9435677	0.9002465	0.9923105
aou + nitrate	Indian	(26.75,27]	0.9498317	0.9098076	0.9895255
aou + nitrate	Indian	(27,27.25]	0.9644282	0.9523815	0.9852217
aou + nitrate	Indian	(27.25,27.5]	0.9513816	0.9440570	0.9635376
aou + nitrate	Indian	(27.5,27.75]	0.9596346	0.9549022	0.9653747
aou + nitrate	Indian	(27.75,27.85]	0.9861880	0.9810738	0.9929238
aou + nitrate	Indian	(27.85,27.95]	0.9857581	0.9752994	0.9918427
aou + nitrate	Indian	(27.95,28.05]	0.9777286	0.9569330	0.9893751
aou + nitrate	Indian	(28.05,28.1]	0.9635189	0.9342223	0.9850736
aou + nitrate	Indian	(28.1, Inf]	0.9321753	0.9050952	0.9617298
aou + nitrate	N_Atlantic	(-Inf,26]	0.9000315	0.8962701	0.9037929
aou + nitrate	N_Atlantic	(26,26.5]	0.9356618	0.9241270	0.9471966
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9805128	0.9776604	0.9833652
aou + nitrate	N_Atlantic	(26.75,27]	0.9908026	0.9845250	0.9980648
aou + nitrate	N_Atlantic	(27,27.25]	0.9935793	0.9919498	0.9947942
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9960104	0.9938564	0.9974478
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9912028	0.9853290	0.9951259
aou + nitrate	N_Atlantic	(27.75,27.85]	0.9895585	0.9833461	0.9957797
aou + nitrate	N_Atlantic	(27.85,27.95]	0.9786833	0.9699809	0.9841804
aou + nitrate	N_Atlantic	(27.95,28.05]	0.9481902	0.9320905	0.9571757
aou + nitrate	N_Atlantic	(28.05,28.1]	0.8999383	0.8697655	0.9336722
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8870810	0.8376955	0.9330309
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9803009	0.9758052	0.9854054
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9222334	0.8910263	0.9448205
aou + nitrate	N_Pacific	(-Inf,26]	0.9235833	0.8963521	0.9438554
aou + nitrate	N_Pacific	(26,26.5]	0.8930595	0.8659220	0.9433877
aou + nitrate	N_Pacific	(26.5,26.75]	0.8514510	0.7682961	0.9558078
aou + nitrate	N_Pacific	(26.75,27]	0.6402193	0.4308919	0.7672950
aou + nitrate	N_Pacific	(27,27.25]	0.5542927	0.3582354	0.8225212
aou + nitrate	N_Pacific	(27.25,27.5]	0.6194081	0.5397926	0.7517652
aou + nitrate	N_Pacific	(27.5,27.75]	0.7261408	0.6892142	0.7533040
aou + nitrate	N_Pacific	(27.75,27.85]	0.9029200	0.8752418	0.9421813
aou + nitrate	N_Pacific	(27.85,27.95]	0.9461496	0.9303517	0.9776125
aou + nitrate	N_Pacific	(27.95,28.05]	0.9553961	0.9449779	0.9611877
aou + nitrate	N_Pacific	(28.05,28.1]	0.9569917	0.9512344	0.9613886
aou + nitrate	N_Pacific	(28.1, Inf]	0.9977798	0.9974249	0.9981441
aou + nitrate	S_Atlantic	(-Inf,26]	0.9988888	0.9988888	0.9988888
aou + nitrate	S_Atlantic	(26,26.5]	0.9593716	0.9477171	0.9809023
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9525409	0.9375729	0.9618954
aou + nitrate	S_Atlantic	(26.75,27]	0.9808429	0.9799009	0.9827032
aou + nitrate	S_Atlantic	(27,27.25]	0.9742369	0.9728914	0.9749478
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9441037	0.9265006	0.9640483
aou + nitrate	S_Atlantic	(27.5,27.75]	0.9520354	0.9317845	0.9670860
aou + nitrate	S_Atlantic	(27.75,27.85]	0.7469618	0.6222558	0.8521950
aou + nitrate	S_Atlantic	(27.85,27.95]	-0.1762509	-0.2815207	-0.0335904
aou + nitrate	S_Atlantic	(27.95,28.05]	-0.0871306	-0.3352550	0.3102526
aou + nitrate	S_Atlantic	(28.05,28.1]	0.6414043	0.3243837	0.8831359
aou + nitrate	S_Atlantic	(28.1,28.15]	0.8520563	0.6402025	0.9641221
aou + nitrate	S_Atlantic	(28.15,28.2]	0.9413648	0.8644147	0.9922622
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8825377	0.7893972	0.9539746
aou + nitrate	S_Pacific	(-Inf,26]	0.9784442	0.9676580	0.9838868
aou + nitrate	S_Pacific	(26,26.5]	0.9298829	0.8526207	0.9763037
aou + nitrate	S_Pacific	(26.5,26.75]	0.9196463	0.8180192	0.9712292
aou + nitrate	S_Pacific	(26.75,27]	0.9540269	0.9453788	0.9624405
aou + nitrate	S_Pacific	(27,27.25]	0.9599866	0.9531008	0.9642724
aou + nitrate	S_Pacific	(27.25,27.5]	0.9677533	0.9580940	0.9729913
aou + nitrate	S_Pacific	(27.5,27.75]	0.9869707	0.9866906	0.9874373
aou + nitrate	S_Pacific	(27.75,27.85]	0.9972427	0.9968698	0.9978307
aou + nitrate	S_Pacific	(27.85,27.95]	0.9951793	0.9930981	0.9979312
aou + nitrate	S_Pacific	(27.95,28.05]	0.9951058	0.9939640	0.9958064
aou + nitrate	S_Pacific	(28.05,28.1]	0.9944273	0.9926681	0.9961287
aou + nitrate	S_Pacific	(28.1, Inf]	0.9912604	0.9889766	0.9944940
aou + phosphate	Indian	(-Inf,26]	0.9896119	0.9808761	0.9974735
aou + phosphate	Indian	(26,26.5]	0.9881687	0.9844583	0.9939893
aou + phosphate	Indian	(26.5,26.75]	0.9897614	0.9856244	0.9945811
aou + phosphate	Indian	(26.75,27]	0.9861552	0.9805539	0.9907220
aou + phosphate	Indian	(27,27.25]	0.9828542	0.9790031	0.9859364
aou + phosphate	Indian	(27.25,27.5]	0.9673349	0.9577208	0.9793018
aou + phosphate	Indian	(27.5,27.75]	0.9691014	0.9621992	0.9818659
aou + phosphate	Indian	(27.75,27.85]	0.9876258	0.9777151	0.9958911
aou + phosphate	Indian	(27.85,27.95]	0.9839305	0.9683026	0.9957918
aou + phosphate	Indian	(27.95,28.05]	0.9763543	0.9488784	0.9931186
aou + phosphate	Indian	(28.05,28.1]	0.9619902	0.9280919	0.9865676
aou + phosphate	Indian	(28.1, Inf]	0.9164819	0.8731358	0.9558462
aou + phosphate	N_Atlantic	(-Inf,26]	0.9778431	0.9749979	0.9806884
aou + phosphate	N_Atlantic	(26,26.5]	0.9793608	0.9777530	0.9809686
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9908199	0.9901127	0.9915270
aou + phosphate	N_Atlantic	(26.75,27]	0.9919861	0.9892834	0.9955297
aou + phosphate	N_Atlantic	(27,27.25]	0.9928387	0.9909193	0.9943382
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9881030	0.9819664	0.9916736
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9846601	0.9782520	0.9892808
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9864804	0.9783350	0.9943680
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9710074	0.9591539	0.9772037
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9270054	0.9026055	0.9401149
aou + phosphate	N_Atlantic	(28.05,28.1]	0.8812727	0.8536280	0.9254992
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8782197	0.8332260	0.9174869
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9807925	0.9782034	0.9830503
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9305462	0.8902624	0.9689460
aou + phosphate	N_Pacific	(-Inf,26]	0.9350259	0.9025071	0.9534960
aou + phosphate	N_Pacific	(26,26.5]	0.9530367	0.9433286	0.9595604
aou + phosphate	N_Pacific	(26.5,26.75]	0.9648837	0.9473532	0.9747976
aou + phosphate	N_Pacific	(26.75,27]	0.8878301	0.8513414	0.9312240
aou + phosphate	N_Pacific	(27,27.25]	0.8898645	0.8893581	0.8905686
aou + phosphate	N_Pacific	(27.25,27.5]	0.9316831	0.9076404	0.9583991
aou + phosphate	N_Pacific	(27.5,27.75]	0.9412307	0.9317328	0.9497386
aou + phosphate	N_Pacific	(27.75,27.85]	0.9859232	0.9818250	0.9882666
aou + phosphate	N_Pacific	(27.85,27.95]	0.9887353	0.9844777	0.9941636
aou + phosphate	N_Pacific	(27.95,28.05]	0.9872274	0.9867223	0.9882255
aou + phosphate	N_Pacific	(28.05,28.1]	0.9903949	0.9885642	0.9914790
aou + phosphate	N_Pacific	(28.1, Inf]	0.9995437	0.9995268	0.9995732
aou + phosphate	S_Atlantic	(-Inf,26]	0.9813864	0.9813864	0.9813864
aou + phosphate	S_Atlantic	(26,26.5]	0.9379327	0.9147230	0.9569539
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9439659	0.9138623	0.9665255
aou + phosphate	S_Atlantic	(26.75,27]	0.9734482	0.9662413	0.9827078
aou + phosphate	S_Atlantic	(27,27.25]	0.9666133	0.9616899	0.9761704
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9361037	0.9250388	0.9525219
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9345010	0.9309603	0.9405106
aou + phosphate	S_Atlantic	(27.75,27.85]	0.5408923	0.2719056	0.7935254
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.2881780	-0.3681893	-0.1709432
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.1019136	-0.3462208	0.2884814
aou + phosphate	S_Atlantic	(28.05,28.1]	0.6405254	0.3235283	0.8798707
aou + phosphate	S_Atlantic	(28.1,28.15]	0.8488650	0.6320309	0.9636679
aou + phosphate	S_Atlantic	(28.15,28.2]	0.9398908	0.8610445	0.9922798
aou + phosphate	S_Atlantic	(28.2, Inf]	0.8486718	0.7258496	0.9556252
aou + phosphate	S_Pacific	(-Inf,26]	0.9413504	0.9216997	0.9578524
aou + phosphate	S_Pacific	(26,26.5]	0.9789079	0.9676120	0.9856020
aou + phosphate	S_Pacific	(26.5,26.75]	0.9910563	0.9880404	0.9937584
aou + phosphate	S_Pacific	(26.75,27]	0.9894295	0.9852223	0.9918432
aou + phosphate	S_Pacific	(27,27.25]	0.9838066	0.9749052	0.9885779
aou + phosphate	S_Pacific	(27.25,27.5]	0.9825128	0.9775895	0.9869947
aou + phosphate	S_Pacific	(27.5,27.75]	0.9914970	0.9895312	0.9927534
aou + phosphate	S_Pacific	(27.75,27.85]	0.9966405	0.9953662	0.9986415
aou + phosphate	S_Pacific	(27.85,27.95]	0.9945873	0.9917620	0.9989876
aou + phosphate	S_Pacific	(27.95,28.05]	0.9951154	0.9934336	0.9963525
aou + phosphate	S_Pacific	(28.05,28.1]	0.9948551	0.9926880	0.9965928
aou + phosphate	S_Pacific	(28.1, Inf]	0.9905487	0.9867497	0.9949121
aou + phosphate_star	Indian	(-Inf,26]	0.8672778	0.7835352	0.9741011
aou + phosphate_star	Indian	(26,26.5]	0.7922342	0.7128641	0.9367625
aou + phosphate_star	Indian	(26.5,26.75]	0.7042210	0.5802421	0.8432510
aou + phosphate_star	Indian	(26.75,27]	0.4923087	0.3597779	0.5844826
aou + phosphate_star	Indian	(27,27.25]	0.2784332	0.1697669	0.3654634
aou + phosphate_star	Indian	(27.25,27.5]	-0.3184197	-0.3819363	-0.2632699
aou + phosphate_star	Indian	(27.5,27.75]	-0.5797716	-0.6503585	-0.4963752
aou + phosphate_star	Indian	(27.75,27.85]	-0.8225466	-0.8899408	-0.7325901
aou + phosphate_star	Indian	(27.85,27.95]	-0.7827811	-0.8036872	-0.7508009
aou + phosphate_star	Indian	(27.95,28.05]	-0.6186962	-0.7025312	-0.5462396
aou + phosphate_star	Indian	(28.05,28.1]	-0.5882336	-0.7533498	-0.4839609
aou + phosphate_star	Indian	(28.1, Inf]	-0.6868860	-0.7896203	-0.5102641
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.0065340	-0.0197260	0.0327941
aou + phosphate_star	N_Atlantic	(26,26.5]	0.4436754	0.4411270	0.4462237
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.2901429	0.2782489	0.3020368
aou + phosphate_star	N_Atlantic	(26.75,27]	-0.0949552	-0.3627584	0.1422809
aou + phosphate_star	N_Atlantic	(27,27.25]	0.5638286	0.4773320	0.6611161
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.1009207	-0.1882228	0.2985303
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.3819667	0.2287943	0.5727415
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8896707	0.8059089	0.9563245
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.8152833	0.7322832	0.8666337
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.7289333	0.6470630	0.7818689
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.7061240	0.6477642	0.8055755
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.7059440	0.6361591	0.7621022
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9374795	0.9359986	0.9401706
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.8783937	0.8609824	0.8947315
aou + phosphate_star	N_Pacific	(-Inf,26]	0.4721864	0.2841554	0.5692358
aou + phosphate_star	N_Pacific	(26,26.5]	0.1248122	0.0643825	0.2313084
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.0410628	-0.1396443	0.1376100
aou + phosphate_star	N_Pacific	(26.75,27]	0.0174877	-0.4452250	0.5122160
aou + phosphate_star	N_Pacific	(27,27.25]	0.4019135	0.0535843	0.6931634
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7900182	0.7460502	0.8128510
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.6465467	0.5108982	0.7615441
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.7162200	0.5844567	0.8358855
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.2293414	0.0513927	0.3827727
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.4379634	-0.5215520	-0.3594198
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.5041918	-0.6498441	-0.4312325
aou + phosphate_star	N_Pacific	(28.1, Inf]	-0.6851507	-0.6971066	-0.6679156
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9170873	0.9170873	0.9170873
aou + phosphate_star	S_Atlantic	(26,26.5]	0.6104417	0.4685429	0.8810275
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.3659033	0.0464500	0.8350381
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.0148097	-0.4480491	0.5913898
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.3590343	-0.6046756	0.0586035
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6245965	-0.8144966	-0.3054258
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8673868	-0.9389604	-0.7503706
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9270290	-0.9380650	-0.9103703
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.8646591	-0.9027933	-0.8144551
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.4434836	-0.6726303	-0.0329342
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.4390951	0.0319709	0.7548238
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.7215109	0.3711959	0.9221402
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.8573417	0.7003830	0.9757050
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.7197355	0.5214168	0.8809632
aou + phosphate_star	S_Pacific	(-Inf,26]	0.4831759	0.2882370	0.6319097
aou + phosphate_star	S_Pacific	(26,26.5]	0.6439798	0.4322782	0.8042653
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6971584	0.6156421	0.8156259
aou + phosphate_star	S_Pacific	(26.75,27]	0.7090303	0.6276700	0.7659529
aou + phosphate_star	S_Pacific	(27,27.25]	0.5354848	0.3279505	0.7253911
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.2267730	0.0658234	0.3764538
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.1570422	-0.2769199	-0.0963901
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.4854073	-0.5816194	-0.4148469
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.4270440	-0.6680888	-0.0427606
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.4196000	-0.7379433	-0.1106475
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.2744823	-0.5873967	0.0976221
aou + phosphate_star	S_Pacific	(28.1, Inf]	-0.5270134	-0.5935168	-0.4209767
aou + silicate	Indian	(-Inf,26]	0.8636512	0.7291378	0.9862680
aou + silicate	Indian	(26,26.5]	0.9236786	0.8807018	0.9752458
aou + silicate	Indian	(26.5,26.75]	0.9523890	0.9139678	0.9798159
aou + silicate	Indian	(26.75,27]	0.9730124	0.9463242	0.9943126
aou + silicate	Indian	(27,27.25]	0.9689051	0.9471167	0.9878530
aou + silicate	Indian	(27.25,27.5]	0.9566122	0.9511615	0.9651547
aou + silicate	Indian	(27.5,27.75]	0.9483163	0.9408431	0.9571583
aou + silicate	Indian	(27.75,27.85]	0.9782949	0.9682668	0.9847437
aou + silicate	Indian	(27.85,27.95]	0.9760030	0.9623159	0.9829813
aou + silicate	Indian	(27.95,28.05]	0.9655095	0.9365455	0.9803721
aou + silicate	Indian	(28.05,28.1]	0.9662833	0.9376082	0.9850652
aou + silicate	Indian	(28.1, Inf]	0.6541569	0.5661812	0.6990659
aou + silicate	N_Atlantic	(-Inf,26]	0.0423019	-0.0710373	0.1556412
aou + silicate	N_Atlantic	(26,26.5]	0.3048872	0.2462181	0.3635563
aou + silicate	N_Atlantic	(26.5,26.75]	0.5166925	0.4610131	0.5723718
aou + silicate	N_Atlantic	(26.75,27]	0.8891379	0.8649584	0.9198531
aou + silicate	N_Atlantic	(27,27.25]	0.9422039	0.9263467	0.9559536
aou + silicate	N_Atlantic	(27.25,27.5]	0.9836340	0.9800248	0.9883350
aou + silicate	N_Atlantic	(27.5,27.75]	0.9680908	0.9567243	0.9784799
aou + silicate	N_Atlantic	(27.75,27.85]	0.9611430	0.9376575	0.9806009
aou + silicate	N_Atlantic	(27.85,27.95]	0.8464477	0.7919841	0.8897981
aou + silicate	N_Atlantic	(27.95,28.05]	0.5690720	0.4531574	0.6309933
aou + silicate	N_Atlantic	(28.05,28.1]	0.4572235	0.4263435	0.5153723
aou + silicate	N_Atlantic	(28.1,28.15]	0.6673258	0.6489000	0.6944258
aou + silicate	N_Atlantic	(28.15,28.2]	0.9684448	0.9621609	0.9738666
aou + silicate	N_Atlantic	(28.2, Inf]	0.9577257	0.9448722	0.9651407
aou + silicate	N_Pacific	(-Inf,26]	0.8787993	0.8613433	0.8943864
aou + silicate	N_Pacific	(26,26.5]	0.7808656	0.7561224	0.8049696
aou + silicate	N_Pacific	(26.5,26.75]	0.7500276	0.7200175	0.7670513
aou + silicate	N_Pacific	(26.75,27]	0.5640834	0.3669192	0.7343896
aou + silicate	N_Pacific	(27,27.25]	0.6852074	0.6325797	0.7296457
aou + silicate	N_Pacific	(27.25,27.5]	0.8537036	0.8449373	0.8663451
aou + silicate	N_Pacific	(27.5,27.75]	0.8744966	0.8442356	0.9029293
aou + silicate	N_Pacific	(27.75,27.85]	0.9275169	0.8864037	0.9646828
aou + silicate	N_Pacific	(27.85,27.95]	0.8859886	0.7915175	0.9624745
aou + silicate	N_Pacific	(27.95,28.05]	0.6515611	0.6131171	0.6889312
aou + silicate	N_Pacific	(28.05,28.1]	0.8178493	0.8023326	0.8315180
aou + silicate	N_Pacific	(28.1, Inf]	0.8190365	0.8101791	0.8290261
aou + silicate	S_Atlantic	(-Inf,26]	0.5446681	0.5446681	0.5446681
aou + silicate	S_Atlantic	(26,26.5]	0.8886007	0.7929637	0.9528781
aou + silicate	S_Atlantic	(26.5,26.75]	0.8608110	0.8095933	0.9563163
aou + silicate	S_Atlantic	(26.75,27]	0.7623327	0.6513879	0.8803664
aou + silicate	S_Atlantic	(27,27.25]	0.5560036	0.3316279	0.8134479
aou + silicate	S_Atlantic	(27.25,27.5]	0.1916488	-0.1395242	0.5462105
aou + silicate	S_Atlantic	(27.5,27.75]	0.0067770	-0.3180980	0.3784504
aou + silicate	S_Atlantic	(27.75,27.85]	-0.2443641	-0.5398735	0.0403136
aou + silicate	S_Atlantic	(27.85,27.95]	-0.4989648	-0.5960063	-0.3692481
aou + silicate	S_Atlantic	(27.95,28.05]	-0.1425721	-0.3994670	0.1899859
aou + silicate	S_Atlantic	(28.05,28.1]	0.6411047	0.3648865	0.8551084
aou + silicate	S_Atlantic	(28.1,28.15]	0.8435915	0.6302011	0.9534052
aou + silicate	S_Atlantic	(28.15,28.2]	0.9366298	0.8722431	0.9752944
aou + silicate	S_Atlantic	(28.2, Inf]	0.5434671	0.2761051	0.8416131
aou + silicate	S_Pacific	(-Inf,26]	0.8471267	0.7704278	0.8903281
aou + silicate	S_Pacific	(26,26.5]	0.9446756	0.9308671	0.9552356
aou + silicate	S_Pacific	(26.5,26.75]	0.9453365	0.9191737	0.9642399
aou + silicate	S_Pacific	(26.75,27]	0.9583156	0.9517355	0.9690709
aou + silicate	S_Pacific	(27,27.25]	0.9598991	0.9511462	0.9747546
aou + silicate	S_Pacific	(27.25,27.5]	0.9425951	0.9168678	0.9639416
aou + silicate	S_Pacific	(27.5,27.75]	0.9613913	0.9480726	0.9726040
aou + silicate	S_Pacific	(27.75,27.85]	0.9828895	0.9698578	0.9914867
aou + silicate	S_Pacific	(27.85,27.95]	0.9808850	0.9676477	0.9895731
aou + silicate	S_Pacific	(27.95,28.05]	0.9854718	0.9755007	0.9916158
aou + silicate	S_Pacific	(28.05,28.1]	0.9931171	0.9907748	0.9963765
aou + silicate	S_Pacific	(28.1, Inf]	0.9177254	0.9151594	0.9224841
nitrate + phosphate	Indian	(-Inf,26]	0.9612510	0.9347477	0.9986129
nitrate + phosphate	Indian	(26,26.5]	0.8891508	0.7673596	0.9978146
nitrate + phosphate	Indian	(26.5,26.75]	0.9449191	0.8854742	0.9986314
nitrate + phosphate	Indian	(26.75,27]	0.9582296	0.9054496	0.9996085
nitrate + phosphate	Indian	(27,27.25]	0.9814850	0.9696552	0.9995205
nitrate + phosphate	Indian	(27.25,27.5]	0.9825576	0.9596277	0.9996323
nitrate + phosphate	Indian	(27.5,27.75]	0.9919870	0.9797619	0.9991984
nitrate + phosphate	Indian	(27.75,27.85]	0.9940039	0.9834866	0.9993317
nitrate + phosphate	Indian	(27.85,27.95]	0.9978244	0.9949295	0.9995648
nitrate + phosphate	Indian	(27.95,28.05]	0.9981729	0.9956834	0.9995276
nitrate + phosphate	Indian	(28.05,28.1]	0.9989259	0.9983067	0.9993278
nitrate + phosphate	Indian	(28.1, Inf]	0.9881705	0.9815043	0.9926791
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.8591035	0.8339818	0.8842251
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9452776	0.9222229	0.9683324
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9847798	0.9841916	0.9853681
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9881730	0.9781221	0.9959738
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9966114	0.9950920	0.9994753
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9930773	0.9883164	0.9978620
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9961500	0.9952309	0.9973033
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9995802	0.9993187	0.9997833
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9990893	0.9987223	0.9994414
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9966682	0.9947106	0.9982936
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9959700	0.9947135	0.9975861
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9915944	0.9912788	0.9921296
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9977305	0.9974922	0.9980073
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9975260	0.9950962	0.9989313
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9826665	0.9744131	0.9884200
nitrate + phosphate	N_Pacific	(26,26.5]	0.9075579	0.8705285	0.9772045
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.8685889	0.7652910	0.9777285
nitrate + phosphate	N_Pacific	(26.75,27]	0.7428341	0.5413395	0.8738251
nitrate + phosphate	N_Pacific	(27,27.25]	0.6571958	0.4566076	0.8757610
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.6356139	0.5648496	0.7382614
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.7580402	0.7366031	0.7930376
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.9084110	0.8404434	0.9648321
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.9544861	0.9186670	0.9894274
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9775836	0.9721245	0.9827721
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9834792	0.9809677	0.9863920
nitrate + phosphate	N_Pacific	(28.1, Inf]	0.9984560	0.9980912	0.9989283
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9843734	0.9843734	0.9843734
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9887201	0.9861712	0.9917998
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9945632	0.9908424	0.9986943
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9909307	0.9850711	0.9986929
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9922804	0.9890626	0.9977752
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9972784	0.9963882	0.9986788
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9931361	0.9913454	0.9960537
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9546444	0.9177374	0.9929510
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9864078	0.9739555	0.9940801
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9992631	0.9990023	0.9996227
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9997548	0.9996706	0.9998068
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9997995	0.9997184	0.9998679
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9997308	0.9996792	0.9997589
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9913858	0.9871150	0.9940631
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9805408	0.9757111	0.9838624
nitrate + phosphate	S_Pacific	(26,26.5]	0.9329068	0.8478532	0.9817268
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9317583	0.8337210	0.9825714
nitrate + phosphate	S_Pacific	(26.75,27]	0.9671718	0.9590337	0.9767185
nitrate + phosphate	S_Pacific	(27,27.25]	0.9748104	0.9691835	0.9824987
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9850821	0.9792325	0.9904083
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9954456	0.9950271	0.9962011
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9991439	0.9990880	0.9992230
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9996368	0.9995434	0.9997052
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9997144	0.9994964	0.9998486
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9996689	0.9994875	0.9998093
nitrate + phosphate	S_Pacific	(28.1, Inf]	0.9988020	0.9986580	0.9989139
nitrate + phosphate_star	Indian	(-Inf,26]	0.8619537	0.7958078	0.9831354
nitrate + phosphate_star	Indian	(26,26.5]	0.7308514	0.4881282	0.9728384
nitrate + phosphate_star	Indian	(26.5,26.75]	0.7386829	0.6343057	0.8982014
nitrate + phosphate_star	Indian	(26.75,27]	0.5958647	0.5324843	0.6941395
nitrate + phosphate_star	Indian	(27,27.25]	0.4513224	0.3639138	0.5160443
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.0662953	-0.1209618	-0.0160847
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.3515418	-0.4255331	-0.2214561
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7413131	-0.8297594	-0.5878951
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6794783	-0.7377196	-0.5874389
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.4620438	-0.5119371	-0.4063360
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.3735024	-0.4731115	-0.3120632
nitrate + phosphate_star	Indian	(28.1, Inf]	-0.4123162	-0.4852388	-0.2734866
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.2802442	0.2220378	0.3384507
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.6212251	0.6043465	0.6381036
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.3293239	0.3129537	0.3456941
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.0934189	-0.3567493	0.1498792
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.6093620	0.5042492	0.6971331
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.1332783	-0.1599798	0.3104573
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4307791	0.2781043	0.6084954
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9297422	0.8723982	0.9726769
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9025963	0.8561113	0.9357764
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8995462	0.8660879	0.9236487
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9308309	0.9163676	0.9544065
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9324621	0.9253583	0.9379486
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9834149	0.9808519	0.9854631
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9920626	0.9861859	0.9957172
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.7234188	0.5971500	0.7906081
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.2995026	0.2267747	0.3529417
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.2176284	0.0807000	0.3525440
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.3640868	0.0623776	0.7022408
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.5473855	0.4028996	0.7046503
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.6361016	0.5693409	0.7166515
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.6428261	0.5556429	0.7219632
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.6999481	0.5390455	0.8383073
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.3136558	0.1619940	0.4395701
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.2140413	-0.2866713	-0.1311961
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.2732413	-0.4275219	-0.1921503
nitrate + phosphate_star	N_Pacific	(28.1, Inf]	-0.6510337	-0.6657684	-0.6306737
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.9189020	0.9189020	0.9189020
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.7925195	0.7141576	0.9405968
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5948701	0.3029120	0.9501928
nitrate + phosphate_star	S_Atlantic	(26.75,27]	0.1313108	-0.2951573	0.7363857
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.1698864	-0.4296508	0.2719950
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.3509519	-0.6340669	0.0732291
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6807341	-0.8226949	-0.4612991
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.4533112	-0.5605856	-0.3000868
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.6325030	0.5009708	0.7843012
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9199616	0.8764923	0.9445504
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9667578	0.9553391	0.9738740
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9736807	0.9503037	0.9914094
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9790229	0.9636844	0.9950953
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9560119	0.9314971	0.9740030
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.6236147	0.4855629	0.7396143
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.6999734	0.5748397	0.7875849
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.7567822	0.7024389	0.8126768
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.7997397	0.7379841	0.8469099
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.6643425	0.5039720	0.8258499
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	0.4052887	0.2605570	0.5613935
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0203588	-0.1339891	0.0391474
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4273006	-0.5203285	-0.3648670
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.3482473	-0.5780859	0.0162513
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3360311	-0.6611374	-0.0203786
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	-0.1802940	-0.4876945	0.1827973
nitrate + phosphate_star	S_Pacific	(28.1, Inf]	-0.4206882	-0.5146312	-0.2911972
nitrate + silicate	Indian	(-Inf,26]	0.8569587	0.7686952	0.9939630
nitrate + silicate	Indian	(26,26.5]	0.8308524	0.7003983	0.9907454
nitrate + silicate	Indian	(26.5,26.75]	0.9041373	0.8371548	0.9892142
nitrate + silicate	Indian	(26.75,27]	0.9355540	0.8797313	0.9933484
nitrate + silicate	Indian	(27,27.25]	0.9751248	0.9590471	0.9967439
nitrate + silicate	Indian	(27.25,27.5]	0.9806746	0.9606269	0.9958025
nitrate + silicate	Indian	(27.5,27.75]	0.9863547	0.9796522	0.9919193
nitrate + silicate	Indian	(27.75,27.85]	0.9902062	0.9813559	0.9961333
nitrate + silicate	Indian	(27.85,27.95]	0.9926288	0.9886971	0.9962481
nitrate + silicate	Indian	(27.95,28.05]	0.9882202	0.9864396	0.9891853
nitrate + silicate	Indian	(28.05,28.1]	0.9889139	0.9856085	0.9909039
nitrate + silicate	Indian	(28.1, Inf]	0.6924285	0.6491325	0.7198475
nitrate + silicate	N_Atlantic	(-Inf,26]	0.4345055	0.3491608	0.5198502
nitrate + silicate	N_Atlantic	(26,26.5]	0.5940968	0.5753150	0.6128786
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.6443652	0.5804556	0.7082749
nitrate + silicate	N_Atlantic	(26.75,27]	0.9211428	0.9119973	0.9381897
nitrate + silicate	N_Atlantic	(27,27.25]	0.9696628	0.9587572	0.9796771
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9925845	0.9908304	0.9954955
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9890090	0.9863887	0.9934924
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9827203	0.9708774	0.9913171
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.9086981	0.8708633	0.9320559
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.7358222	0.6495179	0.8047263
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.4687098	0.4111376	0.5270824
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6257443	0.5715965	0.6602773
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9775663	0.9747322	0.9792086
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9910674	0.9837329	0.9971944
nitrate + silicate	N_Pacific	(-Inf,26]	0.9581796	0.9533135	0.9615905
nitrate + silicate	N_Pacific	(26,26.5]	0.8743091	0.8624018	0.8948124
nitrate + silicate	N_Pacific	(26.5,26.75]	0.8581189	0.8210586	0.8983695
nitrate + silicate	N_Pacific	(26.75,27]	0.7845623	0.7198786	0.8804356
nitrate + silicate	N_Pacific	(27,27.25]	0.7817928	0.7160873	0.8198525
nitrate + silicate	N_Pacific	(27.25,27.5]	0.8163934	0.7740723	0.8652698
nitrate + silicate	N_Pacific	(27.5,27.75]	0.8583683	0.8159075	0.8972942
nitrate + silicate	N_Pacific	(27.75,27.85]	0.9271637	0.8778808	0.9688166
nitrate + silicate	N_Pacific	(27.85,27.95]	0.8784277	0.7708297	0.9673886
nitrate + silicate	N_Pacific	(27.95,28.05]	0.6498332	0.5994075	0.6759888
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6855319	0.6720585	0.7054993
nitrate + silicate	N_Pacific	(28.1, Inf]	0.8025545	0.7930142	0.8106930
nitrate + silicate	S_Atlantic	(-Inf,26]	0.5551933	0.5551933	0.5551933
nitrate + silicate	S_Atlantic	(26,26.5]	0.9544591	0.9067253	0.9789263
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.9504413	0.9181796	0.9936056
nitrate + silicate	S_Atlantic	(26.75,27]	0.8429387	0.7579939	0.9480533
nitrate + silicate	S_Atlantic	(27,27.25]	0.6882212	0.5041172	0.9087071
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.3695225	0.0091528	0.7810458
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.1792732	-0.1782794	0.6050151
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.3476917	0.2563251	0.4610997
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.8752770	0.8348502	0.9216042
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.9699235	0.9587158	0.9833823
nitrate + silicate	S_Atlantic	(28.05,28.1]	0.9888878	0.9855556	0.9915798
nitrate + silicate	S_Atlantic	(28.1,28.15]	0.9878842	0.9855045	0.9917124
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.9823680	0.9804637	0.9846527
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.7659614	0.6671315	0.8394064
nitrate + silicate	S_Pacific	(-Inf,26]	0.8976525	0.8492144	0.9239166
nitrate + silicate	S_Pacific	(26,26.5]	0.9416658	0.9040309	0.9731543
nitrate + silicate	S_Pacific	(26.5,26.75]	0.9640581	0.9367078	0.9792728
nitrate + silicate	S_Pacific	(26.75,27]	0.9748681	0.9688526	0.9784993
nitrate + silicate	S_Pacific	(27,27.25]	0.9830891	0.9778225	0.9910288
nitrate + silicate	S_Pacific	(27.25,27.5]	0.9888614	0.9874569	0.9898112
nitrate + silicate	S_Pacific	(27.5,27.75]	0.9869189	0.9793816	0.9926907
nitrate + silicate	S_Pacific	(27.75,27.85]	0.9865390	0.9741356	0.9949019
nitrate + silicate	S_Pacific	(27.85,27.95]	0.9848933	0.9693371	0.9943542
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9882441	0.9771694	0.9942529
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9946444	0.9917270	0.9961518
nitrate + silicate	S_Pacific	(28.1, Inf]	0.9225252	0.9101842	0.9313455
phosphate + phosphate_star	Indian	(-Inf,26]	0.9262611	0.8852171	0.9860107
phosphate + phosphate_star	Indian	(26,26.5]	0.8738243	0.8219038	0.9692174
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7966872	0.7089193	0.8943750
phosphate + phosphate_star	Indian	(26.75,27]	0.6278992	0.5351223	0.6890670
phosphate + phosphate_star	Indian	(27,27.25]	0.4493021	0.3662230	0.5152869
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.0714043	-0.1266768	-0.0241570
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3651203	-0.4298935	-0.2456537
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7275011	-0.8149133	-0.5738873
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6669328	-0.7355575	-0.5630051
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.4549662	-0.5118478	-0.4071354
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.3702087	-0.4601053	-0.3130301
phosphate + phosphate_star	Indian	(28.1, Inf]	-0.3686639	-0.4560939	-0.2417689
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.1008472	0.0353329	0.1663615
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5958935	0.5829174	0.6088696
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.4010933	0.3991918	0.4029947
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.0144349	-0.2791540	0.2624954
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.6488110	0.5750085	0.7292411
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.2359883	-0.0169109	0.4161829
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.5022480	0.3663787	0.6612881
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9392593	0.8884741	0.9771847
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9194413	0.8800712	0.9463322
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9260819	0.9038151	0.9430558
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9528582	0.9435367	0.9675841
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9559668	0.9527377	0.9593703
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9867611	0.9861172	0.9878867
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9860314	0.9672572	0.9970797
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.7411551	0.6591570	0.7829225
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.3959661	0.3404277	0.4761309
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.2750498	0.0764618	0.4207093
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.4292644	0.0842687	0.7700819
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.7114169	0.4919327	0.8935053
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.9260444	0.8863334	0.9527108
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.8351264	0.7421255	0.9052612
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.7905688	0.6840633	0.8835105
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.3392610	0.2027482	0.4521603
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.3053434	-0.4027164	-0.2163895
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.3915359	-0.5364942	-0.3173386
phosphate + phosphate_star	N_Pacific	(28.1, Inf]	-0.6666136	-0.6796929	-0.6487415
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9234375	0.9234375	0.9234375
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.8241790	0.7202080	0.9790620
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6274370	0.3456842	0.9476424
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.1919505	-0.2244867	0.7298230
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.1232434	-0.3644566	0.2734708
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.3279946	-0.5995567	0.0636793
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6465869	-0.7713950	-0.4640389
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.2075268	-0.4742448	0.0917146
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.7191442	0.6207798	0.8383856
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9258176	0.8822572	0.9481352
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9670866	0.9552362	0.9756701
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9748826	0.9530863	0.9915158
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9799808	0.9652214	0.9949608
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9741254	0.9615093	0.9804812
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.7001427	0.5777571	0.8171297
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7792209	0.6402080	0.8896905
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7849634	0.7287352	0.8740021
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.8028597	0.7513155	0.8436359
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.6749884	0.5296039	0.8204428
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.4015378	0.2740176	0.5399022
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0289733	-0.1364145	0.0277301
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4159768	-0.5019717	-0.3674346
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.3459396	-0.5685683	0.0010376
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3363303	-0.6575491	-0.0273398
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.1844442	-0.4877539	0.1771735
phosphate + phosphate_star	S_Pacific	(28.1, Inf]	-0.4109959	-0.5120198	-0.2727518
sal + aou	Indian	(-Inf,26]	-0.5238748	-0.9391051	0.1112206
sal + aou	Indian	(26,26.5]	-0.7174491	-0.9615270	-0.4162851
sal + aou	Indian	(26.5,26.75]	-0.6388129	-0.9038035	-0.4393532
sal + aou	Indian	(26.75,27]	-0.4167224	-0.7287837	-0.2136940
sal + aou	Indian	(27,27.25]	-0.0836237	-0.4550185	0.1333956
sal + aou	Indian	(27.25,27.5]	0.6492884	0.5801105	0.7323362
sal + aou	Indian	(27.5,27.75]	0.8740182	0.8301933	0.9093863
sal + aou	Indian	(27.75,27.85]	0.9748992	0.9547958	0.9870864
sal + aou	Indian	(27.85,27.95]	0.9713277	0.9576438	0.9827304
sal + aou	Indian	(27.95,28.05]	0.9603614	0.9537356	0.9725814
sal + aou	Indian	(28.05,28.1]	0.9498199	0.9417696	0.9616314
sal + aou	Indian	(28.1, Inf]	0.7236657	0.6703144	0.7592363
sal + aou	N_Atlantic	(-Inf,26]	-0.3451656	-0.3994769	-0.2908542
sal + aou	N_Atlantic	(26,26.5]	-0.4064202	-0.4775226	-0.3353178
sal + aou	N_Atlantic	(26.5,26.75]	0.2731952	0.2728907	0.2734997
sal + aou	N_Atlantic	(26.75,27]	0.5892257	0.2794564	0.8919568
sal + aou	N_Atlantic	(27,27.25]	0.3219291	0.1823658	0.5163548
sal + aou	N_Atlantic	(27.25,27.5]	0.6222030	0.4776434	0.7407286
sal + aou	N_Atlantic	(27.5,27.75]	0.6325649	0.5463863	0.7842669
sal + aou	N_Atlantic	(27.75,27.85]	0.6041467	0.5448364	0.7085212
sal + aou	N_Atlantic	(27.85,27.95]	0.6650600	0.6293213	0.7056728
sal + aou	N_Atlantic	(27.95,28.05]	0.6505056	0.6336590	0.6748455
sal + aou	N_Atlantic	(28.05,28.1]	0.3469898	0.2544336	0.4553669
sal + aou	N_Atlantic	(28.1,28.15]	-0.2102997	-0.2672358	-0.1182457
sal + aou	N_Atlantic	(28.15,28.2]	-0.7481097	-0.7608012	-0.7316608
sal + aou	N_Atlantic	(28.2, Inf]	-0.8518776	-0.8724545	-0.8205751
sal + aou	N_Pacific	(-Inf,26]	-0.1592580	-0.2742970	0.0112384
sal + aou	N_Pacific	(26,26.5]	0.1697475	0.1298238	0.2186298
sal + aou	N_Pacific	(26.5,26.75]	0.4738171	0.4044256	0.6043355
sal + aou	N_Pacific	(26.75,27]	0.6632728	0.5973484	0.7526796
sal + aou	N_Pacific	(27,27.25]	0.1311897	0.0403998	0.2334332
sal + aou	N_Pacific	(27.25,27.5]	-0.3761453	-0.6961560	-0.0185501
sal + aou	N_Pacific	(27.5,27.75]	-0.0666282	-0.6621586	0.4400869
sal + aou	N_Pacific	(27.75,27.85]	0.1989510	-0.7748771	0.7806998
sal + aou	N_Pacific	(27.85,27.95]	0.3276696	-0.5457150	0.8790755
sal + aou	N_Pacific	(27.95,28.05]	-0.4263035	-0.4479849	-0.4032950
sal + aou	N_Pacific	(28.05,28.1]	0.0580114	-0.1415602	0.2419278
sal + aou	N_Pacific	(28.1, Inf]	-0.5613454	-0.6369227	-0.4468591
sal + aou	S_Atlantic	(-Inf,26]	-0.8601567	-0.8601567	-0.8601567
sal + aou	S_Atlantic	(26,26.5]	-0.4442770	-0.8531464	-0.1180420
sal + aou	S_Atlantic	(26.5,26.75]	-0.0763026	-0.7037640	0.3838449
sal + aou	S_Atlantic	(26.75,27]	0.3618461	-0.0750889	0.6341332
sal + aou	S_Atlantic	(27,27.25]	0.6627833	0.4813081	0.7844160
sal + aou	S_Atlantic	(27.25,27.5]	0.7905986	0.6064395	0.8990910
sal + aou	S_Atlantic	(27.5,27.75]	0.9322838	0.8624101	0.9740531
sal + aou	S_Atlantic	(27.75,27.85]	0.9512670	0.9434785	0.9578646
sal + aou	S_Atlantic	(27.85,27.95]	0.8849767	0.8378596	0.9217359
sal + aou	S_Atlantic	(27.95,28.05]	0.4642074	0.0515526	0.6797969
sal + aou	S_Atlantic	(28.05,28.1]	-0.4213981	-0.7494614	-0.0245563
sal + aou	S_Atlantic	(28.1,28.15]	-0.7396550	-0.9008063	-0.4484835
sal + aou	S_Atlantic	(28.15,28.2]	-0.8672745	-0.9667724	-0.7296164
sal + aou	S_Atlantic	(28.2, Inf]	-0.8278139	-0.9101592	-0.7251586
sal + aou	S_Pacific	(-Inf,26]	-0.3109654	-0.7102516	-0.0382460
sal + aou	S_Pacific	(26,26.5]	-0.2329421	-0.6589578	0.1488094
sal + aou	S_Pacific	(26.5,26.75]	-0.5285148	-0.7445493	-0.3533185
sal + aou	S_Pacific	(26.75,27]	-0.6792176	-0.8674682	-0.5038599
sal + aou	S_Pacific	(27,27.25]	-0.5569840	-0.8055713	-0.2940014
sal + aou	S_Pacific	(27.25,27.5]	-0.0553473	-0.2876852	0.1436736
sal + aou	S_Pacific	(27.5,27.75]	0.7071011	0.6802245	0.7445099
sal + aou	S_Pacific	(27.75,27.85]	0.8730384	0.8524003	0.8846492
sal + aou	S_Pacific	(27.85,27.95]	0.8919636	0.8800098	0.9056230
sal + aou	S_Pacific	(27.95,28.05]	0.9174260	0.8945848	0.9465134
sal + aou	S_Pacific	(28.05,28.1]	0.9306697	0.9075432	0.9439786
sal + aou	S_Pacific	(28.1, Inf]	0.6414154	0.6187319	0.6588737
sal + nitrate	Indian	(-Inf,26]	-0.5184249	-0.9389710	0.0950621
sal + nitrate	Indian	(26,26.5]	-0.7682401	-0.9861103	-0.4816689
sal + nitrate	Indian	(26.5,26.75]	-0.7476423	-0.9470580	-0.5576687
sal + nitrate	Indian	(26.75,27]	-0.5819981	-0.8154293	-0.4051198
sal + nitrate	Indian	(27,27.25]	-0.2825301	-0.5954544	-0.0902667
sal + nitrate	Indian	(27.25,27.5]	0.4222903	0.3444259	0.5396235
sal + nitrate	Indian	(27.5,27.75]	0.7180812	0.6385371	0.8014156
sal + nitrate	Indian	(27.75,27.85]	0.9342290	0.8830192	0.9631520
sal + nitrate	Indian	(27.85,27.95]	0.9237412	0.8740006	0.9621098
sal + nitrate	Indian	(27.95,28.05]	0.9056789	0.8737855	0.9431417
sal + nitrate	Indian	(28.05,28.1]	0.8835486	0.8563512	0.9221290
sal + nitrate	Indian	(28.1, Inf]	0.6274602	0.5790624	0.6711590
sal + nitrate	N_Atlantic	(-Inf,26]	-0.6552239	-0.6886253	-0.6218225
sal + nitrate	N_Atlantic	(26,26.5]	-0.6263777	-0.6595162	-0.5932391
sal + nitrate	N_Atlantic	(26.5,26.75]	0.3084412	0.2845234	0.3323589
sal + nitrate	N_Atlantic	(26.75,27]	0.6207292	0.3437490	0.8944794
sal + nitrate	N_Atlantic	(27,27.25]	0.3185979	0.2109156	0.4763537
sal + nitrate	N_Atlantic	(27.25,27.5]	0.6156668	0.4824001	0.7211125
sal + nitrate	N_Atlantic	(27.5,27.75]	0.6455895	0.5596238	0.7840250
sal + nitrate	N_Atlantic	(27.75,27.85]	0.6553108	0.6066686	0.7409318
sal + nitrate	N_Atlantic	(27.85,27.95]	0.7236624	0.6940214	0.7535564
sal + nitrate	N_Atlantic	(27.95,28.05]	0.7745281	0.7486187	0.8135878
sal + nitrate	N_Atlantic	(28.05,28.1]	0.5857712	0.5561453	0.6431123
sal + nitrate	N_Atlantic	(28.1,28.15]	-0.1700068	-0.3029153	0.0413185
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7997513	-0.8195423	-0.7695161
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.8414610	-0.9585885	-0.7749639
sal + nitrate	N_Pacific	(-Inf,26]	-0.3475667	-0.4246090	-0.2378888
sal + nitrate	N_Pacific	(26,26.5]	0.0698603	0.0075569	0.1021676
sal + nitrate	N_Pacific	(26.5,26.75]	0.2874109	0.1744772	0.4679756
sal + nitrate	N_Pacific	(26.75,27]	0.2169460	0.0626912	0.4701019
sal + nitrate	N_Pacific	(27,27.25]	-0.1884321	-0.3270422	0.0433946
sal + nitrate	N_Pacific	(27.25,27.5]	-0.2773640	-0.6708870	0.1195753
sal + nitrate	N_Pacific	(27.5,27.75]	0.1426631	-0.4347963	0.5979081
sal + nitrate	N_Pacific	(27.75,27.85]	0.2814390	-0.8011327	0.8899772
sal + nitrate	N_Pacific	(27.85,27.95]	0.4120486	-0.5369471	0.9484440
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2822381	-0.3029639	-0.2716148
sal + nitrate	N_Pacific	(28.05,28.1]	0.1067024	-0.1168319	0.3101395
sal + nitrate	N_Pacific	(28.1, Inf]	-0.5692817	-0.6397397	-0.4622332
sal + nitrate	S_Atlantic	(-Inf,26]	-0.8594769	-0.8594769	-0.8594769
sal + nitrate	S_Atlantic	(26,26.5]	-0.6028143	-0.8996957	-0.3727724
sal + nitrate	S_Atlantic	(26.5,26.75]	-0.2887126	-0.8488954	0.1766766
sal + nitrate	S_Atlantic	(26.75,27]	0.2218614	-0.2608724	0.5103138
sal + nitrate	S_Atlantic	(27,27.25]	0.5062124	0.2853275	0.6481788
sal + nitrate	S_Atlantic	(27.25,27.5]	0.5597133	0.2678620	0.7566304
sal + nitrate	S_Atlantic	(27.5,27.75]	0.7849550	0.6227071	0.8885085
sal + nitrate	S_Atlantic	(27.75,27.85]	0.5152119	0.3561502	0.6328030
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.5953710	-0.7570664	-0.4596893
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.9071034	-0.9306782	-0.8634209
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9584926	-0.9697413	-0.9470180
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.9730228	-0.9822906	-0.9608088
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.9781656	-0.9886415	-0.9669448
sal + nitrate	S_Atlantic	(28.2, Inf]	-0.9226347	-0.9472009	-0.8765966
sal + nitrate	S_Pacific	(-Inf,26]	-0.3223968	-0.6923282	-0.0608503
sal + nitrate	S_Pacific	(26,26.5]	-0.3124328	-0.6330775	0.0163224
sal + nitrate	S_Pacific	(26.5,26.75]	-0.6122238	-0.8073352	-0.4354275
sal + nitrate	S_Pacific	(26.75,27]	-0.7666911	-0.9291266	-0.6026573
sal + nitrate	S_Pacific	(27,27.25]	-0.6784077	-0.8940038	-0.4504323
sal + nitrate	S_Pacific	(27.25,27.5]	-0.2020324	-0.4317311	-0.0176140
sal + nitrate	S_Pacific	(27.5,27.75]	0.6399876	0.6105407	0.6693415
sal + nitrate	S_Pacific	(27.75,27.85]	0.8503978	0.8214899	0.8715867
sal + nitrate	S_Pacific	(27.85,27.95]	0.8565533	0.8327654	0.8793974
sal + nitrate	S_Pacific	(27.95,28.05]	0.8857435	0.8557200	0.9129265
sal + nitrate	S_Pacific	(28.05,28.1]	0.8976537	0.8758503	0.9158834
sal + nitrate	S_Pacific	(28.1, Inf]	0.6140304	0.5852449	0.6431097
sal + phosphate	Indian	(-Inf,26]	-0.5879882	-0.9428072	-0.0264699
sal + phosphate	Indian	(26,26.5]	-0.7672980	-0.9825979	-0.4709295
sal + phosphate	Indian	(26.5,26.75]	-0.7144415	-0.9407798	-0.5177028
sal + phosphate	Indian	(26.75,27]	-0.5382815	-0.8130422	-0.3288298
sal + phosphate	Indian	(27,27.25]	-0.2497868	-0.5939351	-0.0638071
sal + phosphate	Indian	(27.25,27.5]	0.4432877	0.3497828	0.5894639
sal + phosphate	Indian	(27.5,27.75]	0.7311186	0.6523522	0.8165521
sal + phosphate	Indian	(27.75,27.85]	0.9323089	0.8757828	0.9641281
sal + phosphate	Indian	(27.85,27.95]	0.9194553	0.8619242	0.9659056
sal + phosphate	Indian	(27.95,28.05]	0.9064709	0.8675363	0.9482281
sal + phosphate	Indian	(28.05,28.1]	0.8874903	0.8559433	0.9281621
sal + phosphate	Indian	(28.1, Inf]	0.7023557	0.6413389	0.7644497
sal + phosphate	N_Atlantic	(-Inf,26]	-0.2465875	-0.3269080	-0.1662670
sal + phosphate	N_Atlantic	(26,26.5]	-0.4662660	-0.5559354	-0.3765967
sal + phosphate	N_Atlantic	(26.5,26.75]	0.2124590	0.1844938	0.2404243
sal + phosphate	N_Atlantic	(26.75,27]	0.5319356	0.2257118	0.8553614
sal + phosphate	N_Atlantic	(27,27.25]	0.2656675	0.1270505	0.4566436
sal + phosphate	N_Atlantic	(27.25,27.5]	0.5292949	0.3819954	0.6777299
sal + phosphate	N_Atlantic	(27.5,27.75]	0.5877043	0.5028075	0.7292598
sal + phosphate	N_Atlantic	(27.75,27.85]	0.6484208	0.5967346	0.7361671
sal + phosphate	N_Atlantic	(27.85,27.95]	0.7160895	0.6899233	0.7452485
sal + phosphate	N_Atlantic	(27.95,28.05]	0.7845854	0.7600865	0.8198344
sal + phosphate	N_Atlantic	(28.05,28.1]	0.6073048	0.5804828	0.6522014
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.0692398	-0.2009411	0.1253203
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7719122	-0.7927008	-0.7394516
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.8160485	-0.9259476	-0.7540394
sal + phosphate	N_Pacific	(-Inf,26]	-0.3739341	-0.4116566	-0.3362394
sal + phosphate	N_Pacific	(26,26.5]	0.0574375	-0.0150742	0.1557276
sal + phosphate	N_Pacific	(26.5,26.75]	0.4170780	0.2570846	0.6405363
sal + phosphate	N_Pacific	(26.75,27]	0.4241311	0.1609773	0.6949620
sal + phosphate	N_Pacific	(27,27.25]	0.0166344	-0.2593200	0.3591223
sal + phosphate	N_Pacific	(27.25,27.5]	-0.1101667	-0.5919304	0.3659545
sal + phosphate	N_Pacific	(27.5,27.75]	0.1920897	-0.4785380	0.6959961
sal + phosphate	N_Pacific	(27.75,27.85]	0.3014401	-0.6812410	0.8622851
sal + phosphate	N_Pacific	(27.85,27.95]	0.4178595	-0.4128589	0.9187502
sal + phosphate	N_Pacific	(27.95,28.05]	-0.3136898	-0.3328912	-0.2811379
sal + phosphate	N_Pacific	(28.05,28.1]	0.0851629	-0.1227832	0.2710137
sal + phosphate	N_Pacific	(28.1, Inf]	-0.5735290	-0.6481645	-0.4619681
sal + phosphate	S_Atlantic	(-Inf,26]	-0.8213314	-0.8213314	-0.8213314
sal + phosphate	S_Atlantic	(26,26.5]	-0.6064605	-0.9476169	-0.3499904
sal + phosphate	S_Atlantic	(26.5,26.75]	-0.3191565	-0.8497207	0.1461270
sal + phosphate	S_Atlantic	(26.75,27]	0.1739303	-0.2481202	0.4582963
sal + phosphate	S_Atlantic	(27,27.25]	0.4644432	0.2860830	0.5922260
sal + phosphate	S_Atlantic	(27.25,27.5]	0.5390669	0.2758804	0.7264039
sal + phosphate	S_Atlantic	(27.5,27.75]	0.7561185	0.6233534	0.8459965
sal + phosphate	S_Atlantic	(27.75,27.85]	0.2764036	-0.0318658	0.5513025
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.6852657	-0.8133782	-0.5816198
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.9120734	-0.9375748	-0.8674720
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9582124	-0.9708217	-0.9459351
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9728790	-0.9812120	-0.9613004
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9773322	-0.9866408	-0.9670798
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.8735230	-0.9109386	-0.8008225
sal + phosphate	S_Pacific	(-Inf,26]	-0.2502168	-0.6168102	0.0289021
sal + phosphate	S_Pacific	(26,26.5]	-0.3468291	-0.7303716	-0.0277949
sal + phosphate	S_Pacific	(26.5,26.75]	-0.6121145	-0.7935516	-0.4681677
sal + phosphate	S_Pacific	(26.75,27]	-0.7553357	-0.9085274	-0.6230066
sal + phosphate	S_Pacific	(27,27.25]	-0.6783484	-0.8744162	-0.4837624
sal + phosphate	S_Pacific	(27.25,27.5]	-0.2231945	-0.4410520	-0.0566454
sal + phosphate	S_Pacific	(27.5,27.75]	0.6224264	0.5978712	0.6523071
sal + phosphate	S_Pacific	(27.75,27.85]	0.8381418	0.8067828	0.8632388
sal + phosphate	S_Pacific	(27.85,27.95]	0.8509093	0.8234160	0.8789649
sal + phosphate	S_Pacific	(27.95,28.05]	0.8853410	0.8532780	0.9112689
sal + phosphate	S_Pacific	(28.05,28.1]	0.9011333	0.8801182	0.9209127
sal + phosphate	S_Pacific	(28.1, Inf]	0.6391166	0.6071677	0.6688631
sal + phosphate_star	Indian	(-Inf,26]	-0.6709220	-0.9003261	-0.3074856
sal + phosphate_star	Indian	(26,26.5]	-0.8490386	-0.9834342	-0.6476322
sal + phosphate_star	Indian	(26.5,26.75]	-0.8949255	-0.9775449	-0.7828489
sal + phosphate_star	Indian	(26.75,27]	-0.8973281	-0.9637117	-0.7936362
sal + phosphate_star	Indian	(27,27.25]	-0.9138859	-0.9688761	-0.8506947
sal + phosphate_star	Indian	(27.25,27.5]	-0.8960268	-0.9623460	-0.8088325
sal + phosphate_star	Indian	(27.5,27.75]	-0.8897022	-0.9236187	-0.8620802
sal + phosphate_star	Indian	(27.75,27.85]	-0.9160129	-0.9428275	-0.8876137
sal + phosphate_star	Indian	(27.85,27.95]	-0.8855029	-0.8999915	-0.8641547
sal + phosphate_star	Indian	(27.95,28.05]	-0.7343702	-0.7756473	-0.7127438
sal + phosphate_star	Indian	(28.05,28.1]	-0.6808938	-0.7879692	-0.6035484
sal + phosphate_star	Indian	(28.1, Inf]	-0.4751655	-0.5870658	-0.3860334
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.3873262	-0.3974519	-0.3772004
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7226718	-0.7739517	-0.6713919
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.6607674	-0.7403168	-0.5812181
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.7367641	-0.7695273	-0.7174889
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.4285831	-0.6076779	-0.2593315
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6377915	-0.8318815	-0.4325480
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3130416	-0.3906643	-0.2460962
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.4828984	0.3251446	0.6531860
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5531957	0.4803882	0.5935063
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7161219	0.7117354	0.7229124
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.6447885	0.6183982	0.6922925
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.0207011	-0.1269308	0.1880151
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7870156	-0.8148673	-0.7470634
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.8177820	-0.9868784	-0.7236664
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7665755	-0.8666669	-0.7111947
sal + phosphate_star	N_Pacific	(26,26.5]	-0.6091039	-0.7485244	-0.3496097
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.4447188	-0.8399839	-0.0128387
sal + phosphate_star	N_Pacific	(26.75,27]	-0.4171620	-0.9130043	0.1841413
sal + phosphate_star	N_Pacific	(27,27.25]	-0.4872876	-0.8977909	0.0184578
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.0792072	-0.5437416	0.3683826
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.3898667	-0.0543243	0.7134559
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.4359222	-0.1292995	0.7830657
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.4956783	0.4579469	0.5477547
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.8267961	0.8100428	0.8444215
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.2139781	0.0805816	0.2938907
sal + phosphate_star	N_Pacific	(28.1, Inf]	0.1757383	-0.0220060	0.2946388
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.9568989	-0.9568989	-0.9568989
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8761001	-0.9792498	-0.7992281
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8677435	-0.9615197	-0.7844405
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8654805	-0.9096345	-0.8141899
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9034962	-0.9486559	-0.8196004
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9645279	-0.9807076	-0.9369602
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9842441	-0.9890337	-0.9782487
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9952354	-0.9970042	-0.9939339
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9956055	-0.9968970	-0.9945989
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9948360	-0.9967309	-0.9922574
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9956253	-0.9978061	-0.9929270
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9914054	-0.9955268	-0.9836379
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9909216	-0.9927691	-0.9888174
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.8488536	-0.9183826	-0.7590360
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.3836217	-0.5574007	-0.2452667
sal + phosphate_star	S_Pacific	(26,26.5]	-0.7270939	-0.8743908	-0.6510200
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.8877566	-0.9185401	-0.8660951
sal + phosphate_star	S_Pacific	(26.75,27]	-0.9104579	-0.9181259	-0.9043064
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9369896	-0.9460273	-0.9295323
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.9020721	-0.9123327	-0.8937225
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.6937065	-0.7551236	-0.6346770
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.7686439	-0.8296099	-0.6680064
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.6735732	-0.8898471	-0.2737296
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.6341847	-0.8759977	-0.2994101
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.5137401	-0.7717672	-0.2418782
sal + phosphate_star	S_Pacific	(28.1, Inf]	-0.3071915	-0.4368866	-0.1345567
sal + silicate	Indian	(-Inf,26]	-0.7503771	-0.9374950	-0.4346934
sal + silicate	Indian	(26,26.5]	-0.7933140	-0.9850611	-0.5751213
sal + silicate	Indian	(26.5,26.75]	-0.7084259	-0.9371091	-0.5856369
sal + silicate	Indian	(26.75,27]	-0.4978263	-0.7633741	-0.3517097
sal + silicate	Indian	(27,27.25]	-0.2650074	-0.5607144	-0.0400083
sal + silicate	Indian	(27.25,27.5]	0.4464194	0.3731357	0.5487777
sal + silicate	Indian	(27.5,27.75]	0.7128730	0.6436371	0.7905095
sal + silicate	Indian	(27.75,27.85]	0.9258480	0.8707297	0.9632033
sal + silicate	Indian	(27.85,27.95]	0.9164955	0.8623335	0.9613125
sal + silicate	Indian	(27.95,28.05]	0.9168753	0.8799135	0.9540991
sal + silicate	Indian	(28.05,28.1]	0.9240258	0.9043352	0.9526289
sal + silicate	Indian	(28.1, Inf]	0.8984048	0.8877134	0.9038231
sal + silicate	N_Atlantic	(-Inf,26]	-0.8954297	-0.9222475	-0.8686118
sal + silicate	N_Atlantic	(26,26.5]	-0.8043651	-0.8184304	-0.7902998
sal + silicate	N_Atlantic	(26.5,26.75]	0.3493645	0.3146807	0.3840484
sal + silicate	N_Atlantic	(26.75,27]	0.6631025	0.5061659	0.7915849
sal + silicate	N_Atlantic	(27,27.25]	0.3181936	0.2945095	0.3412591
sal + silicate	N_Atlantic	(27.25,27.5]	0.6001468	0.4597254	0.7114545
sal + silicate	N_Atlantic	(27.5,27.75]	0.6101836	0.5282911	0.7223208
sal + silicate	N_Atlantic	(27.75,27.85]	0.6011385	0.5409057	0.7003834
sal + silicate	N_Atlantic	(27.85,27.95]	0.5431054	0.4689015	0.6349700
sal + silicate	N_Atlantic	(27.95,28.05]	0.5950226	0.5380613	0.7047348
sal + silicate	N_Atlantic	(28.05,28.1]	0.3022338	0.1902358	0.3648685
sal + silicate	N_Atlantic	(28.1,28.15]	0.4352094	0.3802905	0.4867382
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7645209	-0.8030457	-0.7294610
sal + silicate	N_Atlantic	(28.2, Inf]	-0.8518294	-0.9353017	-0.7997810
sal + silicate	N_Pacific	(-Inf,26]	-0.3820245	-0.4586857	-0.2762211
sal + silicate	N_Pacific	(26,26.5]	0.1540667	0.1310108	0.1954384
sal + silicate	N_Pacific	(26.5,26.75]	0.2586718	0.1286950	0.4688709
sal + silicate	N_Pacific	(26.75,27]	0.1424977	-0.2484134	0.4748703
sal + silicate	N_Pacific	(27,27.25]	-0.1646465	-0.3951233	0.0996956
sal + silicate	N_Pacific	(27.25,27.5]	-0.2818200	-0.6973512	0.1375303
sal + silicate	N_Pacific	(27.5,27.75]	0.0613894	-0.5759683	0.5686136
sal + silicate	N_Pacific	(27.75,27.85]	0.2286942	-0.7194872	0.8046080
sal + silicate	N_Pacific	(27.85,27.95]	0.3773272	-0.3842687	0.8864118
sal + silicate	N_Pacific	(27.95,28.05]	0.0699047	-0.0104624	0.1351970
sal + silicate	N_Pacific	(28.05,28.1]	0.2770368	0.1683232	0.3759685
sal + silicate	N_Pacific	(28.1, Inf]	-0.0403455	-0.1128096	0.0674025
sal + silicate	S_Atlantic	(-Inf,26]	-0.0913001	-0.0913001	-0.0913001
sal + silicate	S_Atlantic	(26,26.5]	-0.5673428	-0.8357616	-0.3685710
sal + silicate	S_Atlantic	(26.5,26.75]	-0.3788242	-0.8219619	-0.0121451
sal + silicate	S_Atlantic	(26.75,27]	-0.1920319	-0.4699744	-0.0389595
sal + silicate	S_Atlantic	(27,27.25]	-0.1382721	-0.2702338	-0.0105605
sal + silicate	S_Atlantic	(27.25,27.5]	-0.2323102	-0.3876287	-0.1094728
sal + silicate	S_Atlantic	(27.5,27.75]	-0.2080739	-0.4292900	-0.0000685
sal + silicate	S_Atlantic	(27.75,27.85]	-0.4621691	-0.7471612	-0.2145437
sal + silicate	S_Atlantic	(27.85,27.95]	-0.8046526	-0.8836833	-0.6930876
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8948347	-0.9374806	-0.8109339
sal + silicate	S_Atlantic	(28.05,28.1]	-0.9445314	-0.9691023	-0.9111987
sal + silicate	S_Atlantic	(28.1,28.15]	-0.9507245	-0.9645902	-0.9299741
sal + silicate	S_Atlantic	(28.15,28.2]	-0.9411561	-0.9504762	-0.9245266
sal + silicate	S_Atlantic	(28.2, Inf]	-0.5070295	-0.6596779	-0.2799662
sal + silicate	S_Pacific	(-Inf,26]	-0.4344969	-0.6538507	-0.2348747
sal + silicate	S_Pacific	(26,26.5]	-0.3632307	-0.7013858	-0.0489723
sal + silicate	S_Pacific	(26.5,26.75]	-0.5854743	-0.7820377	-0.3938485
sal + silicate	S_Pacific	(26.75,27]	-0.7226696	-0.8957341	-0.5450184
sal + silicate	S_Pacific	(27,27.25]	-0.6851675	-0.8954718	-0.4803527
sal + silicate	S_Pacific	(27.25,27.5]	-0.2508505	-0.4668424	-0.0832499
sal + silicate	S_Pacific	(27.5,27.75]	0.6413361	0.6120334	0.6609147
sal + silicate	S_Pacific	(27.75,27.85]	0.8815470	0.8443677	0.9138062
sal + silicate	S_Pacific	(27.85,27.95]	0.8869089	0.8534816	0.9309081
sal + silicate	S_Pacific	(27.95,28.05]	0.9111921	0.8783377	0.9281754
sal + silicate	S_Pacific	(28.05,28.1]	0.9210399	0.9045879	0.9423909
sal + silicate	S_Pacific	(28.1, Inf]	0.8192382	0.8118935	0.8302951
sal + temp	Indian	(-Inf,26]	0.2665145	-0.2718546	0.6422465
sal + temp	Indian	(26,26.5]	0.8817099	0.8194336	0.9386971
sal + temp	Indian	(26.5,26.75]	0.9197499	0.9047754	0.9300600
sal + temp	Indian	(26.75,27]	0.8994359	0.8936754	0.9106526
sal + temp	Indian	(27,27.25]	0.9083461	0.8800211	0.9231042
sal + temp	Indian	(27.25,27.5]	0.9305754	0.9104482	0.9478195
sal + temp	Indian	(27.5,27.75]	0.9080415	0.8991075	0.9132125
sal + temp	Indian	(27.75,27.85]	0.9601324	0.9538924	0.9652756
sal + temp	Indian	(27.85,27.95]	0.9542474	0.9492055	0.9613218
sal + temp	Indian	(27.95,28.05]	0.9141136	0.8983288	0.9252606
sal + temp	Indian	(28.05,28.1]	0.9450973	0.9289866	0.9551844
sal + temp	Indian	(28.1, Inf]	0.6367986	0.5832317	0.6671478
sal + temp	N_Atlantic	(-Inf,26]	0.7723827	0.7461379	0.7986276
sal + temp	N_Atlantic	(26,26.5]	0.8357867	0.8139061	0.8576673
sal + temp	N_Atlantic	(26.5,26.75]	0.9631444	0.9558480	0.9704407
sal + temp	N_Atlantic	(26.75,27]	0.9878644	0.9852270	0.9894792
sal + temp	N_Atlantic	(27,27.25]	0.9663956	0.9513313	0.9760695
sal + temp	N_Atlantic	(27.25,27.5]	0.9901821	0.9872648	0.9919653
sal + temp	N_Atlantic	(27.5,27.75]	0.9758998	0.9704204	0.9846360
sal + temp	N_Atlantic	(27.75,27.85]	0.9524456	0.9475043	0.9601971
sal + temp	N_Atlantic	(27.85,27.95]	0.9103677	0.9016016	0.9163942
sal + temp	N_Atlantic	(27.95,28.05]	0.7974509	0.7639814	0.8317048
sal + temp	N_Atlantic	(28.05,28.1]	0.3586179	0.2207862	0.5500165
sal + temp	N_Atlantic	(28.1,28.15]	-0.1550660	-0.4516223	0.2885690
sal + temp	N_Atlantic	(28.15,28.2]	0.8266168	0.8009698	0.8530049
sal + temp	N_Atlantic	(28.2, Inf]	0.5206161	0.0638839	0.8574020
sal + temp	N_Pacific	(-Inf,26]	0.8740217	0.8372487	0.9445602
sal + temp	N_Pacific	(26,26.5]	0.8928053	0.8522837	0.9216928
sal + temp	N_Pacific	(26.5,26.75]	0.9579733	0.9507489	0.9624567
sal + temp	N_Pacific	(26.75,27]	0.9733076	0.9700877	0.9750926
sal + temp	N_Pacific	(27,27.25]	0.9648750	0.9641618	0.9659890
sal + temp	N_Pacific	(27.25,27.5]	0.8556855	0.8386758	0.8886986
sal + temp	N_Pacific	(27.5,27.75]	0.6691293	0.5136697	0.8250865
sal + temp	N_Pacific	(27.75,27.85]	0.8479051	0.6586352	0.9635340
sal + temp	N_Pacific	(27.85,27.95]	0.6532993	0.1693981	0.9495338
sal + temp	N_Pacific	(27.95,28.05]	-0.6092308	-0.6385450	-0.5860080
sal + temp	N_Pacific	(28.05,28.1]	-0.2815986	-0.3729606	-0.1856324
sal + temp	N_Pacific	(28.1, Inf]	-0.5481220	-0.6741609	-0.3716472
sal + temp	S_Atlantic	(-Inf,26]	0.9842009	0.9842009	0.9842009
sal + temp	S_Atlantic	(26,26.5]	0.9831495	0.9789586	0.9870275
sal + temp	S_Atlantic	(26.5,26.75]	0.9699819	0.9587439	0.9907486
sal + temp	S_Atlantic	(26.75,27]	0.9505777	0.9408918	0.9585174
sal + temp	S_Atlantic	(27,27.25]	0.9305832	0.8967296	0.9478100
sal + temp	S_Atlantic	(27.25,27.5]	0.9413196	0.9229912	0.9512315
sal + temp	S_Atlantic	(27.5,27.75]	0.9110516	0.8862866	0.9238073
sal + temp	S_Atlantic	(27.75,27.85]	0.9671275	0.9446623	0.9810771
sal + temp	S_Atlantic	(27.85,27.95]	0.9762576	0.9719134	0.9799654
sal + temp	S_Atlantic	(27.95,28.05]	0.9766051	0.9700426	0.9871143
sal + temp	S_Atlantic	(28.05,28.1]	0.9817539	0.9782840	0.9839638
sal + temp	S_Atlantic	(28.1,28.15]	0.9814026	0.9780030	0.9867142
sal + temp	S_Atlantic	(28.15,28.2]	0.9780517	0.9757125	0.9818788
sal + temp	S_Atlantic	(28.2, Inf]	0.9318119	0.9040689	0.9495629
sal + temp	S_Pacific	(-Inf,26]	0.7310726	0.5847611	0.8465028
sal + temp	S_Pacific	(26,26.5]	0.8960863	0.8774555	0.9083273
sal + temp	S_Pacific	(26.5,26.75]	0.9260916	0.9189682	0.9383545
sal + temp	S_Pacific	(26.75,27]	0.9188561	0.9066066	0.9290158
sal + temp	S_Pacific	(27,27.25]	0.8939027	0.8806612	0.9067374
sal + temp	S_Pacific	(27.25,27.5]	0.8551315	0.8248221	0.8756031
sal + temp	S_Pacific	(27.5,27.75]	0.7298783	0.7043065	0.7440198
sal + temp	S_Pacific	(27.75,27.85]	0.9082231	0.8879632	0.9256681
sal + temp	S_Pacific	(27.85,27.95]	0.9068097	0.8139965	0.9538427
sal + temp	S_Pacific	(27.95,28.05]	0.9097880	0.8422907	0.9550561
sal + temp	S_Pacific	(28.05,28.1]	0.9422510	0.9326898	0.9470981
sal + temp	S_Pacific	(28.1, Inf]	0.5235238	0.4414814	0.5771431
silicate + phosphate	Indian	(-Inf,26]	0.9163300	0.8388627	0.9939320
silicate + phosphate	Indian	(26,26.5]	0.9504509	0.9318302	0.9849744
silicate + phosphate	Indian	(26.5,26.75]	0.9653806	0.9494876	0.9828077
silicate + phosphate	Indian	(26.75,27]	0.9778920	0.9673793	0.9935140
silicate + phosphate	Indian	(27,27.25]	0.9877094	0.9763964	0.9973912
silicate + phosphate	Indian	(27.25,27.5]	0.9880575	0.9825196	0.9954621
silicate + phosphate	Indian	(27.5,27.75]	0.9840986	0.9805951	0.9910194
silicate + phosphate	Indian	(27.75,27.85]	0.9917176	0.9866323	0.9967368
silicate + phosphate	Indian	(27.85,27.95]	0.9926488	0.9883569	0.9959835
silicate + phosphate	Indian	(27.95,28.05]	0.9898136	0.9877636	0.9911892
silicate + phosphate	Indian	(28.05,28.1]	0.9915250	0.9888309	0.9930047
silicate + phosphate	Indian	(28.1, Inf]	0.7850537	0.7757786	0.7915312
silicate + phosphate	N_Atlantic	(-Inf,26]	-0.0546651	-0.2077346	0.0984044
silicate + phosphate	N_Atlantic	(26,26.5]	0.3462497	0.2513877	0.4411117
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.5445191	0.4693763	0.6196620
silicate + phosphate	N_Atlantic	(26.75,27]	0.8983183	0.8744054	0.9410769
silicate + phosphate	N_Atlantic	(27,27.25]	0.9641474	0.9585116	0.9713683
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9897311	0.9852307	0.9943280
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9931156	0.9897299	0.9948101
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9868070	0.9772705	0.9936928
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9228863	0.8900889	0.9414011
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.7764739	0.7044480	0.8363103
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.5323961	0.4817065	0.5977206
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7103216	0.6573192	0.7457981
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9855133	0.9837040	0.9867969
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9924791	0.9856050	0.9995496
silicate + phosphate	N_Pacific	(-Inf,26]	0.9590846	0.9545519	0.9671694
silicate + phosphate	N_Pacific	(26,26.5]	0.8372483	0.8159764	0.8492860
silicate + phosphate	N_Pacific	(26.5,26.75]	0.7999345	0.7640563	0.8392129
silicate + phosphate	N_Pacific	(26.75,27]	0.7229168	0.5944936	0.8543506
silicate + phosphate	N_Pacific	(27,27.25]	0.7989736	0.7721591	0.8321539
silicate + phosphate	N_Pacific	(27.25,27.5]	0.8825123	0.8792632	0.8853985
silicate + phosphate	N_Pacific	(27.5,27.75]	0.9133122	0.8921497	0.9356928
silicate + phosphate	N_Pacific	(27.75,27.85]	0.9252154	0.8782433	0.9678383
silicate + phosphate	N_Pacific	(27.85,27.95]	0.8855028	0.7809960	0.9702387
silicate + phosphate	N_Pacific	(27.95,28.05]	0.6547847	0.6401129	0.6657497
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7680021	0.7597094	0.7722677
silicate + phosphate	N_Pacific	(28.1, Inf]	0.8112714	0.8035645	0.8201490
silicate + phosphate	S_Atlantic	(-Inf,26]	0.6196392	0.6196392	0.6196392
silicate + phosphate	S_Atlantic	(26,26.5]	0.9473115	0.9242647	0.9635070
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9524784	0.9206371	0.9890599
silicate + phosphate	S_Atlantic	(26.75,27]	0.8727009	0.7970758	0.9368006
silicate + phosphate	S_Atlantic	(27,27.25]	0.7165972	0.5589849	0.8875253
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.3955917	0.0583740	0.7608048
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.2495056	-0.0638277	0.5862747
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.5861455	0.5575723	0.6137378
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9343118	0.9210219	0.9564108
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9772804	0.9680900	0.9873532
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9913808	0.9883970	0.9938202
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9902972	0.9882199	0.9934341
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9858099	0.9843530	0.9881773
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8423400	0.7769469	0.8972128
silicate + phosphate	S_Pacific	(-Inf,26]	0.9239703	0.8940831	0.9510458
silicate + phosphate	S_Pacific	(26,26.5]	0.9691430	0.9648578	0.9731575
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9593012	0.9345939	0.9718938
silicate + phosphate	S_Pacific	(26.75,27]	0.9725272	0.9632580	0.9815816
silicate + phosphate	S_Pacific	(27,27.25]	0.9829667	0.9753305	0.9907874
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9744845	0.9544309	0.9869872
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9745901	0.9603432	0.9841204
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9824645	0.9684963	0.9916938
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9839194	0.9690786	0.9927646
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9893149	0.9798712	0.9940830
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9962292	0.9940602	0.9974009
silicate + phosphate	S_Pacific	(28.1, Inf]	0.9353538	0.9233920	0.9438709
silicate + phosphate_star	Indian	(-Inf,26]	0.9571842	0.9150094	0.9923189
silicate + phosphate_star	Indian	(26,26.5]	0.8825737	0.7942678	0.9642041
silicate + phosphate_star	Indian	(26.5,26.75]	0.7836012	0.6248054	0.8719441
silicate + phosphate_star	Indian	(26.75,27]	0.5783972	0.4182647	0.6839279
silicate + phosphate_star	Indian	(27,27.25]	0.4588264	0.3547741	0.5281242
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0637865	-0.1410316	-0.0101942
silicate + phosphate_star	Indian	(27.5,27.75]	-0.3319476	-0.3911197	-0.2194728
silicate + phosphate_star	Indian	(27.75,27.85]	-0.7153841	-0.7936035	-0.5611012
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6536886	-0.7134735	-0.5577372
silicate + phosphate_star	Indian	(27.95,28.05]	-0.4468672	-0.4984473	-0.4097633
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4192748	-0.5158371	-0.3650175
silicate + phosphate_star	Indian	(28.1, Inf]	-0.1512727	-0.2986958	-0.0433162
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.4016676	0.3267657	0.4765695
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.5606213	0.4739977	0.6472450
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.2118946	0.0638934	0.3598958
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.0867607	-0.1720070	0.0521565
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.6619345	0.4778750	0.7929054
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.1691259	-0.1239272	0.3548942
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.5040141	0.4040692	0.6526317
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9651758	0.9254504	0.9932748
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9662733	0.9452611	0.9831938
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8919404	0.8450521	0.9406468
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.5640965	0.4884339	0.6681926
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.6788139	0.6235740	0.7545819
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9741244	0.9700260	0.9822177
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9765925	0.9730376	0.9797644
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.7508997	0.6226086	0.8208908
silicate + phosphate_star	N_Pacific	(26,26.5]	0.3584314	0.2612664	0.5118730
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.3102089	0.1194286	0.4524642
silicate + phosphate_star	N_Pacific	(26.75,27]	0.4980730	0.3358673	0.7697519
silicate + phosphate_star	N_Pacific	(27,27.25]	0.6763287	0.5551372	0.8251422
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8743834	0.8700580	0.8793437
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.8326711	0.7726515	0.8815927
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.7846106	0.6964669	0.8714496
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.4212389	0.3013368	0.5344695
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.0408574	-0.1675856	0.2259500
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5474975	-0.6843252	-0.4550253
silicate + phosphate_star	N_Pacific	(28.1, Inf]	-0.6814236	-0.7633078	-0.6221019
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.2917853	0.2917853	0.2917853
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.7940701	0.6954823	0.9014304
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.7000531	0.5148033	0.9353814
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.5375134	0.3221217	0.8436772
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.4465602	0.3443828	0.4992960
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	0.4016612	0.2361636	0.5013702
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.3318144	0.1866671	0.5074874
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.5286622	0.2998645	0.7870498
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8352077	0.7344210	0.9075380
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9180275	0.8419396	0.9567069
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9569256	0.9278556	0.9764798
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9625449	0.9364416	0.9793474
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9584296	0.9353099	0.9773691
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8656743	0.8189106	0.9010702
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.7956947	0.7349084	0.8583990
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7717483	0.6436958	0.8662318
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7758222	0.6826166	0.8677094
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7983210	0.7099065	0.8654126
silicate + phosphate_star	S_Pacific	(27,27.25]	0.6964226	0.5498148	0.8485106
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.4728629	0.3369092	0.6303067
silicate + phosphate_star	S_Pacific	(27.5,27.75]	0.0219368	-0.0835825	0.0820211
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4493512	-0.5358315	-0.3989042
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.3605501	-0.5872159	0.0019452
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3425359	-0.6673012	-0.0167570
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2092789	-0.5053246	0.1398245
silicate + phosphate_star	S_Pacific	(28.1, Inf]	-0.3178871	-0.4442872	-0.1454486
temp + aou	Indian	(-Inf,26]	-0.7222569	-0.8432313	-0.6474656
temp + aou	Indian	(26,26.5]	-0.6344937	-0.8942892	-0.3967387
temp + aou	Indian	(26.5,26.75]	-0.5409207	-0.7771174	-0.3846539
temp + aou	Indian	(26.75,27]	-0.2985721	-0.5207912	-0.1837816
temp + aou	Indian	(27,27.25]	-0.0339113	-0.2496053	0.1031655
temp + aou	Indian	(27.25,27.5]	0.4396390	0.3854931	0.5055510
temp + aou	Indian	(27.5,27.75]	0.6389069	0.5706369	0.7087525
temp + aou	Indian	(27.75,27.85]	0.8968578	0.8504388	0.9223016
temp + aou	Indian	(27.85,27.95]	0.9018505	0.8883106	0.9195222
temp + aou	Indian	(27.95,28.05]	0.8591929	0.8293164	0.8859584
temp + aou	Indian	(28.05,28.1]	0.8793492	0.8596987	0.8909766
temp + aou	Indian	(28.1, Inf]	0.8391838	0.7972226	0.8665024
temp + aou	N_Atlantic	(-Inf,26]	-0.5876499	-0.6951794	-0.4801203
temp + aou	N_Atlantic	(26,26.5]	-0.5650994	-0.6164512	-0.5137476
temp + aou	N_Atlantic	(26.5,26.75]	0.1268888	0.1246670	0.1291105
temp + aou	N_Atlantic	(26.75,27]	0.5371853	0.2363289	0.8261860
temp + aou	N_Atlantic	(27,27.25]	0.2947704	0.1952669	0.4425283
temp + aou	N_Atlantic	(27.25,27.5]	0.6291607	0.4987252	0.7419638
temp + aou	N_Atlantic	(27.5,27.75]	0.6192941	0.5400614	0.7741210
temp + aou	N_Atlantic	(27.75,27.85]	0.5998863	0.5605616	0.6685557
temp + aou	N_Atlantic	(27.85,27.95]	0.6601783	0.6295871	0.6833190
temp + aou	N_Atlantic	(27.95,28.05]	0.6994584	0.6589888	0.7481123
temp + aou	N_Atlantic	(28.05,28.1]	0.3167367	0.3024116	0.3359090
temp + aou	N_Atlantic	(28.1,28.15]	-0.1280678	-0.1878388	-0.0745862
temp + aou	N_Atlantic	(28.15,28.2]	-0.7321128	-0.7564185	-0.7149508
temp + aou	N_Atlantic	(28.2, Inf]	-0.3653514	-0.5304732	-0.0433784
temp + aou	N_Pacific	(-Inf,26]	-0.3998517	-0.5585404	-0.1553189
temp + aou	N_Pacific	(26,26.5]	0.0141624	-0.0282565	0.0725147
temp + aou	N_Pacific	(26.5,26.75]	0.3883787	0.3083113	0.5370479
temp + aou	N_Pacific	(26.75,27]	0.6014397	0.5312057	0.6997929
temp + aou	N_Pacific	(27,27.25]	0.0260373	-0.0813448	0.1477787
temp + aou	N_Pacific	(27.25,27.5]	-0.4536162	-0.7881529	-0.0683510
temp + aou	N_Pacific	(27.5,27.75]	-0.1655470	-0.7155693	0.3207468
temp + aou	N_Pacific	(27.75,27.85]	0.1615620	-0.7692796	0.7319430
temp + aou	N_Pacific	(27.85,27.95]	0.3549936	-0.4349418	0.8639999
temp + aou	N_Pacific	(27.95,28.05]	0.2348394	0.0978840	0.3233564
temp + aou	N_Pacific	(28.05,28.1]	0.4118390	0.3095938	0.5112806
temp + aou	N_Pacific	(28.1, Inf]	0.9130232	0.9029009	0.9205931
temp + aou	S_Atlantic	(-Inf,26]	-0.8286838	-0.8286838	-0.8286838
temp + aou	S_Atlantic	(26,26.5]	-0.4945466	-0.9109261	-0.1711744
temp + aou	S_Atlantic	(26.5,26.75]	-0.1466745	-0.7508649	0.2878425
temp + aou	S_Atlantic	(26.75,27]	0.2549164	-0.1367210	0.5041056
temp + aou	S_Atlantic	(27,27.25]	0.4358285	0.1360706	0.6139196
temp + aou	S_Atlantic	(27.25,27.5]	0.5706747	0.2841788	0.7386066
temp + aou	S_Atlantic	(27.5,27.75]	0.7511039	0.5874208	0.8501892
temp + aou	S_Atlantic	(27.75,27.85]	0.9078779	0.8328751	0.9490829
temp + aou	S_Atlantic	(27.85,27.95]	0.8950071	0.8708369	0.9071830
temp + aou	S_Atlantic	(27.95,28.05]	0.5377968	0.2013555	0.7486186
temp + aou	S_Atlantic	(28.05,28.1]	-0.3282621	-0.6648990	0.0791802
temp + aou	S_Atlantic	(28.1,28.15]	-0.6793694	-0.8826968	-0.3584516
temp + aou	S_Atlantic	(28.15,28.2]	-0.8247104	-0.9407939	-0.6911884
temp + aou	S_Atlantic	(28.2, Inf]	-0.7655464	-0.8404859	-0.6325580
temp + aou	S_Pacific	(-Inf,26]	-0.2546849	-0.5114592	0.0177252
temp + aou	S_Pacific	(26,26.5]	-0.3038079	-0.5760671	-0.0212110
temp + aou	S_Pacific	(26.5,26.75]	-0.4486434	-0.6072036	-0.3375467
temp + aou	S_Pacific	(26.75,27]	-0.5718634	-0.6776498	-0.4599074
temp + aou	S_Pacific	(27,27.25]	-0.3712309	-0.5492433	-0.1771507
temp + aou	S_Pacific	(27.25,27.5]	-0.0461187	-0.1491066	0.0475158
temp + aou	S_Pacific	(27.5,27.75]	0.3215759	0.2888965	0.3443154
temp + aou	S_Pacific	(27.75,27.85]	0.7725340	0.7384716	0.8116138
temp + aou	S_Pacific	(27.85,27.95]	0.7954062	0.7616824	0.8195737
temp + aou	S_Pacific	(27.95,28.05]	0.8476790	0.8159380	0.9008958
temp + aou	S_Pacific	(28.05,28.1]	0.8536133	0.7942327	0.8996044
temp + aou	S_Pacific	(28.1, Inf]	0.9098643	0.8629598	0.9472515
temp + nitrate	Indian	(-Inf,26]	-0.7463732	-0.8584876	-0.6776350
temp + nitrate	Indian	(26,26.5]	-0.7001288	-0.9403765	-0.4420626
temp + nitrate	Indian	(26.5,26.75]	-0.6645503	-0.8419447	-0.5197137
temp + nitrate	Indian	(26.75,27]	-0.4741040	-0.6344618	-0.3890122
temp + nitrate	Indian	(27,27.25]	-0.2365041	-0.3966061	-0.1244754
temp + nitrate	Indian	(27.25,27.5]	0.1760925	0.1275746	0.2704130
temp + nitrate	Indian	(27.5,27.75]	0.4125028	0.3042518	0.5387506
temp + nitrate	Indian	(27.75,27.85]	0.8275633	0.7356118	0.8783495
temp + nitrate	Indian	(27.85,27.95]	0.8297368	0.7738197	0.8806902
temp + nitrate	Indian	(27.95,28.05]	0.7634408	0.7187416	0.8309245
temp + nitrate	Indian	(28.05,28.1]	0.7634053	0.7336062	0.8207346
temp + nitrate	Indian	(28.1, Inf]	0.7304790	0.6895732	0.7586746
temp + nitrate	N_Atlantic	(-Inf,26]	-0.8259890	-0.8896045	-0.7623735
temp + nitrate	N_Atlantic	(26,26.5]	-0.7494923	-0.7673339	-0.7316508
temp + nitrate	N_Atlantic	(26.5,26.75]	0.1436707	0.1186769	0.1686645
temp + nitrate	N_Atlantic	(26.75,27]	0.5603437	0.2857025	0.8285165
temp + nitrate	N_Atlantic	(27,27.25]	0.2713563	0.2076785	0.3775223
temp + nitrate	N_Atlantic	(27.25,27.5]	0.6193646	0.4980795	0.7190176
temp + nitrate	N_Atlantic	(27.5,27.75]	0.6182553	0.5396704	0.7659915
temp + nitrate	N_Atlantic	(27.75,27.85]	0.6162663	0.5790743	0.6773176
temp + nitrate	N_Atlantic	(27.85,27.95]	0.6397905	0.6186482	0.6616463
temp + nitrate	N_Atlantic	(27.95,28.05]	0.6383921	0.5839542	0.6947007
temp + nitrate	N_Atlantic	(28.05,28.1]	0.2286245	0.0929620	0.3310653
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.3021683	-0.3464987	-0.2683738
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.8013176	-0.8062124	-0.7967142
temp + nitrate	N_Atlantic	(28.2, Inf]	-0.2031293	-0.7164093	0.3833359
temp + nitrate	N_Pacific	(-Inf,26]	-0.6355850	-0.7493951	-0.4571356
temp + nitrate	N_Pacific	(26,26.5]	-0.1467137	-0.2086915	-0.0995621
temp + nitrate	N_Pacific	(26.5,26.75]	0.2167353	0.0966301	0.4453028
temp + nitrate	N_Pacific	(26.75,27]	0.1734197	-0.0052044	0.4485530
temp + nitrate	N_Pacific	(27,27.25]	-0.2594938	-0.3980540	0.0058805
temp + nitrate	N_Pacific	(27.25,27.5]	-0.3901372	-0.8503875	0.0544582
temp + nitrate	N_Pacific	(27.5,27.75]	-0.1382229	-0.7967424	0.4050676
temp + nitrate	N_Pacific	(27.75,27.85]	0.2006810	-0.8787940	0.8328374
temp + nitrate	N_Pacific	(27.85,27.95]	0.3528878	-0.5867685	0.9123421
temp + nitrate	N_Pacific	(27.95,28.05]	0.0688483	-0.0384937	0.1555917
temp + nitrate	N_Pacific	(28.05,28.1]	0.3661188	0.2562567	0.4253241
temp + nitrate	N_Pacific	(28.1, Inf]	0.8991849	0.8883083	0.9063221
temp + nitrate	S_Atlantic	(-Inf,26]	-0.8229905	-0.8229905	-0.8229905
temp + nitrate	S_Atlantic	(26,26.5]	-0.6444319	-0.9472283	-0.4183893
temp + nitrate	S_Atlantic	(26.5,26.75]	-0.3583713	-0.8853196	0.0699467
temp + nitrate	S_Atlantic	(26.75,27]	0.0991087	-0.3204496	0.3539520
temp + nitrate	S_Atlantic	(27,27.25]	0.2409723	-0.0848003	0.4330534
temp + nitrate	S_Atlantic	(27.25,27.5]	0.2826737	-0.0966157	0.5357484
temp + nitrate	S_Atlantic	(27.5,27.75]	0.5400532	0.2674230	0.7214839
temp + nitrate	S_Atlantic	(27.75,27.85]	0.4746337	0.3902436	0.5735069
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.5451613	-0.6824322	-0.3816669
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.8534353	-0.9161420	-0.7904170
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.9171210	-0.9309807	-0.9031335
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.9429452	-0.9692974	-0.9248225
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.9524208	-0.9717878	-0.9408563
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.9376883	-0.9486869	-0.9166751
temp + nitrate	S_Pacific	(-Inf,26]	-0.2855417	-0.5152722	-0.0233803
temp + nitrate	S_Pacific	(26,26.5]	-0.4342652	-0.6182456	-0.2139619
temp + nitrate	S_Pacific	(26.5,26.75]	-0.5815675	-0.7756868	-0.4464465
temp + nitrate	S_Pacific	(26.75,27]	-0.7120271	-0.8161132	-0.6053836
temp + nitrate	S_Pacific	(27,27.25]	-0.5512314	-0.7158819	-0.3857146
temp + nitrate	S_Pacific	(27.25,27.5]	-0.2582312	-0.3839762	-0.1659425
temp + nitrate	S_Pacific	(27.5,27.75]	0.1784970	0.1497612	0.1956173
temp + nitrate	S_Pacific	(27.75,27.85]	0.7297056	0.6900986	0.7780750
temp + nitrate	S_Pacific	(27.85,27.95]	0.7403260	0.7237510	0.7539900
temp + nitrate	S_Pacific	(27.95,28.05]	0.8007038	0.7667991	0.8574891
temp + nitrate	S_Pacific	(28.05,28.1]	0.8068834	0.7467059	0.8553536
temp + nitrate	S_Pacific	(28.1, Inf]	0.8865039	0.8297095	0.9305307
temp + phosphate	Indian	(-Inf,26]	-0.7349441	-0.8518947	-0.6368911
temp + phosphate	Indian	(26,26.5]	-0.7043697	-0.9312323	-0.4738634
temp + phosphate	Indian	(26.5,26.75]	-0.6307243	-0.8327604	-0.4734881
temp + phosphate	Indian	(26.75,27]	-0.4319168	-0.6249615	-0.3158045
temp + phosphate	Indian	(27,27.25]	-0.2021704	-0.3966755	-0.0857014
temp + phosphate	Indian	(27.25,27.5]	0.2095884	0.1373864	0.3311937
temp + phosphate	Indian	(27.5,27.75]	0.4391051	0.3361493	0.5692328
temp + phosphate	Indian	(27.75,27.85]	0.8251371	0.7270992	0.8869471
temp + phosphate	Indian	(27.85,27.95]	0.8243640	0.7590021	0.8845173
temp + phosphate	Indian	(27.95,28.05]	0.7628938	0.7087527	0.8354356
temp + phosphate	Indian	(28.05,28.1]	0.7668976	0.7318995	0.8264814
temp + phosphate	Indian	(28.1, Inf]	0.7309682	0.6867364	0.7587310
temp + phosphate	N_Atlantic	(-Inf,26]	-0.5367884	-0.6742742	-0.3993025
temp + phosphate	N_Atlantic	(26,26.5]	-0.6331779	-0.7015571	-0.5647988
temp + phosphate	N_Atlantic	(26.5,26.75]	0.0572135	0.0281826	0.0862443
temp + phosphate	N_Atlantic	(26.75,27]	0.4685534	0.1678554	0.7796094
temp + phosphate	N_Atlantic	(27,27.25]	0.2228392	0.1272161	0.3598181
temp + phosphate	N_Atlantic	(27.25,27.5]	0.5343525	0.3991279	0.6776642
temp + phosphate	N_Atlantic	(27.5,27.75]	0.5599502	0.4833395	0.7104066
temp + phosphate	N_Atlantic	(27.75,27.85]	0.6024655	0.5658285	0.6667577
temp + phosphate	N_Atlantic	(27.85,27.95]	0.6165700	0.6016343	0.6373298
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6133598	0.5575158	0.6646528
temp + phosphate	N_Atlantic	(28.05,28.1]	0.1675416	0.0136521	0.2828802
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.3806904	-0.4329855	-0.3180450
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.8038077	-0.8074117	-0.7992709
temp + phosphate	N_Atlantic	(28.2, Inf]	-0.1758673	-0.6516664	0.3861377
temp + phosphate	N_Pacific	(-Inf,26]	-0.6372806	-0.7236244	-0.5182065
temp + phosphate	N_Pacific	(26,26.5]	-0.1649845	-0.2183966	-0.1110154
temp + phosphate	N_Pacific	(26.5,26.75]	0.3213524	0.1267931	0.5785999
temp + phosphate	N_Pacific	(26.75,27]	0.3429125	0.0400034	0.6572602
temp + phosphate	N_Pacific	(27,27.25]	-0.0929367	-0.4073506	0.2942797
temp + phosphate	N_Pacific	(27.25,27.5]	-0.2815614	-0.8250582	0.2573249
temp + phosphate	N_Pacific	(27.5,27.75]	-0.0859249	-0.8076380	0.4891450
temp + phosphate	N_Pacific	(27.75,27.85]	0.2208931	-0.7687815	0.8030745
temp + phosphate	N_Pacific	(27.85,27.95]	0.3689534	-0.4607662	0.8854130
temp + phosphate	N_Pacific	(27.95,28.05]	0.1655594	0.0451639	0.2580737
temp + phosphate	N_Pacific	(28.05,28.1]	0.4025772	0.3003501	0.4819255
temp + phosphate	N_Pacific	(28.1, Inf]	0.9112029	0.9012468	0.9181588
temp + phosphate	S_Atlantic	(-Inf,26]	-0.7694371	-0.7694371	-0.7694371
temp + phosphate	S_Atlantic	(26,26.5]	-0.6316784	-0.9693965	-0.3837341
temp + phosphate	S_Atlantic	(26.5,26.75]	-0.3779066	-0.8829688	0.0525578
temp + phosphate	S_Atlantic	(26.75,27]	0.0546455	-0.3042313	0.3037591
temp + phosphate	S_Atlantic	(27,27.25]	0.2055144	-0.0766036	0.3795177
temp + phosphate	S_Atlantic	(27.25,27.5]	0.2625066	-0.0827493	0.5031629
temp + phosphate	S_Atlantic	(27.5,27.75]	0.5225540	0.2886900	0.6882902
temp + phosphate	S_Atlantic	(27.75,27.85]	0.2500342	0.0157276	0.3844555
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.6320848	-0.7447379	-0.4998810
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.8603677	-0.9190307	-0.7955921
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.9164689	-0.9339760	-0.9007067
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9429325	-0.9683682	-0.9249753
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9525457	-0.9699471	-0.9434590
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.9180855	-0.9365356	-0.8848266
temp + phosphate	S_Pacific	(-Inf,26]	-0.2264448	-0.4650110	0.0317217
temp + phosphate	S_Pacific	(26,26.5]	-0.4352579	-0.6669520	-0.2207888
temp + phosphate	S_Pacific	(26.5,26.75]	-0.5519729	-0.6799692	-0.4685125
temp + phosphate	S_Pacific	(26.75,27]	-0.6772419	-0.7612522	-0.5997938
temp + phosphate	S_Pacific	(27,27.25]	-0.5215307	-0.6624486	-0.3852164
temp + phosphate	S_Pacific	(27.25,27.5]	-0.2241244	-0.3223868	-0.1581980
temp + phosphate	S_Pacific	(27.5,27.75]	0.2026154	0.1772851	0.2165087
temp + phosphate	S_Pacific	(27.75,27.85]	0.7249009	0.6801508	0.7823428
temp + phosphate	S_Pacific	(27.85,27.95]	0.7397523	0.7355481	0.7481463
temp + phosphate	S_Pacific	(27.95,28.05]	0.8035222	0.7752983	0.8569958
temp + phosphate	S_Pacific	(28.05,28.1]	0.8125610	0.7528033	0.8581278
temp + phosphate	S_Pacific	(28.1, Inf]	0.8860432	0.8240830	0.9340581
temp + phosphate_star	Indian	(-Inf,26]	-0.7910825	-0.9041648	-0.6351646
temp + phosphate_star	Indian	(26,26.5]	-0.8736199	-0.9807143	-0.7286269
temp + phosphate_star	Indian	(26.5,26.75]	-0.9022846	-0.9748961	-0.8011507
temp + phosphate_star	Indian	(26.75,27]	-0.9123356	-0.9700707	-0.8378885
temp + phosphate_star	Indian	(27,27.25]	-0.9251056	-0.9555736	-0.9031555
temp + phosphate_star	Indian	(27.25,27.5]	-0.9652839	-0.9859192	-0.9371408
temp + phosphate_star	Indian	(27.5,27.75]	-0.9825154	-0.9889262	-0.9735233
temp + phosphate_star	Indian	(27.75,27.85]	-0.9754158	-0.9797050	-0.9701719
temp + phosphate_star	Indian	(27.85,27.95]	-0.9544629	-0.9613866	-0.9484513
temp + phosphate_star	Indian	(27.95,28.05]	-0.8844028	-0.8971340	-0.8745692
temp + phosphate_star	Indian	(28.05,28.1]	-0.8241165	-0.8819833	-0.7636678
temp + phosphate_star	Indian	(28.1, Inf]	-0.7645931	-0.8007882	-0.7267905
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.6173445	-0.6521284	-0.5825606
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8581850	-0.8844068	-0.8319631
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.7730818	-0.8389354	-0.7072283
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.8111021	-0.8266664	-0.8009633
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.5274932	-0.6559966	-0.4376309
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6454107	-0.8409689	-0.4443471
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3773856	-0.4758929	-0.3062853
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.3646931	0.2190970	0.5285199
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.3231352	0.2293410	0.3773169
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3430496	0.3111324	0.3660444
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.0360429	-0.2424598	0.1034168
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.5558421	-0.6141899	-0.4409171
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8619150	-0.8769768	-0.8380856
temp + phosphate_star	N_Atlantic	(28.2, Inf]	-0.2019132	-0.7947363	0.4172562
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9435204	-0.9575762	-0.9356909
temp + phosphate_star	N_Pacific	(26,26.5]	-0.8342634	-0.9342617	-0.6706909
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.5183178	-0.9315433	-0.0527783
temp + phosphate_star	N_Pacific	(26.75,27]	-0.4726745	-0.9765532	0.1557985
temp + phosphate_star	N_Pacific	(27,27.25]	-0.5602170	-0.9782461	-0.0416638
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.3665951	-0.8972454	0.1549919
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.2175007	-0.8460285	0.3078334
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.0785521	-0.7528900	0.6192798
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.1507303	-0.6200696	0.2111280
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.7864379	-0.8585196	-0.7025193
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.5545479	-0.6407485	-0.4594449
temp + phosphate_star	N_Pacific	(28.1, Inf]	-0.8185629	-0.8245859	-0.8078658
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.9260855	-0.9260855	-0.9260855
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8722379	-0.9759307	-0.7917474
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8823791	-0.9752482	-0.8137557
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9148653	-0.9599224	-0.8455548
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9833804	-0.9925467	-0.9668076
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9913081	-0.9948858	-0.9878944
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9528905	-0.9596247	-0.9476035
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9733478	-0.9825780	-0.9656288
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9811059	-0.9885309	-0.9750612
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9821775	-0.9923307	-0.9760486
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9837221	-0.9863020	-0.9818711
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9840699	-0.9896305	-0.9811214
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9850475	-0.9875594	-0.9837458
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9351610	-0.9690582	-0.9001487
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.5452741	-0.6192723	-0.4461769
temp + phosphate_star	S_Pacific	(26,26.5]	-0.8358086	-0.8879006	-0.7911266
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.9264050	-0.9277307	-0.9241202
temp + phosphate_star	S_Pacific	(26.75,27]	-0.9671960	-0.9730370	-0.9609833
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9625650	-0.9723314	-0.9574013
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9662648	-0.9790379	-0.9567654
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9622358	-0.9717671	-0.9533014
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.8983391	-0.9277690	-0.8534821
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.8437124	-0.9511747	-0.6534340
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.7778920	-0.9229431	-0.5971583
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.6596107	-0.8144183	-0.4654530
temp + phosphate_star	S_Pacific	(28.1, Inf]	-0.6550177	-0.6893153	-0.6180823
temp + silicate	Indian	(-Inf,26]	-0.6821209	-0.8660066	-0.5160071
temp + silicate	Indian	(26,26.5]	-0.7159638	-0.9302436	-0.5597068
temp + silicate	Indian	(26.5,26.75]	-0.6240997	-0.8208217	-0.4918711
temp + silicate	Indian	(26.75,27]	-0.3989527	-0.5757022	-0.2537106
temp + silicate	Indian	(27,27.25]	-0.2346447	-0.3841721	-0.1003872
temp + silicate	Indian	(27.25,27.5]	0.1832287	0.1443630	0.2517044
temp + silicate	Indian	(27.5,27.75]	0.3905237	0.2909496	0.5046410
temp + silicate	Indian	(27.75,27.85]	0.8058887	0.7087666	0.8703091
temp + silicate	Indian	(27.85,27.95]	0.8052137	0.7469748	0.8577778
temp + silicate	Indian	(27.95,28.05]	0.7490163	0.6978383	0.8153522
temp + silicate	Indian	(28.05,28.1]	0.8098665	0.7840714	0.8536408
temp + silicate	Indian	(28.1, Inf]	0.5106707	0.4166182	0.5631117
temp + silicate	N_Atlantic	(-Inf,26]	-0.6376676	-0.6420304	-0.6333048
temp + silicate	N_Atlantic	(26,26.5]	-0.6871211	-0.6987573	-0.6754848
temp + silicate	N_Atlantic	(26.5,26.75]	0.2103593	0.1715178	0.2492008
temp + silicate	N_Atlantic	(26.75,27]	0.5874076	0.4257777	0.7109821
temp + silicate	N_Atlantic	(27,27.25]	0.2358186	0.1894704	0.2890848
temp + silicate	N_Atlantic	(27.25,27.5]	0.5988268	0.4694860	0.7038958
temp + silicate	N_Atlantic	(27.5,27.75]	0.5768376	0.5030072	0.6972293
temp + silicate	N_Atlantic	(27.75,27.85]	0.5236509	0.4839882	0.6013495
temp + silicate	N_Atlantic	(27.85,27.95]	0.3479776	0.2663025	0.4212641
temp + silicate	N_Atlantic	(27.95,28.05]	0.1775094	0.1552341	0.2149575
temp + silicate	N_Atlantic	(28.05,28.1]	-0.3942161	-0.5266927	-0.1942151
temp + silicate	N_Atlantic	(28.1,28.15]	-0.4951826	-0.5893848	-0.3220190
temp + silicate	N_Atlantic	(28.15,28.2]	-0.8255158	-0.8474950	-0.8097138
temp + silicate	N_Atlantic	(28.2, Inf]	-0.2698795	-0.6681600	0.2334747
temp + silicate	N_Pacific	(-Inf,26]	-0.6572343	-0.7653904	-0.4907237
temp + silicate	N_Pacific	(26,26.5]	-0.1372826	-0.1935860	-0.0716363
temp + silicate	N_Pacific	(26.5,26.75]	0.1865613	0.0170882	0.4417372
temp + silicate	N_Pacific	(26.75,27]	0.1090184	-0.2988934	0.4661440
temp + silicate	N_Pacific	(27,27.25]	-0.2535031	-0.5206493	0.0571667
temp + silicate	N_Pacific	(27.25,27.5]	-0.4559162	-0.9206242	0.0277520
temp + silicate	N_Pacific	(27.5,27.75]	-0.2821380	-0.9532364	0.3047880
temp + silicate	N_Pacific	(27.75,27.85]	0.0752469	-0.9404214	0.7204106
temp + silicate	N_Pacific	(27.85,27.95]	0.1512842	-0.7958900	0.8029210
temp + silicate	N_Pacific	(27.95,28.05]	-0.4589888	-0.4924275	-0.4071507
temp + silicate	N_Pacific	(28.05,28.1]	0.0676164	0.0119408	0.1586323
temp + silicate	N_Pacific	(28.1, Inf]	0.7223393	0.6658579	0.7934836
temp + silicate	S_Atlantic	(-Inf,26]	0.0032624	0.0032624	0.0032624
temp + silicate	S_Atlantic	(26,26.5]	-0.6073288	-0.8916209	-0.4046352
temp + silicate	S_Atlantic	(26.5,26.75]	-0.4466969	-0.8647870	-0.1166540
temp + silicate	S_Atlantic	(26.75,27]	-0.3227455	-0.5350331	-0.2142829
temp + silicate	S_Atlantic	(27,27.25]	-0.3910428	-0.4780953	-0.3174616
temp + silicate	S_Atlantic	(27.25,27.5]	-0.4475792	-0.5502447	-0.2923909
temp + silicate	S_Atlantic	(27.5,27.75]	-0.3782217	-0.4365717	-0.2940500
temp + silicate	S_Atlantic	(27.75,27.85]	-0.4539319	-0.7153152	-0.2945426
temp + silicate	S_Atlantic	(27.85,27.95]	-0.7575994	-0.8437729	-0.6197430
temp + silicate	S_Atlantic	(27.95,28.05]	-0.8617966	-0.9299126	-0.7529170
temp + silicate	S_Atlantic	(28.05,28.1]	-0.9044671	-0.9435313	-0.8617395
temp + silicate	S_Atlantic	(28.1,28.15]	-0.9255079	-0.9525086	-0.8972742
temp + silicate	S_Atlantic	(28.15,28.2]	-0.9251793	-0.9437609	-0.9047485
temp + silicate	S_Atlantic	(28.2, Inf]	-0.6716783	-0.7794347	-0.5278839
temp + silicate	S_Pacific	(-Inf,26]	-0.4199390	-0.5573305	-0.2626198
temp + silicate	S_Pacific	(26,26.5]	-0.4514944	-0.6540616	-0.2438522
temp + silicate	S_Pacific	(26.5,26.75]	-0.5555560	-0.7265028	-0.4074198
temp + silicate	S_Pacific	(26.75,27]	-0.6793120	-0.7999692	-0.5541502
temp + silicate	S_Pacific	(27,27.25]	-0.5654259	-0.7330026	-0.4184066
temp + silicate	S_Pacific	(27.25,27.5]	-0.3346041	-0.4798970	-0.2464471
temp + silicate	S_Pacific	(27.5,27.75]	0.1237728	0.1116319	0.1378362
temp + silicate	S_Pacific	(27.75,27.85]	0.7354101	0.7000285	0.7777701
temp + silicate	S_Pacific	(27.85,27.95]	0.7424607	0.7146922	0.7594841
temp + silicate	S_Pacific	(27.95,28.05]	0.7997372	0.7500391	0.8616275
temp + silicate	S_Pacific	(28.05,28.1]	0.8295778	0.7791042	0.8699339
temp + silicate	S_Pacific	(28.1, Inf]	0.7811932	0.7006341	0.8436550

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")

Past versions of correlation_predictors-1.png

Version	Author	Date
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Indian	(-Inf,26]	-0.2900148	-0.7567765	0.1232646
aou	Indian	(26,26.5]	-0.8099910	-0.9692703	-0.7000327
aou	Indian	(26.5,26.75]	-0.9137102	-0.9779887	-0.8522346
aou	Indian	(26.75,27]	-0.9352673	-0.9719736	-0.9094273
aou	Indian	(27,27.25]	-0.8755540	-0.9340136	-0.8362883
aou	Indian	(27.25,27.5]	-0.6977682	-0.8298472	-0.5984859
aou	Indian	(27.5,27.75]	-0.3065477	-0.7193996	0.2036051
aou	Indian	(27.75,27.85]	-0.2362800	-0.9087421	0.6385783
aou	Indian	(27.85,27.95]	-0.3868625	-0.8561028	0.2997764
aou	Indian	(27.95,28.05]	-0.5716794	-0.8931550	-0.2190968
aou	Indian	(28.05,28.1]	-0.7697097	-0.9268718	-0.6328695
aou	Indian	(28.1, Inf]	-0.3736765	-0.4278873	-0.3350680
aou	N_Atlantic	(-Inf,26]	0.4142990	0.3050261	0.5235719
aou	N_Atlantic	(26,26.5]	0.4849779	0.4459134	0.5240424
aou	N_Atlantic	(26.5,26.75]	NA	NA	NA
aou	N_Atlantic	(26.75,27]	-0.5121558	-0.8998500	-0.1948528
aou	N_Atlantic	(27,27.25]	-0.7176244	-0.8735710	-0.5847478
aou	N_Atlantic	(27.25,27.5]	-0.8946807	-0.9594313	-0.8481147
aou	N_Atlantic	(27.5,27.75]	-0.8754656	-0.9342477	-0.8194170
aou	N_Atlantic	(27.75,27.85]	-0.8924688	-0.9450404	-0.8376821
aou	N_Atlantic	(27.85,27.95]	-0.8776395	-0.9004989	-0.8427720
aou	N_Atlantic	(27.95,28.05]	-0.7602021	-0.8389603	-0.7037741
aou	N_Atlantic	(28.05,28.1]	-0.7488256	-0.8384516	-0.6710692
aou	N_Atlantic	(28.1,28.15]	-0.7233496	-0.8124167	-0.6027534
aou	N_Atlantic	(28.15,28.2]	-0.9304862	-0.9498642	-0.9129268
aou	N_Atlantic	(28.2, Inf]	-0.8338225	-0.8903123	-0.7896783
aou	N_Pacific	(-Inf,26]	0.2946216	0.0336795	0.4969031
aou	N_Pacific	(26,26.5]	0.0053595	-0.0995826	0.1710014
aou	N_Pacific	(26.5,26.75]	-0.3643341	-0.5608564	-0.2159273
aou	N_Pacific	(26.75,27]	-0.6892656	-0.8181339	-0.5697560
aou	N_Pacific	(27,27.25]	-0.3153857	-0.5321326	-0.1446384
aou	N_Pacific	(27.25,27.5]	0.2957633	-0.0418959	0.6338314
aou	N_Pacific	(27.5,27.75]	0.6067646	0.4594459	0.7655838
aou	N_Pacific	(27.75,27.85]	0.9144226	0.8799404	0.9494819
aou	N_Pacific	(27.85,27.95]	0.9158004	0.8486169	0.9732137
aou	N_Pacific	(27.95,28.05]	0.7850310	0.7742231	0.7982094
aou	N_Pacific	(28.05,28.1]	0.8400279	0.8297213	0.8545210
aou	N_Pacific	(28.1, Inf]	0.8330692	0.8195825	0.8450154
aou	S_Atlantic	(-Inf,26]	0.7421641	0.7421641	0.7421641
aou	S_Atlantic	(26,26.5]	-0.2028225	-0.5109072	0.2431480
aou	S_Atlantic	(26.5,26.75]	-0.3814322	-0.8227366	-0.0127638
aou	S_Atlantic	(26.75,27]	-0.0585882	-0.6327338	0.5582764
aou	S_Atlantic	(27,27.25]	0.0366334	-0.5375811	0.5850098
aou	S_Atlantic	(27.25,27.5]	0.4430694	0.0009539	0.8301628
aou	S_Atlantic	(27.5,27.75]	0.6620072	0.4571734	0.8672531
aou	S_Atlantic	(27.75,27.85]	0.6286423	0.5208856	0.8272216
aou	S_Atlantic	(27.85,27.95]	0.5943169	0.4864528	0.6818947
aou	S_Atlantic	(27.95,28.05]	0.1573251	-0.1509221	0.3682108
aou	S_Atlantic	(28.05,28.1]	-0.6498755	-0.8523552	-0.3600931
aou	S_Atlantic	(28.1,28.15]	-0.8540723	-0.9621710	-0.6587962
aou	S_Atlantic	(28.15,28.2]	-0.9353294	-0.9890703	-0.8578272
aou	S_Atlantic	(28.2, Inf]	-0.7307102	-0.9232164	-0.5414091
aou	S_Pacific	(-Inf,26]	-0.0857535	-0.4401872	0.1471888
aou	S_Pacific	(26,26.5]	-0.6424455	-0.8428090	-0.4299798
aou	S_Pacific	(26.5,26.75]	-0.7338150	-0.8681655	-0.5022986
aou	S_Pacific	(26.75,27]	-0.8781937	-0.9421429	-0.8305614
aou	S_Pacific	(27,27.25]	-0.8627028	-0.9227332	-0.8323347
aou	S_Pacific	(27.25,27.5]	-0.7837442	-0.8691029	-0.6860442
aou	S_Pacific	(27.5,27.75]	-0.6520567	-0.7965885	-0.3839251
aou	S_Pacific	(27.75,27.85]	-0.2937878	-0.6894313	0.3568155
aou	S_Pacific	(27.85,27.95]	-0.2056505	-0.6609358	0.5383532
aou	S_Pacific	(27.95,28.05]	-0.1600077	-0.5439250	0.5745803
aou	S_Pacific	(28.05,28.1]	-0.0014996	-0.3237077	0.6014804
aou	S_Pacific	(28.1, Inf]	0.6521868	0.5585916	0.8388217
nitrate	Indian	(-Inf,26]	-0.2557503	-0.7535256	0.1096816
nitrate	Indian	(26,26.5]	-0.6947805	-0.9809684	-0.4724940
nitrate	Indian	(26.5,26.75]	-0.8710380	-0.9927707	-0.7495811
nitrate	Indian	(26.75,27]	-0.9283958	-0.9934498	-0.8455290
nitrate	Indian	(27,27.25]	-0.9400204	-0.9786217	-0.9076656
nitrate	Indian	(27.25,27.5]	-0.8415307	-0.9457718	-0.7306237
nitrate	Indian	(27.5,27.75]	-0.4873740	-0.8603280	-0.0001440
nitrate	Indian	(27.75,27.85]	-0.2170676	-0.8889018	0.5896702
nitrate	Indian	(27.85,27.95]	-0.3491847	-0.8220518	0.2703736
nitrate	Indian	(27.95,28.05]	-0.5234448	-0.7694220	-0.2376271
nitrate	Indian	(28.05,28.1]	-0.7131925	-0.8083689	-0.6368481
nitrate	Indian	(28.1, Inf]	-0.5304329	-0.5697955	-0.4958595
nitrate	N_Atlantic	(-Inf,26]	0.1037779	-0.0214146	0.2289703
nitrate	N_Atlantic	(26,26.5]	0.2602560	0.2340812	0.2864307
nitrate	N_Atlantic	(26.5,26.75]	NA	NA	NA
nitrate	N_Atlantic	(26.75,27]	-0.5738714	-0.9204990	-0.2963056
nitrate	N_Atlantic	(27,27.25]	-0.7593013	-0.9082632	-0.6346788
nitrate	N_Atlantic	(27.25,27.5]	-0.9039375	-0.9596730	-0.8609988
nitrate	N_Atlantic	(27.5,27.75]	-0.9064260	-0.9509515	-0.8685191
nitrate	N_Atlantic	(27.75,27.85]	-0.9371458	-0.9671952	-0.9031180
nitrate	N_Atlantic	(27.85,27.95]	-0.9461181	-0.9535610	-0.9326013
nitrate	N_Atlantic	(27.95,28.05]	-0.8856753	-0.9511677	-0.8511210
nitrate	N_Atlantic	(28.05,28.1]	-0.9581454	-0.9765632	-0.9437716
nitrate	N_Atlantic	(28.1,28.15]	-0.9550893	-0.9675835	-0.9335148
nitrate	N_Atlantic	(28.15,28.2]	-0.9823466	-0.9873916	-0.9774922
nitrate	N_Atlantic	(28.2, Inf]	-0.9791053	-0.9898952	-0.9692640
nitrate	N_Pacific	(-Inf,26]	0.3248839	0.1156308	0.4778620
nitrate	N_Pacific	(26,26.5]	0.0039175	-0.1046924	0.1989086
nitrate	N_Pacific	(26.5,26.75]	-0.3320882	-0.6400853	-0.1065521
nitrate	N_Pacific	(26.75,27]	-0.4465255	-0.7608044	-0.1446718
nitrate	N_Pacific	(27,27.25]	-0.0035829	-0.3709967	0.2319058
nitrate	N_Pacific	(27.25,27.5]	0.3323912	0.0056871	0.6490867
nitrate	N_Pacific	(27.5,27.75]	0.5418211	0.4472559	0.6367497
nitrate	N_Pacific	(27.75,27.85]	0.9521451	0.9027149	0.9827623
nitrate	N_Pacific	(27.85,27.95]	0.9319522	0.8219874	0.9941124
nitrate	N_Pacific	(27.95,28.05]	0.7413856	0.6929698	0.7695595
nitrate	N_Pacific	(28.05,28.1]	0.6981963	0.6947504	0.7017339
nitrate	N_Pacific	(28.1, Inf]	0.8204942	0.8119402	0.8267949
nitrate	S_Atlantic	(-Inf,26]	0.7356746	0.7356746	0.7356746
nitrate	S_Atlantic	(26,26.5]	-0.2796630	-0.6030063	0.1052386
nitrate	S_Atlantic	(26.5,26.75]	-0.5319650	-0.9156178	-0.1795898
nitrate	S_Atlantic	(26.75,27]	-0.1855688	-0.7601654	0.4386298
nitrate	S_Atlantic	(27,27.25]	-0.1378861	-0.6902789	0.4100215
nitrate	S_Atlantic	(27.25,27.5]	0.2081659	-0.3146813	0.6882241
nitrate	S_Atlantic	(27.5,27.75]	0.5323200	0.2959294	0.7710474
nitrate	S_Atlantic	(27.75,27.85]	0.1638919	-0.0049814	0.3968712
nitrate	S_Atlantic	(27.85,27.95]	-0.8118239	-0.8771114	-0.7718055
nitrate	S_Atlantic	(27.95,28.05]	-0.9722795	-0.9802881	-0.9616939
nitrate	S_Atlantic	(28.05,28.1]	-0.9849429	-0.9960294	-0.9738950
nitrate	S_Atlantic	(28.1,28.15]	-0.9909298	-0.9975921	-0.9854936
nitrate	S_Atlantic	(28.15,28.2]	-0.9928159	-0.9985841	-0.9891163
nitrate	S_Atlantic	(28.2, Inf]	-0.9502337	-0.9924608	-0.9154037
nitrate	S_Pacific	(-Inf,26]	-0.0712926	-0.4093331	0.1557779
nitrate	S_Pacific	(26,26.5]	-0.6508189	-0.8284049	-0.4851356
nitrate	S_Pacific	(26.5,26.75]	-0.8349988	-0.9226149	-0.7056048
nitrate	S_Pacific	(26.75,27]	-0.9327958	-0.9690296	-0.9096671
nitrate	S_Pacific	(27,27.25]	-0.9272347	-0.9618489	-0.9030895
nitrate	S_Pacific	(27.25,27.5]	-0.8683606	-0.9264264	-0.7931782
nitrate	S_Pacific	(27.5,27.75]	-0.6935085	-0.8308754	-0.4351492
nitrate	S_Pacific	(27.75,27.85]	-0.2824576	-0.6743421	0.3570235
nitrate	S_Pacific	(27.85,27.95]	-0.1666414	-0.6169507	0.5500577
nitrate	S_Pacific	(27.95,28.05]	-0.1177295	-0.4845893	0.5973442
nitrate	S_Pacific	(28.05,28.1]	0.0403009	-0.2599543	0.6214696
nitrate	S_Pacific	(28.1, Inf]	0.6473905	0.5410997	0.8310639
phosphate	Indian	(-Inf,26]	-0.3611630	-0.7655147	-0.0232019
phosphate	Indian	(26,26.5]	-0.8610510	-0.9796597	-0.7809181
phosphate	Indian	(26.5,26.75]	-0.9496008	-0.9893836	-0.9077006
phosphate	Indian	(26.75,27]	-0.9740213	-0.9936067	-0.9554746
phosphate	Indian	(27,27.25]	-0.9380475	-0.9749803	-0.9120966
phosphate	Indian	(27.25,27.5]	-0.8305521	-0.9418551	-0.7315153
phosphate	Indian	(27.5,27.75]	-0.4447402	-0.8427537	0.0622771
phosphate	Indian	(27.75,27.85]	-0.1804536	-0.8751982	0.6559425
phosphate	Indian	(27.85,27.95]	-0.3186963	-0.8091659	0.3159575
phosphate	Indian	(27.95,28.05]	-0.4983512	-0.7501812	-0.1925646
phosphate	Indian	(28.05,28.1]	-0.6991187	-0.7973479	-0.6133864
phosphate	Indian	(28.1, Inf]	-0.5908080	-0.6189485	-0.5371487
phosphate	N_Atlantic	(-Inf,26]	0.4901887	0.3770938	0.6032837
phosphate	N_Atlantic	(26,26.5]	0.4379839	0.3868789	0.4890889
phosphate	N_Atlantic	(26.5,26.75]	NA	NA	NA
phosphate	N_Atlantic	(26.75,27]	-0.4917528	-0.8972174	-0.1868932
phosphate	N_Atlantic	(27,27.25]	-0.7249161	-0.9076460	-0.5739642
phosphate	N_Atlantic	(27.25,27.5]	-0.8565788	-0.9425908	-0.8046620
phosphate	N_Atlantic	(27.5,27.75]	-0.8821958	-0.9328406	-0.8379287
phosphate	N_Atlantic	(27.75,27.85]	-0.9368701	-0.9671602	-0.9021423
phosphate	N_Atlantic	(27.85,27.95]	-0.9485904	-0.9550627	-0.9358739
phosphate	N_Atlantic	(27.95,28.05]	-0.9128268	-0.9620727	-0.8823126
phosphate	N_Atlantic	(28.05,28.1]	-0.9653910	-0.9783227	-0.9504294
phosphate	N_Atlantic	(28.1,28.15]	-0.9589594	-0.9721234	-0.9364558
phosphate	N_Atlantic	(28.15,28.2]	-0.9822475	-0.9899568	-0.9754427
phosphate	N_Atlantic	(28.2, Inf]	-0.9742513	-0.9807342	-0.9700449
phosphate	N_Pacific	(-Inf,26]	0.3689029	0.2186489	0.4916022
phosphate	N_Pacific	(26,26.5]	0.0220309	-0.1516231	0.2499041
phosphate	N_Pacific	(26.5,26.75]	-0.4104820	-0.7291197	-0.1152628
phosphate	N_Pacific	(26.75,27]	-0.6306466	-0.9208776	-0.2083490
phosphate	N_Pacific	(27,27.25]	-0.2848271	-0.7264221	0.1915341
phosphate	N_Pacific	(27.25,27.5]	0.0302869	-0.3971249	0.4951125
phosphate	N_Pacific	(27.5,27.75]	0.3982151	0.2300029	0.6155454
phosphate	N_Pacific	(27.75,27.85]	0.9027798	0.8311192	0.9575217
phosphate	N_Pacific	(27.85,27.95]	0.9075722	0.8017581	0.9813818
phosphate	N_Pacific	(27.95,28.05]	0.7578245	0.7559395	0.7600932
phosphate	N_Pacific	(28.05,28.1]	0.7756963	0.7672676	0.7816736
phosphate	N_Pacific	(28.1, Inf]	0.8223381	0.8086582	0.8333607
phosphate	S_Atlantic	(-Inf,26]	0.6685931	0.6685931	0.6685931
phosphate	S_Atlantic	(26,26.5]	-0.3052402	-0.5387179	0.0067257
phosphate	S_Atlantic	(26.5,26.75]	-0.5525017	-0.9019092	-0.2231073
phosphate	S_Atlantic	(26.75,27]	-0.2256834	-0.7381967	0.3718125
phosphate	S_Atlantic	(27,27.25]	-0.1561042	-0.6557964	0.3557925
phosphate	S_Atlantic	(27.25,27.5]	0.1910702	-0.2831306	0.6525078
phosphate	S_Atlantic	(27.5,27.75]	0.4870930	0.3390029	0.6909410
phosphate	S_Atlantic	(27.75,27.85]	-0.0959995	-0.3009655	0.3113277
phosphate	S_Atlantic	(27.85,27.95]	-0.8805188	-0.9212658	-0.8439832
phosphate	S_Atlantic	(27.95,28.05]	-0.9778158	-0.9859639	-0.9681583
phosphate	S_Atlantic	(28.05,28.1]	-0.9868925	-0.9970087	-0.9762116
phosphate	S_Atlantic	(28.1,28.15]	-0.9921317	-0.9981135	-0.9868296
phosphate	S_Atlantic	(28.15,28.2]	-0.9940709	-0.9989345	-0.9904734
phosphate	S_Atlantic	(28.2, Inf]	-0.9736677	-0.9887036	-0.9612703
phosphate	S_Pacific	(-Inf,26]	-0.1156373	-0.4472120	0.0784091
phosphate	S_Pacific	(26,26.5]	-0.6024672	-0.8426860	-0.3633281
phosphate	S_Pacific	(26.5,26.75]	-0.7538841	-0.8989770	-0.5328670
phosphate	S_Pacific	(26.75,27]	-0.9118370	-0.9639706	-0.8743914
phosphate	S_Pacific	(27,27.25]	-0.9166253	-0.9550001	-0.8851845
phosphate	S_Pacific	(27.25,27.5]	-0.8430014	-0.9000037	-0.7682529
phosphate	S_Pacific	(27.5,27.75]	-0.6580964	-0.7948366	-0.3996022
phosphate	S_Pacific	(27.75,27.85]	-0.2624634	-0.6495870	0.3647862
phosphate	S_Pacific	(27.85,27.95]	-0.1589140	-0.6022307	0.5446079
phosphate	S_Pacific	(27.95,28.05]	-0.1192279	-0.4816218	0.5883808
phosphate	S_Pacific	(28.05,28.1]	0.0346808	-0.2628850	0.6174502
phosphate	S_Pacific	(28.1, Inf]	0.6345227	0.5225108	0.8292576
phosphate_star	Indian	(-Inf,26]	-0.4316422	-0.7046608	-0.2742533
phosphate_star	Indian	(26,26.5]	-0.8608271	-0.9550813	-0.8058741
phosphate_star	Indian	(26.5,26.75]	-0.8564706	-0.9098160	-0.7764504
phosphate_star	Indian	(26.75,27]	-0.7250554	-0.7814924	-0.6445073
phosphate_star	Indian	(27,27.25]	-0.6444268	-0.7233969	-0.5745541
phosphate_star	Indian	(27.25,27.5]	-0.3801799	-0.5463494	-0.1841916
phosphate_star	Indian	(27.5,27.75]	-0.3620470	-0.7434591	0.0248056
phosphate_star	Indian	(27.75,27.85]	0.3533147	-0.4524936	0.8673208
phosphate_star	Indian	(27.85,27.95]	0.4848144	-0.1299315	0.8127241
phosphate_star	Indian	(27.95,28.05]	0.5813186	0.3246926	0.8438408
phosphate_star	Indian	(28.05,28.1]	0.6011034	0.4031749	0.8263737
phosphate_star	Indian	(28.1, Inf]	-0.1605256	-0.4157627	-0.0139168
phosphate_star	N_Atlantic	(-Inf,26]	-0.1432708	-0.2093641	-0.0771775
phosphate_star	N_Atlantic	(26,26.5]	0.0259807	0.0026752	0.0492861
phosphate_star	N_Atlantic	(26.5,26.75]	NA	NA	NA
phosphate_star	N_Atlantic	(26.75,27]	0.5193225	0.4479021	0.6277221
phosphate_star	N_Atlantic	(27,27.25]	-0.2852261	-0.6870630	0.0869609
phosphate_star	N_Atlantic	(27.25,27.5]	0.2017406	-0.0403498	0.5072430
phosphate_star	N_Atlantic	(27.5,27.75]	-0.1711120	-0.3172566	-0.0730673
phosphate_star	N_Atlantic	(27.75,27.85]	-0.8536152	-0.9370182	-0.7455570
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8762183	-0.9185602	-0.8250454
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8938844	-0.9417616	-0.8655938
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9686105	-0.9806549	-0.9612379
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9781722	-0.9825487	-0.9712191
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9945053	-0.9972544	-0.9904365
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9917970	-0.9993239	-0.9860246
phosphate_star	N_Pacific	(-Inf,26]	0.5332739	0.4735272	0.5898921
phosphate_star	N_Pacific	(26,26.5]	0.3509800	0.0236555	0.5786800
phosphate_star	N_Pacific	(26.5,26.75]	0.0654291	-0.4451573	0.6362689
phosphate_star	N_Pacific	(26.75,27]	0.0086546	-0.6642988	0.8028918
phosphate_star	N_Pacific	(27,27.25]	0.1768921	-0.4767765	0.8214450
phosphate_star	N_Pacific	(27.25,27.5]	-0.0317747	-0.4458167	0.4230105
phosphate_star	N_Pacific	(27.5,27.75]	0.0660303	-0.0523077	0.2249430
phosphate_star	N_Pacific	(27.75,27.85]	0.6466282	0.4890023	0.7825847
phosphate_star	N_Pacific	(27.85,27.95]	0.2576357	0.0907314	0.3965661
phosphate_star	N_Pacific	(27.95,28.05]	-0.2039949	-0.3456655	-0.0775697
phosphate_star	N_Pacific	(28.05,28.1]	-0.6660339	-0.7785762	-0.5936559
phosphate_star	N_Pacific	(28.1, Inf]	-0.7545979	-0.8209400	-0.7017630
phosphate_star	S_Atlantic	(-Inf,26]	0.8634456	0.8634456	0.8634456
phosphate_star	S_Atlantic	(26,26.5]	-0.2540380	-0.4998372	-0.1228864
phosphate_star	S_Atlantic	(26.5,26.75]	-0.6779099	-0.9009386	-0.5556643
phosphate_star	S_Atlantic	(26.75,27]	-0.8391711	-0.8881767	-0.7693952
phosphate_star	S_Atlantic	(27,27.25]	-0.7899361	-0.9580792	-0.6626721
phosphate_star	S_Atlantic	(27.25,27.5]	-0.8366902	-0.9353998	-0.7550814
phosphate_star	S_Atlantic	(27.5,27.75]	-0.7568717	-0.9113860	-0.5762839
phosphate_star	S_Atlantic	(27.75,27.85]	-0.7315505	-0.9647603	-0.5017380
phosphate_star	S_Atlantic	(27.85,27.95]	-0.8667091	-0.9707488	-0.7982008
phosphate_star	S_Atlantic	(27.95,28.05]	-0.9222752	-0.9773901	-0.8563482
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9472291	-0.9839549	-0.9137878
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9602494	-0.9820394	-0.9231106
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9709271	-0.9827535	-0.9491785
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9844299	-0.9903750	-0.9763909
phosphate_star	S_Pacific	(-Inf,26]	0.2494183	0.0945165	0.3285256
phosphate_star	S_Pacific	(26,26.5]	-0.2458848	-0.5650342	-0.0774134
phosphate_star	S_Pacific	(26.5,26.75]	-0.6224831	-0.7691752	-0.5246121
phosphate_star	S_Pacific	(26.75,27]	-0.8324969	-0.8915873	-0.7546767
phosphate_star	S_Pacific	(27,27.25]	-0.7767165	-0.8845998	-0.6933410
phosphate_star	S_Pacific	(27.25,27.5]	-0.5542433	-0.7292853	-0.4569597
phosphate_star	S_Pacific	(27.5,27.75]	-0.0170948	-0.1339695	0.0850533
phosphate_star	S_Pacific	(27.75,27.85]	0.4723945	0.0721538	0.6745738
phosphate_star	S_Pacific	(27.85,27.95]	0.6057791	0.2824663	0.7690528
phosphate_star	S_Pacific	(27.95,28.05]	0.5688631	0.2183842	0.7928426
phosphate_star	S_Pacific	(28.05,28.1]	0.4015240	0.0723182	0.6504096
phosphate_star	S_Pacific	(28.1, Inf]	-0.3659601	-0.5064188	-0.2698469
sal	Indian	(-Inf,26]	0.8495391	0.6951372	0.9303555
sal	Indian	(26,26.5]	0.7070345	0.3106298	0.9896575
sal	Indian	(26.5,26.75]	0.7487078	0.5566823	0.9643763
sal	Indian	(26.75,27]	0.6358223	0.4469999	0.8627452
sal	Indian	(27,27.25]	0.4823523	0.3258700	0.7111032
sal	Indian	(27.25,27.5]	0.0171484	-0.0436855	0.0630927
sal	Indian	(27.5,27.75]	0.0281192	-0.3604041	0.4751545
sal	Indian	(27.75,27.85]	-0.2896401	-0.9073099	0.5903938
sal	Indian	(27.85,27.95]	-0.4009290	-0.8421295	0.3068164
sal	Indian	(27.95,28.05]	-0.5390438	-0.8534997	-0.1944061
sal	Indian	(28.05,28.1]	-0.7358001	-0.9106062	-0.5884399
sal	Indian	(28.1, Inf]	-0.4192961	-0.6742136	-0.1688939
sal	N_Atlantic	(-Inf,26]	0.6308720	0.5485653	0.7131786
sal	N_Atlantic	(26,26.5]	0.2849305	0.2050287	0.3648324
sal	N_Atlantic	(26.5,26.75]	NA	NA	NA
sal	N_Atlantic	(26.75,27]	-0.8959957	-0.9138399	-0.8809345
sal	N_Atlantic	(27,27.25]	-0.6957311	-0.8232468	-0.5114001
sal	N_Atlantic	(27.25,27.5]	-0.8670759	-0.8907751	-0.8398884
sal	N_Atlantic	(27.5,27.75]	-0.8718017	-0.9056742	-0.8305120
sal	N_Atlantic	(27.75,27.85]	-0.8555556	-0.8737183	-0.8284170
sal	N_Atlantic	(27.85,27.95]	-0.8741205	-0.8937118	-0.8473513
sal	N_Atlantic	(27.95,28.05]	-0.8642286	-0.8932881	-0.8413351
sal	N_Atlantic	(28.05,28.1]	-0.7454561	-0.7514473	-0.7337718
sal	N_Atlantic	(28.1,28.15]	0.0246276	-0.2655788	0.2250961
sal	N_Atlantic	(28.15,28.2]	0.7712368	0.7116757	0.8123496
sal	N_Atlantic	(28.2, Inf]	0.7548403	0.6376238	0.9868251
sal	N_Pacific	(-Inf,26]	-0.6951727	-0.8139540	-0.6078902
sal	N_Pacific	(26,26.5]	-0.8220210	-0.8498737	-0.7968345
sal	N_Pacific	(26.5,26.75]	-0.7935984	-0.8246303	-0.7426104
sal	N_Pacific	(26.75,27]	-0.8359808	-0.9205542	-0.7526628
sal	N_Pacific	(27,27.25]	-0.9110200	-0.9736312	-0.8686846
sal	N_Pacific	(27.25,27.5]	-0.9494514	-0.9788836	-0.9226035
sal	N_Pacific	(27.5,27.75]	-0.5769108	-0.9523158	-0.2455818
sal	N_Pacific	(27.75,27.85]	0.2242719	-0.8729261	0.8577484
sal	N_Pacific	(27.85,27.95]	0.3833432	-0.5876374	0.9441150
sal	N_Pacific	(27.95,28.05]	-0.1703034	-0.1896356	-0.1570403
sal	N_Pacific	(28.05,28.1]	0.2147758	0.0805993	0.3430219
sal	N_Pacific	(28.1, Inf]	-0.0347227	-0.0990045	0.0781814
sal	S_Atlantic	(-Inf,26]	-0.9534496	-0.9534496	-0.9534496
sal	S_Atlantic	(26,26.5]	-0.0856671	-0.3321050	0.3338906
sal	S_Atlantic	(26.5,26.75]	0.3697432	0.1400908	0.7750164
sal	S_Atlantic	(26.75,27]	0.6488640	0.5111077	0.7540497
sal	S_Atlantic	(27,27.25]	0.6083919	0.3087581	0.9187016
sal	S_Atlantic	(27.25,27.5]	0.7611923	0.5970315	0.9390180
sal	S_Atlantic	(27.5,27.75]	0.7228967	0.5297449	0.9001822
sal	S_Atlantic	(27.75,27.85]	0.7081576	0.4998329	0.9509293
sal	S_Atlantic	(27.85,27.95]	0.8579300	0.7799434	0.9641793
sal	S_Atlantic	(27.95,28.05]	0.9171382	0.8552026	0.9728553
sal	S_Atlantic	(28.05,28.1]	0.9440681	0.9190135	0.9809328
sal	S_Atlantic	(28.1,28.15]	0.9620010	0.9441839	0.9789136
sal	S_Atlantic	(28.15,28.2]	0.9703374	0.9607695	0.9804932
sal	S_Atlantic	(28.2, Inf]	0.8045007	0.6681708	0.9314272
sal	S_Pacific	(-Inf,26]	-0.3123840	-0.4776960	-0.0965319
sal	S_Pacific	(26,26.5]	-0.2667339	-0.5417004	-0.0860229
sal	S_Pacific	(26.5,26.75]	0.4016301	0.2204253	0.5519904
sal	S_Pacific	(26.75,27]	0.7780281	0.6200834	0.9222950
sal	S_Pacific	(27,27.25]	0.7815956	0.6551768	0.9144815
sal	S_Pacific	(27.25,27.5]	0.3650997	0.1996563	0.6546329
sal	S_Pacific	(27.5,27.75]	-0.5058973	-0.6042632	-0.3223749
sal	S_Pacific	(27.75,27.85]	-0.4917514	-0.8457750	0.1040326
sal	S_Pacific	(27.85,27.95]	-0.4144294	-0.8537440	0.3316671
sal	S_Pacific	(27.95,28.05]	-0.3222211	-0.7323232	0.4730440
sal	S_Pacific	(28.05,28.1]	-0.1835840	-0.5054229	0.4560554
sal	S_Pacific	(28.1, Inf]	0.3470795	0.2113308	0.5993808
silicate	Indian	(-Inf,26]	-0.5515503	-0.7615042	-0.4178374
silicate	Indian	(26,26.5]	-0.9143758	-0.9892328	-0.8660886
silicate	Indian	(26.5,26.75]	-0.9663050	-0.9918839	-0.9489092
silicate	Indian	(26.75,27]	-0.9638046	-0.9838523	-0.9418500
silicate	Indian	(27,27.25]	-0.9381038	-0.9664235	-0.9234961
silicate	Indian	(27.25,27.5]	-0.8390168	-0.9348702	-0.7591273
silicate	Indian	(27.5,27.75]	-0.5098405	-0.8622756	-0.0388496
silicate	Indian	(27.75,27.85]	-0.2386187	-0.8827647	0.5515564
silicate	Indian	(27.85,27.95]	-0.3503421	-0.8096840	0.2431701
silicate	Indian	(27.95,28.05]	-0.5076993	-0.7298722	-0.2312145
silicate	Indian	(28.05,28.1]	-0.7185314	-0.8184279	-0.6306663
silicate	Indian	(28.1, Inf]	-0.6644074	-0.8400390	-0.4998979
silicate	N_Atlantic	(-Inf,26]	-0.7713324	-0.8146090	-0.7280559
silicate	N_Atlantic	(26,26.5]	-0.4943359	-0.5195027	-0.4691691
silicate	N_Atlantic	(26.5,26.75]	NA	NA	NA
silicate	N_Atlantic	(26.75,27]	-0.7526580	-0.9500214	-0.5872770
silicate	N_Atlantic	(27,27.25]	-0.8409050	-0.9610658	-0.7578239
silicate	N_Atlantic	(27.25,27.5]	-0.9036025	-0.9623520	-0.8601617
silicate	N_Atlantic	(27.5,27.75]	-0.9001970	-0.9371257	-0.8695393
silicate	N_Atlantic	(27.75,27.85]	-0.9167116	-0.9569349	-0.8713302
silicate	N_Atlantic	(27.85,27.95]	-0.8568469	-0.9034848	-0.7936359
silicate	N_Atlantic	(27.95,28.05]	-0.7692450	-0.8753692	-0.6859277
silicate	N_Atlantic	(28.05,28.1]	-0.4434005	-0.5378537	-0.3783840
silicate	N_Atlantic	(28.1,28.15]	-0.5961825	-0.6773522	-0.5286174
silicate	N_Atlantic	(28.15,28.2]	-0.9586125	-0.9763992	-0.9433701
silicate	N_Atlantic	(28.2, Inf]	-0.9519891	-0.9775447	-0.9380198
silicate	N_Pacific	(-Inf,26]	0.3194341	0.1441767	0.4524274
silicate	N_Pacific	(26,26.5]	-0.2575817	-0.3409223	-0.1066174
silicate	N_Pacific	(26.5,26.75]	-0.5121159	-0.7571280	-0.2695282
silicate	N_Pacific	(26.75,27]	-0.4665058	-0.8265961	0.0531950
silicate	N_Pacific	(27,27.25]	-0.1105460	-0.5007206	0.3001867
silicate	N_Pacific	(27.25,27.5]	0.2377338	-0.1297519	0.6283500
silicate	N_Pacific	(27.5,27.75]	0.5654511	0.4041730	0.7549173
silicate	N_Pacific	(27.75,27.85]	0.9647256	0.9595510	0.9727467
silicate	N_Pacific	(27.85,27.95]	0.9555369	0.9319882	0.9694522
silicate	N_Pacific	(27.95,28.05]	0.9528015	0.9405445	0.9672805
silicate	N_Pacific	(28.05,28.1]	0.9664329	0.9581664	0.9739886
silicate	N_Pacific	(28.1, Inf]	0.9683153	0.9658190	0.9729337
silicate	S_Atlantic	(-Inf,26]	-0.1531543	-0.1531543	-0.1531543
silicate	S_Atlantic	(26,26.5]	-0.4561053	-0.7090931	-0.2351578
silicate	S_Atlantic	(26.5,26.75]	-0.6899679	-0.9345412	-0.4438684
silicate	S_Atlantic	(26.75,27]	-0.6008563	-0.9129764	-0.2217961
silicate	S_Atlantic	(27,27.25]	-0.7428910	-0.9216548	-0.5484928
silicate	S_Atlantic	(27.25,27.5]	-0.7050281	-0.8189587	-0.6243039
silicate	S_Atlantic	(27.5,27.75]	-0.6502183	-0.7423196	-0.5042307
silicate	S_Atlantic	(27.75,27.85]	-0.7701293	-0.9194328	-0.4876515
silicate	S_Atlantic	(27.85,27.95]	-0.9551741	-0.9644462	-0.9472923
silicate	S_Atlantic	(27.95,28.05]	-0.9720011	-0.9813772	-0.9576499
silicate	S_Atlantic	(28.05,28.1]	-0.9849611	-0.9934014	-0.9731321
silicate	S_Atlantic	(28.1,28.15]	-0.9866117	-0.9927269	-0.9785850
silicate	S_Atlantic	(28.15,28.2]	-0.9844060	-0.9879414	-0.9791625
silicate	S_Atlantic	(28.2, Inf]	-0.8909188	-0.9399714	-0.8489506
silicate	S_Pacific	(-Inf,26]	0.0110858	-0.2151220	0.1367784
silicate	S_Pacific	(26,26.5]	-0.6260878	-0.8399423	-0.4357019
silicate	S_Pacific	(26.5,26.75]	-0.8433030	-0.9429805	-0.7223547
silicate	S_Pacific	(26.75,27]	-0.9329281	-0.9702084	-0.8992231
silicate	S_Pacific	(27,27.25]	-0.9111489	-0.9416108	-0.8884910
silicate	S_Pacific	(27.25,27.5]	-0.8502698	-0.8969915	-0.7821335
silicate	S_Pacific	(27.5,27.75]	-0.6953080	-0.8175682	-0.4584820
silicate	S_Pacific	(27.75,27.85]	-0.3385010	-0.7054344	0.2572442
silicate	S_Pacific	(27.85,27.95]	-0.2186294	-0.6598174	0.4762872
silicate	S_Pacific	(27.95,28.05]	-0.1496568	-0.5112634	0.5719011
silicate	S_Pacific	(28.05,28.1]	0.0095547	-0.2898798	0.6041316
silicate	S_Pacific	(28.1, Inf]	0.6271843	0.4997204	0.8600505
temp	Indian	(-Inf,26]	-0.1264134	-0.4765959	0.3383239
temp	Indian	(26,26.5]	0.5710639	0.2531516	0.8946760
temp	Indian	(26.5,26.75]	0.6511571	0.5050151	0.8449248
temp	Indian	(26.75,27]	0.5209203	0.4290136	0.6792454
temp	Indian	(27,27.25]	0.4140947	0.3185357	0.4973955
temp	Indian	(27.25,27.5]	0.2787261	0.1808324	0.3305550
temp	Indian	(27.5,27.75]	0.3835734	0.0292831	0.7471274
temp	Indian	(27.75,27.85]	-0.2743254	-0.8441448	0.5837211
temp	Indian	(27.85,27.95]	-0.4384673	-0.8257192	0.2321621
temp	Indian	(27.95,28.05]	-0.6207845	-0.8787003	-0.3102898
temp	Indian	(28.05,28.1]	-0.7863571	-0.9175661	-0.6539266
temp	Indian	(28.1, Inf]	-0.2936479	-0.3517810	-0.1883984
temp	N_Atlantic	(-Inf,26]	0.0935005	0.0464230	0.1405779
temp	N_Atlantic	(26,26.5]	-0.1429750	-0.1740863	-0.1118636
temp	N_Atlantic	(26.5,26.75]	NA	NA	NA
temp	N_Atlantic	(26.75,27]	-0.8535646	-0.8712351	-0.8252246
temp	N_Atlantic	(27,27.25]	-0.5865453	-0.7658058	-0.3288227
temp	N_Atlantic	(27.25,27.5]	-0.8583527	-0.8824255	-0.8367113
temp	N_Atlantic	(27.5,27.75]	-0.8328227	-0.8748368	-0.7996281
temp	N_Atlantic	(27.75,27.85]	-0.7767144	-0.7998306	-0.7460109
temp	N_Atlantic	(27.85,27.95]	-0.7243517	-0.7454382	-0.7013220
temp	N_Atlantic	(27.95,28.05]	-0.6327714	-0.6571771	-0.6007385
temp	N_Atlantic	(28.05,28.1]	-0.1961045	-0.3569750	-0.0148069
temp	N_Atlantic	(28.1,28.15]	0.3878815	0.2287820	0.4755656
temp	N_Atlantic	(28.15,28.2]	0.8268607	0.7779521	0.8544411
temp	N_Atlantic	(28.2, Inf]	0.1181257	-0.5234653	0.7908457
temp	N_Pacific	(-Inf,26]	-0.7115786	-0.7626552	-0.6548833
temp	N_Pacific	(26,26.5]	-0.7021300	-0.7684042	-0.6257595
temp	N_Pacific	(26.5,26.75]	-0.7835937	-0.8229102	-0.7284205
temp	N_Pacific	(26.75,27]	-0.8083954	-0.8878483	-0.7101335
temp	N_Pacific	(27,27.25]	-0.8509091	-0.9132300	-0.8116711
temp	N_Pacific	(27.25,27.5]	-0.7254258	-0.7641637	-0.6996891
temp	N_Pacific	(27.5,27.75]	-0.3441837	-0.6771163	-0.0533362
temp	N_Pacific	(27.75,27.85]	0.1780114	-0.8928964	0.8208803
temp	N_Pacific	(27.85,27.95]	0.3015424	-0.7140499	0.9122213
temp	N_Pacific	(27.95,28.05]	-0.2563851	-0.3371535	-0.1994579
temp	N_Pacific	(28.05,28.1]	0.1478363	0.0863156	0.2485945
temp	N_Pacific	(28.1, Inf]	0.7445818	0.6882811	0.8061410
temp	S_Atlantic	(-Inf,26]	-0.9834894	-0.9834894	-0.9834894
temp	S_Atlantic	(26,26.5]	-0.0809395	-0.3579720	0.4081336
temp	S_Atlantic	(26.5,26.75]	0.3581588	0.1100915	0.8029652
temp	S_Atlantic	(26.75,27]	0.6851826	0.5954892	0.7534999
temp	S_Atlantic	(27,27.25]	0.7763643	0.6207477	0.9522494
temp	S_Atlantic	(27.25,27.5]	0.8507766	0.8060519	0.9066444
temp	S_Atlantic	(27.5,27.75]	0.7167669	0.6849162	0.7674856
temp	S_Atlantic	(27.75,27.85]	0.6065495	0.3333313	0.9100678
temp	S_Atlantic	(27.85,27.95]	0.7788017	0.6710684	0.9134152
temp	S_Atlantic	(27.95,28.05]	0.8549691	0.7591754	0.9159912
temp	S_Atlantic	(28.05,28.1]	0.8847370	0.8389723	0.9474897
temp	S_Atlantic	(28.1,28.15]	0.9173415	0.8810647	0.9363170
temp	S_Atlantic	(28.15,28.2]	0.9319666	0.9122884	0.9444148
temp	S_Atlantic	(28.2, Inf]	0.8910619	0.8253879	0.9582702
temp	S_Pacific	(-Inf,26]	-0.7941011	-0.8171924	-0.7534932
temp	S_Pacific	(26,26.5]	-0.1385459	-0.3652451	0.0670662
temp	S_Pacific	(26.5,26.75]	0.4046278	0.2224633	0.5074171
temp	S_Pacific	(26.75,27]	0.7365831	0.6228373	0.8533128
temp	S_Pacific	(27,27.25]	0.6674681	0.5928222	0.7715823
temp	S_Pacific	(27.25,27.5]	0.4445460	0.3435509	0.5912631
temp	S_Pacific	(27.5,27.75]	-0.0169837	-0.0704893	0.0735032
temp	S_Pacific	(27.75,27.85]	-0.4307480	-0.7430232	0.0943208
temp	S_Pacific	(27.85,27.95]	-0.4855364	-0.8196874	0.1087686
temp	S_Pacific	(27.95,28.05]	-0.4386259	-0.7642470	0.2071491
temp	S_Pacific	(28.05,28.1]	-0.3095774	-0.6481210	0.2939704
temp	S_Pacific	(28.1, Inf]	0.5104946	0.3705736	0.7464720

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.3      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1