eMLR - assumption testing

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Last updated: 2020-12-12

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Knit directory: emlr_obs_v_XXX/

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---

1 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

2.1 Correlation plots

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

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("cstar",
                      "sal",
                      "temp",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          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
5d96d3c	jens-daniel-mueller	2020-12-11

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
5d96d3c	jens-daniel-mueller	2020-12-11

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
5d96d3c	jens-daniel-mueller	2020-12-11

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
5d96d3c	jens-daniel-mueller	2020-12-11

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
5d96d3c	jens-daniel-mueller	2020-12-11

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

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]
    
    # print(i_basin)
    # print(i_era)
    
    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]
      # print(i_gamma_slab)
      
      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(
            "cstar",
            "sal",
            "temp",
            "aou",
            "oxygen",
            "silicate",
            "phosphate",
            "phosphate_star"
          ),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

2.2 Correlation assesment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated indivdually 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]
print(i_basin)
print(i_era)

GLODAP_basin_era <- GLODAP %>% 
  filter(basin == i_basin,
         era == i_era) %>% 
  select(basin,
         era,
         gamma_slab,
         cstar,
         sal,
         temp,
         aou,
         oxygen,
         silicate,
         phosphate,
         phosphate_star)

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)

  cor_cstar_predictor_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    focus(cstar) %>% 
    mutate(basin = i_basin,
       era = i_era,
       gamma_slab = i_gamma_slab)
  
  if (exists("cor_cstar_predictor")) {
        cor_cstar_predictor <- bind_rows(cor_cstar_predictor, cor_cstar_predictor_temp)
      }
      
    if (!exists("cor_cstar_predictor")) {
        cor_cstar_predictor <- cor_cstar_predictor_temp
    }
  
  
  cor_predictors_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    shave %>% 
    stretch() %>% 
    filter(!is.na(r),
           x != "cstar",
           y != "cstar") %>% 
    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_cstar_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).

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()

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
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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 + oxygen	Indian	(-Inf,26]	-0.9925371	-0.9951880	-0.9894940
aou + oxygen	Indian	(26,26.5]	-0.9972808	-0.9979837	-0.9967950
aou + oxygen	Indian	(26.5,26.75]	-0.9973925	-0.9977915	-0.9967660
aou + oxygen	Indian	(26.75,27]	-0.9896736	-0.9969964	-0.9777727
aou + oxygen	Indian	(27,27.25]	-0.9946484	-0.9960254	-0.9927718
aou + oxygen	Indian	(27.25,27.5]	-0.9955825	-0.9959296	-0.9948976
aou + oxygen	Indian	(27.5,27.75]	-0.9960533	-0.9963623	-0.9958383
aou + oxygen	Indian	(27.75,27.85]	-0.9969940	-0.9979222	-0.9960605
aou + oxygen	Indian	(27.85,27.95]	-0.9927262	-0.9958374	-0.9896330
aou + oxygen	Indian	(27.95,28.05]	-0.9899943	-0.9917612	-0.9867303
aou + oxygen	Indian	(28.05,28.1]	-0.9899366	-0.9953131	-0.9865018
aou + oxygen	Indian	(28.1, Inf]	-0.9899080	-0.9927900	-0.9880373
aou + oxygen	N_Atlantic	(-Inf,26]	-0.9836576	-0.9846143	-0.9827009
aou + oxygen	N_Atlantic	(26,26.5]	-0.9875794	-1.0000000	-0.9764170
aou + oxygen	N_Atlantic	(26.5,26.75]	-0.9924916	-0.9936989	-0.9904740
aou + oxygen	N_Atlantic	(26.75,27]	-0.9906720	-0.9954630	-0.9864494
aou + oxygen	N_Atlantic	(27,27.25]	-0.9942772	-0.9967223	-0.9913692
aou + oxygen	N_Atlantic	(27.25,27.5]	-0.9849387	-0.9886454	-0.9801602
aou + oxygen	N_Atlantic	(27.5,27.75]	-0.9626783	-0.9790793	-0.9507931
aou + oxygen	N_Atlantic	(27.75,27.85]	-0.9751460	-0.9801380	-0.9683826
aou + oxygen	N_Atlantic	(27.85,27.95]	-0.9912125	-0.9929016	-0.9895363
aou + oxygen	N_Atlantic	(27.95,28.05]	-0.9868611	-0.9911080	-0.9824128
aou + oxygen	N_Atlantic	(28.05,28.1]	-0.9939072	-0.9946301	-0.9932757
aou + oxygen	N_Atlantic	(28.1,28.15]	-0.9963719	-0.9976000	-0.9948490
aou + oxygen	N_Atlantic	(28.15,28.2]	-0.9889609	-0.9992437	-0.9810048
aou + oxygen	N_Atlantic	(28.2, Inf]	-0.8131450	-0.9666380	-0.6561708
aou + oxygen	N_Pacific	(-Inf,26]	-0.8818977	-0.8994544	-0.8494704
aou + oxygen	N_Pacific	(26,26.5]	-0.9868587	-0.9896843	-0.9825988
aou + oxygen	N_Pacific	(26.5,26.75]	-0.9930597	-0.9936146	-0.9922403
aou + oxygen	N_Pacific	(26.75,27]	-0.9754373	-0.9793837	-0.9704801
aou + oxygen	N_Pacific	(27,27.25]	-0.9421130	-0.9475345	-0.9347537
aou + oxygen	N_Pacific	(27.25,27.5]	-0.9796100	-0.9820577	-0.9771220
aou + oxygen	N_Pacific	(27.5,27.75]	-0.9925031	-0.9951383	-0.9905405
aou + oxygen	N_Pacific	(27.75,27.85]	-0.9978823	-0.9980557	-0.9977591
aou + oxygen	N_Pacific	(27.85,27.95]	-0.9980116	-0.9980770	-0.9979442
aou + oxygen	N_Pacific	(27.95,28.05]	-0.9978234	-0.9981040	-0.9973912
aou + oxygen	N_Pacific	(28.05,28.1]	-0.9988707	-0.9991399	-0.9985657
aou + oxygen	N_Pacific	(28.1, Inf]	-0.9997881	-0.9997948	-0.9997777
aou + oxygen	S_Atlantic	(-Inf,26]	-0.8708741	-0.9263806	-0.7686415
aou + oxygen	S_Atlantic	(26,26.5]	-0.9305272	-0.9616742	-0.9076110
aou + oxygen	S_Atlantic	(26.5,26.75]	-0.9926247	-0.9959571	-0.9909051
aou + oxygen	S_Atlantic	(26.75,27]	-0.9947054	-0.9956074	-0.9936038
aou + oxygen	S_Atlantic	(27,27.25]	-0.9939151	-0.9954985	-0.9928806
aou + oxygen	S_Atlantic	(27.25,27.5]	-0.9928409	-0.9957220	-0.9906986
aou + oxygen	S_Atlantic	(27.5,27.75]	-0.9771271	-0.9831139	-0.9664966
aou + oxygen	S_Atlantic	(27.75,27.85]	-0.9260787	-0.9390087	-0.9157917
aou + oxygen	S_Atlantic	(27.85,27.95]	-0.9732554	-0.9834025	-0.9560224
aou + oxygen	S_Atlantic	(27.95,28.05]	-0.9714639	-0.9910378	-0.9466335
aou + oxygen	S_Atlantic	(28.05,28.1]	-0.9722108	-0.9954933	-0.9377896
aou + oxygen	S_Atlantic	(28.1,28.15]	-0.9838168	-0.9942846	-0.9698148
aou + oxygen	S_Atlantic	(28.15,28.2]	-0.9891356	-0.9968038	-0.9753951
aou + oxygen	S_Atlantic	(28.2, Inf]	-0.9663224	-0.9932179	-0.9346620
aou + oxygen	S_Pacific	(-Inf,26]	-0.9216086	-0.9476398	-0.9050388
aou + oxygen	S_Pacific	(26,26.5]	-0.9915808	-0.9942501	-0.9869409
aou + oxygen	S_Pacific	(26.5,26.75]	-0.9967126	-0.9975461	-0.9951214
aou + oxygen	S_Pacific	(26.75,27]	-0.9969953	-0.9980138	-0.9957087
aou + oxygen	S_Pacific	(27,27.25]	-0.9966913	-0.9975665	-0.9952463
aou + oxygen	S_Pacific	(27.25,27.5]	-0.9967268	-0.9972198	-0.9961666
aou + oxygen	S_Pacific	(27.5,27.75]	-0.9947274	-0.9963661	-0.9925371
aou + oxygen	S_Pacific	(27.75,27.85]	-0.9955955	-0.9985775	-0.9917810
aou + oxygen	S_Pacific	(27.85,27.95]	-0.9953520	-0.9984494	-0.9920063
aou + oxygen	S_Pacific	(27.95,28.05]	-0.9935798	-0.9949959	-0.9926414
aou + oxygen	S_Pacific	(28.05,28.1]	-0.9925256	-0.9945293	-0.9912898
aou + oxygen	S_Pacific	(28.1, Inf]	-0.9786392	-0.9831716	-0.9726731
aou + phosphate	Indian	(-Inf,26]	0.9938832	0.9914874	0.9959352
aou + phosphate	Indian	(26,26.5]	0.9952505	0.9930291	0.9971531
aou + phosphate	Indian	(26.5,26.75]	0.9835506	0.9752223	0.9936599
aou + phosphate	Indian	(26.75,27]	0.9177726	0.8301232	0.9761899
aou + phosphate	Indian	(27,27.25]	0.9208962	0.8726480	0.9649636
aou + phosphate	Indian	(27.25,27.5]	0.9397608	0.9252537	0.9558957
aou + phosphate	Indian	(27.5,27.75]	0.9490595	0.9328737	0.9593044
aou + phosphate	Indian	(27.75,27.85]	0.8980714	0.8367615	0.9584349
aou + phosphate	Indian	(27.85,27.95]	0.8744968	0.8312135	0.9384372
aou + phosphate	Indian	(27.95,28.05]	0.7885012	0.6741957	0.9153298
aou + phosphate	Indian	(28.05,28.1]	0.7651785	0.6280239	0.9264777
aou + phosphate	Indian	(28.1, Inf]	0.4431326	0.1330968	0.6629513
aou + phosphate	N_Atlantic	(-Inf,26]	0.8476478	0.8104241	0.8848714
aou + phosphate	N_Atlantic	(26,26.5]	0.9418373	0.9082500	1.0000000
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9770517	0.9753224	0.9787282
aou + phosphate	N_Atlantic	(26.75,27]	0.9713587	0.9601794	0.9802525
aou + phosphate	N_Atlantic	(27,27.25]	0.9742811	0.9637754	0.9825177
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9469674	0.9214786	0.9649269
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9082746	0.8597191	0.9445424
aou + phosphate	N_Atlantic	(27.75,27.85]	0.8876472	0.8225233	0.9413615
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9196163	0.8995810	0.9345301
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9149489	0.8863453	0.9698000
aou + phosphate	N_Atlantic	(28.05,28.1]	0.9656576	0.9546660	0.9799037
aou + phosphate	N_Atlantic	(28.1,28.15]	0.9794467	0.9742032	0.9860387
aou + phosphate	N_Atlantic	(28.15,28.2]	0.6084674	0.3442983	0.9982361
aou + phosphate	N_Atlantic	(28.2, Inf]	0.8087917	0.6767602	0.9664921
aou + phosphate	N_Pacific	(-Inf,26]	0.9016048	0.8779888	0.9424690
aou + phosphate	N_Pacific	(26,26.5]	0.9375942	0.9001818	0.9577637
aou + phosphate	N_Pacific	(26.5,26.75]	0.9252566	0.9063128	0.9427316
aou + phosphate	N_Pacific	(26.75,27]	0.7653559	0.7025149	0.8272064
aou + phosphate	N_Pacific	(27,27.25]	0.8953509	0.8458954	0.9511598
aou + phosphate	N_Pacific	(27.25,27.5]	0.9496737	0.9169408	0.9702157
aou + phosphate	N_Pacific	(27.5,27.75]	0.9502419	0.8904198	0.9869636
aou + phosphate	N_Pacific	(27.75,27.85]	0.9351872	0.8782315	0.9639505
aou + phosphate	N_Pacific	(27.85,27.95]	0.9419992	0.8832061	0.9772087
aou + phosphate	N_Pacific	(27.95,28.05]	0.9305836	0.8690923	0.9755500
aou + phosphate	N_Pacific	(28.05,28.1]	0.8623931	0.7182207	0.9517440
aou + phosphate	N_Pacific	(28.1, Inf]	0.8516292	0.7432437	0.9161308
aou + phosphate	S_Atlantic	(-Inf,26]	0.7574888	0.5912971	0.9095754
aou + phosphate	S_Atlantic	(26,26.5]	0.9011650	0.8524717	0.9328705
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9493060	0.9304879	0.9754523
aou + phosphate	S_Atlantic	(26.75,27]	0.9397147	0.9359994	0.9453078
aou + phosphate	S_Atlantic	(27,27.25]	0.8719048	0.8446161	0.9054549
aou + phosphate	S_Atlantic	(27.25,27.5]	0.8970997	0.8676504	0.9279987
aou + phosphate	S_Atlantic	(27.5,27.75]	0.2598173	0.2130206	0.2902746
aou + phosphate	S_Atlantic	(27.75,27.85]	0.8068204	0.6480939	0.9126741
aou + phosphate	S_Atlantic	(27.85,27.95]	0.9009546	0.7755096	0.9666324
aou + phosphate	S_Atlantic	(27.95,28.05]	0.9159963	0.8105590	0.9821082
aou + phosphate	S_Atlantic	(28.05,28.1]	0.9338456	0.8567487	0.9877702
aou + phosphate	S_Atlantic	(28.1,28.15]	0.9562620	0.9323400	0.9710832
aou + phosphate	S_Atlantic	(28.15,28.2]	0.9558068	0.9053304	0.9820260
aou + phosphate	S_Atlantic	(28.2, Inf]	0.4353644	0.4108153	0.4545372
aou + phosphate	S_Pacific	(-Inf,26]	0.9101652	0.8783706	0.9462842
aou + phosphate	S_Pacific	(26,26.5]	0.9680707	0.9565602	0.9762993
aou + phosphate	S_Pacific	(26.5,26.75]	0.9749120	0.9694391	0.9820403
aou + phosphate	S_Pacific	(26.75,27]	0.9654649	0.9529232	0.9719097
aou + phosphate	S_Pacific	(27,27.25]	0.9594910	0.9335170	0.9737088
aou + phosphate	S_Pacific	(27.25,27.5]	0.9605799	0.9482570	0.9709359
aou + phosphate	S_Pacific	(27.5,27.75]	0.9521652	0.9427833	0.9594595
aou + phosphate	S_Pacific	(27.75,27.85]	0.9582262	0.9460988	0.9710552
aou + phosphate	S_Pacific	(27.85,27.95]	0.9590680	0.9391251	0.9828913
aou + phosphate	S_Pacific	(27.95,28.05]	0.9531838	0.9327100	0.9694938
aou + phosphate	S_Pacific	(28.05,28.1]	0.9415189	0.9289936	0.9584692
aou + phosphate	S_Pacific	(28.1, Inf]	0.4587495	0.3283037	0.5612000
aou + phosphate_star	Indian	(-Inf,26]	0.9423127	0.9409325	0.9450443
aou + phosphate_star	Indian	(26,26.5]	0.9413809	0.9093453	0.9739166
aou + phosphate_star	Indian	(26.5,26.75]	0.7664148	0.7049372	0.8596952
aou + phosphate_star	Indian	(26.75,27]	0.1468596	0.1079360	0.1767838
aou + phosphate_star	Indian	(27,27.25]	-0.5282464	-0.5588416	-0.5111680
aou + phosphate_star	Indian	(27.25,27.5]	-0.8229978	-0.8436137	-0.8096401
aou + phosphate_star	Indian	(27.5,27.75]	-0.8934272	-0.9029260	-0.8840267
aou + phosphate_star	Indian	(27.75,27.85]	-0.7073711	-0.7627463	-0.6534473
aou + phosphate_star	Indian	(27.85,27.95]	-0.4622626	-0.5917748	-0.3107627
aou + phosphate_star	Indian	(27.95,28.05]	-0.3646161	-0.7107611	0.0561214
aou + phosphate_star	Indian	(28.05,28.1]	-0.2453160	-0.6238369	0.3126147
aou + phosphate_star	Indian	(28.1, Inf]	-0.7663082	-0.8532953	-0.6065093
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.2106029	0.0083384	0.4128674
aou + phosphate_star	N_Atlantic	(26,26.5]	0.7205993	0.5517711	1.0000000
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.8776639	0.8540558	0.8939447
aou + phosphate_star	N_Atlantic	(26.75,27]	0.8153016	0.7771779	0.8386860
aou + phosphate_star	N_Atlantic	(27,27.25]	0.7854572	0.7408142	0.8347969
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.7111379	0.6084795	0.7680979
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.5103277	0.3194275	0.6248069
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.0990733	-0.2203025	0.2735008
aou + phosphate_star	N_Atlantic	(27.85,27.95]	-0.1993036	-0.2621057	-0.1398597
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.4119025	0.0447618	0.7987354
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.8454625	0.8006619	0.9063879
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.9216067	0.9129840	0.9381120
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.1202781	-0.5130627	0.9936564
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.5363677	-0.0250393	0.9616600
aou + phosphate_star	N_Pacific	(-Inf,26]	0.6157368	0.5436344	0.7276791
aou + phosphate_star	N_Pacific	(26,26.5]	0.3643466	0.1824112	0.4598842
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.2878004	-0.3682143	-0.2047153
aou + phosphate_star	N_Pacific	(26.75,27]	-0.4126135	-0.4514827	-0.3622291
aou + phosphate_star	N_Pacific	(27,27.25]	0.2624773	0.0733851	0.5106425
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.5997979	0.3673394	0.8075087
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.3454295	-0.2275647	0.7511933
aou + phosphate_star	N_Pacific	(27.75,27.85]	-0.5210763	-0.5933154	-0.3918726
aou + phosphate_star	N_Pacific	(27.85,27.95]	-0.5374759	-0.6587579	-0.3917855
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.2881947	-0.4969955	-0.1288571
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.1954449	-0.2893766	-0.0964627
aou + phosphate_star	N_Pacific	(28.1, Inf]	-0.1381549	-0.1913406	-0.0924792
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.3206525	-0.0815927	0.6755401
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5873788	0.5350611	0.6404300
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.3635380	0.2257141	0.4389490
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.2453204	-0.3330379	-0.0869675
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.6758248	-0.6922981	-0.6526573
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.7490110	-0.7894152	-0.7044029
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6546099	-0.7751952	-0.5392465
aou + phosphate_star	S_Atlantic	(27.75,27.85]	0.5091874	0.1173245	0.7664244
aou + phosphate_star	S_Atlantic	(27.85,27.95]	0.6727665	0.3164052	0.8576321
aou + phosphate_star	S_Atlantic	(27.95,28.05]	0.7200318	0.4285665	0.9156126
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.8027290	0.6073403	0.9535939
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.8711725	0.8164161	0.9094947
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.8407104	0.6586211	0.9338372
aou + phosphate_star	S_Atlantic	(28.2, Inf]	-0.4367316	-0.7902235	-0.1419913
aou + phosphate_star	S_Pacific	(-Inf,26]	0.5308361	0.3609077	0.7243258
aou + phosphate_star	S_Pacific	(26,26.5]	0.7509776	0.6887331	0.7978832
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6647230	0.5442207	0.7616674
aou + phosphate_star	S_Pacific	(26.75,27]	0.2976712	0.1959129	0.4080636
aou + phosphate_star	S_Pacific	(27,27.25]	-0.1839396	-0.2687569	-0.0943493
aou + phosphate_star	S_Pacific	(27.25,27.5]	-0.4427926	-0.5606500	-0.3391752
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.4921350	-0.5730762	-0.4069721
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.2971929	-0.4803916	-0.1691083
aou + phosphate_star	S_Pacific	(27.85,27.95]	0.0579992	-0.3119262	0.5493521
aou + phosphate_star	S_Pacific	(27.95,28.05]	0.2953177	-0.0355241	0.5047696
aou + phosphate_star	S_Pacific	(28.05,28.1]	0.3874209	0.1386435	0.5405637
aou + phosphate_star	S_Pacific	(28.1, Inf]	-0.6820504	-0.7286817	-0.6533882
aou + silicate	Indian	(-Inf,26]	0.9286154	0.8524933	0.9768449
aou + silicate	Indian	(26,26.5]	0.9529753	0.9053691	0.9962615
aou + silicate	Indian	(26.5,26.75]	0.9645564	0.9284683	0.9927638
aou + silicate	Indian	(26.75,27]	0.9648178	0.9528232	0.9805534
aou + silicate	Indian	(27,27.25]	0.9368593	0.8991093	0.9595332
aou + silicate	Indian	(27.25,27.5]	0.8971226	0.8426603	0.9373348
aou + silicate	Indian	(27.5,27.75]	0.8810732	0.7941516	0.9470670
aou + silicate	Indian	(27.75,27.85]	0.9034972	0.8750774	0.9437537
aou + silicate	Indian	(27.85,27.95]	0.8606411	0.8437777	0.8914673
aou + silicate	Indian	(27.95,28.05]	0.8438511	0.7958474	0.9089289
aou + silicate	Indian	(28.05,28.1]	0.9002755	0.8704209	0.9448704
aou + silicate	Indian	(28.1, Inf]	0.4604909	0.2757271	0.6335897
aou + silicate	N_Atlantic	(-Inf,26]	0.7832454	0.7830027	0.7834881
aou + silicate	N_Atlantic	(26,26.5]	0.9087013	0.8532734	1.0000000
aou + silicate	N_Atlantic	(26.5,26.75]	0.9549365	0.9511237	0.9570638
aou + silicate	N_Atlantic	(26.75,27]	0.9366155	0.9205571	0.9535587
aou + silicate	N_Atlantic	(27,27.25]	0.9435440	0.9360509	0.9492230
aou + silicate	N_Atlantic	(27.25,27.5]	0.9098700	0.9029249	0.9141043
aou + silicate	N_Atlantic	(27.5,27.75]	0.9069889	0.8779336	0.9302766
aou + silicate	N_Atlantic	(27.75,27.85]	0.9140606	0.8873032	0.9464604
aou + silicate	N_Atlantic	(27.85,27.95]	0.9221866	0.9090139	0.9389698
aou + silicate	N_Atlantic	(27.95,28.05]	0.9273451	0.9261709	0.9289282
aou + silicate	N_Atlantic	(28.05,28.1]	0.9682025	0.9664781	0.9695513
aou + silicate	N_Atlantic	(28.1,28.15]	0.9724955	0.9718493	0.9736466
aou + silicate	N_Atlantic	(28.15,28.2]	0.7788319	0.5777938	0.9978310
aou + silicate	N_Atlantic	(28.2, Inf]	0.9198598	0.8947560	0.9613287
aou + silicate	N_Pacific	(-Inf,26]	0.7891945	0.7508574	0.8353807
aou + silicate	N_Pacific	(26,26.5]	0.6086568	0.5371001	0.6637737
aou + silicate	N_Pacific	(26.5,26.75]	0.1491431	0.0580076	0.2685048
aou + silicate	N_Pacific	(26.75,27]	-0.1495516	-0.2284448	-0.0270186
aou + silicate	N_Pacific	(27,27.25]	0.4801096	0.4452602	0.5144756
aou + silicate	N_Pacific	(27.25,27.5]	0.7836666	0.7628879	0.8119882
aou + silicate	N_Pacific	(27.5,27.75]	0.8769257	0.8078463	0.9294009
aou + silicate	N_Pacific	(27.75,27.85]	0.9034066	0.8997752	0.9098299
aou + silicate	N_Pacific	(27.85,27.95]	0.8796267	0.8585885	0.8996804
aou + silicate	N_Pacific	(27.95,28.05]	0.7491089	0.6950031	0.8167367
aou + silicate	N_Pacific	(28.05,28.1]	0.7165557	0.6631159	0.7440448
aou + silicate	N_Pacific	(28.1, Inf]	0.9458709	0.9287690	0.9623190
aou + silicate	S_Atlantic	(-Inf,26]	0.3347035	0.2603127	0.3742621
aou + silicate	S_Atlantic	(26,26.5]	0.7035914	0.6458192	0.8024183
aou + silicate	S_Atlantic	(26.5,26.75]	0.8995159	0.8577727	0.9246098
aou + silicate	S_Atlantic	(26.75,27]	0.8727490	0.8083638	0.9092521
aou + silicate	S_Atlantic	(27,27.25]	0.7118574	0.6318894	0.7738889
aou + silicate	S_Atlantic	(27.25,27.5]	0.4192164	0.2905238	0.5229181
aou + silicate	S_Atlantic	(27.5,27.75]	-0.0974525	-0.1738439	-0.0058746
aou + silicate	S_Atlantic	(27.75,27.85]	0.7084785	0.4723691	0.8761056
aou + silicate	S_Atlantic	(27.85,27.95]	0.8459696	0.6689765	0.9364825
aou + silicate	S_Atlantic	(27.95,28.05]	0.8998399	0.7908326	0.9661802
aou + silicate	S_Atlantic	(28.05,28.1]	0.9493998	0.8932129	0.9885000
aou + silicate	S_Atlantic	(28.1,28.15]	0.9630750	0.9510504	0.9716597
aou + silicate	S_Atlantic	(28.15,28.2]	0.9469229	0.8950564	0.9733148
aou + silicate	S_Atlantic	(28.2, Inf]	0.4227702	0.3087331	0.5746610
aou + silicate	S_Pacific	(-Inf,26]	0.8357503	0.8086164	0.8749990
aou + silicate	S_Pacific	(26,26.5]	0.9573972	0.9519473	0.9608276
aou + silicate	S_Pacific	(26.5,26.75]	0.9671524	0.9633033	0.9696338
aou + silicate	S_Pacific	(26.75,27]	0.9602587	0.9511486	0.9701573
aou + silicate	S_Pacific	(27,27.25]	0.9359654	0.9200241	0.9462622
aou + silicate	S_Pacific	(27.25,27.5]	0.8834219	0.8782826	0.8864001
aou + silicate	S_Pacific	(27.5,27.75]	0.8212248	0.7998415	0.8480094
aou + silicate	S_Pacific	(27.75,27.85]	0.8833712	0.8444835	0.9298869
aou + silicate	S_Pacific	(27.85,27.95]	0.8941928	0.8632583	0.9463499
aou + silicate	S_Pacific	(27.95,28.05]	0.9235458	0.8966317	0.9498517
aou + silicate	S_Pacific	(28.05,28.1]	0.9342363	0.9313827	0.9384237
aou + silicate	S_Pacific	(28.1, Inf]	-0.0016779	-0.1359818	0.2298371
oxygen + phosphate	Indian	(-Inf,26]	-0.9799678	-0.9852563	-0.9696964
oxygen + phosphate	Indian	(26,26.5]	-0.9871887	-0.9907596	-0.9824824
oxygen + phosphate	Indian	(26.5,26.75]	-0.9699686	-0.9870000	-0.9548721
oxygen + phosphate	Indian	(26.75,27]	-0.8552828	-0.9600286	-0.6968290
oxygen + phosphate	Indian	(27,27.25]	-0.8794476	-0.9436178	-0.8095215
oxygen + phosphate	Indian	(27.25,27.5]	-0.9084871	-0.9292318	-0.8890298
oxygen + phosphate	Indian	(27.5,27.75]	-0.9328703	-0.9470367	-0.9108015
oxygen + phosphate	Indian	(27.75,27.85]	-0.8740503	-0.9468181	-0.7971953
oxygen + phosphate	Indian	(27.85,27.95]	-0.8208546	-0.9125371	-0.7544792
oxygen + phosphate	Indian	(27.95,28.05]	-0.7054565	-0.8662064	-0.5780915
oxygen + phosphate	Indian	(28.05,28.1]	-0.6773989	-0.8976300	-0.5045392
oxygen + phosphate	Indian	(28.1, Inf]	-0.3319528	-0.5581571	0.0056953
oxygen + phosphate	N_Atlantic	(-Inf,26]	-0.8069576	-0.8535825	-0.7603327
oxygen + phosphate	N_Atlantic	(26,26.5]	-0.8893746	-1.0000000	-0.8134989
oxygen + phosphate	N_Atlantic	(26.5,26.75]	-0.9466552	-0.9489321	-0.9428708
oxygen + phosphate	N_Atlantic	(26.75,27]	-0.9334172	-0.9583470	-0.9062457
oxygen + phosphate	N_Atlantic	(27,27.25]	-0.9478040	-0.9656789	-0.9258026
oxygen + phosphate	N_Atlantic	(27.25,27.5]	-0.8837503	-0.9186913	-0.8358648
oxygen + phosphate	N_Atlantic	(27.5,27.75]	-0.7826865	-0.8729227	-0.6895288
oxygen + phosphate	N_Atlantic	(27.75,27.85]	-0.7874447	-0.8722152	-0.7150337
oxygen + phosphate	N_Atlantic	(27.85,27.95]	-0.8888967	-0.9030729	-0.8656376
oxygen + phosphate	N_Atlantic	(27.95,28.05]	-0.9077751	-0.9604916	-0.8797638
oxygen + phosphate	N_Atlantic	(28.05,28.1]	-0.9513723	-0.9646812	-0.9417949
oxygen + phosphate	N_Atlantic	(28.1,28.15]	-0.9688146	-0.9771537	-0.9622178
oxygen + phosphate	N_Atlantic	(28.15,28.2]	-0.6136952	-0.9967371	-0.3480353
oxygen + phosphate	N_Atlantic	(28.2, Inf]	-0.7000209	-0.9955477	-0.5181295
oxygen + phosphate	N_Pacific	(-Inf,26]	-0.6368856	-0.7191922	-0.5486113
oxygen + phosphate	N_Pacific	(26,26.5]	-0.8776344	-0.9119409	-0.8168485
oxygen + phosphate	N_Pacific	(26.5,26.75]	-0.8827643	-0.9026128	-0.8656924
oxygen + phosphate	N_Pacific	(26.75,27]	-0.6189560	-0.6950751	-0.5277801
oxygen + phosphate	N_Pacific	(27,27.25]	-0.7319743	-0.8306325	-0.6470134
oxygen + phosphate	N_Pacific	(27.25,27.5]	-0.9510467	-0.9861538	-0.9008065
oxygen + phosphate	N_Pacific	(27.5,27.75]	-0.9592839	-0.9934837	-0.8960270
oxygen + phosphate	N_Pacific	(27.75,27.85]	-0.9408480	-0.9717316	-0.8821586
oxygen + phosphate	N_Pacific	(27.85,27.95]	-0.9444650	-0.9808076	-0.8847011
oxygen + phosphate	N_Pacific	(27.95,28.05]	-0.9292357	-0.9755947	-0.8669225
oxygen + phosphate	N_Pacific	(28.05,28.1]	-0.8604919	-0.9494611	-0.7171015
oxygen + phosphate	N_Pacific	(28.1, Inf]	-0.8516490	-0.9168851	-0.7437729
oxygen + phosphate	S_Atlantic	(-Inf,26]	-0.5558925	-0.8020611	-0.2095860
oxygen + phosphate	S_Atlantic	(26,26.5]	-0.7143388	-0.8287446	-0.5830486
oxygen + phosphate	S_Atlantic	(26.5,26.75]	-0.9093465	-0.9556977	-0.8769293
oxygen + phosphate	S_Atlantic	(26.75,27]	-0.9019647	-0.9126792	-0.8938511
oxygen + phosphate	S_Atlantic	(27,27.25]	-0.8146492	-0.8629264	-0.7769964
oxygen + phosphate	S_Atlantic	(27.25,27.5]	-0.8438521	-0.8943186	-0.7970847
oxygen + phosphate	S_Atlantic	(27.5,27.75]	-0.1239904	-0.1753343	-0.0835197
oxygen + phosphate	S_Atlantic	(27.75,27.85]	-0.5552488	-0.7059362	-0.3643268
oxygen + phosphate	S_Atlantic	(27.85,27.95]	-0.7907648	-0.9110595	-0.5680766
oxygen + phosphate	S_Atlantic	(27.95,28.05]	-0.8075143	-0.9540633	-0.5877176
oxygen + phosphate	S_Atlantic	(28.05,28.1]	-0.8340996	-0.9730793	-0.6332381
oxygen + phosphate	S_Atlantic	(28.1,28.15]	-0.8948357	-0.9444788	-0.8215051
oxygen + phosphate	S_Atlantic	(28.15,28.2]	-0.9116232	-0.9689370	-0.7987978
oxygen + phosphate	S_Atlantic	(28.2, Inf]	-0.2262342	-0.3182410	-0.1156636
oxygen + phosphate	S_Pacific	(-Inf,26]	-0.7814445	-0.8679066	-0.7085904
oxygen + phosphate	S_Pacific	(26,26.5]	-0.9327556	-0.9497219	-0.9039512
oxygen + phosphate	S_Pacific	(26.5,26.75]	-0.9559111	-0.9685630	-0.9433128
oxygen + phosphate	S_Pacific	(26.75,27]	-0.9436594	-0.9558161	-0.9224235
oxygen + phosphate	S_Pacific	(27,27.25]	-0.9352786	-0.9570084	-0.8963307
oxygen + phosphate	S_Pacific	(27.25,27.5]	-0.9389376	-0.9539725	-0.9217619
oxygen + phosphate	S_Pacific	(27.5,27.75]	-0.9309243	-0.9450294	-0.9167282
oxygen + phosphate	S_Pacific	(27.75,27.85]	-0.9391005	-0.9644936	-0.9234569
oxygen + phosphate	S_Pacific	(27.85,27.95]	-0.9401923	-0.9807922	-0.9125061
oxygen + phosphate	S_Pacific	(27.95,28.05]	-0.9266162	-0.9502767	-0.8980045
oxygen + phosphate	S_Pacific	(28.05,28.1]	-0.9052889	-0.9318919	-0.8842609
oxygen + phosphate	S_Pacific	(28.1, Inf]	-0.3140473	-0.4400377	-0.1431180
oxygen + phosphate_star	Indian	(-Inf,26]	-0.9041161	-0.9216236	-0.8837452
oxygen + phosphate_star	Indian	(26,26.5]	-0.9173148	-0.9581342	-0.8773341
oxygen + phosphate_star	Indian	(26.5,26.75]	-0.7227214	-0.8309292	-0.6583697
oxygen + phosphate_star	Indian	(26.75,27]	-0.0204634	-0.0525682	0.0312482
oxygen + phosphate_star	Indian	(27,27.25]	0.6078387	0.5939919	0.6207456
oxygen + phosphate_star	Indian	(27.25,27.5]	0.8687165	0.8557123	0.8873650
oxygen + phosphate_star	Indian	(27.5,27.75]	0.9187075	0.9088623	0.9259537
oxygen + phosphate_star	Indian	(27.75,27.85]	0.7457620	0.7063065	0.7949518
oxygen + phosphate_star	Indian	(27.85,27.95]	0.5494451	0.3795234	0.6747662
oxygen + phosphate_star	Indian	(27.95,28.05]	0.4738313	0.0567549	0.7929429
oxygen + phosphate_star	Indian	(28.05,28.1]	0.3511074	-0.2409568	0.7344759
oxygen + phosphate_star	Indian	(28.1, Inf]	0.8401599	0.7096521	0.9183864
oxygen + phosphate_star	N_Atlantic	(-Inf,26]	-0.1234354	-0.3280497	0.0811790
oxygen + phosphate_star	N_Atlantic	(26,26.5]	-0.6244548	-1.0000000	-0.4282779
oxygen + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8171266	-0.8283182	-0.7971247
oxygen + phosphate_star	N_Atlantic	(26.75,27]	-0.7348494	-0.7755281	-0.6699808
oxygen + phosphate_star	N_Atlantic	(27,27.25]	-0.7210803	-0.7781404	-0.6545350
oxygen + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5882878	-0.6575667	-0.4512967
oxygen + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2869097	-0.4293378	-0.0397747
oxygen + phosphate_star	N_Atlantic	(27.75,27.85]	0.0945279	-0.0995705	0.3924951
oxygen + phosphate_star	N_Atlantic	(27.85,27.95]	0.2826103	0.2273341	0.3391891
oxygen + phosphate_star	N_Atlantic	(27.95,28.05]	-0.3761642	-0.7575579	-0.0145960
oxygen + phosphate_star	N_Atlantic	(28.05,28.1]	-0.8126031	-0.8718934	-0.7708286
oxygen + phosphate_star	N_Atlantic	(28.1,28.15]	-0.8999397	-0.9195551	-0.8813708
oxygen + phosphate_star	N_Atlantic	(28.15,28.2]	-0.1174447	-0.9905846	0.5208573
oxygen + phosphate_star	N_Atlantic	(28.2, Inf]	-0.3108373	-0.9877209	0.3682818
oxygen + phosphate_star	N_Pacific	(-Inf,26]	-0.2116143	-0.3673322	-0.0914053
oxygen + phosphate_star	N_Pacific	(26,26.5]	-0.2228774	-0.3366093	-0.0135598
oxygen + phosphate_star	N_Pacific	(26.5,26.75]	0.3864054	0.3142136	0.4532839
oxygen + phosphate_star	N_Pacific	(26.75,27]	0.5930318	0.5479246	0.6184583
oxygen + phosphate_star	N_Pacific	(27,27.25]	0.0387622	-0.2367174	0.2491023
oxygen + phosphate_star	N_Pacific	(27.25,27.5]	-0.5658585	-0.8160307	-0.2931452
oxygen + phosphate_star	N_Pacific	(27.5,27.75]	-0.3611390	-0.7644693	0.2360764
oxygen + phosphate_star	N_Pacific	(27.75,27.85]	0.5107118	0.3882995	0.5842114
oxygen + phosphate_star	N_Pacific	(27.85,27.95]	0.5361299	0.3932326	0.6536485
oxygen + phosphate_star	N_Pacific	(27.95,28.05]	0.2979457	0.1380225	0.5056056
oxygen + phosphate_star	N_Pacific	(28.05,28.1]	0.2025428	0.0996719	0.2997983
oxygen + phosphate_star	N_Pacific	(28.1, Inf]	0.1385896	0.0956653	0.1899871
oxygen + phosphate_star	S_Atlantic	(-Inf,26]	-0.0151585	-0.4539436	0.5746184
oxygen + phosphate_star	S_Atlantic	(26,26.5]	-0.2870016	-0.3760633	-0.1564961
oxygen + phosphate_star	S_Atlantic	(26.5,26.75]	-0.2591405	-0.3522796	-0.0994044
oxygen + phosphate_star	S_Atlantic	(26.75,27]	0.3390685	0.1929517	0.4243715
oxygen + phosphate_star	S_Atlantic	(27,27.25]	0.7510013	0.7365054	0.7606604
oxygen + phosphate_star	S_Atlantic	(27.25,27.5]	0.8177151	0.7819848	0.8386590
oxygen + phosphate_star	S_Atlantic	(27.5,27.75]	0.7622794	0.6845764	0.8522373
oxygen + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1860954	-0.4802279	0.2166556
oxygen + phosphate_star	S_Atlantic	(27.85,27.95]	-0.5077556	-0.7584701	-0.0357489
oxygen + phosphate_star	S_Atlantic	(27.95,28.05]	-0.5567976	-0.8612618	-0.1233524
oxygen + phosphate_star	S_Atlantic	(28.05,28.1]	-0.6582438	-0.9266553	-0.3023611
oxygen + phosphate_star	S_Atlantic	(28.1,28.15]	-0.7780152	-0.8656859	-0.6568976
oxygen + phosphate_star	S_Atlantic	(28.15,28.2]	-0.7671905	-0.9095433	-0.4874725
oxygen + phosphate_star	S_Atlantic	(28.2, Inf]	0.6315143	0.4684623	0.8488116
oxygen + phosphate_star	S_Pacific	(-Inf,26]	-0.2612720	-0.5435515	-0.0276941
oxygen + phosphate_star	S_Pacific	(26,26.5]	-0.6681488	-0.7313683	-0.5727371
oxygen + phosphate_star	S_Pacific	(26.5,26.75]	-0.6080767	-0.7191489	-0.4865281
oxygen + phosphate_star	S_Pacific	(26.75,27]	-0.2269334	-0.3427304	-0.1355427
oxygen + phosphate_star	S_Pacific	(27,27.25]	0.2581478	0.1595024	0.3577497
oxygen + phosphate_star	S_Pacific	(27.25,27.5]	0.5057781	0.4002291	0.6194728
oxygen + phosphate_star	S_Pacific	(27.5,27.75]	0.5542003	0.4826888	0.6182629
oxygen + phosphate_star	S_Pacific	(27.75,27.85]	0.3580926	0.1988309	0.5392518
oxygen + phosphate_star	S_Pacific	(27.85,27.95]	0.0020513	-0.5344958	0.3827944
oxygen + phosphate_star	S_Pacific	(27.95,28.05]	-0.2145763	-0.4377468	0.1285970
oxygen + phosphate_star	S_Pacific	(28.05,28.1]	-0.2948266	-0.4658425	-0.0275166
oxygen + phosphate_star	S_Pacific	(28.1, Inf]	0.7954502	0.7621549	0.8237224
oxygen + silicate	Indian	(-Inf,26]	-0.8983745	-0.9441616	-0.8105797
oxygen + silicate	Indian	(26,26.5]	-0.9395914	-0.9922979	-0.8803833
oxygen + silicate	Indian	(26.5,26.75]	-0.9529829	-0.9837545	-0.9098901
oxygen + silicate	Indian	(26.75,27]	-0.9468788	-0.9690133	-0.9333497
oxygen + silicate	Indian	(27,27.25]	-0.9072035	-0.9281212	-0.8669898
oxygen + silicate	Indian	(27.25,27.5]	-0.8589236	-0.9066332	-0.7927972
oxygen + silicate	Indian	(27.5,27.75]	-0.8459929	-0.9228973	-0.7451906
oxygen + silicate	Indian	(27.75,27.85]	-0.8841077	-0.9240610	-0.8540780
oxygen + silicate	Indian	(27.85,27.95]	-0.8120408	-0.8646492	-0.7838352
oxygen + silicate	Indian	(27.95,28.05]	-0.7767479	-0.8657009	-0.7260764
oxygen + silicate	Indian	(28.05,28.1]	-0.8430823	-0.9254674	-0.7956432
oxygen + silicate	Indian	(28.1, Inf]	-0.3539298	-0.5574065	-0.1530264
oxygen + silicate	N_Atlantic	(-Inf,26]	-0.7206391	-0.7293210	-0.7119572
oxygen + silicate	N_Atlantic	(26,26.5]	-0.8596103	-1.0000000	-0.7892148
oxygen + silicate	N_Atlantic	(26.5,26.75]	-0.9178204	-0.9277024	-0.9016758
oxygen + silicate	N_Atlantic	(26.75,27]	-0.8880325	-0.9231182	-0.8552670
oxygen + silicate	N_Atlantic	(27,27.25]	-0.9082217	-0.9240173	-0.8895414
oxygen + silicate	N_Atlantic	(27.25,27.5]	-0.8352178	-0.8528451	-0.8125074
oxygen + silicate	N_Atlantic	(27.5,27.75]	-0.7868307	-0.8549688	-0.7217836
oxygen + silicate	N_Atlantic	(27.75,27.85]	-0.8330954	-0.8851097	-0.8054591
oxygen + silicate	N_Atlantic	(27.85,27.95]	-0.8869458	-0.9112590	-0.8706556
oxygen + silicate	N_Atlantic	(27.95,28.05]	-0.8802014	-0.8903900	-0.8723305
oxygen + silicate	N_Atlantic	(28.05,28.1]	-0.9433031	-0.9497418	-0.9395299
oxygen + silicate	N_Atlantic	(28.1,28.15]	-0.9544821	-0.9595054	-0.9473035
oxygen + silicate	N_Atlantic	(28.15,28.2]	-0.7993189	-0.9952455	-0.6349426
oxygen + silicate	N_Atlantic	(28.2, Inf]	-0.8041605	-0.9912360	-0.6957880
oxygen + silicate	N_Pacific	(-Inf,26]	-0.4903418	-0.5652865	-0.4113982
oxygen + silicate	N_Pacific	(26,26.5]	-0.5129512	-0.5822490	-0.4153161
oxygen + silicate	N_Pacific	(26.5,26.75]	-0.0618077	-0.1740264	0.0180767
oxygen + silicate	N_Pacific	(26.75,27]	0.3303536	0.1967403	0.4312850
oxygen + silicate	N_Pacific	(27,27.25]	-0.1922857	-0.2457345	-0.1358229
oxygen + silicate	N_Pacific	(27.25,27.5]	-0.6609148	-0.6824703	-0.6492590
oxygen + silicate	N_Pacific	(27.5,27.75]	-0.8287546	-0.9051895	-0.7284954
oxygen + silicate	N_Pacific	(27.75,27.85]	-0.8764694	-0.8871373	-0.8698807
oxygen + silicate	N_Pacific	(27.85,27.95]	-0.8529720	-0.8719807	-0.8316184
oxygen + silicate	N_Pacific	(27.95,28.05]	-0.7152935	-0.7816926	-0.6596929
oxygen + silicate	N_Pacific	(28.05,28.1]	-0.6887094	-0.7210182	-0.6302711
oxygen + silicate	N_Pacific	(28.1, Inf]	-0.9431081	-0.9579510	-0.9270269
oxygen + silicate	S_Atlantic	(-Inf,26]	-0.0780161	-0.1418597	-0.0156412
oxygen + silicate	S_Atlantic	(26,26.5]	-0.5532482	-0.5799813	-0.5110076
oxygen + silicate	S_Atlantic	(26.5,26.75]	-0.8647028	-0.9022757	-0.8213359
oxygen + silicate	S_Atlantic	(26.75,27]	-0.8404402	-0.8712038	-0.7797348
oxygen + silicate	S_Atlantic	(27,27.25]	-0.6606138	-0.7331571	-0.5778032
oxygen + silicate	S_Atlantic	(27.25,27.5]	-0.3322286	-0.4538104	-0.1935539
oxygen + silicate	S_Atlantic	(27.5,27.75]	0.2791998	0.1554655	0.3465579
oxygen + silicate	S_Atlantic	(27.75,27.85]	-0.4207858	-0.6336877	-0.1626691
oxygen + silicate	S_Atlantic	(27.85,27.95]	-0.7141800	-0.8562768	-0.4319974
oxygen + silicate	S_Atlantic	(27.95,28.05]	-0.7812240	-0.9259255	-0.5625313
oxygen + silicate	S_Atlantic	(28.05,28.1]	-0.8583352	-0.9724100	-0.6944253
oxygen + silicate	S_Atlantic	(28.1,28.15]	-0.9096982	-0.9373702	-0.8620542
oxygen + silicate	S_Atlantic	(28.15,28.2]	-0.9164817	-0.9570420	-0.8374278
oxygen + silicate	S_Atlantic	(28.2, Inf]	-0.2229881	-0.3879906	0.0360359
oxygen + silicate	S_Pacific	(-Inf,26]	-0.7327523	-0.7968676	-0.6758230
oxygen + silicate	S_Pacific	(26,26.5]	-0.9525373	-0.9548132	-0.9485258
oxygen + silicate	S_Pacific	(26.5,26.75]	-0.9674255	-0.9709199	-0.9629843
oxygen + silicate	S_Pacific	(26.75,27]	-0.9560750	-0.9662431	-0.9458843
oxygen + silicate	S_Pacific	(27,27.25]	-0.9195521	-0.9322762	-0.8963892
oxygen + silicate	S_Pacific	(27.25,27.5]	-0.8594731	-0.8657535	-0.8512555
oxygen + silicate	S_Pacific	(27.5,27.75]	-0.7815305	-0.8144218	-0.7513235
oxygen + silicate	S_Pacific	(27.75,27.85]	-0.8609309	-0.9223234	-0.8070330
oxygen + silicate	S_Pacific	(27.85,27.95]	-0.8621211	-0.9333272	-0.8251975
oxygen + silicate	S_Pacific	(27.95,28.05]	-0.8835844	-0.9207528	-0.8476581
oxygen + silicate	S_Pacific	(28.05,28.1]	-0.8981931	-0.9099737	-0.8904917
oxygen + silicate	S_Pacific	(28.1, Inf]	0.1634183	-0.0915033	0.3305283
phosphate + phosphate_star	Indian	(-Inf,26]	0.9706168	0.9661240	0.9744310
phosphate + phosphate_star	Indian	(26,26.5]	0.9687477	0.9513934	0.9881141
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8673273	0.8261151	0.9095483
phosphate + phosphate_star	Indian	(26.75,27]	0.4924273	0.3181456	0.6951124
phosphate + phosphate_star	Indian	(27,27.25]	-0.1682758	-0.3262096	-0.0270571
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.5839242	-0.6153684	-0.5586099
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.7161542	-0.7430787	-0.6785981
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.3408627	-0.4790623	-0.1356860
phosphate + phosphate_star	Indian	(27.85,27.95]	0.0073984	-0.0896416	0.0797722
phosphate + phosphate_star	Indian	(27.95,28.05]	0.2372326	0.0387748	0.4497194
phosphate + phosphate_star	Indian	(28.05,28.1]	0.3834013	0.2153538	0.6440536
phosphate + phosphate_star	Indian	(28.1, Inf]	0.1993624	0.0086839	0.4009089
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.6564806	0.4499454	0.8630159
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.9060316	0.8352319	1.0000000
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9589684	0.9469089	0.9665741
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.9281667	0.9210087	0.9399594
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.9025789	0.8828525	0.9331286
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.8969932	0.8670787	0.9231269
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.8144865	0.7511109	0.8769632
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.5249837	0.3623436	0.6390691
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.1864169	0.1093658	0.2369422
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.7168705	0.4882014	0.9092992
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9524526	0.9401285	0.9700949
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9798588	0.9767030	0.9820643
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.8070926	0.6189985	0.9984026
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.8517702	0.6043689	0.9980493
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.8867902	0.8672277	0.9104192
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.6580640	0.5878755	0.6933448
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0902368	0.0424833	0.1744346
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.2614348	0.2205621	0.3410487
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.6440841	0.5772706	0.7376205
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.7856006	0.6792116	0.9005848
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.5760291	0.2199189	0.8329622
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	-0.2069920	-0.3642849	0.0914567
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	-0.2494310	-0.4935445	0.0807112
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	0.0499455	-0.3038212	0.3740175
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	0.2803953	0.0148001	0.6220233
phosphate + phosphate_star	N_Pacific	(28.1, Inf]	0.3811808	0.2176851	0.5659728
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.8097691	0.6798126	0.8962513
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.8694471	0.8302074	0.8936717
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6300622	0.5654096	0.7126237
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.0970997	0.0096152	0.2674684
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.2311389	-0.3213637	-0.1464448
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.3847639	-0.5063322	-0.3189419
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	0.5363024	0.3656248	0.6468251
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	0.9112239	0.8302183	0.9602696
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.9204796	0.8427578	0.9596942
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9326662	0.8753836	0.9739460
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9605242	0.9291974	0.9883458
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9760225	0.9695649	0.9821012
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9606598	0.9146717	0.9840735
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.5682824	0.2310819	0.8233699
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.8009633	0.7249732	0.8886930
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.8907458	0.8682761	0.9081217
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.8118138	0.7217610	0.8693992
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.5325743	0.4208062	0.6119239
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.0921372	0.0493302	0.1337017
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	-0.1822771	-0.3174882	-0.1069800
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2136032	-0.3272754	-0.0926056
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.0241724	-0.1748431	0.0670620
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	0.3136637	0.0286041	0.6890847
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	0.5570390	0.3208525	0.6959658
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	0.6666144	0.4911482	0.7550884
phosphate + phosphate_star	S_Pacific	(28.1, Inf]	0.3186512	0.1466793	0.4786361
sal + aou	Indian	(-Inf,26]	-0.7849931	-0.9770891	-0.5625522
sal + aou	Indian	(26,26.5]	-0.7672307	-0.9753419	-0.5054926
sal + aou	Indian	(26.5,26.75]	-0.4417565	-0.7512329	-0.0926910
sal + aou	Indian	(26.75,27]	0.2683970	-0.0968067	0.5825138
sal + aou	Indian	(27,27.25]	0.8320394	0.8020018	0.8780490
sal + aou	Indian	(27.25,27.5]	0.9233462	0.8247051	0.9759566
sal + aou	Indian	(27.5,27.75]	0.9428515	0.9016311	0.9689181
sal + aou	Indian	(27.75,27.85]	0.9081338	0.8548135	0.9547742
sal + aou	Indian	(27.85,27.95]	0.8009624	0.6909369	0.8796214
sal + aou	Indian	(27.95,28.05]	0.6471750	0.5168217	0.7870960
sal + aou	Indian	(28.05,28.1]	0.4373482	0.0360492	0.7164454
sal + aou	Indian	(28.1, Inf]	0.7435827	0.6336561	0.8613790
sal + aou	N_Atlantic	(-Inf,26]	-0.3932783	-0.5520470	-0.2345096
sal + aou	N_Atlantic	(26,26.5]	-0.7141015	-1.0000000	-0.5511260
sal + aou	N_Atlantic	(26.5,26.75]	-0.8707394	-0.8840157	-0.8464012
sal + aou	N_Atlantic	(26.75,27]	-0.7987127	-0.8315804	-0.7614719
sal + aou	N_Atlantic	(27,27.25]	-0.7681793	-0.8444932	-0.7024357
sal + aou	N_Atlantic	(27.25,27.5]	-0.6234172	-0.7176465	-0.5293033
sal + aou	N_Atlantic	(27.5,27.75]	-0.2608843	-0.3893084	-0.0857225
sal + aou	N_Atlantic	(27.75,27.85]	0.2522800	0.1511635	0.4028901
sal + aou	N_Atlantic	(27.85,27.95]	0.6421237	0.6127564	0.6689091
sal + aou	N_Atlantic	(27.95,28.05]	0.6438377	0.4329282	0.8085736
sal + aou	N_Atlantic	(28.05,28.1]	-0.2463664	-0.4610677	-0.0616483
sal + aou	N_Atlantic	(28.1,28.15]	-0.6799390	-0.6962547	-0.6551002
sal + aou	N_Atlantic	(28.15,28.2]	-0.3666433	-0.9797382	0.0451124
sal + aou	N_Atlantic	(28.2, Inf]	-0.1964670	-0.8800475	0.4622490
sal + aou	N_Pacific	(-Inf,26]	-0.2802130	-0.4569206	-0.1209138
sal + aou	N_Pacific	(26,26.5]	0.4224848	0.3877877	0.4890130
sal + aou	N_Pacific	(26.5,26.75]	0.7524912	0.6688278	0.8103806
sal + aou	N_Pacific	(26.75,27]	0.6683350	0.6431251	0.6843644
sal + aou	N_Pacific	(27,27.25]	-0.0166961	-0.1406393	0.1061661
sal + aou	N_Pacific	(27.25,27.5]	-0.4792331	-0.6552532	-0.2793441
sal + aou	N_Pacific	(27.5,27.75]	0.1209962	-0.7813882	0.7253601
sal + aou	N_Pacific	(27.75,27.85]	-0.8332304	-0.8816671	-0.8045045
sal + aou	N_Pacific	(27.85,27.95]	-0.8192566	-0.8619729	-0.7908725
sal + aou	N_Pacific	(27.95,28.05]	-0.8192425	-0.8406216	-0.7959341
sal + aou	N_Pacific	(28.05,28.1]	-0.8106042	-0.8299264	-0.8000674
sal + aou	N_Pacific	(28.1, Inf]	-0.9206868	-0.9349071	-0.9092186
sal + aou	S_Atlantic	(-Inf,26]	-0.1436849	-0.2939655	0.0740600
sal + aou	S_Atlantic	(26,26.5]	-0.2912512	-0.4589570	-0.1513710
sal + aou	S_Atlantic	(26.5,26.75]	0.0720428	-0.1173814	0.1832415
sal + aou	S_Atlantic	(26.75,27]	0.5324303	0.4305291	0.6006935
sal + aou	S_Atlantic	(27,27.25]	0.8267642	0.8066174	0.8437293
sal + aou	S_Atlantic	(27.25,27.5]	0.9373099	0.9215760	0.9586497
sal + aou	S_Atlantic	(27.5,27.75]	0.6659099	0.5472858	0.7992121
sal + aou	S_Atlantic	(27.75,27.85]	-0.5375923	-0.7797218	-0.1622842
sal + aou	S_Atlantic	(27.85,27.95]	-0.7096361	-0.8793739	-0.3743447
sal + aou	S_Atlantic	(27.95,28.05]	-0.7245167	-0.9260910	-0.4244761
sal + aou	S_Atlantic	(28.05,28.1]	-0.7940931	-0.9602055	-0.5837746
sal + aou	S_Atlantic	(28.1,28.15]	-0.8691612	-0.9361050	-0.7859986
sal + aou	S_Atlantic	(28.15,28.2]	-0.8352040	-0.9711559	-0.5644300
sal + aou	S_Atlantic	(28.2, Inf]	0.2859698	-0.0957740	0.7140487
sal + aou	S_Pacific	(-Inf,26]	-0.0864641	-0.1687191	0.0581063
sal + aou	S_Pacific	(26,26.5]	-0.1866324	-0.2305217	-0.1434090
sal + aou	S_Pacific	(26.5,26.75]	-0.0667341	-0.2233104	0.1900996
sal + aou	S_Pacific	(26.75,27]	0.3542177	0.2545716	0.5220184
sal + aou	S_Pacific	(27,27.25]	0.7785927	0.7453784	0.8295030
sal + aou	S_Pacific	(27.25,27.5]	0.9084287	0.8911869	0.9327300
sal + aou	S_Pacific	(27.5,27.75]	0.8542850	0.8230544	0.8792159
sal + aou	S_Pacific	(27.75,27.85]	0.7303651	0.6932808	0.7946662
sal + aou	S_Pacific	(27.85,27.95]	0.2833070	-0.1609097	0.5350713
sal + aou	S_Pacific	(27.95,28.05]	-0.1841526	-0.4913418	0.0698389
sal + aou	S_Pacific	(28.05,28.1]	-0.4190112	-0.6533905	-0.2558860
sal + aou	S_Pacific	(28.1, Inf]	0.4527263	0.3990738	0.5260546
sal + oxygen	Indian	(-Inf,26]	0.7687685	0.5126649	0.9852040
sal + oxygen	Indian	(26,26.5]	0.7300947	0.4435080	0.9636681
sal + oxygen	Indian	(26.5,26.75]	0.3836600	0.0298628	0.6979433
sal + oxygen	Indian	(26.75,27]	-0.3892132	-0.6397773	-0.1104928
sal + oxygen	Indian	(27,27.25]	-0.8798440	-0.9181834	-0.8580326
sal + oxygen	Indian	(27.25,27.5]	-0.9466882	-0.9884127	-0.8684195
sal + oxygen	Indian	(27.5,27.75]	-0.9478249	-0.9686327	-0.9234661
sal + oxygen	Indian	(27.75,27.85]	-0.9223240	-0.9622335	-0.8768389
sal + oxygen	Indian	(27.85,27.95]	-0.8428095	-0.9043676	-0.7503987
sal + oxygen	Indian	(27.95,28.05]	-0.7333521	-0.8502573	-0.6073151
sal + oxygen	Indian	(28.05,28.1]	-0.5404334	-0.8122353	-0.1262247
sal + oxygen	Indian	(28.1, Inf]	-0.8037572	-0.8974302	-0.7286056
sal + oxygen	N_Atlantic	(-Inf,26]	0.2854280	0.0915217	0.4793343
sal + oxygen	N_Atlantic	(26,26.5]	0.6116949	0.4149516	1.0000000
sal + oxygen	N_Atlantic	(26.5,26.75]	0.8071371	0.7841744	0.8238687
sal + oxygen	N_Atlantic	(26.75,27]	0.7136843	0.6486021	0.7775946
sal + oxygen	N_Atlantic	(27,27.25]	0.7002739	0.6069288	0.7882554
sal + oxygen	N_Atlantic	(27.25,27.5]	0.4890791	0.3610480	0.5994242
sal + oxygen	N_Atlantic	(27.5,27.75]	0.0078619	-0.2147553	0.1205875
sal + oxygen	N_Atlantic	(27.75,27.85]	-0.4527452	-0.5831525	-0.3874951
sal + oxygen	N_Atlantic	(27.85,27.95]	-0.7227540	-0.7381285	-0.6992698
sal + oxygen	N_Atlantic	(27.95,28.05]	-0.7177705	-0.8550842	-0.5251386
sal + oxygen	N_Atlantic	(28.05,28.1]	0.1511237	-0.0312893	0.3661991
sal + oxygen	N_Atlantic	(28.1,28.15]	0.6203200	0.5786995	0.6412976
sal + oxygen	N_Atlantic	(28.15,28.2]	0.3263957	-0.0497244	0.9724552
sal + oxygen	N_Atlantic	(28.2, Inf]	-0.0314665	-0.6985057	0.9365746
sal + oxygen	N_Pacific	(-Inf,26]	-0.1451543	-0.2758176	0.0565345
sal + oxygen	N_Pacific	(26,26.5]	-0.5477632	-0.5932457	-0.5115468
sal + oxygen	N_Pacific	(26.5,26.75]	-0.8191262	-0.8672168	-0.7501319
sal + oxygen	N_Pacific	(26.75,27]	-0.8072629	-0.8340160	-0.7756658
sal + oxygen	N_Pacific	(27,27.25]	-0.3026951	-0.4393599	-0.1681677
sal + oxygen	N_Pacific	(27.25,27.5]	0.3364120	0.1263529	0.5211544
sal + oxygen	N_Pacific	(27.5,27.75]	-0.1692985	-0.7753104	0.7706384
sal + oxygen	N_Pacific	(27.75,27.85]	0.8230973	0.7949160	0.8710773
sal + oxygen	N_Pacific	(27.85,27.95]	0.8245224	0.7939809	0.8682975
sal + oxygen	N_Pacific	(27.95,28.05]	0.8326034	0.8096324	0.8523197
sal + oxygen	N_Pacific	(28.05,28.1]	0.8283149	0.8189928	0.8444051
sal + oxygen	N_Pacific	(28.1, Inf]	0.9227336	0.9126637	0.9362029
sal + oxygen	S_Atlantic	(-Inf,26]	-0.3160559	-0.6841205	-0.0977284
sal + oxygen	S_Atlantic	(26,26.5]	-0.0556048	-0.1164984	0.0579715
sal + oxygen	S_Atlantic	(26.5,26.75]	-0.1839015	-0.2760588	-0.0106375
sal + oxygen	S_Atlantic	(26.75,27]	-0.6142330	-0.6711534	-0.5269567
sal + oxygen	S_Atlantic	(27,27.25]	-0.8814617	-0.8893710	-0.8671574
sal + oxygen	S_Atlantic	(27.25,27.5]	-0.9622943	-0.9741661	-0.9559665
sal + oxygen	S_Atlantic	(27.5,27.75]	-0.7277521	-0.8329189	-0.6347235
sal + oxygen	S_Atlantic	(27.75,27.85]	0.2223198	-0.1672563	0.5052499
sal + oxygen	S_Atlantic	(27.85,27.95]	0.5515296	0.0967479	0.7889584
sal + oxygen	S_Atlantic	(27.95,28.05]	0.5618760	0.1189677	0.8754784
sal + oxygen	S_Atlantic	(28.05,28.1]	0.6439335	0.2701707	0.9324137
sal + oxygen	S_Atlantic	(28.1,28.15]	0.7722823	0.6167075	0.8965204
sal + oxygen	S_Atlantic	(28.15,28.2]	0.7601703	0.3795063	0.9543240
sal + oxygen	S_Atlantic	(28.2, Inf]	-0.4975267	-0.7760015	-0.2581846
sal + oxygen	S_Pacific	(-Inf,26]	-0.2599847	-0.4293981	-0.1175004
sal + oxygen	S_Pacific	(26,26.5]	0.0709520	0.0365920	0.1291660
sal + oxygen	S_Pacific	(26.5,26.75]	-0.0073645	-0.2544756	0.1299440
sal + oxygen	S_Pacific	(26.75,27]	-0.4193057	-0.5703099	-0.3369897
sal + oxygen	S_Pacific	(27,27.25]	-0.8212561	-0.8639560	-0.7998191
sal + oxygen	S_Pacific	(27.25,27.5]	-0.9267837	-0.9480513	-0.9130540
sal + oxygen	S_Pacific	(27.5,27.75]	-0.8613006	-0.8741239	-0.8378297
sal + oxygen	S_Pacific	(27.75,27.85]	-0.7647925	-0.8265157	-0.6998500
sal + oxygen	S_Pacific	(27.85,27.95]	-0.3223050	-0.5850559	0.1678569
sal + oxygen	S_Pacific	(27.95,28.05]	0.1185475	-0.1459896	0.4448054
sal + oxygen	S_Pacific	(28.05,28.1]	0.3226367	0.1410746	0.5889219
sal + oxygen	S_Pacific	(28.1, Inf]	-0.5534407	-0.6193815	-0.4675937
sal + phosphate	Indian	(-Inf,26]	-0.7907643	-0.9654574	-0.5736116
sal + phosphate	Indian	(26,26.5]	-0.7969825	-0.9866185	-0.5338457
sal + phosphate	Indian	(26.5,26.75]	-0.5455657	-0.8759061	-0.1430511
sal + phosphate	Indian	(26.75,27]	-0.0479518	-0.6209015	0.4630245
sal + phosphate	Indian	(27,27.25]	0.5935648	0.4174420	0.7177951
sal + phosphate	Indian	(27.25,27.5]	0.7958535	0.7088752	0.8507157
sal + phosphate	Indian	(27.5,27.75]	0.8603633	0.8324236	0.8979291
sal + phosphate	Indian	(27.75,27.85]	0.7033362	0.4804058	0.8911158
sal + phosphate	Indian	(27.85,27.95]	0.4793654	0.2238727	0.7253599
sal + phosphate	Indian	(27.95,28.05]	0.1132122	0.0442504	0.1910755
sal + phosphate	Indian	(28.05,28.1]	-0.1371263	-0.2374702	-0.0754313
sal + phosphate	Indian	(28.1, Inf]	-0.0678359	-0.2036580	0.0351837
sal + phosphate	N_Atlantic	(-Inf,26]	-0.6460516	-0.8381064	-0.4539968
sal + phosphate	N_Atlantic	(26,26.5]	-0.8728001	-1.0000000	-0.7802466
sal + phosphate	N_Atlantic	(26.5,26.75]	-0.9474754	-0.9579157	-0.9267555
sal + phosphate	N_Atlantic	(26.75,27]	-0.9086075	-0.9203717	-0.9000709
sal + phosphate	N_Atlantic	(27,27.25]	-0.8727916	-0.9273556	-0.8382381
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.8078741	-0.8702779	-0.7758069
sal + phosphate	N_Atlantic	(27.5,27.75]	-0.5786254	-0.6784624	-0.5097568
sal + phosphate	N_Atlantic	(27.75,27.85]	-0.1188294	-0.2411156	-0.0572627
sal + phosphate	N_Atlantic	(27.85,27.95]	0.4299195	0.4058026	0.4613745
sal + phosphate	N_Atlantic	(27.95,28.05]	0.5072321	0.3684572	0.6053659
sal + phosphate	N_Atlantic	(28.05,28.1]	-0.3268369	-0.5300065	-0.1435238
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.7329006	-0.7497115	-0.7202281
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.3890080	-0.9831418	-0.0808445
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.2532290	-0.9585203	0.4740546
sal + phosphate	N_Pacific	(-Inf,26]	-0.5463655	-0.6520610	-0.4211957
sal + phosphate	N_Pacific	(26,26.5]	0.1723329	0.0531324	0.2929494
sal + phosphate	N_Pacific	(26.5,26.75]	0.5219519	0.4141299	0.6133495
sal + phosphate	N_Pacific	(26.75,27]	0.1164371	0.0406703	0.2082516
sal + phosphate	N_Pacific	(27,27.25]	-0.3316916	-0.3622536	-0.2854122
sal + phosphate	N_Pacific	(27.25,27.5]	-0.3430191	-0.5661929	-0.0909800
sal + phosphate	N_Pacific	(27.5,27.75]	0.2550109	-0.6318404	0.8103997
sal + phosphate	N_Pacific	(27.75,27.85]	-0.7167443	-0.7416292	-0.6855369
sal + phosphate	N_Pacific	(27.85,27.95]	-0.7455152	-0.7559717	-0.7325803
sal + phosphate	N_Pacific	(27.95,28.05]	-0.7574214	-0.8004443	-0.6823101
sal + phosphate	N_Pacific	(28.05,28.1]	-0.7146301	-0.7724763	-0.5989575
sal + phosphate	N_Pacific	(28.1, Inf]	-0.7699180	-0.8563160	-0.6737721
sal + phosphate	S_Atlantic	(-Inf,26]	-0.3708169	-0.3937361	-0.3493169
sal + phosphate	S_Atlantic	(26,26.5]	-0.5694255	-0.7756356	-0.3910345
sal + phosphate	S_Atlantic	(26.5,26.75]	-0.1768121	-0.3706795	0.0219998
sal + phosphate	S_Atlantic	(26.75,27]	0.2381154	0.1244862	0.3286518
sal + phosphate	S_Atlantic	(27,27.25]	0.4622414	0.4166893	0.5497011
sal + phosphate	S_Atlantic	(27.25,27.5]	0.7234767	0.6490701	0.8089284
sal + phosphate	S_Atlantic	(27.5,27.75]	-0.4613739	-0.5998333	-0.2519272
sal + phosphate	S_Atlantic	(27.75,27.85]	-0.9091979	-0.9509286	-0.8367372
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.9283737	-0.9650074	-0.8560554
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.9247461	-0.9722937	-0.8640479
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9456755	-0.9825959	-0.9082475
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9656155	-0.9848503	-0.9491152
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9322824	-0.9842451	-0.8338646
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.5826544	-0.8765777	-0.1825655
sal + phosphate	S_Pacific	(-Inf,26]	-0.2568013	-0.3019315	-0.2010060
sal + phosphate	S_Pacific	(26,26.5]	-0.3853198	-0.4129181	-0.3427090
sal + phosphate	S_Pacific	(26.5,26.75]	-0.2540564	-0.4234300	-0.0195029
sal + phosphate	S_Pacific	(26.75,27]	0.1234481	-0.0261097	0.3211546
sal + phosphate	S_Pacific	(27,27.25]	0.5884105	0.4721659	0.6822135
sal + phosphate	S_Pacific	(27.25,27.5]	0.7715458	0.7190576	0.8114168
sal + phosphate	S_Pacific	(27.5,27.75]	0.6913287	0.6324783	0.7472428
sal + phosphate	S_Pacific	(27.75,27.85]	0.5597800	0.5301056	0.6027589
sal + phosphate	S_Pacific	(27.85,27.95]	0.0908708	-0.2735409	0.2753225
sal + phosphate	S_Pacific	(27.95,28.05]	-0.3900553	-0.6333864	-0.2178536
sal + phosphate	S_Pacific	(28.05,28.1]	-0.6275384	-0.7936280	-0.5279303
sal + phosphate	S_Pacific	(28.1, Inf]	-0.2662561	-0.4739547	-0.1088726
sal + phosphate_star	Indian	(-Inf,26]	-0.7803992	-0.8900318	-0.6278796
sal + phosphate_star	Indian	(26,26.5]	-0.8650723	-0.9905708	-0.6572753
sal + phosphate_star	Indian	(26.5,26.75]	-0.7708963	-0.9916187	-0.4179911
sal + phosphate_star	Indian	(26.75,27]	-0.7811547	-0.9760112	-0.5140480
sal + phosphate_star	Indian	(27,27.25]	-0.8302618	-0.9058682	-0.7501761
sal + phosphate_star	Indian	(27.25,27.5]	-0.9013051	-0.9281982	-0.8835888
sal + phosphate_star	Indian	(27.5,27.75]	-0.8968733	-0.9117613	-0.8702410
sal + phosphate_star	Indian	(27.75,27.85]	-0.8200922	-0.8756481	-0.7501903
sal + phosphate_star	Indian	(27.85,27.95]	-0.7583972	-0.8653000	-0.5692323
sal + phosphate_star	Indian	(27.95,28.05]	-0.8651659	-0.9633441	-0.7037776
sal + phosphate_star	Indian	(28.05,28.1]	-0.8887799	-0.9779690	-0.7419918
sal + phosphate_star	Indian	(28.1, Inf]	-0.8843981	-0.9027509	-0.8583182
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.7789041	-0.8461105	-0.7116977
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.9561422	-1.0000000	-0.9129344
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9878060	-0.9947489	-0.9746247
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.9840353	-0.9902391	-0.9789358
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9640867	-0.9762900	-0.9499522
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9408921	-0.9605540	-0.9285950
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.8961502	-0.9153078	-0.8741131
sal + phosphate_star	N_Atlantic	(27.75,27.85]	-0.8244761	-0.8532737	-0.7673434
sal + phosphate_star	N_Atlantic	(27.85,27.95]	-0.6498958	-0.6761826	-0.6330922
sal + phosphate_star	N_Atlantic	(27.95,28.05]	-0.0701575	-0.2964953	0.0789922
sal + phosphate_star	N_Atlantic	(28.05,28.1]	-0.4718457	-0.6478467	-0.3036837
sal + phosphate_star	N_Atlantic	(28.1,28.15]	-0.7915348	-0.8175446	-0.7487057
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.3866265	-0.9868063	-0.0465259
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.5169624	-0.9683593	-0.1353526
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7850709	-0.8392032	-0.7205660
sal + phosphate_star	N_Pacific	(26,26.5]	-0.5055290	-0.6630647	-0.3695692
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.7153877	-0.7273244	-0.7018187
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8733746	-0.8854138	-0.8594615
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8336087	-0.8576780	-0.8101073
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.2115735	-0.3657622	0.0140860
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.6320890	0.3103394	0.8197490
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.5965880	0.3906780	0.7499300
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.5437656	0.3812658	0.6981606
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.2695401	0.2107254	0.3678187
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.1683277	0.0678584	0.2611109
sal + phosphate_star	N_Pacific	(28.1, Inf]	0.1619913	0.1344592	0.1829690
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.6845444	-0.8223107	-0.5713254
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8319540	-0.9109204	-0.7553165
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.7653062	-0.8500539	-0.6419666
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8994504	-0.9332166	-0.8600399
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9545733	-0.9618989	-0.9474468
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.8818141	-0.8994393	-0.8531885
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9261064	-0.9297412	-0.9213188
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9792659	-0.9819607	-0.9772644
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9821403	-0.9861151	-0.9762493
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9849960	-0.9887161	-0.9798356
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9864961	-0.9895702	-0.9831000
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9870094	-0.9902163	-0.9842994
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9618699	-0.9681005	-0.9552593
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9215447	-0.9392298	-0.8982185
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.6494173	-0.7039035	-0.5604263
sal + phosphate_star	S_Pacific	(26,26.5]	-0.7099509	-0.7490781	-0.6815065
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.7127516	-0.7926065	-0.6574277
sal + phosphate_star	S_Pacific	(26.75,27]	-0.7145662	-0.7862073	-0.6775157
sal + phosphate_star	S_Pacific	(27,27.25]	-0.7081022	-0.8019664	-0.6536793
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.7182387	-0.7747874	-0.6514025
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.7290810	-0.7619769	-0.7016322
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.7135654	-0.7979474	-0.6160782
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.6954685	-0.8078566	-0.5616150
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.7722610	-0.8052880	-0.7084518
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.8543989	-0.8715563	-0.8247250
sal + phosphate_star	S_Pacific	(28.1, Inf]	-0.7163047	-0.7956708	-0.6514330
sal + silicate	Indian	(-Inf,26]	-0.8976919	-0.9541684	-0.8522981
sal + silicate	Indian	(26,26.5]	-0.8619158	-0.9796211	-0.7251017
sal + silicate	Indian	(26.5,26.75]	-0.5635909	-0.8015748	-0.3403826
sal + silicate	Indian	(26.75,27]	0.1807952	-0.1378319	0.4231942
sal + silicate	Indian	(27,27.25]	0.6461883	0.5629204	0.7419294
sal + silicate	Indian	(27.25,27.5]	0.7149859	0.4847834	0.8543879
sal + silicate	Indian	(27.5,27.75]	0.7671860	0.5521603	0.8920284
sal + silicate	Indian	(27.75,27.85]	0.8070418	0.7828598	0.8226513
sal + silicate	Indian	(27.85,27.95]	0.6357982	0.5480635	0.7458318
sal + silicate	Indian	(27.95,28.05]	0.3421857	0.2569727	0.4531503
sal + silicate	Indian	(28.05,28.1]	0.1566753	-0.1016312	0.3710048
sal + silicate	Indian	(28.1, Inf]	0.0928035	-0.1130976	0.2908566
sal + silicate	N_Atlantic	(-Inf,26]	-0.7168457	-0.8334027	-0.6002887
sal + silicate	N_Atlantic	(26,26.5]	-0.8603682	-1.0000000	-0.7846988
sal + silicate	N_Atlantic	(26.5,26.75]	-0.9521511	-0.9771526	-0.9253283
sal + silicate	N_Atlantic	(26.75,27]	-0.9233324	-0.9416755	-0.9081296
sal + silicate	N_Atlantic	(27,27.25]	-0.8950570	-0.9451151	-0.8562320
sal + silicate	N_Atlantic	(27.25,27.5]	-0.8075804	-0.8753621	-0.7590055
sal + silicate	N_Atlantic	(27.5,27.75]	-0.5329548	-0.6328304	-0.4302711
sal + silicate	N_Atlantic	(27.75,27.85]	-0.0057660	-0.1199921	0.1064261
sal + silicate	N_Atlantic	(27.85,27.95]	0.4699254	0.4403090	0.4965081
sal + silicate	N_Atlantic	(27.95,28.05]	0.4770434	0.2733767	0.6255099
sal + silicate	N_Atlantic	(28.05,28.1]	-0.3867472	-0.6011889	-0.1857071
sal + silicate	N_Atlantic	(28.1,28.15]	-0.7917413	-0.8099363	-0.7779042
sal + silicate	N_Atlantic	(28.15,28.2]	-0.5025959	-0.9883656	-0.1714536
sal + silicate	N_Atlantic	(28.2, Inf]	-0.2608338	-0.9682203	0.4096576
sal + silicate	N_Pacific	(-Inf,26]	-0.5667202	-0.6821315	-0.4293388
sal + silicate	N_Pacific	(26,26.5]	-0.1207265	-0.2273803	-0.0603937
sal + silicate	N_Pacific	(26.5,26.75]	-0.3592350	-0.3867422	-0.3388072
sal + silicate	N_Pacific	(26.75,27]	-0.7283385	-0.7933805	-0.6587923
sal + silicate	N_Pacific	(27,27.25]	-0.7413307	-0.7710700	-0.7178737
sal + silicate	N_Pacific	(27.25,27.5]	-0.6862930	-0.7630059	-0.5988759
sal + silicate	N_Pacific	(27.5,27.75]	0.1212770	-0.5986110	0.6376979
sal + silicate	N_Pacific	(27.75,27.85]	-0.8003331	-0.8368036	-0.7803754
sal + silicate	N_Pacific	(27.85,27.95]	-0.6354767	-0.6577851	-0.6125779
sal + silicate	N_Pacific	(27.95,28.05]	-0.3850735	-0.4660271	-0.3387951
sal + silicate	N_Pacific	(28.05,28.1]	-0.2792078	-0.3315626	-0.2087166
sal + silicate	N_Pacific	(28.1, Inf]	-0.8620798	-0.8775769	-0.8336305
sal + silicate	S_Atlantic	(-Inf,26]	-0.5782503	-0.6836499	-0.4670892
sal + silicate	S_Atlantic	(26,26.5]	-0.5189937	-0.6556340	-0.4110572
sal + silicate	S_Atlantic	(26.5,26.75]	-0.1639497	-0.3789009	-0.0329881
sal + silicate	S_Atlantic	(26.75,27]	0.2495119	0.1374890	0.3302524
sal + silicate	S_Atlantic	(27,27.25]	0.3984348	0.3061312	0.4817096
sal + silicate	S_Atlantic	(27.25,27.5]	0.2940952	0.1556127	0.4092379
sal + silicate	S_Atlantic	(27.5,27.75]	-0.3356938	-0.4497442	-0.1622049
sal + silicate	S_Atlantic	(27.75,27.85]	-0.9069359	-0.9458783	-0.8548099
sal + silicate	S_Atlantic	(27.85,27.95]	-0.9289417	-0.9585175	-0.8850217
sal + silicate	S_Atlantic	(27.95,28.05]	-0.9130338	-0.9625468	-0.8458990
sal + silicate	S_Atlantic	(28.05,28.1]	-0.9256754	-0.9806556	-0.8588430
sal + silicate	S_Atlantic	(28.1,28.15]	-0.9478962	-0.9867980	-0.9060171
sal + silicate	S_Atlantic	(28.15,28.2]	-0.8613341	-0.9846704	-0.6282219
sal + silicate	S_Atlantic	(28.2, Inf]	-0.4496146	-0.9371409	0.1126420
sal + silicate	S_Pacific	(-Inf,26]	-0.1991550	-0.2743209	-0.0839546
sal + silicate	S_Pacific	(26,26.5]	-0.1184566	-0.1819975	-0.0732733
sal + silicate	S_Pacific	(26.5,26.75]	0.0072108	-0.1385382	0.2465544
sal + silicate	S_Pacific	(26.75,27]	0.3767366	0.2833672	0.5311275
sal + silicate	S_Pacific	(27,27.25]	0.6952901	0.6340997	0.7530413
sal + silicate	S_Pacific	(27.25,27.5]	0.8353732	0.8274597	0.8452486
sal + silicate	S_Pacific	(27.5,27.75]	0.8357700	0.8064895	0.8802806
sal + silicate	S_Pacific	(27.75,27.85]	0.6673626	0.5684605	0.7295699
sal + silicate	S_Pacific	(27.85,27.95]	0.1690160	-0.1153552	0.3210994
sal + silicate	S_Pacific	(27.95,28.05]	-0.2724639	-0.5045256	-0.1102689
sal + silicate	S_Pacific	(28.05,28.1]	-0.5705230	-0.7612356	-0.4532820
sal + silicate	S_Pacific	(28.1, Inf]	-0.2749053	-0.4905535	-0.1035386
sal + temp	Indian	(-Inf,26]	0.5109723	0.4509684	0.5632957
sal + temp	Indian	(26,26.5]	0.8888478	0.8556400	0.9224295
sal + temp	Indian	(26.5,26.75]	0.9326572	0.9178808	0.9435581
sal + temp	Indian	(26.75,27]	0.9670548	0.9534206	0.9797263
sal + temp	Indian	(27,27.25]	0.9344558	0.9084287	0.9579882
sal + temp	Indian	(27.25,27.5]	0.9319733	0.9129899	0.9593339
sal + temp	Indian	(27.5,27.75]	0.8621223	0.7841634	0.9333729
sal + temp	Indian	(27.75,27.85]	0.9089392	0.8624499	0.9479937
sal + temp	Indian	(27.85,27.95]	0.8837857	0.8289541	0.9146436
sal + temp	Indian	(27.95,28.05]	0.9374097	0.9122878	0.9509351
sal + temp	Indian	(28.05,28.1]	0.9505269	0.9065572	0.9754324
sal + temp	Indian	(28.1, Inf]	0.8993707	0.8748272	0.9157838
sal + temp	N_Atlantic	(-Inf,26]	0.6539333	0.5600216	0.7478451
sal + temp	N_Atlantic	(26,26.5]	0.9395552	0.8978167	1.0000000
sal + temp	N_Atlantic	(26.5,26.75]	0.9850223	0.9788230	0.9890940
sal + temp	N_Atlantic	(26.75,27]	0.9787854	0.9772425	0.9800416
sal + temp	N_Atlantic	(27,27.25]	0.9658741	0.9624122	0.9700668
sal + temp	N_Atlantic	(27.25,27.5]	0.9588635	0.9541008	0.9658069
sal + temp	N_Atlantic	(27.5,27.75]	0.9598140	0.9523146	0.9655363
sal + temp	N_Atlantic	(27.75,27.85]	0.9767776	0.9733898	0.9794255
sal + temp	N_Atlantic	(27.85,27.95]	0.9202323	0.9093611	0.9295683
sal + temp	N_Atlantic	(27.95,28.05]	0.6604064	0.6431130	0.6854969
sal + temp	N_Atlantic	(28.05,28.1]	0.8683510	0.8617424	0.8717612
sal + temp	N_Atlantic	(28.1,28.15]	0.4690603	0.3277278	0.6737005
sal + temp	N_Atlantic	(28.15,28.2]	0.4027541	0.0223859	0.8141127
sal + temp	N_Atlantic	(28.2, Inf]	-0.1048885	-0.5948391	0.3357464
sal + temp	N_Pacific	(-Inf,26]	0.8560723	0.8315853	0.9009965
sal + temp	N_Pacific	(26,26.5]	0.8427465	0.8055844	0.8999376
sal + temp	N_Pacific	(26.5,26.75]	0.9588213	0.9554701	0.9655227
sal + temp	N_Pacific	(26.75,27]	0.9658623	0.9615474	0.9725900
sal + temp	N_Pacific	(27,27.25]	0.9455079	0.9399466	0.9536638
sal + temp	N_Pacific	(27.25,27.5]	0.8267257	0.8109218	0.8500741
sal + temp	N_Pacific	(27.5,27.75]	0.7528501	0.5683909	0.8980850
sal + temp	N_Pacific	(27.75,27.85]	0.6439660	0.5907186	0.7309635
sal + temp	N_Pacific	(27.85,27.95]	0.2295937	0.1974636	0.2869376
sal + temp	N_Pacific	(27.95,28.05]	-0.4505435	-0.4987304	-0.3731078
sal + temp	N_Pacific	(28.05,28.1]	-0.0451425	-0.0892902	0.0016424
sal + temp	N_Pacific	(28.1, Inf]	-0.6465069	-0.7136704	-0.5895009
sal + temp	S_Atlantic	(-Inf,26]	0.9738071	0.9629362	0.9792505
sal + temp	S_Atlantic	(26,26.5]	0.9509116	0.9300473	0.9667677
sal + temp	S_Atlantic	(26.5,26.75]	0.9357508	0.9169284	0.9473421
sal + temp	S_Atlantic	(26.75,27]	0.9529722	0.9464877	0.9604634
sal + temp	S_Atlantic	(27,27.25]	0.9514171	0.9476654	0.9580384
sal + temp	S_Atlantic	(27.25,27.5]	0.8174102	0.7869199	0.8487042
sal + temp	S_Atlantic	(27.5,27.75]	0.6947420	0.6414854	0.7302636
sal + temp	S_Atlantic	(27.75,27.85]	0.9365020	0.9261694	0.9459858
sal + temp	S_Atlantic	(27.85,27.95]	0.9314497	0.9234449	0.9384271
sal + temp	S_Atlantic	(27.95,28.05]	0.9325359	0.9257865	0.9442479
sal + temp	S_Atlantic	(28.05,28.1]	0.9761224	0.9702607	0.9794002
sal + temp	S_Atlantic	(28.1,28.15]	0.9809254	0.9760541	0.9866491
sal + temp	S_Atlantic	(28.15,28.2]	0.9569604	0.9485647	0.9617288
sal + temp	S_Atlantic	(28.2, Inf]	0.9367761	0.9211647	0.9466093
sal + temp	S_Pacific	(-Inf,26]	0.8667585	0.8522701	0.8854614
sal + temp	S_Pacific	(26,26.5]	0.8949300	0.8757221	0.9165892
sal + temp	S_Pacific	(26.5,26.75]	0.9309275	0.9179416	0.9549984
sal + temp	S_Pacific	(26.75,27]	0.9254110	0.9176623	0.9306558
sal + temp	S_Pacific	(27,27.25]	0.8553414	0.8263436	0.8841222
sal + temp	S_Pacific	(27.25,27.5]	0.7910385	0.7712641	0.8167148
sal + temp	S_Pacific	(27.5,27.75]	0.6288457	0.5611067	0.7312015
sal + temp	S_Pacific	(27.75,27.85]	0.7747800	0.5879040	0.8700482
sal + temp	S_Pacific	(27.85,27.95]	0.4503609	-0.1830419	0.7676554
sal + temp	S_Pacific	(27.95,28.05]	0.5265402	0.4264397	0.6387730
sal + temp	S_Pacific	(28.05,28.1]	0.4597737	0.3411920	0.5797760
sal + temp	S_Pacific	(28.1, Inf]	0.6309826	0.5268425	0.6838791
silicate + phosphate	Indian	(-Inf,26]	0.9407484	0.8668331	0.9913476
silicate + phosphate	Indian	(26,26.5]	0.9602046	0.9217497	0.9957615
silicate + phosphate	Indian	(26.5,26.75]	0.9660208	0.9427129	0.9861938
silicate + phosphate	Indian	(26.75,27]	0.9107391	0.8306495	0.9512155
silicate + phosphate	Indian	(27,27.25]	0.9419884	0.9202311	0.9554095
silicate + phosphate	Indian	(27.25,27.5]	0.9354039	0.8792945	0.9784673
silicate + phosphate	Indian	(27.5,27.75]	0.8876997	0.7925208	0.9575325
silicate + phosphate	Indian	(27.75,27.85]	0.8828554	0.8710730	0.8956329
silicate + phosphate	Indian	(27.85,27.95]	0.8836026	0.8399737	0.9058098
silicate + phosphate	Indian	(27.95,28.05]	0.8935665	0.8313922	0.9362999
silicate + phosphate	Indian	(28.05,28.1]	0.9095506	0.8470389	0.9593665
silicate + phosphate	Indian	(28.1, Inf]	0.7640333	0.7520650	0.7786718
silicate + phosphate	N_Atlantic	(-Inf,26]	0.9097824	0.8455227	0.9740420
silicate + phosphate	N_Atlantic	(26,26.5]	0.9677731	0.9407847	1.0000000
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.9869535	0.9843939	0.9907421
silicate + phosphate	N_Atlantic	(26.75,27]	0.9840010	0.9807598	0.9897979
silicate + phosphate	N_Atlantic	(27,27.25]	0.9836868	0.9784131	0.9863260
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9799293	0.9761304	0.9822800
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9818428	0.9737551	0.9882884
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9575638	0.9316059	0.9849703
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9291246	0.9154154	0.9517484
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.9021693	0.8762816	0.9160573
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.9704439	0.9625527	0.9750119
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.9889497	0.9861439	0.9903996
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.6766621	0.3995372	0.9982006
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.8111282	0.7074376	0.9988519
silicate + phosphate	N_Pacific	(-Inf,26]	0.9143024	0.8828844	0.9399350
silicate + phosphate	N_Pacific	(26,26.5]	0.7478213	0.7328132	0.7738111
silicate + phosphate	N_Pacific	(26.5,26.75]	0.3469035	0.2057016	0.4829926
silicate + phosphate	N_Pacific	(26.75,27]	0.3280105	0.2021706	0.4027664
silicate + phosphate	N_Pacific	(27,27.25]	0.6416572	0.6176270	0.6617293
silicate + phosphate	N_Pacific	(27.25,27.5]	0.6782354	0.6539245	0.7014691
silicate + phosphate	N_Pacific	(27.5,27.75]	0.8012722	0.6660409	0.8987809
silicate + phosphate	N_Pacific	(27.75,27.85]	0.8084785	0.7938702	0.8289192
silicate + phosphate	N_Pacific	(27.85,27.95]	0.8261036	0.7826884	0.8483743
silicate + phosphate	N_Pacific	(27.95,28.05]	0.7550988	0.7189333	0.7848562
silicate + phosphate	N_Pacific	(28.05,28.1]	0.6600182	0.5137976	0.7333589
silicate + phosphate	N_Pacific	(28.1, Inf]	0.8203343	0.7419219	0.8888710
silicate + phosphate	S_Atlantic	(-Inf,26]	0.5158583	0.3251043	0.6454952
silicate + phosphate	S_Atlantic	(26,26.5]	0.7975921	0.7219434	0.9236436
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9361602	0.8955259	0.9710670
silicate + phosphate	S_Atlantic	(26.75,27]	0.9127129	0.8542697	0.9453112
silicate + phosphate	S_Atlantic	(27,27.25]	0.8239531	0.7788158	0.8555377
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.6338748	0.5710986	0.6863980
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.5035299	0.4542193	0.5388272
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.9450767	0.9229798	0.9585887
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9689176	0.9612223	0.9786131
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9787807	0.9756746	0.9822826
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9894399	0.9854570	0.9936952
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9903192	0.9855756	0.9939871
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9521120	0.8885611	0.9893517
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8241059	0.6612773	0.9404560
silicate + phosphate	S_Pacific	(-Inf,26]	0.8012677	0.7905836	0.8219360
silicate + phosphate	S_Pacific	(26,26.5]	0.9155060	0.9016513	0.9343501
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9299830	0.9209538	0.9406426
silicate + phosphate	S_Pacific	(26.75,27]	0.9273648	0.9001889	0.9461946
silicate + phosphate	S_Pacific	(27,27.25]	0.9341721	0.9113006	0.9477471
silicate + phosphate	S_Pacific	(27.25,27.5]	0.8714679	0.8564702	0.8853662
silicate + phosphate	S_Pacific	(27.5,27.75]	0.7595592	0.7108285	0.8008033
silicate + phosphate	S_Pacific	(27.75,27.85]	0.8347470	0.7812664	0.8771218
silicate + phosphate	S_Pacific	(27.85,27.95]	0.8953059	0.8722079	0.9307851
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9343501	0.9199088	0.9507575
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9491847	0.9457199	0.9529306
silicate + phosphate	S_Pacific	(28.1, Inf]	0.5058702	0.4572102	0.5498406
silicate + phosphate_star	Indian	(-Inf,26]	0.9421504	0.9017623	0.9795843
silicate + phosphate_star	Indian	(26,26.5]	0.9454684	0.9165186	0.9774230
silicate + phosphate_star	Indian	(26.5,26.75]	0.8113101	0.7396864	0.9106276
silicate + phosphate_star	Indian	(26.75,27]	0.2190798	0.2175160	0.2220433
silicate + phosphate_star	Indian	(27,27.25]	-0.3029505	-0.3164145	-0.2961227
silicate + phosphate_star	Indian	(27.25,27.5]	-0.5611060	-0.6308589	-0.4893130
silicate + phosphate_star	Indian	(27.5,27.75]	-0.6682257	-0.7401163	-0.5645375
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5096131	-0.5521596	-0.4824093
silicate + phosphate_star	Indian	(27.85,27.95]	-0.1393586	-0.1913722	-0.0657524
silicate + phosphate_star	Indian	(27.95,28.05]	0.0314731	-0.2683505	0.3233483
silicate + phosphate_star	Indian	(28.05,28.1]	0.0868414	-0.2341288	0.5062626
silicate + phosphate_star	Indian	(28.1, Inf]	0.0512979	-0.2299133	0.2227347
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.6232818	0.3971806	0.8493829
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.8819366	0.8010255	1.0000000
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9599485	0.9386745	0.9826103
silicate + phosphate_star	N_Atlantic	(26.75,27]	0.9454845	0.9353992	0.9527668
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.9224071	0.8919897	0.9530084
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.9091492	0.8594696	0.9404164
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.7847884	0.6855018	0.8538541
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.4006168	0.1518039	0.5286788
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.0436782	-0.0237839	0.1057753
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.5488144	0.2881732	0.8442367
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9040930	0.8611133	0.9468177
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9723008	0.9627505	0.9825146
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.3350696	-0.2794049	0.9963948
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.5608367	0.1145974	0.9990021
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.8665231	0.8132596	0.9216496
silicate + phosphate_star	N_Pacific	(26,26.5]	0.7200610	0.6948076	0.7342569
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.5514170	0.4816393	0.6045771
silicate + phosphate_star	N_Pacific	(26.75,27]	0.7384808	0.6596325	0.8280462
silicate + phosphate_star	N_Pacific	(27,27.25]	0.7264672	0.6745856	0.7796930
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.5030609	0.3909489	0.5774104
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.3331682	-0.1428956	0.6891038
silicate + phosphate_star	N_Pacific	(27.75,27.85]	-0.5070863	-0.6365028	-0.3224138
silicate + phosphate_star	N_Pacific	(27.85,27.95]	-0.4158203	-0.5966383	-0.2344073
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.0001801	-0.3078392	0.2011042
silicate + phosphate_star	N_Pacific	(28.05,28.1]	0.0014356	-0.0496167	0.0284739
silicate + phosphate_star	N_Pacific	(28.1, Inf]	-0.1070342	-0.1560732	-0.0428593
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.5375194	0.4281772	0.6558256
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.7123700	0.6261197	0.8821911
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5686192	0.4445185	0.6904434
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.0525852	-0.0246921	0.1964570
silicate + phosphate_star	S_Atlantic	(27,27.25]	-0.1720324	-0.2653649	-0.0964319
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	0.1040043	-0.0390828	0.2212805
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.5498606	0.4219941	0.6367735
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.9163389	0.8701861	0.9474800
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.9267899	0.8846759	0.9509504
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9194336	0.8605964	0.9651939
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9336848	0.8820680	0.9785044
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9558962	0.9330804	0.9770154
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.8858286	0.7269791	0.9762143
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.4432489	0.0434435	0.8570802
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.5416604	0.4612805	0.6533707
silicate + phosphate_star	S_Pacific	(26,26.5]	0.6918704	0.6213743	0.7583146
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.6028319	0.4919396	0.7039818
silicate + phosphate_star	S_Pacific	(26.75,27]	0.2911414	0.2072855	0.4043729
silicate + phosphate_star	S_Pacific	(27,27.25]	-0.0367037	-0.0935618	0.0336095
silicate + phosphate_star	S_Pacific	(27.25,27.5]	-0.2748633	-0.3317228	-0.2039097
silicate + phosphate_star	S_Pacific	(27.5,27.75]	-0.3617727	-0.4286501	-0.3142766
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.2515633	-0.3334873	-0.1916056
silicate + phosphate_star	S_Pacific	(27.85,27.95]	0.2294042	-0.0224525	0.5655226
silicate + phosphate_star	S_Pacific	(27.95,28.05]	0.4840032	0.2487099	0.6218714
silicate + phosphate_star	S_Pacific	(28.05,28.1]	0.5658399	0.3633368	0.6798817
silicate + phosphate_star	S_Pacific	(28.1, Inf]	0.4729851	0.2215757	0.6262118
temp + aou	Indian	(-Inf,26]	-0.5724975	-0.6362262	-0.5172917
temp + aou	Indian	(26,26.5]	-0.6435167	-0.8676387	-0.4571945
temp + aou	Indian	(26.5,26.75]	-0.3007302	-0.4904839	-0.0877729
temp + aou	Indian	(26.75,27]	0.1631202	-0.1482107	0.4863121
temp + aou	Indian	(27,27.25]	0.6726867	0.5541481	0.7594625
temp + aou	Indian	(27.25,27.5]	0.8315781	0.8208379	0.8411088
temp + aou	Indian	(27.5,27.75]	0.8641363	0.8384355	0.8780449
temp + aou	Indian	(27.75,27.85]	0.8838193	0.8225347	0.9319405
temp + aou	Indian	(27.85,27.95]	0.7937872	0.7438784	0.8215379
temp + aou	Indian	(27.95,28.05]	0.7070518	0.5589216	0.8565073
temp + aou	Indian	(28.05,28.1]	0.5918480	0.3034753	0.7934618
temp + aou	Indian	(28.1, Inf]	0.8647235	0.8100896	0.8928619
temp + aou	N_Atlantic	(-Inf,26]	-0.4115097	-0.6435749	-0.1794444
temp + aou	N_Atlantic	(26,26.5]	-0.6246630	-1.0000000	-0.4352009
temp + aou	N_Atlantic	(26.5,26.75]	-0.8454109	-0.8727572	-0.8076634
temp + aou	N_Atlantic	(26.75,27]	-0.7494446	-0.7862114	-0.7187871
temp + aou	N_Atlantic	(27,27.25]	-0.6849630	-0.7648475	-0.6072984
temp + aou	N_Atlantic	(27.25,27.5]	-0.5948942	-0.6966899	-0.4968010
temp + aou	N_Atlantic	(27.5,27.75]	-0.2106080	-0.3537863	-0.0160299
temp + aou	N_Atlantic	(27.75,27.85]	0.3092633	0.2057121	0.4467164
temp + aou	N_Atlantic	(27.85,27.95]	0.6335143	0.5870500	0.7151795
temp + aou	N_Atlantic	(27.95,28.05]	0.2292027	0.1004554	0.3627335
temp + aou	N_Atlantic	(28.05,28.1]	-0.0776068	-0.2719864	0.0898886
temp + aou	N_Atlantic	(28.1,28.15]	0.1908763	-0.0039034	0.3395785
temp + aou	N_Atlantic	(28.15,28.2]	0.1203895	-0.7170688	0.6188274
temp + aou	N_Atlantic	(28.2, Inf]	-0.4677119	-0.9205724	0.3235574
temp + aou	N_Pacific	(-Inf,26]	-0.4022263	-0.5286852	-0.2953116
temp + aou	N_Pacific	(26,26.5]	0.1272009	0.0394151	0.2141247
temp + aou	N_Pacific	(26.5,26.75]	0.6529437	0.5727081	0.7019923
temp + aou	N_Pacific	(26.75,27]	0.5729307	0.5607625	0.5826808
temp + aou	N_Pacific	(27,27.25]	-0.1573870	-0.2779250	-0.0375240
temp + aou	N_Pacific	(27.25,27.5]	-0.5416594	-0.7296662	-0.3026576
temp + aou	N_Pacific	(27.5,27.75]	0.1765664	-0.7153149	0.7415959
temp + aou	N_Pacific	(27.75,27.85]	-0.6580203	-0.7178738	-0.6257963
temp + aou	N_Pacific	(27.85,27.95]	-0.3964071	-0.4614489	-0.3421881
temp + aou	N_Pacific	(27.95,28.05]	0.3177019	0.2552178	0.3533344
temp + aou	N_Pacific	(28.05,28.1]	0.0068598	-0.0314220	0.0793997
temp + aou	N_Pacific	(28.1, Inf]	0.6728567	0.5785226	0.7534784
temp + aou	S_Atlantic	(-Inf,26]	-0.1800151	-0.3207315	0.0102028
temp + aou	S_Atlantic	(26,26.5]	-0.3663393	-0.5149347	-0.1985259
temp + aou	S_Atlantic	(26.5,26.75]	-0.0499137	-0.1807652	0.0196361
temp + aou	S_Atlantic	(26.75,27]	0.3304260	0.2062579	0.4023756
temp + aou	S_Atlantic	(27,27.25]	0.6553755	0.6484779	0.6611673
temp + aou	S_Atlantic	(27.25,27.5]	0.6653169	0.6324170	0.6942895
temp + aou	S_Atlantic	(27.5,27.75]	0.6496772	0.6086102	0.6864631
temp + aou	S_Atlantic	(27.75,27.85]	-0.3849308	-0.6803643	0.0168064
temp + aou	S_Atlantic	(27.85,27.95]	-0.5265489	-0.7287584	-0.1390032
temp + aou	S_Atlantic	(27.95,28.05]	-0.5374943	-0.7913624	-0.1934518
temp + aou	S_Atlantic	(28.05,28.1]	-0.6975139	-0.9114486	-0.4545902
temp + aou	S_Atlantic	(28.1,28.15]	-0.8147799	-0.8826396	-0.7589356
temp + aou	S_Atlantic	(28.15,28.2]	-0.8017607	-0.9299109	-0.5797837
temp + aou	S_Atlantic	(28.2, Inf]	0.4807422	0.1351985	0.7940702
temp + aou	S_Pacific	(-Inf,26]	-0.1043128	-0.2141327	0.0344085
temp + aou	S_Pacific	(26,26.5]	-0.3122330	-0.3438458	-0.2720127
temp + aou	S_Pacific	(26.5,26.75]	-0.0502872	-0.2130680	0.1925263
temp + aou	S_Pacific	(26.75,27]	0.3065452	0.2296748	0.4540367
temp + aou	S_Pacific	(27,27.25]	0.4641112	0.4358717	0.4871760
temp + aou	S_Pacific	(27.25,27.5]	0.6542138	0.6127137	0.7054309
temp + aou	S_Pacific	(27.5,27.75]	0.6558195	0.5670173	0.7162504
temp + aou	S_Pacific	(27.75,27.85]	0.6962760	0.6362567	0.7571812
temp + aou	S_Pacific	(27.85,27.95]	0.4915295	0.2259884	0.6604814
temp + aou	S_Pacific	(27.95,28.05]	0.3228301	0.0658054	0.4776631
temp + aou	S_Pacific	(28.05,28.1]	0.3079833	0.0397672	0.4786652
temp + aou	S_Pacific	(28.1, Inf]	0.7716233	0.7278872	0.7947166
temp + oxygen	Indian	(-Inf,26]	0.4704876	0.4126654	0.5182026
temp + oxygen	Indian	(26,26.5]	0.5873784	0.3846857	0.8343641
temp + oxygen	Indian	(26.5,26.75]	0.2328540	0.0214647	0.4188916
temp + oxygen	Indian	(26.75,27]	-0.2903205	-0.5524642	-0.0623382
temp + oxygen	Indian	(27,27.25]	-0.7449687	-0.8142258	-0.6499594
temp + oxygen	Indian	(27.25,27.5]	-0.8798612	-0.8862882	-0.8740462
temp + oxygen	Indian	(27.5,27.75]	-0.9050321	-0.9178551	-0.8839129
temp + oxygen	Indian	(27.75,27.85]	-0.9169105	-0.9531444	-0.8694024
temp + oxygen	Indian	(27.85,27.95]	-0.8599059	-0.8790939	-0.8309945
temp + oxygen	Indian	(27.95,28.05]	-0.7953707	-0.9156759	-0.6597505
temp + oxygen	Indian	(28.05,28.1]	-0.6856977	-0.8765577	-0.3920185
temp + oxygen	Indian	(28.1, Inf]	-0.9228165	-0.9457984	-0.8865810
temp + oxygen	N_Atlantic	(-Inf,26]	0.2478098	-0.0055821	0.5012017
temp + oxygen	N_Atlantic	(26,26.5]	0.5052981	0.2309521	1.0000000
temp + oxygen	N_Atlantic	(26.5,26.75]	0.7745892	0.7366136	0.8106085
temp + oxygen	N_Atlantic	(26.75,27]	0.6538495	0.5953719	0.7239236
temp + oxygen	N_Atlantic	(27,27.25]	0.6048187	0.4980592	0.6949388
temp + oxygen	N_Atlantic	(27.25,27.5]	0.4487117	0.3151825	0.5675358
temp + oxygen	N_Atlantic	(27.5,27.75]	-0.0539778	-0.2939711	0.0716103
temp + oxygen	N_Atlantic	(27.75,27.85]	-0.5102609	-0.6273668	-0.4431702
temp + oxygen	N_Atlantic	(27.85,27.95]	-0.7294852	-0.7926479	-0.6887998
temp + oxygen	N_Atlantic	(27.95,28.05]	-0.3808931	-0.4828915	-0.2580576
temp + oxygen	N_Atlantic	(28.05,28.1]	-0.0277166	-0.1894460	0.1635195
temp + oxygen	N_Atlantic	(28.1,28.15]	-0.2669100	-0.4000274	-0.0911869
temp + oxygen	N_Atlantic	(28.15,28.2]	-0.2168503	-0.7547164	0.6900050
temp + oxygen	N_Atlantic	(28.2, Inf]	0.0265523	-0.5547589	0.3193772
temp + oxygen	N_Pacific	(-Inf,26]	-0.0696239	-0.1593428	0.0999875
temp + oxygen	N_Pacific	(26,26.5]	-0.2837542	-0.3915043	-0.1911457
temp + oxygen	N_Pacific	(26.5,26.75]	-0.7370386	-0.7792331	-0.6700019
temp + oxygen	N_Pacific	(26.75,27]	-0.7385067	-0.7553226	-0.7161812
temp + oxygen	N_Pacific	(27,27.25]	-0.1802719	-0.3196517	-0.0435534
temp + oxygen	N_Pacific	(27.25,27.5]	0.3680906	0.1175766	0.5676649
temp + oxygen	N_Pacific	(27.5,27.75]	-0.2668752	-0.8039409	0.6127058
temp + oxygen	N_Pacific	(27.75,27.85]	0.6077768	0.5722431	0.6731165
temp + oxygen	N_Pacific	(27.85,27.95]	0.3379374	0.2823694	0.4037354
temp + oxygen	N_Pacific	(27.95,28.05]	-0.3789751	-0.4117910	-0.3238459
temp + oxygen	N_Pacific	(28.05,28.1]	-0.0224837	-0.0900493	0.0133697
temp + oxygen	N_Pacific	(28.1, Inf]	-0.6748157	-0.7570895	-0.5780504
temp + oxygen	S_Atlantic	(-Inf,26]	-0.2942946	-0.6471853	-0.0819657
temp + oxygen	S_Atlantic	(26,26.5]	0.0097373	-0.0776569	0.1076894
temp + oxygen	S_Atlantic	(26.5,26.75]	-0.0691411	-0.1449509	0.0468666
temp + oxygen	S_Atlantic	(26.75,27]	-0.4251318	-0.4862312	-0.3153998
temp + oxygen	S_Atlantic	(27,27.25]	-0.7341461	-0.7415886	-0.7292362
temp + oxygen	S_Atlantic	(27.25,27.5]	-0.7487745	-0.7640347	-0.7245121
temp + oxygen	S_Atlantic	(27.5,27.75]	-0.7950744	-0.8078287	-0.7857145
temp + oxygen	S_Atlantic	(27.75,27.85]	0.0293472	-0.3593582	0.3472322
temp + oxygen	S_Atlantic	(27.85,27.95]	0.3315560	-0.1573898	0.5925926
temp + oxygen	S_Atlantic	(27.95,28.05]	0.3387294	-0.1329199	0.7028035
temp + oxygen	S_Atlantic	(28.05,28.1]	0.5254452	0.1174406	0.8687671
temp + oxygen	S_Atlantic	(28.1,28.15]	0.7020768	0.5782095	0.8286559
temp + oxygen	S_Atlantic	(28.15,28.2]	0.7145883	0.3905612	0.9017648
temp + oxygen	S_Atlantic	(28.2, Inf]	-0.6725203	-0.8543985	-0.4674649
temp + oxygen	S_Pacific	(-Inf,26]	-0.2826207	-0.4545854	-0.1895816
temp + oxygen	S_Pacific	(26,26.5]	0.1888814	0.1136545	0.2352990
temp + oxygen	S_Pacific	(26.5,26.75]	-0.0284598	-0.2617369	0.1157034
temp + oxygen	S_Pacific	(26.75,27]	-0.3783290	-0.5092311	-0.3009625
temp + oxygen	S_Pacific	(27,27.25]	-0.5335629	-0.5698788	-0.4975334
temp + oxygen	S_Pacific	(27.25,27.5]	-0.7129588	-0.7598206	-0.6794483
temp + oxygen	S_Pacific	(27.5,27.75]	-0.7290661	-0.7804555	-0.6629845
temp + oxygen	S_Pacific	(27.75,27.85]	-0.7571107	-0.8094585	-0.7294423
temp + oxygen	S_Pacific	(27.85,27.95]	-0.5635635	-0.7274228	-0.2783988
temp + oxygen	S_Pacific	(27.95,28.05]	-0.4214781	-0.5746968	-0.1618794
temp + oxygen	S_Pacific	(28.05,28.1]	-0.4066627	-0.5803507	-0.1287793
temp + oxygen	S_Pacific	(28.1, Inf]	-0.8688207	-0.8808226	-0.8470904
temp + phosphate	Indian	(-Inf,26]	-0.6062183	-0.7063994	-0.5006773
temp + phosphate	Indian	(26,26.5]	-0.6933077	-0.8995190	-0.5001365
temp + phosphate	Indian	(26.5,26.75]	-0.4307795	-0.6642845	-0.1536080
temp + phosphate	Indian	(26.75,27]	-0.1645597	-0.6650335	0.3281989
temp + phosphate	Indian	(27,27.25]	0.3664409	0.0903367	0.6105575
temp + phosphate	Indian	(27.25,27.5]	0.6225818	0.5724610	0.6660073
temp + phosphate	Indian	(27.5,27.75]	0.7510893	0.6736746	0.8017707
temp + phosphate	Indian	(27.75,27.85]	0.6700385	0.4619446	0.8412685
temp + phosphate	Indian	(27.85,27.95]	0.4639906	0.3040327	0.6376284
temp + phosphate	Indian	(27.95,28.05]	0.2035280	0.1422146	0.2468098
temp + phosphate	Indian	(28.05,28.1]	0.0512501	0.0455438	0.0565223
temp + phosphate	Indian	(28.1, Inf]	0.0262576	-0.2851203	0.1899085
temp + phosphate	N_Atlantic	(-Inf,26]	-0.4311683	-0.6349667	-0.2273698
temp + phosphate	N_Atlantic	(26,26.5]	-0.7863527	-1.0000000	-0.6671554
temp + phosphate	N_Atlantic	(26.5,26.75]	-0.9248000	-0.9462090	-0.8920103
temp + phosphate	N_Atlantic	(26.75,27]	-0.8683496	-0.8829610	-0.8573075
temp + phosphate	N_Atlantic	(27,27.25]	-0.8084409	-0.8680610	-0.7645628
temp + phosphate	N_Atlantic	(27.25,27.5]	-0.7885316	-0.8553076	-0.7519799
temp + phosphate	N_Atlantic	(27.5,27.75]	-0.5228850	-0.6409863	-0.4325028
temp + phosphate	N_Atlantic	(27.75,27.85]	-0.0612963	-0.1893052	0.0107260
temp + phosphate	N_Atlantic	(27.85,27.95]	0.4469511	0.3996052	0.5187938
temp + phosphate	N_Atlantic	(27.95,28.05]	0.2277686	0.1190079	0.3147028
temp + phosphate	N_Atlantic	(28.05,28.1]	-0.1513482	-0.3362675	0.0136541
temp + phosphate	N_Atlantic	(28.1,28.15]	0.1220742	-0.0857792	0.2518439
temp + phosphate	N_Atlantic	(28.15,28.2]	0.0143982	-0.7273939	0.5108826
temp + phosphate	N_Atlantic	(28.2, Inf]	-0.2399967	-0.6775319	0.5386520
temp + phosphate	N_Pacific	(-Inf,26]	-0.6588786	-0.7327201	-0.5682097
temp + phosphate	N_Pacific	(26,26.5]	-0.1684803	-0.2207338	-0.1253658
temp + phosphate	N_Pacific	(26.5,26.75]	0.3780892	0.2748066	0.4573963
temp + phosphate	N_Pacific	(26.75,27]	-0.0295708	-0.1121981	0.0631539
temp + phosphate	N_Pacific	(27,27.25]	-0.4675062	-0.4976168	-0.4307206
temp + phosphate	N_Pacific	(27.25,27.5]	-0.4195228	-0.6540983	-0.1279292
temp + phosphate	N_Pacific	(27.5,27.75]	0.2959617	-0.5669451	0.8102149
temp + phosphate	N_Pacific	(27.75,27.85]	-0.5251587	-0.5670672	-0.4875654
temp + phosphate	N_Pacific	(27.85,27.95]	-0.3059749	-0.3565809	-0.2516065
temp + phosphate	N_Pacific	(27.95,28.05]	0.3104209	0.2375106	0.3700504
temp + phosphate	N_Pacific	(28.05,28.1]	0.0053881	-0.0499908	0.0519214
temp + phosphate	N_Pacific	(28.1, Inf]	0.5605922	0.4741662	0.6665290
temp + phosphate	S_Atlantic	(-Inf,26]	-0.3512669	-0.3645695	-0.3252160
temp + phosphate	S_Atlantic	(26,26.5]	-0.6268440	-0.8269314	-0.4268442
temp + phosphate	S_Atlantic	(26.5,26.75]	-0.3108207	-0.4488183	-0.1567373
temp + phosphate	S_Atlantic	(26.75,27]	0.0113887	-0.1195941	0.1033598
temp + phosphate	S_Atlantic	(27,27.25]	0.2168551	0.1650056	0.2949085
temp + phosphate	S_Atlantic	(27.25,27.5]	0.3067239	0.2392089	0.4132944
temp + phosphate	S_Atlantic	(27.5,27.75]	-0.2888411	-0.3438047	-0.2334500
temp + phosphate	S_Atlantic	(27.75,27.85]	-0.8064795	-0.8807624	-0.7016871
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.8010202	-0.8561887	-0.6944103
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.7871568	-0.8662651	-0.7053623
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8807397	-0.9464837	-0.8288868
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9298537	-0.9519746	-0.9065515
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.8980641	-0.9529147	-0.8351605
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.4489926	-0.7712207	-0.1338876
temp + phosphate	S_Pacific	(-Inf,26]	-0.2255011	-0.3161995	-0.1525706
temp + phosphate	S_Pacific	(26,26.5]	-0.4975199	-0.5003135	-0.4960516
temp + phosphate	S_Pacific	(26.5,26.75]	-0.2387782	-0.4167593	-0.0167684
temp + phosphate	S_Pacific	(26.75,27]	0.0674975	-0.0509256	0.2420594
temp + phosphate	S_Pacific	(27,27.25]	0.2213329	0.1611040	0.2635494
temp + phosphate	S_Pacific	(27.25,27.5]	0.4579866	0.3760307	0.5174289
temp + phosphate	S_Pacific	(27.5,27.75]	0.5076793	0.4052973	0.5654870
temp + phosphate	S_Pacific	(27.75,27.85]	0.5515334	0.4844238	0.6025197
temp + phosphate	S_Pacific	(27.85,27.95]	0.3661606	0.2171636	0.4433773
temp + phosphate	S_Pacific	(27.95,28.05]	0.1482122	-0.0722765	0.2817765
temp + phosphate	S_Pacific	(28.05,28.1]	0.1228314	-0.1047661	0.2589104
temp + phosphate	S_Pacific	(28.1, Inf]	0.0043959	-0.2544560	0.1531297
temp + phosphate_star	Indian	(-Inf,26]	-0.7383295	-0.8485191	-0.5937674
temp + phosphate_star	Indian	(26,26.5]	-0.8249931	-0.9532530	-0.6675056
temp + phosphate_star	Indian	(26.5,26.75]	-0.7525611	-0.9377440	-0.4762530
temp + phosphate_star	Indian	(26.75,27]	-0.8696752	-0.9892455	-0.6996158
temp + phosphate_star	Indian	(27,27.25]	-0.9374232	-0.9846078	-0.8790593
temp + phosphate_star	Indian	(27.25,27.5]	-0.9728188	-0.9909033	-0.9541900
temp + phosphate_star	Indian	(27.5,27.75]	-0.9321096	-0.9381086	-0.9218401
temp + phosphate_star	Indian	(27.75,27.85]	-0.8634642	-0.8850913	-0.8302662
temp + phosphate_star	Indian	(27.85,27.95]	-0.8229347	-0.8965491	-0.6827969
temp + phosphate_star	Indian	(27.95,28.05]	-0.8505570	-0.9559054	-0.6861450
temp + phosphate_star	Indian	(28.05,28.1]	-0.8111381	-0.9556328	-0.5665916
temp + phosphate_star	Indian	(28.1, Inf]	-0.9413747	-0.9792965	-0.8881001
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.4891190	-0.5336635	-0.4445745
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.9127247	-1.0000000	-0.8592924
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9759197	-0.9865788	-0.9565926
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.9700292	-0.9796164	-0.9604641
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9524805	-0.9642399	-0.9329275
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9462336	-0.9627733	-0.9364169
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.8690786	-0.8976157	-0.8449656
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.8104853	-0.8434073	-0.7489958
temp + phosphate_star	N_Atlantic	(27.85,27.95]	-0.6285776	-0.6528035	-0.6060001
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.1325170	-0.2245743	-0.0662450
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.3159122	-0.4744450	-0.1661831
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.0008155	-0.2207006	0.1107636
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.3125779	-0.7507421	0.0673252
temp + phosphate_star	N_Atlantic	(28.2, Inf]	-0.1617472	-0.6764151	0.5253445
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.8810182	-0.9213035	-0.8273945
temp + phosphate_star	N_Pacific	(26,26.5]	-0.7989588	-0.8252279	-0.7594381
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.8248268	-0.8396734	-0.8038552
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9396852	-0.9433929	-0.9359139
temp + phosphate_star	N_Pacific	(27,27.25]	-0.8939242	-0.9121661	-0.8801971
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.3632417	-0.4806980	-0.1377044
temp + phosphate_star	N_Pacific	(27.5,27.75]	0.4515225	0.1053729	0.6797064
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.4464940	0.3136713	0.5607029
temp + phosphate_star	N_Pacific	(27.85,27.95]	0.2171382	0.1599537	0.2829400
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.2428613	-0.3327226	-0.1306155
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.0570761	-0.1093492	0.0306881
temp + phosphate_star	N_Pacific	(28.1, Inf]	-0.1092327	-0.1504563	-0.0460672
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.6418852	-0.7905664	-0.5311396
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8661056	-0.9458206	-0.7840963
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8656205	-0.9255647	-0.7920783
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9588598	-0.9791374	-0.9395389
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9876813	-0.9905724	-0.9844280
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9637293	-0.9753278	-0.9573692
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8562404	-0.8877798	-0.8198876
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9529224	-0.9541480	-0.9506799
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9467287	-0.9504306	-0.9435692
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9325755	-0.9445862	-0.9158365
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9606801	-0.9699553	-0.9473218
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9720507	-0.9828390	-0.9579843
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9372405	-0.9532277	-0.9087811
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9405801	-0.9530459	-0.9171648
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.6211456	-0.6775404	-0.5260227
temp + phosphate_star	S_Pacific	(26,26.5]	-0.7928167	-0.8193149	-0.7751135
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.7118894	-0.7998076	-0.6664015
temp + phosphate_star	S_Pacific	(26.75,27]	-0.7757056	-0.8230772	-0.7484276
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9127642	-0.9403701	-0.8852829
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.8928319	-0.9294163	-0.8511499
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.7958532	-0.8336054	-0.7638818
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.7004052	-0.8312198	-0.5311983
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.4992061	-0.7762085	-0.0933572
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.5522295	-0.7071308	-0.3676010
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.4451449	-0.6236937	-0.2234113
temp + phosphate_star	S_Pacific	(28.1, Inf]	-0.8618344	-0.9055921	-0.7844359
temp + silicate	Indian	(-Inf,26]	-0.6746434	-0.7355405	-0.6231649
temp + silicate	Indian	(26,26.5]	-0.7278646	-0.8783613	-0.6467011
temp + silicate	Indian	(26.5,26.75]	-0.4162300	-0.5487634	-0.3213156
temp + silicate	Indian	(26.75,27]	0.0838814	-0.1715802	0.3300283
temp + silicate	Indian	(27,27.25]	0.4505506	0.3629515	0.5174177
temp + silicate	Indian	(27.25,27.5]	0.5441505	0.4341102	0.6167918
temp + silicate	Indian	(27.5,27.75]	0.5858005	0.4566289	0.6743066
temp + silicate	Indian	(27.75,27.85]	0.7070433	0.6852913	0.7448798
temp + silicate	Indian	(27.85,27.95]	0.4911047	0.4091036	0.6011667
temp + silicate	Indian	(27.95,28.05]	0.3355895	0.2616268	0.4511250
temp + silicate	Indian	(28.05,28.1]	0.3200819	0.1732496	0.4602231
temp + silicate	Indian	(28.1, Inf]	0.1016837	-0.0508583	0.3512091
temp + silicate	N_Atlantic	(-Inf,26]	-0.5310274	-0.6350581	-0.4269968
temp + silicate	N_Atlantic	(26,26.5]	-0.7589361	-1.0000000	-0.6300758
temp + silicate	N_Atlantic	(26.5,26.75]	-0.9329713	-0.9631680	-0.8929063
temp + silicate	N_Atlantic	(26.75,27]	-0.8967032	-0.9161751	-0.8865964
temp + silicate	N_Atlantic	(27,27.25]	-0.8490763	-0.9035375	-0.7994986
temp + silicate	N_Atlantic	(27.25,27.5]	-0.8189489	-0.8876331	-0.7616084
temp + silicate	N_Atlantic	(27.5,27.75]	-0.5006116	-0.6159096	-0.3780500
temp + silicate	N_Atlantic	(27.75,27.85]	0.0351347	-0.0873797	0.1407932
temp + silicate	N_Atlantic	(27.85,27.95]	0.4321760	0.3927163	0.4755362
temp + silicate	N_Atlantic	(27.95,28.05]	-0.0020560	-0.1684757	0.1354463
temp + silicate	N_Atlantic	(28.05,28.1]	-0.2296093	-0.4312229	-0.0396565
temp + silicate	N_Atlantic	(28.1,28.15]	0.0368524	-0.1747461	0.1652293
temp + silicate	N_Atlantic	(28.15,28.2]	0.1782717	-0.7478523	0.6841324
temp + silicate	N_Atlantic	(28.2, Inf]	-0.3076392	-0.7409228	0.5392029
temp + silicate	N_Pacific	(-Inf,26]	-0.7095190	-0.7844293	-0.6164861
temp + silicate	N_Pacific	(26,26.5]	-0.4635344	-0.4767907	-0.4531626
temp + silicate	N_Pacific	(26.5,26.75]	-0.4680452	-0.5027407	-0.4412306
temp + silicate	N_Pacific	(26.75,27]	-0.7878758	-0.8520706	-0.7272097
temp + silicate	N_Pacific	(27,27.25]	-0.8496111	-0.8752834	-0.8173701
temp + silicate	N_Pacific	(27.25,27.5]	-0.8638737	-0.9517049	-0.7390894
temp + silicate	N_Pacific	(27.5,27.75]	-0.0579634	-0.9419811	0.5530299
temp + silicate	N_Pacific	(27.75,27.85]	-0.8842329	-0.8878844	-0.8778067
temp + silicate	N_Pacific	(27.85,27.95]	-0.7089912	-0.7432425	-0.6897340
temp + silicate	N_Pacific	(27.95,28.05]	-0.2018788	-0.2380372	-0.1714199
temp + silicate	N_Pacific	(28.05,28.1]	-0.0186359	-0.1255695	0.1125494
temp + silicate	N_Pacific	(28.1, Inf]	0.6696272	0.6351845	0.7098112
temp + silicate	S_Atlantic	(-Inf,26]	-0.4861892	-0.5865277	-0.4176483
temp + silicate	S_Atlantic	(26,26.5]	-0.5130487	-0.6847095	-0.3715761
temp + silicate	S_Atlantic	(26.5,26.75]	-0.2773264	-0.4366326	-0.1880927
temp + silicate	S_Atlantic	(26.75,27]	0.0293817	-0.0921564	0.1010306
temp + silicate	S_Atlantic	(27,27.25]	0.1391008	0.0744343	0.2104168
temp + silicate	S_Atlantic	(27.25,27.5]	-0.2589000	-0.3291928	-0.1594852
temp + silicate	S_Atlantic	(27.5,27.75]	-0.7303481	-0.8146507	-0.6032722
temp + silicate	S_Atlantic	(27.75,27.85]	-0.8860786	-0.9304209	-0.8134061
temp + silicate	S_Atlantic	(27.85,27.95]	-0.8672104	-0.9093465	-0.7974231
temp + silicate	S_Atlantic	(27.95,28.05]	-0.8203888	-0.9097678	-0.7220686
temp + silicate	S_Atlantic	(28.05,28.1]	-0.8617701	-0.9509139	-0.7743940
temp + silicate	S_Atlantic	(28.1,28.15]	-0.9094856	-0.9552202	-0.8836477
temp + silicate	S_Atlantic	(28.15,28.2]	-0.8237563	-0.9503026	-0.6211532
temp + silicate	S_Atlantic	(28.2, Inf]	-0.3425415	-0.8468153	0.0740069
temp + silicate	S_Pacific	(-Inf,26]	-0.1835575	-0.2300878	-0.1028006
temp + silicate	S_Pacific	(26,26.5]	-0.2816398	-0.3323062	-0.2201359
temp + silicate	S_Pacific	(26.5,26.75]	-0.0126264	-0.1492839	0.2105415
temp + silicate	S_Pacific	(26.75,27]	0.2752748	0.2078857	0.4092485
temp + silicate	S_Pacific	(27,27.25]	0.2886963	0.2737873	0.3054260
temp + silicate	S_Pacific	(27.25,27.5]	0.3766362	0.3505827	0.4007415
temp + silicate	S_Pacific	(27.5,27.75]	0.2730030	0.1628266	0.3394323
temp + silicate	S_Pacific	(27.75,27.85]	0.4881134	0.3639597	0.5759798
temp + silicate	S_Pacific	(27.85,27.95]	0.2197857	0.0528278	0.3172025
temp + silicate	S_Pacific	(27.95,28.05]	0.0572591	-0.1449589	0.1725647
temp + silicate	S_Pacific	(28.05,28.1]	0.1586902	-0.0520395	0.2650956
temp + silicate	S_Pacific	(28.1, Inf]	-0.3807460	-0.5715180	-0.1497971

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_cstar_predictor <- cor_cstar_predictor %>% 
  rename(predictor = term)

cor_cstar_predictor_stats <- cor_cstar_predictor %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise(mean_r = mean(cstar),
            min_r = min(cstar),
            max_r = max(cstar)) %>% 
  ungroup()

cor_cstar_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
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

kable(cor_cstar_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]	-0.7356659	-0.9261659	-0.6367699
aou	Indian	(26,26.5]	-0.9481682	-0.9923405	-0.9226127
aou	Indian	(26.5,26.75]	-0.9086193	-0.9325981	-0.8731001
aou	Indian	(26.75,27]	-0.5725042	-0.6571961	-0.4998057
aou	Indian	(27,27.25]	-0.0646889	-0.1794799	0.0236209
aou	Indian	(27.25,27.5]	0.5410726	0.3686837	0.7513714
aou	Indian	(27.5,27.75]	0.5526984	0.2501540	0.8106104
aou	Indian	(27.75,27.85]	0.2534446	-0.1104058	0.5572948
aou	Indian	(27.85,27.95]	0.0899834	-0.1539696	0.2533251
aou	Indian	(27.95,28.05]	0.1243591	-0.1750057	0.4099176
aou	Indian	(28.05,28.1]	0.2362685	0.0469774	0.4725615
aou	Indian	(28.1, Inf]	0.3328004	0.1617742	0.5668870
aou	N_Atlantic	(-Inf,26]	0.4964179	0.3958552	0.5969807
aou	N_Atlantic	(26,26.5]	-0.3093540	-1.0000000	0.0591047
aou	N_Atlantic	(26.5,26.75]	-0.6794991	-0.8271519	-0.5863876
aou	N_Atlantic	(26.75,27]	-0.7886507	-0.8364795	-0.7176430
aou	N_Atlantic	(27,27.25]	-0.8644923	-0.8800747	-0.8520364
aou	N_Atlantic	(27.25,27.5]	-0.8699797	-0.9121355	-0.8334473
aou	N_Atlantic	(27.5,27.75]	-0.8244813	-0.9029800	-0.7366960
aou	N_Atlantic	(27.75,27.85]	-0.7407805	-0.8606132	-0.6019863
aou	N_Atlantic	(27.85,27.95]	-0.7685342	-0.8584734	-0.6761126
aou	N_Atlantic	(27.95,28.05]	-0.7799142	-0.8890548	-0.6892789
aou	N_Atlantic	(28.05,28.1]	-0.8265033	-0.8977199	-0.7677630
aou	N_Atlantic	(28.1,28.15]	-0.8829901	-0.9409621	-0.8190775
aou	N_Atlantic	(28.15,28.2]	-0.3516765	-0.9798367	0.2151591
aou	N_Atlantic	(28.2, Inf]	-0.5003841	-1.0000000	0.4824446
aou	N_Pacific	(-Inf,26]	0.1047722	0.0254344	0.1700656
aou	N_Pacific	(26,26.5]	-0.4950187	-0.7597810	-0.1643507
aou	N_Pacific	(26.5,26.75]	-0.3035655	-0.6398194	-0.0338686
aou	N_Pacific	(26.75,27]	-0.1587071	-0.5428988	0.0362317
aou	N_Pacific	(27,27.25]	-0.0067478	-0.1733709	0.0852883
aou	N_Pacific	(27.25,27.5]	0.5029902	0.3954489	0.5608221
aou	N_Pacific	(27.5,27.75]	0.6655520	0.5971914	0.7009911
aou	N_Pacific	(27.75,27.85]	0.7209793	0.6717543	0.7675153
aou	N_Pacific	(27.85,27.95]	0.6467465	0.5623556	0.7024795
aou	N_Pacific	(27.95,28.05]	0.3913089	0.3479359	0.4161756
aou	N_Pacific	(28.05,28.1]	0.2033977	0.1698206	0.2697113
aou	N_Pacific	(28.1, Inf]	0.2086696	0.1794348	0.2561904
aou	S_Atlantic	(-Inf,26]	0.2017854	0.1432067	0.3024488
aou	S_Atlantic	(26,26.5]	-0.2651652	-0.4392024	-0.0610522
aou	S_Atlantic	(26.5,26.75]	-0.2459544	-0.5532701	-0.0037102
aou	S_Atlantic	(26.75,27]	0.1763754	-0.1276496	0.4692886
aou	S_Atlantic	(27,27.25]	0.5197777	0.3511442	0.6866366
aou	S_Atlantic	(27.25,27.5]	0.2698057	-0.1336614	0.5922371
aou	S_Atlantic	(27.5,27.75]	0.2565732	-0.0487298	0.4168937
aou	S_Atlantic	(27.75,27.85]	-0.6037551	-0.7213521	-0.3890013
aou	S_Atlantic	(27.85,27.95]	-0.7679294	-0.8674888	-0.5953517
aou	S_Atlantic	(27.95,28.05]	-0.7546668	-0.8740544	-0.6064922
aou	S_Atlantic	(28.05,28.1]	-0.7874768	-0.8990735	-0.6933976
aou	S_Atlantic	(28.1,28.15]	-0.8388629	-0.8488660	-0.8218260
aou	S_Atlantic	(28.15,28.2]	-0.7220725	-0.8193447	-0.6528610
aou	S_Atlantic	(28.2, Inf]	0.2160567	0.0441652	0.4162537
aou	S_Pacific	(-Inf,26]	-0.3251808	-0.6182887	-0.0627582
aou	S_Pacific	(26,26.5]	-0.7870749	-0.8516715	-0.7393365
aou	S_Pacific	(26.5,26.75]	-0.7880781	-0.8012779	-0.7806345
aou	S_Pacific	(26.75,27]	-0.6713923	-0.7663006	-0.5749758
aou	S_Pacific	(27,27.25]	-0.4976438	-0.5885972	-0.4040756
aou	S_Pacific	(27.25,27.5]	-0.3411467	-0.4013271	-0.3010919
aou	S_Pacific	(27.5,27.75]	-0.0817577	-0.1191988	-0.0630298
aou	S_Pacific	(27.75,27.85]	0.0492001	-0.1107028	0.1770115
aou	S_Pacific	(27.85,27.95]	0.1481409	-0.0030200	0.2360485
aou	S_Pacific	(27.95,28.05]	0.1624157	-0.0076299	0.2536025
aou	S_Pacific	(28.05,28.1]	0.0797213	-0.1480811	0.2007515
aou	S_Pacific	(28.1, Inf]	0.1815344	0.1035295	0.2975616
oxygen	Indian	(-Inf,26]	0.7770746	0.6776160	0.9610317
oxygen	Indian	(26,26.5]	0.9457571	0.9218174	0.9911360
oxygen	Indian	(26.5,26.75]	0.8890243	0.8540400	0.9080197
oxygen	Indian	(26.75,27]	0.4721548	0.3163147	0.6156032
oxygen	Indian	(27,27.25]	-0.0138599	-0.1022965	0.1356275
oxygen	Indian	(27.25,27.5]	-0.5665322	-0.7874342	-0.3807468
oxygen	Indian	(27.5,27.75]	-0.5295198	-0.7937965	-0.2205022
oxygen	Indian	(27.75,27.85]	-0.2530789	-0.5668224	0.1158579
oxygen	Indian	(27.85,27.95]	-0.1129395	-0.2812217	0.1474661
oxygen	Indian	(27.95,28.05]	-0.1827612	-0.4706108	0.1369812
oxygen	Indian	(28.05,28.1]	-0.2863413	-0.5395150	-0.0662734
oxygen	Indian	(28.1, Inf]	-0.3786177	-0.6238364	-0.2083500
oxygen	N_Atlantic	(-Inf,26]	-0.4954078	-0.6195702	-0.3712454
oxygen	N_Atlantic	(26,26.5]	0.2232508	-0.2107343	1.0000000
oxygen	N_Atlantic	(26.5,26.75]	0.6203903	0.5217561	0.7518075
oxygen	N_Atlantic	(26.75,27]	0.7326181	0.6416907	0.7887654
oxygen	N_Atlantic	(27,27.25]	0.8283762	0.8191610	0.8380333
oxygen	N_Atlantic	(27.25,27.5]	0.7876618	0.7245743	0.8528702
oxygen	N_Atlantic	(27.5,27.75]	0.6754514	0.5335581	0.8199252
oxygen	N_Atlantic	(27.75,27.85]	0.6335291	0.4951056	0.7858146
oxygen	N_Atlantic	(27.85,27.95]	0.7381717	0.6425632	0.8322592
oxygen	N_Atlantic	(27.95,28.05]	0.7814666	0.6932085	0.8830324
oxygen	N_Atlantic	(28.05,28.1]	0.8129953	0.7533060	0.8855489
oxygen	N_Atlantic	(28.1,28.15]	0.8840870	0.8266515	0.9376159
oxygen	N_Atlantic	(28.15,28.2]	0.3677416	-0.1979539	0.9798127
oxygen	N_Atlantic	(28.2, Inf]	0.4724075	-0.5719005	1.0000000
oxygen	N_Pacific	(-Inf,26]	0.0292136	-0.0263535	0.0748656
oxygen	N_Pacific	(26,26.5]	0.4536063	0.1174348	0.7206415
oxygen	N_Pacific	(26.5,26.75]	0.2647280	0.0081503	0.5994782
oxygen	N_Pacific	(26.75,27]	0.0823349	-0.1177917	0.4760031
oxygen	N_Pacific	(27,27.25]	0.1758885	0.0556320	0.3872994
oxygen	N_Pacific	(27.25,27.5]	-0.3611629	-0.4434447	-0.2277832
oxygen	N_Pacific	(27.5,27.75]	-0.5878115	-0.6400599	-0.5010843
oxygen	N_Pacific	(27.75,27.85]	-0.6958651	-0.7409608	-0.6545435
oxygen	N_Pacific	(27.85,27.95]	-0.6262565	-0.6818097	-0.5471124
oxygen	N_Pacific	(27.95,28.05]	-0.3796208	-0.4034718	-0.3380426
oxygen	N_Pacific	(28.05,28.1]	-0.2026975	-0.2684642	-0.1627805
oxygen	N_Pacific	(28.1, Inf]	-0.2086003	-0.2537271	-0.1822708
oxygen	S_Atlantic	(-Inf,26]	0.0047876	-0.1915009	0.1776586
oxygen	S_Atlantic	(26,26.5]	0.1283023	-0.0968624	0.2697557
oxygen	S_Atlantic	(26.5,26.75]	0.1766392	-0.0369811	0.4710637
oxygen	S_Atlantic	(26.75,27]	-0.2499013	-0.5257721	0.0415961
oxygen	S_Atlantic	(27,27.25]	-0.5956205	-0.7375828	-0.4469174
oxygen	S_Atlantic	(27.25,27.5]	-0.3255502	-0.6276105	0.0676804
oxygen	S_Atlantic	(27.5,27.75]	-0.2704428	-0.4576832	0.0499463
oxygen	S_Atlantic	(27.75,27.85]	0.3864175	0.1223645	0.5677315
oxygen	S_Atlantic	(27.85,27.95]	0.6552046	0.3791410	0.7961853
oxygen	S_Atlantic	(27.95,28.05]	0.6320827	0.3594021	0.8454509
oxygen	S_Atlantic	(28.05,28.1]	0.6730596	0.4406435	0.8844020
oxygen	S_Atlantic	(28.1,28.15]	0.7641254	0.7206162	0.8150435
oxygen	S_Atlantic	(28.15,28.2]	0.6805855	0.5478944	0.8064844
oxygen	S_Atlantic	(28.2, Inf]	-0.3589976	-0.4719085	-0.2779487
oxygen	S_Pacific	(-Inf,26]	0.4952212	0.2212864	0.7493526
oxygen	S_Pacific	(26,26.5]	0.7494370	0.7144287	0.8128545
oxygen	S_Pacific	(26.5,26.75]	0.7525862	0.7446685	0.7569695
oxygen	S_Pacific	(26.75,27]	0.6285745	0.5394148	0.7293412
oxygen	S_Pacific	(27,27.25]	0.4382266	0.3277385	0.5337479
oxygen	S_Pacific	(27.25,27.5]	0.3077977	0.2643418	0.3660563
oxygen	S_Pacific	(27.5,27.75]	0.0971856	0.0733852	0.1338547
oxygen	S_Pacific	(27.75,27.85]	-0.0442358	-0.1760965	0.1142695
oxygen	S_Pacific	(27.85,27.95]	-0.1362904	-0.2208228	0.0190545
oxygen	S_Pacific	(27.95,28.05]	-0.1567659	-0.2547432	0.0193217
oxygen	S_Pacific	(28.05,28.1]	-0.0982489	-0.2175250	0.1369121
oxygen	S_Pacific	(28.1, Inf]	-0.2146954	-0.3628476	-0.1334103
phosphate	Indian	(-Inf,26]	-0.7375672	-0.8980704	-0.6340119
phosphate	Indian	(26,26.5]	-0.9528554	-0.9908326	-0.9261670
phosphate	Indian	(26.5,26.75]	-0.9512391	-0.9831505	-0.9277001
phosphate	Indian	(26.75,27]	-0.8124827	-0.8846362	-0.7734087
phosphate	Indian	(27,27.25]	-0.3936189	-0.4988200	-0.3055553
phosphate	Indian	(27.25,27.5]	0.3344336	0.1917655	0.5192093
phosphate	Indian	(27.5,27.75]	0.4197498	0.0905370	0.6906211
phosphate	Indian	(27.75,27.85]	0.0002235	-0.2575060	0.1900323
phosphate	Indian	(27.85,27.95]	-0.2232463	-0.3556841	-0.1088361
phosphate	Indian	(27.95,28.05]	-0.3293204	-0.4277239	-0.2076277
phosphate	Indian	(28.05,28.1]	-0.2263690	-0.3001208	-0.1392614
phosphate	Indian	(28.1, Inf]	-0.3697946	-0.4527599	-0.3078491
phosphate	N_Atlantic	(-Inf,26]	0.1247909	0.1220591	0.1275226
phosphate	N_Atlantic	(26,26.5]	-0.5465325	-1.0000000	-0.2936175
phosphate	N_Atlantic	(26.5,26.75]	-0.7880719	-0.9184035	-0.7136730
phosphate	N_Atlantic	(26.75,27]	-0.8839372	-0.9070479	-0.8459243
phosphate	N_Atlantic	(27,27.25]	-0.9349068	-0.9542751	-0.9217953
phosphate	N_Atlantic	(27.25,27.5]	-0.9730314	-0.9794253	-0.9658699
phosphate	N_Atlantic	(27.5,27.75]	-0.9743969	-0.9844524	-0.9657180
phosphate	N_Atlantic	(27.75,27.85]	-0.9194455	-0.9325240	-0.9012499
phosphate	N_Atlantic	(27.85,27.95]	-0.8918251	-0.9230411	-0.8575265
phosphate	N_Atlantic	(27.95,28.05]	-0.8994137	-0.9449095	-0.8409861
phosphate	N_Atlantic	(28.05,28.1]	-0.9071925	-0.9428077	-0.8640657
phosphate	N_Atlantic	(28.1,28.15]	-0.9112365	-0.9507409	-0.8551352
phosphate	N_Atlantic	(28.15,28.2]	-0.8398090	-0.9827616	-0.7465150
phosphate	N_Atlantic	(28.2, Inf]	-0.8734374	-1.0000000	-0.6515414
phosphate	N_Pacific	(-Inf,26]	0.0085144	-0.1827495	0.1412477
phosphate	N_Pacific	(26,26.5]	-0.6215484	-0.8333904	-0.3628812
phosphate	N_Pacific	(26.5,26.75]	-0.5204030	-0.7688668	-0.3127875
phosphate	N_Pacific	(26.75,27]	-0.4998590	-0.6964298	-0.3839077
phosphate	N_Pacific	(27,27.25]	-0.0244171	-0.1149413	0.0739297
phosphate	N_Pacific	(27.25,27.5]	0.2790705	0.1801189	0.3742442
phosphate	N_Pacific	(27.5,27.75]	0.3863948	0.3042364	0.4817274
phosphate	N_Pacific	(27.75,27.85]	0.4915107	0.3128991	0.6132467
phosphate	N_Pacific	(27.85,27.95]	0.4385037	0.2151338	0.5509648
phosphate	N_Pacific	(27.95,28.05]	0.1468599	-0.0181957	0.2743897
phosphate	N_Pacific	(28.05,28.1]	-0.1139459	-0.3459354	0.0032854
phosphate	N_Pacific	(28.1, Inf]	-0.1472180	-0.3321828	-0.0129429
phosphate	S_Atlantic	(-Inf,26]	0.0417155	-0.3310830	0.4628038
phosphate	S_Atlantic	(26,26.5]	-0.5233076	-0.6733010	-0.4001905
phosphate	S_Atlantic	(26.5,26.75]	-0.4625755	-0.7644039	-0.1682697
phosphate	S_Atlantic	(26.75,27]	-0.1156319	-0.4321156	0.1969208
phosphate	S_Atlantic	(27,27.25]	0.0851633	-0.1620927	0.3530467
phosphate	S_Atlantic	(27.25,27.5]	-0.0487832	-0.4465177	0.3316961
phosphate	S_Atlantic	(27.5,27.75]	-0.5887818	-0.6879944	-0.4560585
phosphate	S_Atlantic	(27.75,27.85]	-0.8720211	-0.9150427	-0.8288625
phosphate	S_Atlantic	(27.85,27.95]	-0.9218796	-0.9444105	-0.9038621
phosphate	S_Atlantic	(27.95,28.05]	-0.9082514	-0.9158396	-0.8936771
phosphate	S_Atlantic	(28.05,28.1]	-0.9163872	-0.9328745	-0.8896453
phosphate	S_Atlantic	(28.1,28.15]	-0.9341838	-0.9569130	-0.9199880
phosphate	S_Atlantic	(28.15,28.2]	-0.8208129	-0.8663276	-0.7791495
phosphate	S_Atlantic	(28.2, Inf]	-0.5833028	-0.6925155	-0.4431239
phosphate	S_Pacific	(-Inf,26]	-0.3562149	-0.6647000	-0.0652531
phosphate	S_Pacific	(26,26.5]	-0.8713976	-0.9384907	-0.7963708
phosphate	S_Pacific	(26.5,26.75]	-0.8824091	-0.9019737	-0.8580900
phosphate	S_Pacific	(26.75,27]	-0.7984249	-0.8828396	-0.6777390
phosphate	S_Pacific	(27,27.25]	-0.6822584	-0.7449935	-0.6410969
phosphate	S_Pacific	(27.25,27.5]	-0.5094733	-0.5612209	-0.4681362
phosphate	S_Pacific	(27.5,27.75]	-0.2551008	-0.3275716	-0.2125182
phosphate	S_Pacific	(27.75,27.85]	-0.1135255	-0.2870194	0.0138175
phosphate	S_Pacific	(27.85,27.95]	-0.0000551	-0.1683670	0.1039759
phosphate	S_Pacific	(27.95,28.05]	0.0084185	-0.1717303	0.1258788
phosphate	S_Pacific	(28.05,28.1]	-0.1146676	-0.3515746	0.0306729
phosphate	S_Pacific	(28.1, Inf]	-0.3801654	-0.5486451	-0.1584998
phosphate_star	Indian	(-Inf,26]	-0.6515012	-0.7844910	-0.5108387
phosphate_star	Indian	(26,26.5]	-0.9178964	-0.9683347	-0.8573925
phosphate_star	Indian	(26.5,26.75]	-0.9006242	-0.9281108	-0.8652502
phosphate_star	Indian	(26.75,27]	-0.8100202	-0.9157432	-0.6911313
phosphate_star	Indian	(27,27.25]	-0.6831729	-0.8016099	-0.5021601
phosphate_star	Indian	(27.25,27.5]	-0.7065216	-0.8808558	-0.5505521
phosphate_star	Indian	(27.5,27.75]	-0.5723593	-0.7618174	-0.3542873
phosphate_star	Indian	(27.75,27.85]	-0.4785295	-0.7073714	-0.2262864
phosphate_star	Indian	(27.85,27.95]	-0.5341484	-0.5948494	-0.4446212
phosphate_star	Indian	(27.95,28.05]	-0.6713983	-0.7313531	-0.6096105
phosphate_star	Indian	(28.05,28.1]	-0.6649391	-0.7196799	-0.6322393
phosphate_star	Indian	(28.1, Inf]	-0.5957322	-0.7506701	-0.4937330
phosphate_star	N_Atlantic	(-Inf,26]	-0.3102006	-0.3545779	-0.2658233
phosphate_star	N_Atlantic	(26,26.5]	-0.7659913	-1.0000000	-0.6138630
phosphate_star	N_Atlantic	(26.5,26.75]	-0.8670119	-0.9755343	-0.8049306
phosphate_star	N_Atlantic	(26.75,27]	-0.9222904	-0.9563355	-0.8971543
phosphate_star	N_Atlantic	(27,27.25]	-0.9225039	-0.9443409	-0.8950131
phosphate_star	N_Atlantic	(27.25,27.5]	-0.9363373	-0.9598187	-0.9148196
phosphate_star	N_Atlantic	(27.5,27.75]	-0.8603117	-0.9211279	-0.8188630
phosphate_star	N_Atlantic	(27.75,27.85]	-0.5637194	-0.6930717	-0.4488512
phosphate_star	N_Atlantic	(27.85,27.95]	-0.1590261	-0.2187113	-0.0833916
phosphate_star	N_Atlantic	(27.95,28.05]	-0.6976702	-0.8916926	-0.5087730
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9142075	-0.9357845	-0.8734975
phosphate_star	N_Atlantic	(28.1,28.15]	-0.8919683	-0.9256573	-0.8402591
phosphate_star	N_Atlantic	(28.15,28.2]	-0.8083002	-0.9810113	-0.6836888
phosphate_star	N_Atlantic	(28.2, Inf]	-0.8654731	-1.0000000	-0.6468015
phosphate_star	N_Pacific	(-Inf,26]	0.0291931	-0.2077112	0.1733602
phosphate_star	N_Pacific	(26,26.5]	-0.5684769	-0.6417657	-0.4634029
phosphate_star	N_Pacific	(26.5,26.75]	-0.4557964	-0.5705559	-0.2561173
phosphate_star	N_Pacific	(26.75,27]	-0.3988269	-0.5769406	-0.1409676
phosphate_star	N_Pacific	(27,27.25]	0.1599750	0.0187854	0.2623244
phosphate_star	N_Pacific	(27.25,27.5]	0.0119056	-0.1143310	0.1428687
phosphate_star	N_Pacific	(27.5,27.75]	-0.5918625	-0.6423961	-0.5530124
phosphate_star	N_Pacific	(27.75,27.85]	-0.7871290	-0.8230843	-0.7640503
phosphate_star	N_Pacific	(27.85,27.95]	-0.7490103	-0.7601694	-0.7402918
phosphate_star	N_Pacific	(27.95,28.05]	-0.6661994	-0.6850078	-0.6459234
phosphate_star	N_Pacific	(28.05,28.1]	-0.6270986	-0.6773178	-0.5608856
phosphate_star	N_Pacific	(28.1, Inf]	-0.6579457	-0.7268304	-0.5947486
phosphate_star	S_Atlantic	(-Inf,26]	-0.0110467	-0.5649024	0.5206239
phosphate_star	S_Atlantic	(26,26.5]	-0.6328465	-0.7477618	-0.5400095
phosphate_star	S_Atlantic	(26.5,26.75]	-0.7643278	-0.8809693	-0.6343646
phosphate_star	S_Atlantic	(26.75,27]	-0.8465643	-0.8562570	-0.8386196
phosphate_star	S_Atlantic	(27,27.25]	-0.9058987	-0.9247390	-0.8764723
phosphate_star	S_Atlantic	(27.25,27.5]	-0.6271022	-0.8058280	-0.3948886
phosphate_star	S_Atlantic	(27.5,27.75]	-0.6239969	-0.7816788	-0.4664100
phosphate_star	S_Atlantic	(27.75,27.85]	-0.8460659	-0.8943777	-0.8027845
phosphate_star	S_Atlantic	(27.85,27.95]	-0.8970816	-0.9392195	-0.8659926
phosphate_star	S_Atlantic	(27.95,28.05]	-0.9109008	-0.9123918	-0.9085783
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9291750	-0.9374310	-0.9192747
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9484849	-0.9559107	-0.9430262
phosphate_star	S_Atlantic	(28.15,28.2]	-0.8357766	-0.8762016	-0.8135367
phosphate_star	S_Atlantic	(28.2, Inf]	-0.7599390	-0.7747632	-0.7314413
phosphate_star	S_Pacific	(-Inf,26]	-0.0986715	-0.4315301	0.1125917
phosphate_star	S_Pacific	(26,26.5]	-0.8558877	-0.9404289	-0.7704129
phosphate_star	S_Pacific	(26.5,26.75]	-0.8971606	-0.9144605	-0.8837303
phosphate_star	S_Pacific	(26.75,27]	-0.7382371	-0.7984387	-0.6914585
phosphate_star	S_Pacific	(27,27.25]	-0.6341828	-0.6555296	-0.6134780
phosphate_star	S_Pacific	(27.25,27.5]	-0.3917481	-0.4591404	-0.2763286
phosphate_star	S_Pacific	(27.5,27.75]	-0.3226080	-0.3844823	-0.2856609
phosphate_star	S_Pacific	(27.75,27.85]	-0.4540590	-0.5177845	-0.4215447
phosphate_star	S_Pacific	(27.85,27.95]	-0.3751328	-0.3944811	-0.3610301
phosphate_star	S_Pacific	(27.95,28.05]	-0.3237320	-0.4049337	-0.1781637
phosphate_star	S_Pacific	(28.05,28.1]	-0.4341771	-0.5351265	-0.3122092
phosphate_star	S_Pacific	(28.1, Inf]	-0.4538037	-0.5843375	-0.2470388
sal	Indian	(-Inf,26]	0.7613608	0.5688810	0.9723890
sal	Indian	(26,26.5]	0.7858861	0.5805188	0.9748100
sal	Indian	(26.5,26.75]	0.6004958	0.2279179	0.9157710
sal	Indian	(26.75,27]	0.4193411	-0.0665469	0.8610109
sal	Indian	(27,27.25]	0.2938718	-0.0130127	0.5143702
sal	Indian	(27.25,27.5]	0.5651016	0.3303604	0.8093777
sal	Indian	(27.5,27.75]	0.5380780	0.1568014	0.8275583
sal	Indian	(27.75,27.85]	0.3412752	-0.0954283	0.7320151
sal	Indian	(27.85,27.95]	0.3277555	-0.0475617	0.5825276
sal	Indian	(27.95,28.05]	0.4982052	0.2236646	0.7124490
sal	Indian	(28.05,28.1]	0.4859357	0.2782233	0.6785447
sal	Indian	(28.1, Inf]	0.4279187	0.3054240	0.5878048
sal	N_Atlantic	(-Inf,26]	0.1885894	0.1758740	0.2013048
sal	N_Atlantic	(26,26.5]	0.7343934	0.5963831	1.0000000
sal	N_Atlantic	(26.5,26.75]	0.8424499	0.7403690	0.9764203
sal	N_Atlantic	(26.75,27]	0.8857899	0.8523685	0.9333530
sal	N_Atlantic	(27,27.25]	0.8597818	0.7998251	0.8987299
sal	N_Atlantic	(27.25,27.5]	0.8395548	0.8038483	0.9065675
sal	N_Atlantic	(27.5,27.75]	0.6326519	0.5631319	0.7462403
sal	N_Atlantic	(27.75,27.85]	0.1760547	0.0780958	0.3199192
sal	N_Atlantic	(27.85,27.95]	-0.4291160	-0.4388901	-0.4166810
sal	N_Atlantic	(27.95,28.05]	-0.4486995	-0.5615380	-0.3179591
sal	N_Atlantic	(28.05,28.1]	0.3349796	0.1742498	0.5280475
sal	N_Atlantic	(28.1,28.15]	0.5858047	0.4960818	0.6948571
sal	N_Atlantic	(28.15,28.2]	0.2690570	-0.2331833	0.9621207
sal	N_Atlantic	(28.2, Inf]	-0.1757572	-1.0000000	0.8463509
sal	N_Pacific	(-Inf,26]	-0.1999906	-0.3160050	-0.0706800
sal	N_Pacific	(26,26.5]	-0.0660309	-0.2681670	0.1565698
sal	N_Pacific	(26.5,26.75]	-0.0924936	-0.4013342	0.0911233
sal	N_Pacific	(26.75,27]	0.0583111	-0.2789787	0.2336828
sal	N_Pacific	(27,27.25]	-0.4987063	-0.6275681	-0.3536515
sal	N_Pacific	(27.25,27.5]	-0.7681186	-0.8304583	-0.6733949
sal	N_Pacific	(27.5,27.75]	-0.6724782	-0.6963086	-0.6386597
sal	N_Pacific	(27.75,27.85]	-0.7282645	-0.7733120	-0.6495740
sal	N_Pacific	(27.85,27.95]	-0.5495194	-0.6100689	-0.4543885
sal	N_Pacific	(27.95,28.05]	-0.2592655	-0.2812967	-0.2337480
sal	N_Pacific	(28.05,28.1]	-0.1572036	-0.2118329	-0.0486333
sal	N_Pacific	(28.1, Inf]	-0.2467475	-0.2785685	-0.2004344
sal	S_Atlantic	(-Inf,26]	-0.2620519	-0.6623297	0.1592584
sal	S_Atlantic	(26,26.5]	0.4205988	0.3130510	0.5526846
sal	S_Atlantic	(26.5,26.75]	0.5338505	0.4338042	0.6124819
sal	S_Atlantic	(26.75,27]	0.6937178	0.5817344	0.7831609
sal	S_Atlantic	(27,27.25]	0.8098909	0.7254395	0.8711356
sal	S_Atlantic	(27.25,27.5]	0.3863384	0.0196316	0.6551828
sal	S_Atlantic	(27.5,27.75]	0.6754506	0.5615997	0.7776285
sal	S_Atlantic	(27.75,27.85]	0.8299932	0.7839134	0.8725683
sal	S_Atlantic	(27.85,27.95]	0.8881567	0.8649186	0.9239555
sal	S_Atlantic	(27.95,28.05]	0.8790213	0.8671618	0.8874564
sal	S_Atlantic	(28.05,28.1]	0.8916399	0.8638877	0.9120934
sal	S_Atlantic	(28.1,28.15]	0.9170403	0.9061943	0.9348992
sal	S_Atlantic	(28.15,28.2]	0.7532779	0.7175712	0.8192327
sal	S_Atlantic	(28.2, Inf]	0.6203213	0.5493579	0.6652383
sal	S_Pacific	(-Inf,26]	-0.2621343	-0.3408268	-0.1853862
sal	S_Pacific	(26,26.5]	0.4155423	0.3181781	0.4909207
sal	S_Pacific	(26.5,26.75]	0.4818874	0.3512688	0.5899700
sal	S_Pacific	(26.75,27]	0.2272777	0.0788663	0.3632230
sal	S_Pacific	(27,27.25]	0.0218635	-0.1047248	0.1624038
sal	S_Pacific	(27.25,27.5]	-0.0520685	-0.1476262	0.0172534
sal	S_Pacific	(27.5,27.75]	0.2551906	0.2405535	0.2715129
sal	S_Pacific	(27.75,27.85]	0.2842819	0.1134010	0.3938598
sal	S_Pacific	(27.85,27.95]	0.3111906	0.2071870	0.4003866
sal	S_Pacific	(27.95,28.05]	0.2054674	0.0688391	0.3115624
sal	S_Pacific	(28.05,28.1]	0.1591186	0.0688718	0.2107726
sal	S_Pacific	(28.1, Inf]	0.1933481	0.0966053	0.2860459
silicate	Indian	(-Inf,26]	-0.7221762	-0.8829751	-0.6378784
silicate	Indian	(26,26.5]	-0.9437934	-0.9884638	-0.9204409
silicate	Indian	(26.5,26.75]	-0.9191845	-0.9534379	-0.8814177
silicate	Indian	(26.75,27]	-0.6001250	-0.6810726	-0.5222116
silicate	Indian	(27,27.25]	-0.2156222	-0.2711222	-0.1416084
silicate	Indian	(27.25,27.5]	0.4482651	0.3451049	0.6265295
silicate	Indian	(27.5,27.75]	0.6124096	0.4010092	0.8229974
silicate	Indian	(27.75,27.85]	0.2435298	-0.0573791	0.5347759
silicate	Indian	(27.85,27.95]	0.0107922	-0.2347395	0.1740230
silicate	Indian	(27.95,28.05]	-0.0764624	-0.3117858	0.2016579
silicate	Indian	(28.05,28.1]	0.0204346	-0.1500720	0.2458458
silicate	Indian	(28.1, Inf]	-0.2139758	-0.2915309	-0.1666980
silicate	N_Atlantic	(-Inf,26]	0.1477719	0.0762317	0.2193121
silicate	N_Atlantic	(26,26.5]	-0.5428434	-1.0000000	-0.2897696
silicate	N_Atlantic	(26.5,26.75]	-0.7985832	-0.9412516	-0.7237135
silicate	N_Atlantic	(26.75,27]	-0.8977438	-0.9226783	-0.8536695
silicate	N_Atlantic	(27,27.25]	-0.9401944	-0.9554682	-0.9282891
silicate	N_Atlantic	(27.25,27.5]	-0.9649402	-0.9835528	-0.9530994
silicate	N_Atlantic	(27.5,27.75]	-0.9486568	-0.9784007	-0.9207254
silicate	N_Atlantic	(27.75,27.85]	-0.8586954	-0.9194555	-0.7956884
silicate	N_Atlantic	(27.85,27.95]	-0.8091879	-0.8978814	-0.7452801
silicate	N_Atlantic	(27.95,28.05]	-0.7713277	-0.8454060	-0.6931802
silicate	N_Atlantic	(28.05,28.1]	-0.8524166	-0.8984168	-0.8012351
silicate	N_Atlantic	(28.1,28.15]	-0.8838595	-0.9404623	-0.8190042
silicate	N_Atlantic	(28.15,28.2]	-0.4346947	-0.9784766	0.1450235
silicate	N_Atlantic	(28.2, Inf]	-0.5500668	-1.0000000	0.3012929
silicate	N_Pacific	(-Inf,26]	0.0120052	-0.1234664	0.0858281
silicate	N_Pacific	(26,26.5]	-0.5295328	-0.6811565	-0.2890410
silicate	N_Pacific	(26.5,26.75]	-0.2787404	-0.4325130	-0.1714831
silicate	N_Pacific	(26.75,27]	-0.0990306	-0.2606905	0.1480884
silicate	N_Pacific	(27,27.25]	0.5237075	0.3886981	0.5934342
silicate	N_Pacific	(27.25,27.5]	0.8046895	0.7387041	0.8440668
silicate	N_Pacific	(27.5,27.75]	0.8392630	0.7726589	0.8753812
silicate	N_Pacific	(27.75,27.85]	0.7875180	0.6734253	0.8503159
silicate	N_Pacific	(27.85,27.95]	0.6669695	0.5239643	0.7639905
silicate	N_Pacific	(27.95,28.05]	0.3154696	0.2010972	0.4251905
silicate	N_Pacific	(28.05,28.1]	0.1372407	0.0345454	0.1967593
silicate	N_Pacific	(28.1, Inf]	0.2174774	0.1389974	0.2645895
silicate	S_Atlantic	(-Inf,26]	-0.0080026	-0.3998719	0.6637224
silicate	S_Atlantic	(26,26.5]	-0.5230275	-0.7096809	-0.3837954
silicate	S_Atlantic	(26.5,26.75]	-0.4192855	-0.7485794	-0.1419909
silicate	S_Atlantic	(26.75,27]	-0.0920107	-0.3826167	0.2031913
silicate	S_Atlantic	(27,27.25]	-0.0127423	-0.2103818	0.2376496
silicate	S_Atlantic	(27.25,27.5]	-0.2363686	-0.4563976	0.0267711
silicate	S_Atlantic	(27.5,27.75]	-0.0622969	-0.2798928	0.0828807
silicate	S_Atlantic	(27.75,27.85]	-0.7655275	-0.8441767	-0.6758757
silicate	S_Atlantic	(27.85,27.95]	-0.8546682	-0.8977841	-0.8059997
silicate	S_Atlantic	(27.95,28.05]	-0.8580373	-0.8696308	-0.8361012
silicate	S_Atlantic	(28.05,28.1]	-0.8781007	-0.9069825	-0.8455396
silicate	S_Atlantic	(28.1,28.15]	-0.9096093	-0.9297593	-0.8944983
silicate	S_Atlantic	(28.15,28.2]	-0.7478048	-0.8407356	-0.6782370
silicate	S_Atlantic	(28.2, Inf]	-0.4147593	-0.6370268	-0.2586023
silicate	S_Pacific	(-Inf,26]	-0.3101033	-0.5609817	-0.1293643
silicate	S_Pacific	(26,26.5]	-0.7392352	-0.7985126	-0.7049002
silicate	S_Pacific	(26.5,26.75]	-0.7364186	-0.7574036	-0.7091822
silicate	S_Pacific	(26.75,27]	-0.6567689	-0.7620047	-0.5749578
silicate	S_Pacific	(27,27.25]	-0.5587783	-0.6396289	-0.4860508
silicate	S_Pacific	(27.25,27.5]	-0.2087572	-0.2807823	-0.1514579
silicate	S_Pacific	(27.5,27.75]	0.2946138	0.2726729	0.3073661
silicate	S_Pacific	(27.75,27.85]	0.2371047	0.1482051	0.2901294
silicate	S_Pacific	(27.85,27.95]	0.2279023	0.1302158	0.3072987
silicate	S_Pacific	(27.95,28.05]	0.1826537	0.0356731	0.2572930
silicate	S_Pacific	(28.05,28.1]	0.0106449	-0.1950240	0.1290484
silicate	S_Pacific	(28.1, Inf]	-0.1982505	-0.3633685	0.1023996
temp	Indian	(-Inf,26]	0.0594106	-0.0980372	0.3433448
temp	Indian	(26,26.5]	0.6110401	0.4732247	0.8548956
temp	Indian	(26.5,26.75]	0.4842295	0.2179093	0.7224139
temp	Indian	(26.75,27]	0.5259259	0.1073163	0.8872171
temp	Indian	(27,27.25]	0.5004151	0.1601553	0.7603617
temp	Indian	(27.25,27.5]	0.6153817	0.3743855	0.8649223
temp	Indian	(27.5,27.75]	0.3568809	0.0699612	0.5967897
temp	Indian	(27.75,27.85]	0.2142096	-0.1376717	0.5313358
temp	Indian	(27.85,27.95]	0.1772200	-0.1052874	0.3403998
temp	Indian	(27.95,28.05]	0.3870974	0.1163684	0.6089858
temp	Indian	(28.05,28.1]	0.4178565	0.1564047	0.6701266
temp	Indian	(28.1, Inf]	0.4406564	0.2604877	0.7069863
temp	N_Atlantic	(-Inf,26]	-0.2713526	-0.3446823	-0.1980230
temp	N_Atlantic	(26,26.5]	0.6910185	0.4988928	1.0000000
temp	N_Atlantic	(26.5,26.75]	0.7970699	0.6707477	0.9583502
temp	N_Atlantic	(26.75,27]	0.8395669	0.8046086	0.8959269
temp	N_Atlantic	(27,27.25]	0.8014908	0.7227112	0.8580637
temp	N_Atlantic	(27.25,27.5]	0.8202489	0.7795846	0.8847499
temp	N_Atlantic	(27.5,27.75]	0.5673010	0.4971933	0.6992852
temp	N_Atlantic	(27.75,27.85]	0.1247680	0.0237243	0.2722353
temp	N_Atlantic	(27.85,27.95]	-0.3848457	-0.4351317	-0.3252030
temp	N_Atlantic	(27.95,28.05]	-0.2412378	-0.3608281	-0.1270976
temp	N_Atlantic	(28.05,28.1]	0.1541311	0.0307190	0.3001634
temp	N_Atlantic	(28.1,28.15]	-0.2517163	-0.3503146	-0.0848452
temp	N_Atlantic	(28.15,28.2]	0.0899106	-0.4358383	0.6850094
temp	N_Atlantic	(28.2, Inf]	0.5365343	0.2857676	1.0000000
temp	N_Pacific	(-Inf,26]	-0.3003645	-0.3920496	-0.1615149
temp	N_Pacific	(26,26.5]	0.1566314	0.1104625	0.1837518
temp	N_Pacific	(26.5,26.75]	0.0184890	-0.2383990	0.1673850
temp	N_Pacific	(26.75,27]	0.1642927	-0.1309913	0.3379723
temp	N_Pacific	(27,27.25]	-0.4786452	-0.5837590	-0.3457648
temp	N_Pacific	(27.25,27.5]	-0.8041315	-0.8435429	-0.7282023
temp	N_Pacific	(27.5,27.75]	-0.8068796	-0.8310793	-0.7693696
temp	N_Pacific	(27.75,27.85]	-0.7443341	-0.8011132	-0.6558906
temp	N_Pacific	(27.85,27.95]	-0.5350297	-0.5920026	-0.4542599
temp	N_Pacific	(27.95,28.05]	-0.0276810	-0.0374256	-0.0173008
temp	N_Pacific	(28.05,28.1]	-0.0047947	-0.0638402	0.0271628
temp	N_Pacific	(28.1, Inf]	0.1718841	0.1213676	0.2214800
temp	S_Atlantic	(-Inf,26]	-0.3402951	-0.6402029	0.0634379
temp	S_Atlantic	(26,26.5]	0.3772447	0.3079492	0.4812884
temp	S_Atlantic	(26.5,26.75]	0.5769470	0.4495525	0.6626418
temp	S_Atlantic	(26.75,27]	0.7542612	0.7126388	0.7928089
temp	S_Atlantic	(27,27.25]	0.8797994	0.8553998	0.8994365
temp	S_Atlantic	(27.25,27.5]	0.5496800	0.3234502	0.7084562
temp	S_Atlantic	(27.5,27.75]	0.2311191	-0.0590915	0.4484590
temp	S_Atlantic	(27.75,27.85]	0.6980174	0.6262536	0.7667601
temp	S_Atlantic	(27.85,27.95]	0.7596658	0.7240436	0.8281110
temp	S_Atlantic	(27.95,28.05]	0.7724807	0.7575703	0.7870465
temp	S_Atlantic	(28.05,28.1]	0.8411609	0.7977151	0.8680092
temp	S_Atlantic	(28.1,28.15]	0.8894309	0.8682721	0.9160333
temp	S_Atlantic	(28.15,28.2]	0.7087495	0.6126926	0.7912097
temp	S_Atlantic	(28.2, Inf]	0.6331072	0.5876980	0.6877021
temp	S_Pacific	(-Inf,26]	-0.4927482	-0.6321010	-0.3987680
temp	S_Pacific	(26,26.5]	0.4620439	0.3542087	0.5641581
temp	S_Pacific	(26.5,26.75]	0.4351215	0.3106630	0.5728247
temp	S_Pacific	(26.75,27]	0.2846002	0.1481972	0.3918861
temp	S_Pacific	(27,27.25]	0.4011596	0.3603957	0.4713554
temp	S_Pacific	(27.25,27.5]	0.0702950	0.0133341	0.1315779
temp	S_Pacific	(27.5,27.75]	-0.1843096	-0.2358116	-0.1363940
temp	S_Pacific	(27.75,27.85]	-0.0144671	-0.0998859	0.1328815
temp	S_Pacific	(27.85,27.95]	-0.0751448	-0.2237541	0.1128506
temp	S_Pacific	(27.95,28.05]	0.0080294	-0.1115035	0.1814452
temp	S_Pacific	(28.05,28.1]	0.0571940	-0.1356931	0.2956582
temp	S_Pacific	(28.1, Inf]	0.2118184	0.0370982	0.4636494

rm(cor_cstar_predictor, cor_cstar_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 15.1

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_0.7.2      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3.9000 GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.0  collapse_1.4.2   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_3.3.2    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_0.4.9             
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_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_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1