Last updated: 2021-01-22

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1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Version	Author	Date
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

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

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

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

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

}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Version	Author	Date
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Indian	(-Inf,26]	0.9391226	0.9370204	0.9429009
aou + nitrate	Indian	(26,26.5]	0.9182963	0.9113609	0.9241222
aou + nitrate	Indian	(26.5,26.75]	0.9355633	0.9275924	0.9402120
aou + nitrate	Indian	(26.75,27]	0.9352212	0.9287833	0.9413571
aou + nitrate	Indian	(27,27.25]	0.9428910	0.9356294	0.9487543
aou + nitrate	Indian	(27.25,27.5]	0.9559534	0.9523062	0.9582703
aou + nitrate	Indian	(27.5,27.75]	0.9633869	0.9615492	0.9650396
aou + nitrate	Indian	(27.75,27.85]	0.9896725	0.9880318	0.9908023
aou + nitrate	Indian	(27.85,27.95]	0.9840588	0.9823183	0.9864460
aou + nitrate	Indian	(27.95,28.05]	0.9585259	0.9563032	0.9605147
aou + nitrate	Indian	(28.05,28.1]	0.9621380	0.9585795	0.9653920
aou + nitrate	Indian	(28.1, Inf]	0.9464274	0.9430010	0.9515974
aou + nitrate	N_Atlantic	(-Inf,26]	0.9723755	0.9696276	0.9762116
aou + nitrate	N_Atlantic	(26,26.5]	0.9653704	0.9641676	0.9665785
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9809882	0.9795136	0.9822962
aou + nitrate	N_Atlantic	(26.75,27]	0.9905347	0.9904530	0.9905848
aou + nitrate	N_Atlantic	(27,27.25]	0.9933478	0.9924523	0.9940645
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9922215	0.9917569	0.9928065
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9878669	0.9876337	0.9881948
aou + nitrate	N_Atlantic	(27.75,27.85]	0.9899719	0.9898108	0.9900740
aou + nitrate	N_Atlantic	(27.85,27.95]	0.9785459	0.9768171	0.9799252
aou + nitrate	N_Atlantic	(27.95,28.05]	0.9526182	0.9477118	0.9554593
aou + nitrate	N_Atlantic	(28.05,28.1]	0.9362567	0.9324903	0.9435718
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8703478	0.8599520	0.8876844
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9764338	0.9704288	0.9822827
aou + nitrate	N_Atlantic	(28.2, Inf]	0.8978735	0.8751069	0.9246634
aou + nitrate	N_Pacific	(-Inf,26]	0.9347757	0.9317411	0.9364756
aou + nitrate	N_Pacific	(26,26.5]	0.6173038	0.6144470	0.6207899
aou + nitrate	N_Pacific	(26.5,26.75]	0.3074598	0.2856876	0.3427560
aou + nitrate	N_Pacific	(26.75,27]	0.2573634	0.2345973	0.2918029
aou + nitrate	N_Pacific	(27,27.25]	0.1959664	0.1688639	0.2495640
aou + nitrate	N_Pacific	(27.25,27.5]	0.3390090	0.3178460	0.3720093
aou + nitrate	N_Pacific	(27.5,27.75]	0.4424305	0.4117173	0.4629267
aou + nitrate	N_Pacific	(27.75,27.85]	0.7730443	0.7618578	0.7946475
aou + nitrate	N_Pacific	(27.85,27.95]	0.8693451	0.8638576	0.8762026
aou + nitrate	N_Pacific	(27.95,28.05]	0.9422134	0.9408916	0.9433666
aou + nitrate	N_Pacific	(28.05,28.1]	0.9374395	0.9332646	0.9450431
aou + nitrate	N_Pacific	(28.1, Inf]	0.9965970	0.9964743	0.9967976
aou + nitrate	S_Atlantic	(-Inf,26]	0.9959955	0.9946231	0.9982478
aou + nitrate	S_Atlantic	(26,26.5]	0.9431860	0.9395763	0.9460661
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9675246	0.9640791	0.9715178
aou + nitrate	S_Atlantic	(26.75,27]	0.9811376	0.9782973	0.9834092
aou + nitrate	S_Atlantic	(27,27.25]	0.9777675	0.9745089	0.9794861
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9591927	0.9582461	0.9607677
aou + nitrate	S_Atlantic	(27.5,27.75]	0.9593032	0.9586502	0.9600084
aou + nitrate	S_Atlantic	(27.75,27.85]	0.6498147	0.6043225	0.6916159
aou + nitrate	S_Atlantic	(27.85,27.95]	-0.3757578	-0.4164403	-0.3332054
aou + nitrate	S_Atlantic	(27.95,28.05]	-0.0130775	-0.0300488	0.0034343
aou + nitrate	S_Atlantic	(28.05,28.1]	0.1641610	0.1139617	0.2179724
aou + nitrate	S_Atlantic	(28.1,28.15]	0.5085810	0.4452536	0.5872015
aou + nitrate	S_Atlantic	(28.15,28.2]	0.7930034	0.7689942	0.8242407
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8295936	0.8156903	0.8437187
aou + nitrate	S_Pacific	(-Inf,26]	0.9843334	0.9834537	0.9854214
aou + nitrate	S_Pacific	(26,26.5]	0.9577449	0.9510660	0.9618734
aou + nitrate	S_Pacific	(26.5,26.75]	0.9070455	0.8996605	0.9111000
aou + nitrate	S_Pacific	(26.75,27]	0.9365197	0.9330491	0.9393757
aou + nitrate	S_Pacific	(27,27.25]	0.9538661	0.9509257	0.9567042
aou + nitrate	S_Pacific	(27.25,27.5]	0.9709407	0.9685561	0.9722519
aou + nitrate	S_Pacific	(27.5,27.75]	0.9857080	0.9853406	0.9864408
aou + nitrate	S_Pacific	(27.75,27.85]	0.9970776	0.9968910	0.9973124
aou + nitrate	S_Pacific	(27.85,27.95]	0.9959942	0.9958201	0.9960816
aou + nitrate	S_Pacific	(27.95,28.05]	0.9861094	0.9854357	0.9870144
aou + nitrate	S_Pacific	(28.05,28.1]	0.9917610	0.9914241	0.9920794
aou + nitrate	S_Pacific	(28.1, Inf]	0.9955766	0.9952302	0.9958275
aou + phosphate	Indian	(-Inf,26]	0.9872798	0.9860956	0.9879196
aou + phosphate	Indian	(26,26.5]	0.9854318	0.9850215	0.9857629
aou + phosphate	Indian	(26.5,26.75]	0.9879340	0.9873729	0.9885709
aou + phosphate	Indian	(26.75,27]	0.9834950	0.9831890	0.9839394
aou + phosphate	Indian	(27,27.25]	0.9712417	0.9675993	0.9739017
aou + phosphate	Indian	(27.25,27.5]	0.9697450	0.9672759	0.9714120
aou + phosphate	Indian	(27.5,27.75]	0.9697338	0.9691178	0.9704535
aou + phosphate	Indian	(27.75,27.85]	0.9857899	0.9857296	0.9858433
aou + phosphate	Indian	(27.85,27.95]	0.9804681	0.9782454	0.9840239
aou + phosphate	Indian	(27.95,28.05]	0.9473981	0.9455462	0.9489511
aou + phosphate	Indian	(28.05,28.1]	0.9542830	0.9510940	0.9561998
aou + phosphate	Indian	(28.1, Inf]	0.9311700	0.9278472	0.9361560
aou + phosphate	N_Atlantic	(-Inf,26]	0.9695178	0.9664191	0.9716909
aou + phosphate	N_Atlantic	(26,26.5]	0.9783836	0.9766827	0.9795604
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9923623	0.9921290	0.9926487
aou + phosphate	N_Atlantic	(26.75,27]	0.9931952	0.9927458	0.9936663
aou + phosphate	N_Atlantic	(27,27.25]	0.9917757	0.9911346	0.9923842
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9858265	0.9853889	0.9866846
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9811775	0.9807667	0.9817331
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9876974	0.9874043	0.9878730
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9740725	0.9723768	0.9759076
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9367429	0.9320649	0.9405665
aou + phosphate	N_Atlantic	(28.05,28.1]	0.9342190	0.9301550	0.9404086
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8676893	0.8576892	0.8866423
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9765884	0.9703502	0.9828261
aou + phosphate	N_Atlantic	(28.2, Inf]	0.8970971	0.8743136	0.9251705
aou + phosphate	N_Pacific	(-Inf,26]	0.9775950	0.9766173	0.9787765
aou + phosphate	N_Pacific	(26,26.5]	0.9712932	0.9686784	0.9738608
aou + phosphate	N_Pacific	(26.5,26.75]	0.9513113	0.9509948	0.9515715
aou + phosphate	N_Pacific	(26.75,27]	0.8539547	0.8488966	0.8567962
aou + phosphate	N_Pacific	(27,27.25]	0.9038963	0.9028940	0.9045462
aou + phosphate	N_Pacific	(27.25,27.5]	0.9385765	0.9324511	0.9445745
aou + phosphate	N_Pacific	(27.5,27.75]	0.9452935	0.9433291	0.9479171
aou + phosphate	N_Pacific	(27.75,27.85]	0.9754691	0.9718104	0.9781741
aou + phosphate	N_Pacific	(27.85,27.95]	0.9853698	0.9846867	0.9867025
aou + phosphate	N_Pacific	(27.95,28.05]	0.9887975	0.9882673	0.9892666
aou + phosphate	N_Pacific	(28.05,28.1]	0.9913168	0.9902134	0.9923888
aou + phosphate	N_Pacific	(28.1, Inf]	0.9994440	0.9994238	0.9994574
aou + phosphate	S_Atlantic	(-Inf,26]	0.9916750	0.9859644	0.9952977
aou + phosphate	S_Atlantic	(26,26.5]	0.9243313	0.9219359	0.9277349
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9607137	0.9585206	0.9631320
aou + phosphate	S_Atlantic	(26.75,27]	0.9781109	0.9772798	0.9796917
aou + phosphate	S_Atlantic	(27,27.25]	0.9725402	0.9709272	0.9737483
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9488047	0.9471144	0.9507464
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9437590	0.9436739	0.9438752
aou + phosphate	S_Atlantic	(27.75,27.85]	0.3898501	0.3178024	0.4593101
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.4218269	-0.4602255	-0.3763748
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.0570086	-0.0706506	-0.0442497
aou + phosphate	S_Atlantic	(28.05,28.1]	0.1499093	0.0992287	0.2052512
aou + phosphate	S_Atlantic	(28.1,28.15]	0.5091689	0.4467697	0.5870396
aou + phosphate	S_Atlantic	(28.15,28.2]	0.7976791	0.7745065	0.8276235
aou + phosphate	S_Atlantic	(28.2, Inf]	0.8411021	0.8374810	0.8465150
aou + phosphate	S_Pacific	(-Inf,26]	0.9541517	0.9532834	0.9547497
aou + phosphate	S_Pacific	(26,26.5]	0.9855858	0.9848845	0.9865242
aou + phosphate	S_Pacific	(26.5,26.75]	0.9914077	0.9906676	0.9921583
aou + phosphate	S_Pacific	(26.75,27]	0.9900154	0.9895921	0.9904739
aou + phosphate	S_Pacific	(27,27.25]	0.9831608	0.9817735	0.9848243
aou + phosphate	S_Pacific	(27.25,27.5]	0.9826957	0.9813045	0.9834038
aou + phosphate	S_Pacific	(27.5,27.75]	0.9899257	0.9895433	0.9902426
aou + phosphate	S_Pacific	(27.75,27.85]	0.9956626	0.9952410	0.9959471
aou + phosphate	S_Pacific	(27.85,27.95]	0.9960805	0.9959495	0.9961829
aou + phosphate	S_Pacific	(27.95,28.05]	0.9841979	0.9833157	0.9852491
aou + phosphate	S_Pacific	(28.05,28.1]	0.9911499	0.9907220	0.9915678
aou + phosphate	S_Pacific	(28.1, Inf]	0.9937643	0.9927478	0.9945002
aou + phosphate_star	Indian	(-Inf,26]	0.8009784	0.7917640	0.8081768
aou + phosphate_star	Indian	(26,26.5]	0.6190031	0.6158489	0.6246320
aou + phosphate_star	Indian	(26.5,26.75]	0.5648878	0.5455783	0.5829632
aou + phosphate_star	Indian	(26.75,27]	0.4410152	0.4172604	0.4665259
aou + phosphate_star	Indian	(27,27.25]	0.1826695	0.1703482	0.1980814
aou + phosphate_star	Indian	(27.25,27.5]	-0.4510102	-0.4991453	-0.4112255
aou + phosphate_star	Indian	(27.5,27.75]	-0.7252175	-0.7423578	-0.7137534
aou + phosphate_star	Indian	(27.75,27.85]	-0.8713190	-0.8739945	-0.8695099
aou + phosphate_star	Indian	(27.85,27.95]	-0.7936466	-0.8060118	-0.7866029
aou + phosphate_star	Indian	(27.95,28.05]	-0.7725650	-0.7988536	-0.7561415
aou + phosphate_star	Indian	(28.05,28.1]	-0.7520696	-0.7933120	-0.7242925
aou + phosphate_star	Indian	(28.1, Inf]	-0.4212135	-0.4635009	-0.3822084
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.2069173	0.1241512	0.2766184
aou + phosphate_star	N_Atlantic	(26,26.5]	0.3566919	0.3167759	0.3920453
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.3246084	0.2304909	0.4079721
aou + phosphate_star	N_Atlantic	(26.75,27]	0.4119672	0.3384832	0.4696927
aou + phosphate_star	N_Atlantic	(27,27.25]	0.5555607	0.5287223	0.5831174
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.5632268	0.5271285	0.5820981
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.4371903	0.4250727	0.4517499
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8883262	0.8862323	0.8909108
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.8323359	0.8037364	0.8557828
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.7647890	0.7526173	0.7737821
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.8520476	0.8385370	0.8637528
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.6851178	0.6459787	0.7149409
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9291799	0.9187814	0.9399041
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.8476024	0.8284656	0.8794577
aou + phosphate_star	N_Pacific	(-Inf,26]	0.6896425	0.6819660	0.6960938
aou + phosphate_star	N_Pacific	(26,26.5]	0.1154600	0.0981521	0.1352413
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.2850675	-0.3498819	-0.2414269
aou + phosphate_star	N_Pacific	(26.75,27]	-0.1536175	-0.2169676	-0.1133298
aou + phosphate_star	N_Pacific	(27,27.25]	0.3356154	0.3033710	0.3970280
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7699576	0.7596179	0.7812546
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5755215	0.5575580	0.6006879
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.6454777	0.5615893	0.7065548
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.1764369	0.1019311	0.2502070
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.1582617	-0.2251963	-0.0854526
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.0987587	-0.1649538	-0.0202757
aou + phosphate_star	N_Pacific	(28.1, Inf]	-0.3602970	-0.3830393	-0.3390885
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9191442	0.8570467	0.9610242
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5093629	0.4647320	0.5484938
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.0482635	0.0092818	0.0806358
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.3640662	-0.3884921	-0.3282486
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.5643706	-0.5921581	-0.5455719
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.8478706	-0.8509201	-0.8431179
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9222849	-0.9246003	-0.9199480
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9445914	-0.9454498	-0.9439102
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.7882471	-0.8141346	-0.7483338
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.7005822	-0.7076072	-0.6954072
aou + phosphate_star	S_Atlantic	(28.05,28.1]	-0.3776832	-0.4881496	-0.2771791
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.1061546	0.0154544	0.2290526
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.5784527	0.5418614	0.6332502
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.6286532	0.6125965	0.6471351
aou + phosphate_star	S_Pacific	(-Inf,26]	0.6138467	0.6022293	0.6240497
aou + phosphate_star	S_Pacific	(26,26.5]	0.6690161	0.6646230	0.6743904
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6390624	0.6132080	0.6568028
aou + phosphate_star	S_Pacific	(26.75,27]	0.6823622	0.6640234	0.7085917
aou + phosphate_star	S_Pacific	(27,27.25]	0.5642596	0.5225412	0.6119310
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.1601008	0.0912839	0.2029244
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.3846443	-0.4500628	-0.3336834
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.7809246	-0.7857963	-0.7748719
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.6150574	-0.6346210	-0.5989407
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.5449692	-0.5678080	-0.5159630
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.3474171	-0.4059835	-0.2901408
aou + phosphate_star	S_Pacific	(28.1, Inf]	0.2581780	0.2499070	0.2688843
aou + silicate	Indian	(-Inf,26]	0.8358731	0.8265064	0.8434582
aou + silicate	Indian	(26,26.5]	0.8822725	0.8797341	0.8862611
aou + silicate	Indian	(26.5,26.75]	0.9311730	0.9244408	0.9403509
aou + silicate	Indian	(26.75,27]	0.9641767	0.9609456	0.9687685
aou + silicate	Indian	(27,27.25]	0.9739843	0.9724881	0.9768197
aou + silicate	Indian	(27.25,27.5]	0.9682825	0.9665698	0.9697746
aou + silicate	Indian	(27.5,27.75]	0.9574477	0.9567245	0.9581475
aou + silicate	Indian	(27.75,27.85]	0.9859356	0.9852189	0.9866072
aou + silicate	Indian	(27.85,27.95]	0.9716448	0.9688696	0.9743382
aou + silicate	Indian	(27.95,28.05]	0.9494517	0.9474535	0.9522555
aou + silicate	Indian	(28.05,28.1]	0.9638277	0.9622369	0.9664392
aou + silicate	Indian	(28.1, Inf]	0.6311575	0.6285592	0.6357166
aou + silicate	N_Atlantic	(-Inf,26]	0.3749728	0.3713229	0.3779147
aou + silicate	N_Atlantic	(26,26.5]	0.5994091	0.5657368	0.6408010
aou + silicate	N_Atlantic	(26.5,26.75]	0.5810263	0.5337346	0.6113420
aou + silicate	N_Atlantic	(26.75,27]	0.8482742	0.8321487	0.8584124
aou + silicate	N_Atlantic	(27,27.25]	0.9557294	0.9551931	0.9565273
aou + silicate	N_Atlantic	(27.25,27.5]	0.9729922	0.9725217	0.9734363
aou + silicate	N_Atlantic	(27.5,27.75]	0.9606383	0.9599686	0.9611605
aou + silicate	N_Atlantic	(27.75,27.85]	0.9693609	0.9679728	0.9710257
aou + silicate	N_Atlantic	(27.85,27.95]	0.9117446	0.9059106	0.9227835
aou + silicate	N_Atlantic	(27.95,28.05]	0.6644885	0.6331843	0.6855699
aou + silicate	N_Atlantic	(28.05,28.1]	0.7676447	0.7487485	0.7894267
aou + silicate	N_Atlantic	(28.1,28.15]	0.7751032	0.7659319	0.7856163
aou + silicate	N_Atlantic	(28.15,28.2]	0.9687398	0.9663446	0.9719823
aou + silicate	N_Atlantic	(28.2, Inf]	0.9412450	0.9247337	0.9597781
aou + silicate	N_Pacific	(-Inf,26]	0.9297696	0.9263218	0.9319372
aou + silicate	N_Pacific	(26,26.5]	0.6709514	0.6652575	0.6817930
aou + silicate	N_Pacific	(26.5,26.75]	0.3256648	0.3155706	0.3420938
aou + silicate	N_Pacific	(26.75,27]	0.3565494	0.3420624	0.3716483
aou + silicate	N_Pacific	(27,27.25]	0.5621924	0.5360095	0.5955145
aou + silicate	N_Pacific	(27.25,27.5]	0.7900830	0.7833688	0.7959247
aou + silicate	N_Pacific	(27.5,27.75]	0.7774552	0.7603878	0.7865994
aou + silicate	N_Pacific	(27.75,27.85]	0.8247085	0.8133760	0.8342468
aou + silicate	N_Pacific	(27.85,27.95]	0.7639744	0.7260828	0.7894381
aou + silicate	N_Pacific	(27.95,28.05]	0.7734672	0.7711810	0.7756720
aou + silicate	N_Pacific	(28.05,28.1]	0.7512344	0.7336092	0.7620811
aou + silicate	N_Pacific	(28.1, Inf]	0.7441557	0.7347055	0.7620131
aou + silicate	S_Atlantic	(-Inf,26]	0.9783184	0.9618771	0.9889482
aou + silicate	S_Atlantic	(26,26.5]	0.8577572	0.8467231	0.8691085
aou + silicate	S_Atlantic	(26.5,26.75]	0.8143346	0.8027375	0.8268020
aou + silicate	S_Atlantic	(26.75,27]	0.7947701	0.7812139	0.8064542
aou + silicate	S_Atlantic	(27,27.25]	0.7067129	0.6892440	0.7198680
aou + silicate	S_Atlantic	(27.25,27.5]	0.5760366	0.5563191	0.5928537
aou + silicate	S_Atlantic	(27.5,27.75]	0.2812013	0.2287903	0.3149837
aou + silicate	S_Atlantic	(27.75,27.85]	-0.3713945	-0.4308418	-0.3197056
aou + silicate	S_Atlantic	(27.85,27.95]	-0.4679190	-0.4938901	-0.4281034
aou + silicate	S_Atlantic	(27.95,28.05]	-0.0472300	-0.0548851	-0.0381136
aou + silicate	S_Atlantic	(28.05,28.1]	0.2743973	0.2529960	0.3112152
aou + silicate	S_Atlantic	(28.1,28.15]	0.6590151	0.6163135	0.7107498
aou + silicate	S_Atlantic	(28.15,28.2]	0.9039209	0.8904385	0.9186972
aou + silicate	S_Atlantic	(28.2, Inf]	0.6335304	0.6056285	0.6649576
aou + silicate	S_Pacific	(-Inf,26]	0.7930888	0.7869950	0.7981384
aou + silicate	S_Pacific	(26,26.5]	0.9264061	0.9204822	0.9357393
aou + silicate	S_Pacific	(26.5,26.75]	0.9484608	0.9473323	0.9506706
aou + silicate	S_Pacific	(26.75,27]	0.9625474	0.9596036	0.9650184
aou + silicate	S_Pacific	(27,27.25]	0.9713090	0.9707447	0.9716653
aou + silicate	S_Pacific	(27.25,27.5]	0.9683560	0.9670051	0.9698302
aou + silicate	S_Pacific	(27.5,27.75]	0.9785940	0.9782188	0.9792080
aou + silicate	S_Pacific	(27.75,27.85]	0.9928907	0.9924655	0.9931087
aou + silicate	S_Pacific	(27.85,27.95]	0.9903062	0.9894782	0.9908747
aou + silicate	S_Pacific	(27.95,28.05]	0.9824216	0.9815044	0.9831802
aou + silicate	S_Pacific	(28.05,28.1]	0.9911004	0.9904223	0.9914399
aou + silicate	S_Pacific	(28.1, Inf]	0.8556092	0.8521871	0.8593070
nitrate + phosphate	Indian	(-Inf,26]	0.9306716	0.9280875	0.9350954
nitrate + phosphate	Indian	(26,26.5]	0.9035735	0.8934568	0.9117282
nitrate + phosphate	Indian	(26.5,26.75]	0.9295056	0.9174373	0.9356505
nitrate + phosphate	Indian	(26.75,27]	0.9472867	0.9387841	0.9555475
nitrate + phosphate	Indian	(27,27.25]	0.9778982	0.9757905	0.9799896
nitrate + phosphate	Indian	(27.25,27.5]	0.9858549	0.9843076	0.9866769
nitrate + phosphate	Indian	(27.5,27.75]	0.9928904	0.9905151	0.9943984
nitrate + phosphate	Indian	(27.75,27.85]	0.9961567	0.9936344	0.9976153
nitrate + phosphate	Indian	(27.85,27.95]	0.9972714	0.9969963	0.9978135
nitrate + phosphate	Indian	(27.95,28.05]	0.9970890	0.9969855	0.9971537
nitrate + phosphate	Indian	(28.05,28.1]	0.9978220	0.9976604	0.9979340
nitrate + phosphate	Indian	(28.1, Inf]	0.9894139	0.9889689	0.9899616
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.9731352	0.9698230	0.9764509
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9739507	0.9718023	0.9761031
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9893055	0.9884103	0.9903640
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9951986	0.9948128	0.9955636
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9952120	0.9947793	0.9955243
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9962050	0.9959190	0.9964577
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9958098	0.9957168	0.9958951
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9995148	0.9994880	0.9995482
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9994899	0.9994800	0.9994997
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9971819	0.9968471	0.9973859
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9986382	0.9984894	0.9988744
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9952039	0.9951247	0.9953418
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9979984	0.9978447	0.9981604
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9988268	0.9986726	0.9990815
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9676978	0.9643986	0.9706903
nitrate + phosphate	N_Pacific	(26,26.5]	0.5612319	0.5535255	0.5654459
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.3271558	0.3100942	0.3585310
nitrate + phosphate	N_Pacific	(26.75,27]	0.3797597	0.3512558	0.4267928
nitrate + phosphate	N_Pacific	(27,27.25]	0.1999355	0.1459747	0.2810975
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.2291570	0.2002386	0.2771154
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.4162591	0.3665390	0.4432993
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.7935762	0.7866239	0.8038081
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.9084586	0.9036794	0.9178821
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9741940	0.9730940	0.9762695
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9703714	0.9678207	0.9740563
nitrate + phosphate	N_Pacific	(28.1, Inf]	0.9977093	0.9976028	0.9978559
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9869410	0.9802158	0.9915747
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9909371	0.9901916	0.9923300
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9902876	0.9869794	0.9946600
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9863760	0.9844816	0.9882216
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9946494	0.9931332	0.9957571
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9977393	0.9976172	0.9979251
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9969611	0.9968583	0.9970277
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9446308	0.9378836	0.9525026
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9963870	0.9959842	0.9967077
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9981751	0.9979856	0.9983841
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9995288	0.9994341	0.9996089
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9997652	0.9997471	0.9997949
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9997993	0.9997875	0.9998114
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9815673	0.9800638	0.9826127
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9802472	0.9797341	0.9806893
nitrate + phosphate	S_Pacific	(26,26.5]	0.9614558	0.9543301	0.9655514
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9051284	0.8975989	0.9109511
nitrate + phosphate	S_Pacific	(26.75,27]	0.9447893	0.9417823	0.9481467
nitrate + phosphate	S_Pacific	(27,27.25]	0.9721390	0.9714161	0.9726011
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9876002	0.9871881	0.9880839
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9954181	0.9950809	0.9958255
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9990487	0.9990299	0.9990833
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9997155	0.9996983	0.9997429
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9996050	0.9995830	0.9996427
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9996119	0.9995987	0.9996238
nitrate + phosphate	S_Pacific	(28.1, Inf]	0.9970435	0.9970222	0.9970786
nitrate + phosphate_star	Indian	(-Inf,26]	0.7802650	0.7707955	0.7864065
nitrate + phosphate_star	Indian	(26,26.5]	0.5955613	0.5829002	0.6032637
nitrate + phosphate_star	Indian	(26.5,26.75]	0.5824910	0.5745507	0.5909313
nitrate + phosphate_star	Indian	(26.75,27]	0.5671198	0.5467644	0.5773624
nitrate + phosphate_star	Indian	(27,27.25]	0.4358197	0.4205994	0.4501662
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.2086494	-0.2516548	-0.1683462
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.5272294	-0.5466430	-0.5152951
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7999492	-0.8034891	-0.7977436
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6798893	-0.7063499	-0.6644880
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5635054	-0.6034270	-0.5430164
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.5469425	-0.6090744	-0.5128699
nitrate + phosphate_star	Indian	(28.1, Inf]	-0.1275755	-0.1911576	-0.0730314
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.3742822	0.3023874	0.4423045
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.4922563	0.4601682	0.5293456
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.3724691	0.2783762	0.4587105
nitrate + phosphate_star	N_Atlantic	(26.75,27]	0.4486880	0.3683165	0.5136916
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.5844555	0.5544184	0.6126671
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.6289908	0.5948351	0.6501733
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4873446	0.4765928	0.5003934
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9293324	0.9277998	0.9312213
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9202755	0.9036677	0.9331131
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9176231	0.9163016	0.9187657
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9728247	0.9696844	0.9759728
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9381390	0.9267433	0.9471505
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9824133	0.9821791	0.9828119
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9932023	0.9918307	0.9942529
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.8205034	0.8199600	0.8211139
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.0238163	0.0041473	0.0467991
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.0924782	0.0532360	0.1265004
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.2941981	0.2685847	0.3284285
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.3776360	0.3292053	0.4313423
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.2901526	0.2694626	0.3193478
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.4023118	0.3510897	0.4498778
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.5876077	0.5477539	0.6463523
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.3589420	0.3045620	0.4239388
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	0.1330270	0.0660594	0.2033395
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	0.2153061	0.1579324	0.2745595
nitrate + phosphate_star	N_Pacific	(28.1, Inf]	-0.3069457	-0.3295415	-0.2841313
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.9229995	0.8666379	0.9658040
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.7551939	0.7198496	0.7785301
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.2653169	0.2259252	0.3005443
nitrate + phosphate_star	S_Atlantic	(26.75,27]	-0.2332315	-0.2513607	-0.1982594
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.3948815	-0.4164258	-0.3781111
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6655204	-0.6723882	-0.6569544
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7768435	-0.7792144	-0.7728471
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.3678008	-0.4185711	-0.3105347
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8638110	0.8537019	0.8726809
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.7213313	0.7029570	0.7381998
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.8486102	0.8107837	0.8767700
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9090274	0.9016819	0.9219598
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9551774	0.9521595	0.9597729
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9443651	0.9438710	0.9446182
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.7243398	0.7167713	0.7297875
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.7280907	0.7203653	0.7431828
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.6304049	0.6225706	0.6345971
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.7418284	0.7275564	0.7660966
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.7010863	0.6746765	0.7317680
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	0.3408861	0.2689923	0.3908745
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2458132	-0.3173100	-0.1918192
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.7388499	-0.7424920	-0.7317124
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5499143	-0.5709442	-0.5317129
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4026787	-0.4323928	-0.3696813
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2270011	-0.2853695	-0.1700244
nitrate + phosphate_star	S_Pacific	(28.1, Inf]	0.3299342	0.3251418	0.3374189
nitrate + silicate	Indian	(-Inf,26]	0.8448831	0.8370346	0.8518576
nitrate + silicate	Indian	(26,26.5]	0.8340962	0.8251406	0.8424465
nitrate + silicate	Indian	(26.5,26.75]	0.8802261	0.8708071	0.8887877
nitrate + silicate	Indian	(26.75,27]	0.9066637	0.8960395	0.9153655
nitrate + silicate	Indian	(27,27.25]	0.9576827	0.9546576	0.9603164
nitrate + silicate	Indian	(27.25,27.5]	0.9829944	0.9817530	0.9837528
nitrate + silicate	Indian	(27.5,27.75]	0.9878260	0.9867595	0.9884112
nitrate + silicate	Indian	(27.75,27.85]	0.9928419	0.9908529	0.9940167
nitrate + silicate	Indian	(27.85,27.95]	0.9895446	0.9892515	0.9898504
nitrate + silicate	Indian	(27.95,28.05]	0.9851893	0.9847791	0.9856167
nitrate + silicate	Indian	(28.05,28.1]	0.9854381	0.9832907	0.9873163
nitrate + silicate	Indian	(28.1, Inf]	0.6828594	0.6797326	0.6890961
nitrate + silicate	N_Atlantic	(-Inf,26]	0.5314904	0.5250591	0.5350174
nitrate + silicate	N_Atlantic	(26,26.5]	0.7693087	0.7466573	0.7987422
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.7020740	0.6630553	0.7251698
nitrate + silicate	N_Atlantic	(26.75,27]	0.8991086	0.8855444	0.9079193
nitrate + silicate	N_Atlantic	(27,27.25]	0.9790788	0.9786329	0.9798328
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9884737	0.9882378	0.9888329
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9884178	0.9880992	0.9890358
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9884060	0.9871970	0.9897777
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.9562790	0.9514175	0.9636028
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.7983361	0.7722340	0.8226382
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.7721103	0.7521735	0.7960176
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.7995875	0.7786792	0.8170593
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9852091	0.9844361	0.9857588
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9915881	0.9902845	0.9928005
nitrate + silicate	N_Pacific	(-Inf,26]	0.9225073	0.9142948	0.9270708
nitrate + silicate	N_Pacific	(26,26.5]	0.4690716	0.4414610	0.5104075
nitrate + silicate	N_Pacific	(26.5,26.75]	0.6035911	0.6012507	0.6049808
nitrate + silicate	N_Pacific	(26.75,27]	0.6484091	0.6341954	0.6660715
nitrate + silicate	N_Pacific	(27,27.25]	0.6657390	0.6440496	0.6962936
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6702152	0.6511495	0.6916815
nitrate + silicate	N_Pacific	(27.5,27.75]	0.7397059	0.7259748	0.7474679
nitrate + silicate	N_Pacific	(27.75,27.85]	0.8279158	0.8200331	0.8362988
nitrate + silicate	N_Pacific	(27.85,27.95]	0.7903323	0.7649513	0.8064385
nitrate + silicate	N_Pacific	(27.95,28.05]	0.5840654	0.5773970	0.5916538
nitrate + silicate	N_Pacific	(28.05,28.1]	0.4997086	0.4660015	0.5305849
nitrate + silicate	N_Pacific	(28.1, Inf]	0.7285430	0.7190212	0.7452152
nitrate + silicate	S_Atlantic	(-Inf,26]	0.9863526	0.9752171	0.9954725
nitrate + silicate	S_Atlantic	(26,26.5]	0.9668225	0.9637911	0.9699100
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.9106040	0.9023283	0.9199929
nitrate + silicate	S_Atlantic	(26.75,27]	0.8647523	0.8575913	0.8723885
nitrate + silicate	S_Atlantic	(27,27.25]	0.8102207	0.7974269	0.8194288
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.6348018	0.6209302	0.6461981
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.4239060	0.3699091	0.4579445
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.3128822	0.3001458	0.3272689
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.9277160	0.9224058	0.9348153
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.9619920	0.9597087	0.9654726
nitrate + silicate	S_Atlantic	(28.05,28.1]	0.9721049	0.9636967	0.9772282
nitrate + silicate	S_Atlantic	(28.1,28.15]	0.9602836	0.9558287	0.9664150
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.9474544	0.9455504	0.9499971
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.6107429	0.6033425	0.6154426
nitrate + silicate	S_Pacific	(-Inf,26]	0.8381807	0.8315171	0.8419782
nitrate + silicate	S_Pacific	(26,26.5]	0.9420038	0.9363266	0.9465982
nitrate + silicate	S_Pacific	(26.5,26.75]	0.9376014	0.9335421	0.9411779
nitrate + silicate	S_Pacific	(26.75,27]	0.9470167	0.9459581	0.9477840
nitrate + silicate	S_Pacific	(27,27.25]	0.9663932	0.9652962	0.9672529
nitrate + silicate	S_Pacific	(27.25,27.5]	0.9864694	0.9855409	0.9874447
nitrate + silicate	S_Pacific	(27.5,27.75]	0.9937281	0.9932659	0.9942762
nitrate + silicate	S_Pacific	(27.75,27.85]	0.9935502	0.9924769	0.9942179
nitrate + silicate	S_Pacific	(27.85,27.95]	0.9922360	0.9917058	0.9925550
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9909743	0.9906676	0.9912247
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9936058	0.9932901	0.9940700
nitrate + silicate	S_Pacific	(28.1, Inf]	0.8563821	0.8558530	0.8566791
phosphate + phosphate_star	Indian	(-Inf,26]	0.8819115	0.8784194	0.8858424
phosphate + phosphate_star	Indian	(26,26.5]	0.7403680	0.7366329	0.7449458
phosphate + phosphate_star	Indian	(26.5,26.75]	0.6839492	0.6694947	0.7003503
phosphate + phosphate_star	Indian	(26.75,27]	0.5951154	0.5752624	0.6185161
phosphate + phosphate_star	Indian	(27,27.25]	0.4106327	0.3955969	0.4215239
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.2205818	-0.2636799	-0.1802107
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.5366970	-0.5557414	-0.5250221
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7781581	-0.7818390	-0.7754795
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6609045	-0.6898985	-0.6437039
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5331159	-0.5689578	-0.5150738
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.5252557	-0.5844241	-0.4929635
phosphate + phosphate_star	Indian	(28.1, Inf]	-0.0672958	-0.1280108	-0.0148486
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.4113495	0.3221975	0.4876630
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5286274	0.4899766	0.5675379
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.4194690	0.3295561	0.4991744
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.5003481	0.4261795	0.5599485
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.6456406	0.6177278	0.6737843
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.6842035	0.6544269	0.7015143
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.5598846	0.5503864	0.5711047
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9396404	0.9382802	0.9416403
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9301604	0.9129774	0.9427459
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9380191	0.9365128	0.9388497
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9787679	0.9761258	0.9806315
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9522195	0.9417701	0.9607501
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9860252	0.9857728	0.9863470
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9936655	0.9925577	0.9953279
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.8176888	0.8142633	0.8197781
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.3318506	0.3249966	0.3413750
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0018218	-0.0652854	0.0448779
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.3554408	0.3045053	0.3896412
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.6377195	0.6162444	0.6801440
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8928999	0.8865044	0.8962571
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.7713210	0.7644764	0.7819378
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.7622691	0.7065743	0.8082336
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.3045587	0.2394177	0.3764881
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.0152156	-0.0804193	0.0555977
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	0.0289740	-0.0379996	0.0998385
phosphate + phosphate_star	N_Pacific	(28.1, Inf]	-0.3316532	-0.3550157	-0.3104205
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9566208	0.9182770	0.9799674
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.7850436	0.7570523	0.8067833
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.3198855	0.2747612	0.3576143
phosphate + phosphate_star	S_Atlantic	(26.75,27]	-0.1640670	-0.1858819	-0.1226068
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.3572383	-0.3823589	-0.3408072
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6372259	-0.6444637	-0.6261857
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7445101	-0.7483652	-0.7403957
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.0728089	-0.1473157	0.0067260
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8868854	0.8803378	0.8929508
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.7507747	0.7357895	0.7646781
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.8557078	0.8187992	0.8825850
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9082099	0.9004021	0.9215612
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9527118	0.9494123	0.9579486
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9448641	0.9403956	0.9491874
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.7937184	0.7828708	0.8028053
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7808411	0.7736216	0.7879603
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7331768	0.7142347	0.7448879
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.7778101	0.7639327	0.7981901
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.7050271	0.6745553	0.7394237
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.3394432	0.2701915	0.3872386
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2512338	-0.3205569	-0.1998946
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.7221440	-0.7256066	-0.7162128
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5479956	-0.5688665	-0.5299066
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3935044	-0.4237331	-0.3606491
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2238883	-0.2817079	-0.1675727
phosphate + phosphate_star	S_Pacific	(28.1, Inf]	0.3589111	0.3499531	0.3671320
sal + aou	Indian	(-Inf,26]	-0.3030386	-0.3145862	-0.2943976
sal + aou	Indian	(26,26.5]	-0.3255923	-0.3459026	-0.2983566
sal + aou	Indian	(26.5,26.75]	-0.2356948	-0.2926017	-0.2058299
sal + aou	Indian	(26.75,27]	-0.1712942	-0.2155887	-0.1418259
sal + aou	Indian	(27,27.25]	0.0807663	0.0536428	0.0984812
sal + aou	Indian	(27.25,27.5]	0.7747148	0.7467895	0.8020460
sal + aou	Indian	(27.5,27.75]	0.9241186	0.9184662	0.9311000
sal + aou	Indian	(27.75,27.85]	0.9761864	0.9749603	0.9774223
sal + aou	Indian	(27.85,27.95]	0.9753716	0.9738551	0.9772820
sal + aou	Indian	(27.95,28.05]	0.9545014	0.9524772	0.9577109
sal + aou	Indian	(28.05,28.1]	0.9609619	0.9574493	0.9653061
sal + aou	Indian	(28.1, Inf]	0.6918693	0.6781881	0.7062813
sal + aou	N_Atlantic	(-Inf,26]	-0.4723848	-0.4888619	-0.4595286
sal + aou	N_Atlantic	(26,26.5]	-0.5715673	-0.5817589	-0.5513602
sal + aou	N_Atlantic	(26.5,26.75]	0.3315382	0.2879891	0.3760933
sal + aou	N_Atlantic	(26.75,27]	0.3172762	0.2855364	0.3779364
sal + aou	N_Atlantic	(27,27.25]	0.2515928	0.1948181	0.3079634
sal + aou	N_Atlantic	(27.25,27.5]	0.2434571	0.2109039	0.2801138
sal + aou	N_Atlantic	(27.5,27.75]	0.6224390	0.6053649	0.6438558
sal + aou	N_Atlantic	(27.75,27.85]	0.6149451	0.5734295	0.6471375
sal + aou	N_Atlantic	(27.85,27.95]	0.6711854	0.5013097	0.7704418
sal + aou	N_Atlantic	(27.95,28.05]	0.7592541	0.7471935	0.7733448
sal + aou	N_Atlantic	(28.05,28.1]	0.4765853	0.4325876	0.5137425
sal + aou	N_Atlantic	(28.1,28.15]	-0.0077997	-0.0754481	0.0364748
sal + aou	N_Atlantic	(28.15,28.2]	-0.7536950	-0.7767969	-0.7291682
sal + aou	N_Atlantic	(28.2, Inf]	-0.8412016	-0.9417821	-0.7040536
sal + aou	N_Pacific	(-Inf,26]	-0.2944525	-0.3025811	-0.2875390
sal + aou	N_Pacific	(26,26.5]	0.4677975	0.4383856	0.4855187
sal + aou	N_Pacific	(26.5,26.75]	0.7248382	0.7235670	0.7256525
sal + aou	N_Pacific	(26.75,27]	0.7040859	0.6989463	0.7093743
sal + aou	N_Pacific	(27,27.25]	0.0699255	0.0659316	0.0721702
sal + aou	N_Pacific	(27.25,27.5]	-0.4244408	-0.4710502	-0.3479133
sal + aou	N_Pacific	(27.5,27.75]	-0.3264886	-0.3679342	-0.2864800
sal + aou	N_Pacific	(27.75,27.85]	0.1121837	0.0416304	0.2193297
sal + aou	N_Pacific	(27.85,27.95]	0.3738939	0.2716162	0.4569662
sal + aou	N_Pacific	(27.95,28.05]	-0.3217058	-0.3385038	-0.2897204
sal + aou	N_Pacific	(28.05,28.1]	0.2595900	0.2117641	0.3375086
sal + aou	N_Pacific	(28.1, Inf]	-0.8095033	-0.8257056	-0.7908025
sal + aou	S_Atlantic	(-Inf,26]	-0.8788974	-0.9816454	-0.7365883
sal + aou	S_Atlantic	(26,26.5]	-0.2899419	-0.3458247	-0.2385120
sal + aou	S_Atlantic	(26.5,26.75]	0.4222182	0.3776452	0.4781642
sal + aou	S_Atlantic	(26.75,27]	0.5875380	0.5418356	0.6173972
sal + aou	S_Atlantic	(27,27.25]	0.7603008	0.7459916	0.7850859
sal + aou	S_Atlantic	(27.25,27.5]	0.9217793	0.9153297	0.9267506
sal + aou	S_Atlantic	(27.5,27.75]	0.9703892	0.9692441	0.9715608
sal + aou	S_Atlantic	(27.75,27.85]	0.9649301	0.9640861	0.9655794
sal + aou	S_Atlantic	(27.85,27.95]	0.8053730	0.7610023	0.8306198
sal + aou	S_Atlantic	(27.95,28.05]	0.5108607	0.4992305	0.5264686
sal + aou	S_Atlantic	(28.05,28.1]	0.2586496	0.1699520	0.3604592
sal + aou	S_Atlantic	(28.1,28.15]	-0.1681262	-0.2769123	-0.0868401
sal + aou	S_Atlantic	(28.15,28.2]	-0.5894165	-0.6357934	-0.5562890
sal + aou	S_Atlantic	(28.2, Inf]	-0.3701103	-0.4159520	-0.3195129
sal + aou	S_Pacific	(-Inf,26]	-0.5041622	-0.5436243	-0.4707440
sal + aou	S_Pacific	(26,26.5]	-0.2102690	-0.2319421	-0.1919079
sal + aou	S_Pacific	(26.5,26.75]	-0.2839210	-0.3120357	-0.2494847
sal + aou	S_Pacific	(26.75,27]	-0.4504725	-0.4926652	-0.4216670
sal + aou	S_Pacific	(27,27.25]	-0.4964942	-0.5473893	-0.4439978
sal + aou	S_Pacific	(27.25,27.5]	0.0729810	-0.0268046	0.2041240
sal + aou	S_Pacific	(27.5,27.75]	0.7794679	0.7496834	0.8151160
sal + aou	S_Pacific	(27.75,27.85]	0.9100199	0.9066575	0.9126961
sal + aou	S_Pacific	(27.85,27.95]	0.9042584	0.9005414	0.9094942
sal + aou	S_Pacific	(27.95,28.05]	0.8998666	0.8962590	0.9066594
sal + aou	S_Pacific	(28.05,28.1]	0.9263757	0.9188091	0.9308383
sal + aou	S_Pacific	(28.1, Inf]	0.4191860	0.4055521	0.4318600
sal + nitrate	Indian	(-Inf,26]	-0.3688958	-0.3819840	-0.3588018
sal + nitrate	Indian	(26,26.5]	-0.4115456	-0.4321469	-0.3893358
sal + nitrate	Indian	(26.5,26.75]	-0.3588764	-0.3930602	-0.3305785
sal + nitrate	Indian	(26.75,27]	-0.3907536	-0.4296156	-0.3654930
sal + nitrate	Indian	(27,27.25]	-0.2099541	-0.2204150	-0.1895796
sal + nitrate	Indian	(27.25,27.5]	0.5831088	0.5501814	0.6094881
sal + nitrate	Indian	(27.5,27.75]	0.8008440	0.7942706	0.8113125
sal + nitrate	Indian	(27.75,27.85]	0.9443419	0.9425315	0.9457926
sal + nitrate	Indian	(27.85,27.95]	0.9472744	0.9440762	0.9518299
sal + nitrate	Indian	(27.95,28.05]	0.9016764	0.8929152	0.9149594
sal + nitrate	Indian	(28.05,28.1]	0.9008868	0.8859708	0.9232077
sal + nitrate	Indian	(28.1, Inf]	0.5954760	0.5784905	0.6166612
sal + nitrate	N_Atlantic	(-Inf,26]	-0.5993143	-0.6167146	-0.5881530
sal + nitrate	N_Atlantic	(26,26.5]	-0.7020271	-0.7050953	-0.6964774
sal + nitrate	N_Atlantic	(26.5,26.75]	0.3950687	0.3444809	0.4438539
sal + nitrate	N_Atlantic	(26.75,27]	0.3690980	0.3354036	0.4329854
sal + nitrate	N_Atlantic	(27,27.25]	0.2823777	0.2284758	0.3387446
sal + nitrate	N_Atlantic	(27.25,27.5]	0.1986574	0.1621922	0.2324466
sal + nitrate	N_Atlantic	(27.5,27.75]	0.6446983	0.6278903	0.6671615
sal + nitrate	N_Atlantic	(27.75,27.85]	0.6460304	0.5997439	0.6824922
sal + nitrate	N_Atlantic	(27.85,27.95]	0.6675925	0.4480169	0.7855529
sal + nitrate	N_Atlantic	(27.95,28.05]	0.8439287	0.8367943	0.8520689
sal + nitrate	N_Atlantic	(28.05,28.1]	0.7100514	0.6835862	0.7413500
sal + nitrate	N_Atlantic	(28.1,28.15]	0.2998997	0.1486148	0.4019750
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7510342	-0.8206947	-0.6803120
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.7146654	-0.8896363	-0.5212951
sal + nitrate	N_Pacific	(-Inf,26]	-0.3735958	-0.3867892	-0.3611592
sal + nitrate	N_Pacific	(26,26.5]	0.2316373	0.2208805	0.2370403
sal + nitrate	N_Pacific	(26.5,26.75]	0.0050493	-0.0163911	0.0283118
sal + nitrate	N_Pacific	(26.75,27]	-0.0569170	-0.0838412	-0.0313382
sal + nitrate	N_Pacific	(27,27.25]	-0.4768872	-0.4929122	-0.4508050
sal + nitrate	N_Pacific	(27.25,27.5]	-0.5003953	-0.5341219	-0.4416811
sal + nitrate	N_Pacific	(27.5,27.75]	-0.2422709	-0.3108349	-0.1880526
sal + nitrate	N_Pacific	(27.75,27.85]	0.3381534	0.2476645	0.4529044
sal + nitrate	N_Pacific	(27.85,27.95]	0.6604363	0.5660810	0.7302779
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2637343	-0.2868113	-0.2445708
sal + nitrate	N_Pacific	(28.05,28.1]	0.0543293	0.0066038	0.1184099
sal + nitrate	N_Pacific	(28.1, Inf]	-0.8123433	-0.8266197	-0.7957905
sal + nitrate	S_Atlantic	(-Inf,26]	-0.9043147	-0.9849900	-0.7762305
sal + nitrate	S_Atlantic	(26,26.5]	-0.5278269	-0.5694791	-0.4830165
sal + nitrate	S_Atlantic	(26.5,26.75]	0.2408805	0.1945201	0.2987623
sal + nitrate	S_Atlantic	(26.75,27]	0.4803921	0.4352268	0.5035931
sal + nitrate	S_Atlantic	(27,27.25]	0.6281867	0.6163465	0.6486088
sal + nitrate	S_Atlantic	(27.25,27.5]	0.7794742	0.7667907	0.7861294
sal + nitrate	S_Atlantic	(27.5,27.75]	0.8657438	0.8644801	0.8670825
sal + nitrate	S_Atlantic	(27.75,27.85]	0.4351523	0.3781763	0.4854475
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.8330683	-0.8470735	-0.8183164
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.8434284	-0.8562546	-0.8276593
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9033823	-0.9198386	-0.8786427
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.9293935	-0.9367712	-0.9254807
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.9570215	-0.9588547	-0.9558354
sal + nitrate	S_Atlantic	(28.2, Inf]	-0.7133401	-0.7221858	-0.7018565
sal + nitrate	S_Pacific	(-Inf,26]	-0.5528685	-0.5914533	-0.5171382
sal + nitrate	S_Pacific	(26,26.5]	-0.2913886	-0.3246969	-0.2631297
sal + nitrate	S_Pacific	(26.5,26.75]	-0.3325883	-0.3453807	-0.3119043
sal + nitrate	S_Pacific	(26.75,27]	-0.5425030	-0.5766854	-0.5183027
sal + nitrate	S_Pacific	(27,27.25]	-0.6436795	-0.6784927	-0.6070447
sal + nitrate	S_Pacific	(27.25,27.5]	-0.0993417	-0.2091927	0.0392036
sal + nitrate	S_Pacific	(27.5,27.75]	0.6974388	0.6625817	0.7409763
sal + nitrate	S_Pacific	(27.75,27.85]	0.8889091	0.8842504	0.8913820
sal + nitrate	S_Pacific	(27.85,27.95]	0.8811401	0.8771266	0.8866459
sal + nitrate	S_Pacific	(27.95,28.05]	0.8561556	0.8505607	0.8663608
sal + nitrate	S_Pacific	(28.05,28.1]	0.8822547	0.8727725	0.8877476
sal + nitrate	S_Pacific	(28.1, Inf]	0.3885751	0.3783874	0.3967199
sal + phosphate	Indian	(-Inf,26]	-0.3740083	-0.3906862	-0.3652798
sal + phosphate	Indian	(26,26.5]	-0.3930236	-0.4085289	-0.3622073
sal + phosphate	Indian	(26.5,26.75]	-0.3275578	-0.3867402	-0.2938746
sal + phosphate	Indian	(26.75,27]	-0.3195908	-0.3628421	-0.2938536
sal + phosphate	Indian	(27,27.25]	-0.1450145	-0.1614130	-0.1226482
sal + phosphate	Indian	(27.25,27.5]	0.6046058	0.5716934	0.6316743
sal + phosphate	Indian	(27.5,27.75]	0.8129951	0.8056813	0.8222189
sal + phosphate	Indian	(27.75,27.85]	0.9380172	0.9359774	0.9392114
sal + phosphate	Indian	(27.85,27.95]	0.9453797	0.9415637	0.9506690
sal + phosphate	Indian	(27.95,28.05]	0.9011355	0.8936290	0.9127483
sal + phosphate	Indian	(28.05,28.1]	0.9024494	0.8882079	0.9243171
sal + phosphate	Indian	(28.1, Inf]	0.6686950	0.6504002	0.6881072
sal + phosphate	N_Atlantic	(-Inf,26]	-0.5047406	-0.5263435	-0.4691670
sal + phosphate	N_Atlantic	(26,26.5]	-0.6427269	-0.6527834	-0.6290435
sal + phosphate	N_Atlantic	(26.5,26.75]	0.3055739	0.2599380	0.3496370
sal + phosphate	N_Atlantic	(26.75,27]	0.2895384	0.2587543	0.3507851
sal + phosphate	N_Atlantic	(27,27.25]	0.1965910	0.1377330	0.2555814
sal + phosphate	N_Atlantic	(27.25,27.5]	0.1272311	0.0935320	0.1593759
sal + phosphate	N_Atlantic	(27.5,27.75]	0.5813518	0.5646028	0.6048000
sal + phosphate	N_Atlantic	(27.75,27.85]	0.6284646	0.5802429	0.6665140
sal + phosphate	N_Atlantic	(27.85,27.95]	0.6579792	0.4421102	0.7748922
sal + phosphate	N_Atlantic	(27.95,28.05]	0.8490685	0.8425305	0.8570778
sal + phosphate	N_Atlantic	(28.05,28.1]	0.7106712	0.6817381	0.7430528
sal + phosphate	N_Atlantic	(28.1,28.15]	0.3275406	0.1835006	0.4249407
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7299738	-0.7975560	-0.6613236
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.6944760	-0.8753542	-0.4967443
sal + phosphate	N_Pacific	(-Inf,26]	-0.4011401	-0.4094944	-0.3931728
sal + phosphate	N_Pacific	(26,26.5]	0.3785006	0.3480706	0.4003508
sal + phosphate	N_Pacific	(26.5,26.75]	0.5956650	0.5919933	0.5996596
sal + phosphate	N_Pacific	(26.75,27]	0.4360741	0.4285380	0.4439110
sal + phosphate	N_Pacific	(27,27.25]	-0.0578920	-0.0740177	-0.0284360
sal + phosphate	N_Pacific	(27.25,27.5]	-0.1881229	-0.2551052	-0.0798196
sal + phosphate	N_Pacific	(27.5,27.75]	-0.0594813	-0.0991994	-0.0249340
sal + phosphate	N_Pacific	(27.75,27.85]	0.3126884	0.2345587	0.4121803
sal + phosphate	N_Pacific	(27.85,27.95]	0.4947491	0.4001325	0.5790870
sal + phosphate	N_Pacific	(27.95,28.05]	-0.2543162	-0.2748463	-0.2285904
sal + phosphate	N_Pacific	(28.05,28.1]	0.1924875	0.1398400	0.2707746
sal + phosphate	N_Pacific	(28.1, Inf]	-0.8163549	-0.8308607	-0.7995432
sal + phosphate	S_Atlantic	(-Inf,26]	-0.8786038	-0.9908711	-0.7255800
sal + phosphate	S_Atlantic	(26,26.5]	-0.5251183	-0.5637950	-0.4858080
sal + phosphate	S_Atlantic	(26.5,26.75]	0.1981598	0.1472685	0.2638983
sal + phosphate	S_Atlantic	(26.75,27]	0.4335521	0.3800131	0.4618442
sal + phosphate	S_Atlantic	(27,27.25]	0.5977469	0.5810617	0.6230246
sal + phosphate	S_Atlantic	(27.25,27.5]	0.7550093	0.7402050	0.7629444
sal + phosphate	S_Atlantic	(27.5,27.75]	0.8409515	0.8384098	0.8434594
sal + phosphate	S_Atlantic	(27.75,27.85]	0.1523323	0.0719407	0.2269371
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.8549942	-0.8654088	-0.8443492
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.8631904	-0.8738269	-0.8506450
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9084275	-0.9238608	-0.8844330
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9283362	-0.9360174	-0.9240618
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9541108	-0.9564471	-0.9527566
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.5870277	-0.6017249	-0.5677589
sal + phosphate	S_Pacific	(-Inf,26]	-0.4980694	-0.5429344	-0.4518827
sal + phosphate	S_Pacific	(26,26.5]	-0.3153370	-0.3400376	-0.2921764
sal + phosphate	S_Pacific	(26.5,26.75]	-0.3783958	-0.3995577	-0.3523286
sal + phosphate	S_Pacific	(26.75,27]	-0.5445971	-0.5791196	-0.5196956
sal + phosphate	S_Pacific	(27,27.25]	-0.6298739	-0.6672196	-0.5898330
sal + phosphate	S_Pacific	(27.25,27.5]	-0.1030207	-0.2095248	0.0315795
sal + phosphate	S_Pacific	(27.5,27.75]	0.6888892	0.6558047	0.7310264
sal + phosphate	S_Pacific	(27.75,27.85]	0.8745819	0.8688165	0.8780540
sal + phosphate	S_Pacific	(27.85,27.95]	0.8774121	0.8733945	0.8830995
sal + phosphate	S_Pacific	(27.95,28.05]	0.8557909	0.8502325	0.8662389
sal + phosphate	S_Pacific	(28.05,28.1]	0.8851640	0.8759209	0.8906224
sal + phosphate	S_Pacific	(28.1, Inf]	0.4451248	0.4344170	0.4534995
sal + phosphate_star	Indian	(-Inf,26]	-0.5896201	-0.6060955	-0.5774062
sal + phosphate_star	Indian	(26,26.5]	-0.6441420	-0.6795711	-0.6176454
sal + phosphate_star	Indian	(26.5,26.75]	-0.7232743	-0.7581480	-0.7005205
sal + phosphate_star	Indian	(26.75,27]	-0.8556238	-0.8643946	-0.8458635
sal + phosphate_star	Indian	(27,27.25]	-0.9179477	-0.9205942	-0.9128418
sal + phosphate_star	Indian	(27.25,27.5]	-0.8932805	-0.8984251	-0.8884511
sal + phosphate_star	Indian	(27.5,27.75]	-0.9127165	-0.9161658	-0.9100048
sal + phosphate_star	Indian	(27.75,27.85]	-0.9316434	-0.9329226	-0.9297801
sal + phosphate_star	Indian	(27.85,27.95]	-0.8249064	-0.8405977	-0.8135342
sal + phosphate_star	Indian	(27.95,28.05]	-0.7694710	-0.7790332	-0.7621516
sal + phosphate_star	Indian	(28.05,28.1]	-0.7864123	-0.7925385	-0.7797440
sal + phosphate_star	Indian	(28.1, Inf]	-0.2562054	-0.2796193	-0.2345369
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.5295747	-0.5940562	-0.4538611
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7382571	-0.7587797	-0.7226834
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.5124207	-0.5510138	-0.4869913
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.4601995	-0.4889199	-0.4230491
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.4848819	-0.5039398	-0.4667193
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5790483	-0.5893423	-0.5649312
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2723586	-0.2918363	-0.2471631
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.4258640	0.3624164	0.4777626
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.4550996	0.1430138	0.6115575
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7753165	0.7705155	0.7778689
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.7421402	0.7180879	0.7722908
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.4267515	0.2794707	0.5155962
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7165302	-0.8076421	-0.6256690
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.6455898	-0.8440554	-0.4405388
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7404993	-0.7467135	-0.7368869
sal + phosphate_star	N_Pacific	(26,26.5]	-0.5080123	-0.5258663	-0.4893980
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.6851727	-0.7289941	-0.6546849
sal + phosphate_star	N_Pacific	(26.75,27]	-0.5933979	-0.6406892	-0.5694749
sal + phosphate_star	N_Pacific	(27,27.25]	-0.6853823	-0.7113139	-0.6344156
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.2616191	-0.3185492	-0.1591683
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.1384332	0.1289952	0.1533160
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.4920181	0.4214075	0.5358629
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.3790334	0.3254252	0.4333505
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.4866777	0.4104805	0.5779008
sal + phosphate_star	N_Pacific	(28.05,28.1]	-0.5598379	-0.5770328	-0.5450670
sal + phosphate_star	N_Pacific	(28.1, Inf]	0.2404730	0.1821992	0.3072335
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.9092656	-0.9720304	-0.8093548
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8693963	-0.8746849	-0.8653062
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.7900191	-0.7959868	-0.7853857
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8868831	-0.8910709	-0.8814278
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9375578	-0.9403217	-0.9340710
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9829498	-0.9846926	-0.9818056
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9836173	-0.9846481	-0.9824808
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9949030	-0.9949641	-0.9948057
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9902912	-0.9905439	-0.9899985
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9584232	-0.9614973	-0.9541052
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9878578	-0.9902844	-0.9855505
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9936927	-0.9952016	-0.9925806
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9967125	-0.9969656	-0.9965421
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.7046137	-0.7063429	-0.7024991
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.6151275	-0.6325450	-0.5852947
sal + phosphate_star	S_Pacific	(26,26.5]	-0.7180991	-0.7285188	-0.7072433
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.7978048	-0.8045616	-0.7918719
sal + phosphate_star	S_Pacific	(26.75,27]	-0.8491129	-0.8564065	-0.8424976
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9246703	-0.9256517	-0.9228229
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.9183148	-0.9331056	-0.9027443
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.8378783	-0.8455324	-0.8326988
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.9480203	-0.9517368	-0.9445016
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.8268355	-0.8365789	-0.8166026
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.6958479	-0.7053983	-0.6817196
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.6046833	-0.6378126	-0.5777758
sal + phosphate_star	S_Pacific	(28.1, Inf]	0.2369965	0.2098702	0.2559964
sal + silicate	Indian	(-Inf,26]	-0.6067435	-0.6232740	-0.5966586
sal + silicate	Indian	(26,26.5]	-0.4804208	-0.5093304	-0.4497099
sal + silicate	Indian	(26.5,26.75]	-0.3616999	-0.4398121	-0.3030633
sal + silicate	Indian	(26.75,27]	-0.2496696	-0.2949067	-0.2152790
sal + silicate	Indian	(27,27.25]	-0.0688746	-0.0822975	-0.0544737
sal + silicate	Indian	(27.25,27.5]	0.6228481	0.5894075	0.6515619
sal + silicate	Indian	(27.5,27.75]	0.8078856	0.7981527	0.8178237
sal + silicate	Indian	(27.75,27.85]	0.9543599	0.9519059	0.9573006
sal + silicate	Indian	(27.85,27.95]	0.9551505	0.9531429	0.9579591
sal + silicate	Indian	(27.95,28.05]	0.9367955	0.9322096	0.9437252
sal + silicate	Indian	(28.05,28.1]	0.9450226	0.9378607	0.9569233
sal + silicate	Indian	(28.1, Inf]	0.8803014	0.8709261	0.8890575
sal + silicate	N_Atlantic	(-Inf,26]	-0.9577482	-0.9638852	-0.9532678
sal + silicate	N_Atlantic	(26,26.5]	-0.7914637	-0.7987467	-0.7841666
sal + silicate	N_Atlantic	(26.5,26.75]	0.4513242	0.4074395	0.4764306
sal + silicate	N_Atlantic	(26.75,27]	0.3733956	0.3405219	0.4352962
sal + silicate	N_Atlantic	(27,27.25]	0.3041842	0.2347347	0.3738944
sal + silicate	N_Atlantic	(27.25,27.5]	0.2159116	0.1854248	0.2447068
sal + silicate	N_Atlantic	(27.5,27.75]	0.6261772	0.6088984	0.6466030
sal + silicate	N_Atlantic	(27.75,27.85]	0.5783949	0.5291632	0.6223994
sal + silicate	N_Atlantic	(27.85,27.95]	0.5760605	0.3944618	0.6719315
sal + silicate	N_Atlantic	(27.95,28.05]	0.6209680	0.5950668	0.6451084
sal + silicate	N_Atlantic	(28.05,28.1]	0.5099456	0.4932590	0.5253483
sal + silicate	N_Atlantic	(28.1,28.15]	0.3000813	0.2208614	0.3738959
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7435025	-0.8050175	-0.6812739
sal + silicate	N_Atlantic	(28.2, Inf]	-0.7522779	-0.9168011	-0.5630681
sal + silicate	N_Pacific	(-Inf,26]	-0.4050930	-0.4116509	-0.4013571
sal + silicate	N_Pacific	(26,26.5]	0.1042368	0.0891556	0.1144805
sal + silicate	N_Pacific	(26.5,26.75]	-0.1312924	-0.1456096	-0.1093588
sal + silicate	N_Pacific	(26.75,27]	-0.1603424	-0.1702802	-0.1508069
sal + silicate	N_Pacific	(27,27.25]	-0.5265661	-0.5541816	-0.4869830
sal + silicate	N_Pacific	(27.25,27.5]	-0.5945413	-0.6386251	-0.5216768
sal + silicate	N_Pacific	(27.5,27.75]	-0.3797511	-0.4387149	-0.3373309
sal + silicate	N_Pacific	(27.75,27.85]	0.0472464	-0.0560942	0.1602089
sal + silicate	N_Pacific	(27.85,27.95]	0.3603144	0.2404653	0.4412359
sal + silicate	N_Pacific	(27.95,28.05]	-0.1978998	-0.2132449	-0.1684034
sal + silicate	N_Pacific	(28.05,28.1]	0.5163128	0.4920376	0.5587699
sal + silicate	N_Pacific	(28.1, Inf]	-0.2607951	-0.2783912	-0.2517739
sal + silicate	S_Atlantic	(-Inf,26]	-0.8808516	-0.9631014	-0.7377684
sal + silicate	S_Atlantic	(26,26.5]	-0.5933512	-0.6185862	-0.5563241
sal + silicate	S_Atlantic	(26.5,26.75]	-0.0379016	-0.0639902	0.0002044
sal + silicate	S_Atlantic	(26.75,27]	0.0909468	0.0387841	0.1308192
sal + silicate	S_Atlantic	(27,27.25]	0.1550661	0.1331368	0.1735262
sal + silicate	S_Atlantic	(27.25,27.5]	0.4192777	0.3750678	0.4526012
sal + silicate	S_Atlantic	(27.5,27.75]	0.1584298	0.1170360	0.1825075
sal + silicate	S_Atlantic	(27.75,27.85]	-0.5141270	-0.5680821	-0.4716249
sal + silicate	S_Atlantic	(27.85,27.95]	-0.8210173	-0.8279052	-0.8146242
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8136504	-0.8213301	-0.8035986
sal + silicate	S_Atlantic	(28.05,28.1]	-0.8236773	-0.8550507	-0.7732328
sal + silicate	S_Atlantic	(28.1,28.15]	-0.8136116	-0.8379946	-0.7979312
sal + silicate	S_Atlantic	(28.15,28.2]	-0.8274627	-0.8363004	-0.8220366
sal + silicate	S_Atlantic	(28.2, Inf]	0.0608778	0.0541567	0.0704418
sal + silicate	S_Pacific	(-Inf,26]	-0.6905759	-0.7267413	-0.6549268
sal + silicate	S_Pacific	(26,26.5]	-0.3888182	-0.4263171	-0.3499003
sal + silicate	S_Pacific	(26.5,26.75]	-0.3377948	-0.3608853	-0.3114588
sal + silicate	S_Pacific	(26.75,27]	-0.4899758	-0.5212623	-0.4630442
sal + silicate	S_Pacific	(27,27.25]	-0.5937272	-0.6299067	-0.5521644
sal + silicate	S_Pacific	(27.25,27.5]	-0.1024990	-0.2091830	0.0319430
sal + silicate	S_Pacific	(27.5,27.75]	0.7079102	0.6746959	0.7500425
sal + silicate	S_Pacific	(27.75,27.85]	0.9024922	0.9021490	0.9029883
sal + silicate	S_Pacific	(27.85,27.95]	0.9106979	0.9085013	0.9142861
sal + silicate	S_Pacific	(27.95,28.05]	0.8948229	0.8902134	0.9024586
sal + silicate	S_Pacific	(28.05,28.1]	0.9139171	0.9062020	0.9189796
sal + silicate	S_Pacific	(28.1, Inf]	0.7520109	0.7411155	0.7623849
sal + temp	Indian	(-Inf,26]	0.6196543	0.6187300	0.6212546
sal + temp	Indian	(26,26.5]	0.8486151	0.8422622	0.8607925
sal + temp	Indian	(26.5,26.75]	0.9178814	0.9153672	0.9194698
sal + temp	Indian	(26.75,27]	0.9075209	0.9039851	0.9093357
sal + temp	Indian	(27,27.25]	0.9452397	0.9415637	0.9507303
sal + temp	Indian	(27.25,27.5]	0.9419481	0.9396280	0.9440710
sal + temp	Indian	(27.5,27.75]	0.9249560	0.9238178	0.9261673
sal + temp	Indian	(27.75,27.85]	0.9762421	0.9756045	0.9767084
sal + temp	Indian	(27.85,27.95]	0.9582857	0.9561633	0.9611896
sal + temp	Indian	(27.95,28.05]	0.9371757	0.9334993	0.9406193
sal + temp	Indian	(28.05,28.1]	0.9723864	0.9704291	0.9735223
sal + temp	Indian	(28.1, Inf]	0.6126946	0.6052101	0.6180939
sal + temp	N_Atlantic	(-Inf,26]	0.6952285	0.6775672	0.7284920
sal + temp	N_Atlantic	(26,26.5]	0.8591399	0.8491258	0.8648691
sal + temp	N_Atlantic	(26.5,26.75]	0.9606802	0.9585216	0.9622611
sal + temp	N_Atlantic	(26.75,27]	0.9711775	0.9687850	0.9757719
sal + temp	N_Atlantic	(27,27.25]	0.9648545	0.9635777	0.9665386
sal + temp	N_Atlantic	(27.25,27.5]	0.9707854	0.9690578	0.9737847
sal + temp	N_Atlantic	(27.5,27.75]	0.9780034	0.9775170	0.9783065
sal + temp	N_Atlantic	(27.75,27.85]	0.9625216	0.9612450	0.9633172
sal + temp	N_Atlantic	(27.85,27.95]	0.9337264	0.9289327	0.9419025
sal + temp	N_Atlantic	(27.95,28.05]	0.7905779	0.7797293	0.8034402
sal + temp	N_Atlantic	(28.05,28.1]	0.8606769	0.8426265	0.8743780
sal + temp	N_Atlantic	(28.1,28.15]	0.4881733	0.3307922	0.6460510
sal + temp	N_Atlantic	(28.15,28.2]	0.8397836	0.8378056	0.8410019
sal + temp	N_Atlantic	(28.2, Inf]	0.4377914	0.1805398	0.6174576
sal + temp	N_Pacific	(-Inf,26]	0.8825043	0.8770388	0.8882031
sal + temp	N_Pacific	(26,26.5]	0.8780610	0.8718016	0.8831782
sal + temp	N_Pacific	(26.5,26.75]	0.9738470	0.9736932	0.9740298
sal + temp	N_Pacific	(26.75,27]	0.9784516	0.9773610	0.9790249
sal + temp	N_Pacific	(27,27.25]	0.9660687	0.9652346	0.9670929
sal + temp	N_Pacific	(27.25,27.5]	0.8736191	0.8664433	0.8778579
sal + temp	N_Pacific	(27.5,27.75]	0.6400010	0.6062025	0.6754749
sal + temp	N_Pacific	(27.75,27.85]	0.8580943	0.8155397	0.8803936
sal + temp	N_Pacific	(27.85,27.95]	0.6226707	0.5138773	0.6879689
sal + temp	N_Pacific	(27.95,28.05]	-0.2766497	-0.3612308	-0.1902008
sal + temp	N_Pacific	(28.05,28.1]	0.3163280	0.2889829	0.3433426
sal + temp	N_Pacific	(28.1, Inf]	-0.8459140	-0.8633607	-0.8251550
sal + temp	S_Atlantic	(-Inf,26]	0.9848910	0.9696165	0.9933050
sal + temp	S_Atlantic	(26,26.5]	0.9856745	0.9852241	0.9863883
sal + temp	S_Atlantic	(26.5,26.75]	0.9565351	0.9501237	0.9615258
sal + temp	S_Atlantic	(26.75,27]	0.9666285	0.9654373	0.9678414
sal + temp	S_Atlantic	(27,27.25]	0.9549548	0.9522990	0.9567725
sal + temp	S_Atlantic	(27.25,27.5]	0.9720000	0.9713018	0.9728907
sal + temp	S_Atlantic	(27.5,27.75]	0.9434349	0.9405871	0.9450989
sal + temp	S_Atlantic	(27.75,27.85]	0.9842763	0.9834824	0.9855029
sal + temp	S_Atlantic	(27.85,27.95]	0.9797801	0.9784169	0.9809730
sal + temp	S_Atlantic	(27.95,28.05]	0.9670438	0.9657476	0.9688251
sal + temp	S_Atlantic	(28.05,28.1]	0.9827989	0.9801763	0.9845260
sal + temp	S_Atlantic	(28.1,28.15]	0.9797277	0.9784428	0.9812626
sal + temp	S_Atlantic	(28.15,28.2]	0.9854346	0.9843233	0.9862945
sal + temp	S_Atlantic	(28.2, Inf]	0.8956249	0.8948609	0.8969281
sal + temp	S_Pacific	(-Inf,26]	0.8160163	0.7991287	0.8251707
sal + temp	S_Pacific	(26,26.5]	0.8951770	0.8896843	0.9011669
sal + temp	S_Pacific	(26.5,26.75]	0.9120263	0.9090353	0.9168000
sal + temp	S_Pacific	(26.75,27]	0.8960511	0.8910414	0.9027953
sal + temp	S_Pacific	(27,27.25]	0.8778416	0.8750873	0.8819492
sal + temp	S_Pacific	(27.25,27.5]	0.9086789	0.9016362	0.9158860
sal + temp	S_Pacific	(27.5,27.75]	0.8663897	0.8642610	0.8678225
sal + temp	S_Pacific	(27.75,27.85]	0.9744908	0.9731690	0.9763383
sal + temp	S_Pacific	(27.85,27.95]	0.9545722	0.9537015	0.9555894
sal + temp	S_Pacific	(27.95,28.05]	0.9390596	0.9377788	0.9413211
sal + temp	S_Pacific	(28.05,28.1]	0.9776313	0.9770594	0.9787441
sal + temp	S_Pacific	(28.1, Inf]	0.4321538	0.4122821	0.4514508
silicate + phosphate	Indian	(-Inf,26]	0.8993546	0.8950387	0.9040419
silicate + phosphate	Indian	(26,26.5]	0.9292439	0.9277256	0.9314591
silicate + phosphate	Indian	(26.5,26.75]	0.9573701	0.9533214	0.9610869
silicate + phosphate	Indian	(26.75,27]	0.9723229	0.9713845	0.9736147
silicate + phosphate	Indian	(27,27.25]	0.9855217	0.9847760	0.9867866
silicate + phosphate	Indian	(27.25,27.5]	0.9908036	0.9904764	0.9910952
silicate + phosphate	Indian	(27.5,27.75]	0.9880209	0.9875817	0.9883774
silicate + phosphate	Indian	(27.75,27.85]	0.9921416	0.9912607	0.9931431
silicate + phosphate	Indian	(27.85,27.95]	0.9898086	0.9894634	0.9900752
silicate + phosphate	Indian	(27.95,28.05]	0.9898960	0.9893551	0.9906843
silicate + phosphate	Indian	(28.05,28.1]	0.9898037	0.9881397	0.9917164
silicate + phosphate	Indian	(28.1, Inf]	0.7730160	0.7706433	0.7759432
silicate + phosphate	N_Atlantic	(-Inf,26]	0.4298443	0.4057409	0.4422274
silicate + phosphate	N_Atlantic	(26,26.5]	0.6474794	0.6130221	0.6904440
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6204399	0.5740246	0.6511912
silicate + phosphate	N_Atlantic	(26.75,27]	0.8823139	0.8657048	0.8931421
silicate + phosphate	N_Atlantic	(27,27.25]	0.9728347	0.9713975	0.9748963
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9870728	0.9869908	0.9871282
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9908679	0.9903570	0.9913175
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9917852	0.9908679	0.9927678
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9630409	0.9585428	0.9697356
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.8289706	0.8019702	0.8540939
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.8000115	0.7827667	0.8202503
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.8482768	0.8300666	0.8620112
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9914447	0.9909001	0.9917367
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9915385	0.9906261	0.9925939
silicate + phosphate	N_Pacific	(-Inf,26]	0.9589385	0.9574612	0.9598145
silicate + phosphate	N_Pacific	(26,26.5]	0.7605554	0.7476301	0.7719217
silicate + phosphate	N_Pacific	(26.5,26.75]	0.4848950	0.4773710	0.4967560
silicate + phosphate	N_Pacific	(26.75,27]	0.6331148	0.6169099	0.6510776
silicate + phosphate	N_Pacific	(27,27.25]	0.6694988	0.6456915	0.6973907
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7503249	0.7445576	0.7544986
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7739405	0.7488746	0.7904453
silicate + phosphate	N_Pacific	(27.75,27.85]	0.7904157	0.7797675	0.8057617
silicate + phosphate	N_Pacific	(27.85,27.95]	0.7592163	0.7149107	0.7880484
silicate + phosphate	N_Pacific	(27.95,28.05]	0.7051065	0.7041701	0.7063651
silicate + phosphate	N_Pacific	(28.05,28.1]	0.6757943	0.6510194	0.6921753
silicate + phosphate	N_Pacific	(28.1, Inf]	0.7401517	0.7307651	0.7562074
silicate + phosphate	S_Atlantic	(-Inf,26]	0.9703307	0.9566955	0.9785731
silicate + phosphate	S_Atlantic	(26,26.5]	0.9577598	0.9556107	0.9598389
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9200584	0.9116895	0.9282640
silicate + phosphate	S_Atlantic	(26.75,27]	0.8897274	0.8804697	0.8954495
silicate + phosphate	S_Atlantic	(27,27.25]	0.8225510	0.8072218	0.8308402
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.6501059	0.6400257	0.6592878
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.4863133	0.4319469	0.5214058
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.5944044	0.5871781	0.5998955
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9521534	0.9491670	0.9565739
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9708062	0.9691987	0.9731001
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9747698	0.9669661	0.9796315
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9640801	0.9600471	0.9696505
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9526051	0.9509671	0.9547010
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.7489992	0.7391225	0.7580695
silicate + phosphate	S_Pacific	(-Inf,26]	0.8705332	0.8650647	0.8737492
silicate + phosphate	S_Pacific	(26,26.5]	0.9517153	0.9479262	0.9586582
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9591408	0.9580451	0.9609161
silicate + phosphate	S_Pacific	(26.75,27]	0.9706610	0.9691840	0.9720074
silicate + phosphate	S_Pacific	(27,27.25]	0.9862230	0.9855158	0.9868484
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9890483	0.9879919	0.9896455
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9878282	0.9871547	0.9883450
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9917196	0.9904018	0.9925306
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9911582	0.9905018	0.9916739
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9929016	0.9925971	0.9930895
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9957765	0.9955611	0.9960962
silicate + phosphate	S_Pacific	(28.1, Inf]	0.8887337	0.8883552	0.8889834
silicate + phosphate_star	Indian	(-Inf,26]	0.9417425	0.9398457	0.9430374
silicate + phosphate_star	Indian	(26,26.5]	0.8170929	0.8150229	0.8200883
silicate + phosphate_star	Indian	(26.5,26.75]	0.7213300	0.6979724	0.7507889
silicate + phosphate_star	Indian	(26.75,27]	0.5443085	0.5277351	0.5684410
silicate + phosphate_star	Indian	(27,27.25]	0.3437632	0.3335305	0.3490065
silicate + phosphate_star	Indian	(27.25,27.5]	-0.2450463	-0.2899598	-0.2034752
silicate + phosphate_star	Indian	(27.5,27.75]	-0.5254826	-0.5449416	-0.5107927
silicate + phosphate_star	Indian	(27.75,27.85]	-0.8021792	-0.8041534	-0.7995776
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6608203	-0.6869422	-0.6409985
silicate + phosphate_star	Indian	(27.95,28.05]	-0.5669486	-0.5939198	-0.5524463
silicate + phosphate_star	Indian	(28.05,28.1]	-0.5878055	-0.6301522	-0.5626819
silicate + phosphate_star	Indian	(28.1, Inf]	0.1697393	0.1265212	0.2110774
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.5843614	0.5194958	0.6439641
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.5353182	0.5266842	0.5524974
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.3017610	0.2218723	0.3875781
silicate + phosphate_star	N_Atlantic	(26.75,27]	0.5346406	0.4550310	0.5979841
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.6199176	0.5789992	0.6598887
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.6407473	0.6107129	0.6576082
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.5415455	0.5285107	0.5529076
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9645176	0.9626242	0.9669543
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9522772	0.9288603	0.9667815
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9174132	0.9044254	0.9307529
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.7940457	0.7761589	0.8095326
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.8116111	0.7977287	0.8287047
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9811619	0.9794056	0.9833469
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9757326	0.9724322	0.9778039
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.8029491	0.8012614	0.8058217
silicate + phosphate_star	N_Pacific	(26,26.5]	0.5047221	0.5033761	0.5067353
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.4950428	0.4684751	0.5144818
silicate + phosphate_star	N_Pacific	(26.75,27]	0.6161390	0.5771800	0.6420951
silicate + phosphate_star	N_Pacific	(27,27.25]	0.7402885	0.7298227	0.7575751
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8033180	0.7990637	0.8065086
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7213944	0.6911756	0.7590733
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.5801398	0.5395974	0.6561839
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.3548399	0.3021161	0.4144102
silicate + phosphate_star	N_Pacific	(27.95,28.05]	-0.4041938	-0.4362839	-0.3588825
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5351141	-0.5631354	-0.4841466
silicate + phosphate_star	N_Pacific	(28.1, Inf]	-0.2222376	-0.2847041	-0.1864700
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.9065856	0.8577766	0.9394030
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.8138551	0.7917131	0.8282116
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5346876	0.5206903	0.5421569
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.2122349	0.1830760	0.2490315
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.0825599	0.0592441	0.1017239
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.3180262	-0.3459979	-0.2833241
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.0216066	-0.0491640	0.0168330
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.5916360	0.5524663	0.6410701
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8682099	0.8647403	0.8720234
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.7202059	0.7070140	0.7277794
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.7631058	0.6966654	0.8085311
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.7887677	0.7681359	0.8211895
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.8314673	0.8220130	0.8455650
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.6396812	0.6303445	0.6456271
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.8144001	0.8085776	0.8229472
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7852658	0.7788498	0.7941957
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7113100	0.6917091	0.7243473
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7484151	0.7325652	0.7663017
silicate + phosphate_star	S_Pacific	(27,27.25]	0.6916981	0.6584251	0.7271379
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.3574134	0.2887149	0.4059524
silicate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2464249	-0.3164491	-0.1943728
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.7567738	-0.7667728	-0.7459525
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5826365	-0.6022499	-0.5652097
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4328280	-0.4600391	-0.4016984
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2672883	-0.3231573	-0.2134281
silicate + phosphate_star	S_Pacific	(28.1, Inf]	0.5072546	0.4844497	0.5203431
temp + aou	Indian	(-Inf,26]	-0.5029866	-0.5146450	-0.4902885
temp + aou	Indian	(26,26.5]	-0.2738427	-0.3012449	-0.2545606
temp + aou	Indian	(26.5,26.75]	-0.1987882	-0.2400217	-0.1683152
temp + aou	Indian	(26.75,27]	-0.0904332	-0.1224612	-0.0604038
temp + aou	Indian	(27,27.25]	0.0837439	0.0700357	0.1098547
temp + aou	Indian	(27.25,27.5]	0.5741818	0.5445541	0.6070010
temp + aou	Indian	(27.5,27.75]	0.7431927	0.7354444	0.7533528
temp + aou	Indian	(27.75,27.85]	0.9302149	0.9269559	0.9334636
temp + aou	Indian	(27.85,27.95]	0.9271617	0.9253354	0.9290322
temp + aou	Indian	(27.95,28.05]	0.9034845	0.8969399	0.9129803
temp + aou	Indian	(28.05,28.1]	0.9154194	0.9093014	0.9268683
temp + aou	Indian	(28.1, Inf]	0.8619874	0.8550294	0.8725654
temp + aou	N_Atlantic	(-Inf,26]	-0.6799255	-0.7057521	-0.6519727
temp + aou	N_Atlantic	(26,26.5]	-0.5370485	-0.5539399	-0.5237439
temp + aou	N_Atlantic	(26.5,26.75]	0.1653184	0.1207066	0.2214502
temp + aou	N_Atlantic	(26.75,27]	0.2536055	0.2202908	0.3138192
temp + aou	N_Atlantic	(27,27.25]	0.2496805	0.1866606	0.3007703
temp + aou	N_Atlantic	(27.25,27.5]	0.2609766	0.2405084	0.2969051
temp + aou	N_Atlantic	(27.5,27.75]	0.5929444	0.5825115	0.6073985
temp + aou	N_Atlantic	(27.75,27.85]	0.6327366	0.5974221	0.6819084
temp + aou	N_Atlantic	(27.85,27.95]	0.7063643	0.6045521	0.7699439
temp + aou	N_Atlantic	(27.95,28.05]	0.7657618	0.7636468	0.7692305
temp + aou	N_Atlantic	(28.05,28.1]	0.4892156	0.4547293	0.5225742
temp + aou	N_Atlantic	(28.1,28.15]	0.1081101	0.0714667	0.1632401
temp + aou	N_Atlantic	(28.15,28.2]	-0.7346827	-0.7648115	-0.7017692
temp + aou	N_Atlantic	(28.2, Inf]	-0.3261042	-0.5837177	-0.0061704
temp + aou	N_Pacific	(-Inf,26]	-0.4815531	-0.4842062	-0.4797233
temp + aou	N_Pacific	(26,26.5]	0.2741767	0.2575371	0.2887918
temp + aou	N_Pacific	(26.5,26.75]	0.6574242	0.6551862	0.6594820
temp + aou	N_Pacific	(26.75,27]	0.6604792	0.6537644	0.6644630
temp + aou	N_Pacific	(27,27.25]	-0.0128384	-0.0151557	-0.0101914
temp + aou	N_Pacific	(27.25,27.5]	-0.4919853	-0.5511400	-0.4067449
temp + aou	N_Pacific	(27.5,27.75]	-0.3121625	-0.3539506	-0.2791364
temp + aou	N_Pacific	(27.75,27.85]	0.0994636	0.0263712	0.1751531
temp + aou	N_Pacific	(27.85,27.95]	0.3994541	0.3272844	0.4410056
temp + aou	N_Pacific	(27.95,28.05]	0.1165090	0.0957145	0.1445478
temp + aou	N_Pacific	(28.05,28.1]	0.3074735	0.2798790	0.3454375
temp + aou	N_Pacific	(28.1, Inf]	0.9170832	0.9136708	0.9234343
temp + aou	S_Atlantic	(-Inf,26]	-0.8214762	-0.9699569	-0.5891670
temp + aou	S_Atlantic	(26,26.5]	-0.3559153	-0.3999483	-0.3171116
temp + aou	S_Atlantic	(26.5,26.75]	0.3061945	0.2533055	0.3624955
temp + aou	S_Atlantic	(26.75,27]	0.5177546	0.4719969	0.5497445
temp + aou	S_Atlantic	(27,27.25]	0.6024448	0.5817234	0.6331355
temp + aou	S_Atlantic	(27.25,27.5]	0.8179322	0.8090113	0.8236656
temp + aou	S_Atlantic	(27.5,27.75]	0.8558472	0.8512332	0.8607498
temp + aou	S_Atlantic	(27.75,27.85]	0.9440992	0.9414487	0.9459774
temp + aou	S_Atlantic	(27.85,27.95]	0.8104680	0.7727816	0.8326531
temp + aou	S_Atlantic	(27.95,28.05]	0.6415719	0.6350150	0.6465305
temp + aou	S_Atlantic	(28.05,28.1]	0.3181863	0.2256604	0.4235737
temp + aou	S_Atlantic	(28.1,28.15]	-0.1173640	-0.2248218	-0.0358263
temp + aou	S_Atlantic	(28.15,28.2]	-0.5303918	-0.5863955	-0.4947720
temp + aou	S_Atlantic	(28.2, Inf]	-0.5241925	-0.5587680	-0.4855687
temp + aou	S_Pacific	(-Inf,26]	-0.3301210	-0.3593045	-0.3127174
temp + aou	S_Pacific	(26,26.5]	-0.3350120	-0.3660299	-0.3159376
temp + aou	S_Pacific	(26.5,26.75]	-0.2498148	-0.2622049	-0.2275739
temp + aou	S_Pacific	(26.75,27]	-0.3711232	-0.4104605	-0.3438436
temp + aou	S_Pacific	(27,27.25]	-0.3473354	-0.3988046	-0.3048642
temp + aou	S_Pacific	(27.25,27.5]	0.0249226	-0.0203708	0.0918150
temp + aou	S_Pacific	(27.5,27.75]	0.4903572	0.4586259	0.5347510
temp + aou	S_Pacific	(27.75,27.85]	0.8535738	0.8480579	0.8584765
temp + aou	S_Pacific	(27.85,27.95]	0.8277858	0.8258231	0.8316695
temp + aou	S_Pacific	(27.95,28.05]	0.8337382	0.8308181	0.8380714
temp + aou	S_Pacific	(28.05,28.1]	0.8743686	0.8626412	0.8849837
temp + aou	S_Pacific	(28.1, Inf]	0.8535356	0.8446704	0.8585850
temp + nitrate	Indian	(-Inf,26]	-0.5471925	-0.5597575	-0.5297328
temp + nitrate	Indian	(26,26.5]	-0.3953705	-0.4163747	-0.3765638
temp + nitrate	Indian	(26.5,26.75]	-0.3369193	-0.3663916	-0.3177289
temp + nitrate	Indian	(26.75,27]	-0.3097289	-0.3382286	-0.2826909
temp + nitrate	Indian	(27,27.25]	-0.2031380	-0.2350577	-0.1738057
temp + nitrate	Indian	(27.25,27.5]	0.3320941	0.3018455	0.3597777
temp + nitrate	Indian	(27.5,27.75]	0.5452730	0.5385174	0.5572417
temp + nitrate	Indian	(27.75,27.85]	0.8776698	0.8732575	0.8806804
temp + nitrate	Indian	(27.85,27.95]	0.8637987	0.8579579	0.8719868
temp + nitrate	Indian	(27.95,28.05]	0.7931041	0.7797834	0.8138206
temp + nitrate	Indian	(28.05,28.1]	0.8166077	0.7965589	0.8476728
temp + nitrate	Indian	(28.1, Inf]	0.7185884	0.6956797	0.7501529
temp + nitrate	N_Atlantic	(-Inf,26]	-0.7967487	-0.8152236	-0.7801171
temp + nitrate	N_Atlantic	(26,26.5]	-0.6396425	-0.6486470	-0.6261847
temp + nitrate	N_Atlantic	(26.5,26.75]	0.2082528	0.1574606	0.2673748
temp + nitrate	N_Atlantic	(26.75,27]	0.2831336	0.2495670	0.3496097
temp + nitrate	N_Atlantic	(27,27.25]	0.2626994	0.2008060	0.3156148
temp + nitrate	N_Atlantic	(27.25,27.5]	0.2128817	0.1876026	0.2472391
temp + nitrate	N_Atlantic	(27.5,27.75]	0.6072672	0.5976433	0.6225694
temp + nitrate	N_Atlantic	(27.75,27.85]	0.6330124	0.5919392	0.6872021
temp + nitrate	N_Atlantic	(27.85,27.95]	0.6492015	0.5160104	0.7228574
temp + nitrate	N_Atlantic	(27.95,28.05]	0.6784894	0.6632709	0.6904002
temp + nitrate	N_Atlantic	(28.05,28.1]	0.6229274	0.6149288	0.6369855
temp + nitrate	N_Atlantic	(28.1,28.15]	0.1755787	0.0898686	0.2520964
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.7601378	-0.8263859	-0.6868423
temp + nitrate	N_Atlantic	(28.2, Inf]	0.0591678	-0.2840538	0.4465363
temp + nitrate	N_Pacific	(-Inf,26]	-0.6290290	-0.6306985	-0.6258193
temp + nitrate	N_Pacific	(26,26.5]	0.0244452	0.0145408	0.0391448
temp + nitrate	N_Pacific	(26.5,26.75]	-0.0104302	-0.0287108	0.0126629
temp + nitrate	N_Pacific	(26.75,27]	-0.0683657	-0.0945085	-0.0455146
temp + nitrate	N_Pacific	(27,27.25]	-0.5135114	-0.5345365	-0.4875366
temp + nitrate	N_Pacific	(27.25,27.5]	-0.5738552	-0.6085517	-0.5074661
temp + nitrate	N_Pacific	(27.5,27.75]	-0.4891274	-0.5461391	-0.4544615
temp + nitrate	N_Pacific	(27.75,27.85]	0.2112663	0.1499546	0.2890731
temp + nitrate	N_Pacific	(27.85,27.95]	0.4186931	0.2981287	0.4919424
temp + nitrate	N_Pacific	(27.95,28.05]	-0.0009695	-0.0269659	0.0401677
temp + nitrate	N_Pacific	(28.05,28.1]	0.2400852	0.2124342	0.2678736
temp + nitrate	N_Pacific	(28.1, Inf]	0.8969878	0.8926858	0.9051018
temp + nitrate	S_Atlantic	(-Inf,26]	-0.8467604	-0.9673144	-0.6345889
temp + nitrate	S_Atlantic	(26,26.5]	-0.5738314	-0.6055427	-0.5405767
temp + nitrate	S_Atlantic	(26.5,26.75]	0.1225151	0.0687827	0.1793428
temp + nitrate	S_Atlantic	(26.75,27]	0.3922761	0.3477708	0.4172930
temp + nitrate	S_Atlantic	(27,27.25]	0.4347981	0.4164202	0.4585655
temp + nitrate	S_Atlantic	(27.25,27.5]	0.6248535	0.6105597	0.6339090
temp + nitrate	S_Atlantic	(27.5,27.75]	0.6851133	0.6782762	0.6902217
temp + nitrate	S_Atlantic	(27.75,27.85]	0.4245464	0.3752697	0.4770421
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.7990785	-0.8075462	-0.7854949
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.7445218	-0.7570732	-0.7304279
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.8594182	-0.8823729	-0.8254852
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.8942830	-0.9024068	-0.8900117
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.9265287	-0.9318770	-0.9221664
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.8777462	-0.8840839	-0.8692281
temp + nitrate	S_Pacific	(-Inf,26]	-0.4037852	-0.4302437	-0.3860412
temp + nitrate	S_Pacific	(26,26.5]	-0.4371808	-0.4774060	-0.4123570
temp + nitrate	S_Pacific	(26.5,26.75]	-0.3340112	-0.3522700	-0.3237514
temp + nitrate	S_Pacific	(26.75,27]	-0.5072805	-0.5382899	-0.4878615
temp + nitrate	S_Pacific	(27,27.25]	-0.5362733	-0.5711848	-0.5089362
temp + nitrate	S_Pacific	(27.25,27.5]	-0.1811462	-0.2355557	-0.1086202
temp + nitrate	S_Pacific	(27.5,27.75]	0.3512819	0.3155864	0.4029178
temp + nitrate	S_Pacific	(27.75,27.85]	0.8244921	0.8174936	0.8292252
temp + nitrate	S_Pacific	(27.85,27.95]	0.7936057	0.7914129	0.7979078
temp + nitrate	S_Pacific	(27.95,28.05]	0.7639848	0.7604407	0.7700211
temp + nitrate	S_Pacific	(28.05,28.1]	0.8236667	0.8102695	0.8356553
temp + nitrate	S_Pacific	(28.1, Inf]	0.8207811	0.8082006	0.8282384
temp + phosphate	Indian	(-Inf,26]	-0.5489837	-0.5620673	-0.5361667
temp + phosphate	Indian	(26,26.5]	-0.3654982	-0.3902194	-0.3511152
temp + phosphate	Indian	(26.5,26.75]	-0.3035908	-0.3439883	-0.2773939
temp + phosphate	Indian	(26.75,27]	-0.2465102	-0.2780951	-0.2199188
temp + phosphate	Indian	(27,27.25]	-0.1436777	-0.1709411	-0.1134740
temp + phosphate	Indian	(27.25,27.5]	0.3656809	0.3345795	0.3941927
temp + phosphate	Indian	(27.5,27.75]	0.5698440	0.5617358	0.5810552
temp + phosphate	Indian	(27.75,27.85]	0.8702881	0.8662619	0.8736506
temp + phosphate	Indian	(27.85,27.95]	0.8594560	0.8529507	0.8694635
temp + phosphate	Indian	(27.95,28.05]	0.7863994	0.7742651	0.8045331
temp + phosphate	Indian	(28.05,28.1]	0.8167091	0.7970855	0.8470496
temp + phosphate	Indian	(28.1, Inf]	0.6998468	0.6754868	0.7307726
temp + phosphate	N_Atlantic	(-Inf,26]	-0.7736737	-0.7970712	-0.7380031
temp + phosphate	N_Atlantic	(26,26.5]	-0.6411519	-0.6520305	-0.6304903
temp + phosphate	N_Atlantic	(26.5,26.75]	0.1279289	0.0825241	0.1823950
temp + phosphate	N_Atlantic	(26.75,27]	0.2086736	0.1759182	0.2714608
temp + phosphate	N_Atlantic	(27,27.25]	0.1829592	0.1163670	0.2378612
temp + phosphate	N_Atlantic	(27.25,27.5]	0.1433192	0.1214002	0.1746354
temp + phosphate	N_Atlantic	(27.5,27.75]	0.5444291	0.5358803	0.5598978
temp + phosphate	N_Atlantic	(27.75,27.85]	0.6122537	0.5697849	0.6684632
temp + phosphate	N_Atlantic	(27.85,27.95]	0.6322061	0.5024099	0.7044193
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6547545	0.6398980	0.6661099
temp + phosphate	N_Atlantic	(28.05,28.1]	0.6034577	0.5958601	0.6163732
temp + phosphate	N_Atlantic	(28.1,28.15]	0.1224298	0.0270906	0.2057315
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.7671487	-0.8325369	-0.6949236
temp + phosphate	N_Atlantic	(28.2, Inf]	0.0709005	-0.2697068	0.4503307
temp + phosphate	N_Pacific	(-Inf,26]	-0.6097009	-0.6108304	-0.6088288
temp + phosphate	N_Pacific	(26,26.5]	0.1375644	0.1210813	0.1487757
temp + phosphate	N_Pacific	(26.5,26.75]	0.5160199	0.5115472	0.5213189
temp + phosphate	N_Pacific	(26.75,27]	0.3611512	0.3511681	0.3666155
temp + phosphate	N_Pacific	(27,27.25]	-0.1732431	-0.1932356	-0.1371694
temp + phosphate	N_Pacific	(27.25,27.5]	-0.3508938	-0.4328995	-0.2263078
temp + phosphate	N_Pacific	(27.5,27.75]	-0.2588233	-0.3200692	-0.2088915
temp + phosphate	N_Pacific	(27.75,27.85]	0.2470754	0.1793179	0.3274751
temp + phosphate	N_Pacific	(27.85,27.95]	0.4162515	0.3295386	0.4728606
temp + phosphate	N_Pacific	(27.95,28.05]	0.0782939	0.0596311	0.1090650
temp + phosphate	N_Pacific	(28.05,28.1]	0.2945316	0.2635144	0.3305118
temp + phosphate	N_Pacific	(28.1, Inf]	0.9113513	0.9077190	0.9183185
temp + phosphate	S_Atlantic	(-Inf,26]	-0.8218747	-0.9886226	-0.5723498
temp + phosphate	S_Atlantic	(26,26.5]	-0.5582582	-0.5864788	-0.5290652
temp + phosphate	S_Atlantic	(26.5,26.75]	0.0862944	0.0322424	0.1485159
temp + phosphate	S_Atlantic	(26.75,27]	0.3480166	0.2946932	0.3781739
temp + phosphate	S_Atlantic	(27,27.25]	0.4045839	0.3855229	0.4336088
temp + phosphate	S_Atlantic	(27.25,27.5]	0.5973349	0.5805428	0.6069105
temp + phosphate	S_Atlantic	(27.5,27.75]	0.6545679	0.6477529	0.6611357
temp + phosphate	S_Atlantic	(27.75,27.85]	0.1573193	0.0866725	0.2315744
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.8171854	-0.8222067	-0.8076255
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.7680035	-0.7781092	-0.7572306
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8626573	-0.8849802	-0.8287702
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.8905070	-0.8993272	-0.8860474
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9223401	-0.9285259	-0.9175864
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.8089316	-0.8210311	-0.7926920
temp + phosphate	S_Pacific	(-Inf,26]	-0.3547889	-0.3863509	-0.3278981
temp + phosphate	S_Pacific	(26,26.5]	-0.4456127	-0.4762866	-0.4239104
temp + phosphate	S_Pacific	(26.5,26.75]	-0.3612366	-0.3729625	-0.3458742
temp + phosphate	S_Pacific	(26.75,27]	-0.4858710	-0.5182835	-0.4625341
temp + phosphate	S_Pacific	(27,27.25]	-0.5026171	-0.5419425	-0.4700474
temp + phosphate	S_Pacific	(27.25,27.5]	-0.1551730	-0.2073452	-0.0852422
temp + phosphate	S_Pacific	(27.5,27.75]	0.3680821	0.3360062	0.4162243
temp + phosphate	S_Pacific	(27.75,27.85]	0.8125229	0.8062864	0.8161831
temp + phosphate	S_Pacific	(27.85,27.95]	0.7927045	0.7904558	0.7969458
temp + phosphate	S_Pacific	(27.95,28.05]	0.7626579	0.7590371	0.7685400
temp + phosphate	S_Pacific	(28.05,28.1]	0.8274427	0.8144621	0.8392218
temp + phosphate	S_Pacific	(28.1, Inf]	0.8230233	0.8079415	0.8330291
temp + phosphate_star	Indian	(-Inf,26]	-0.7293000	-0.7323178	-0.7237471
temp + phosphate_star	Indian	(26,26.5]	-0.7334359	-0.7408942	-0.7212392
temp + phosphate_star	Indian	(26.5,26.75]	-0.7729770	-0.7835869	-0.7649311
temp + phosphate_star	Indian	(26.75,27]	-0.8639588	-0.8662758	-0.8607883
temp + phosphate_star	Indian	(27,27.25]	-0.9348175	-0.9407932	-0.9296113
temp + phosphate_star	Indian	(27.25,27.5]	-0.9733802	-0.9758427	-0.9719752
temp + phosphate_star	Indian	(27.5,27.75]	-0.9837610	-0.9844103	-0.9830919
temp + phosphate_star	Indian	(27.75,27.85]	-0.9675810	-0.9679301	-0.9670578
temp + phosphate_star	Indian	(27.85,27.95]	-0.9190359	-0.9266626	-0.9135875
temp + phosphate_star	Indian	(27.95,28.05]	-0.8807208	-0.8848137	-0.8777208
temp + phosphate_star	Indian	(28.05,28.1]	-0.8593655	-0.8638154	-0.8539215
temp + phosphate_star	Indian	(28.1, Inf]	-0.6828613	-0.6881088	-0.6779673
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.8024262	-0.8235426	-0.7683003
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8927424	-0.8966308	-0.8871735
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.6649334	-0.6950862	-0.6404806
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.5975334	-0.6165528	-0.5651729
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.5460263	-0.5736982	-0.5284551
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5813844	-0.5923054	-0.5744941
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3322515	-0.3521603	-0.3172786
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.3540672	0.2971200	0.4245895
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.3484349	0.1444887	0.4528639
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3990649	0.3729786	0.4186148
temp + phosphate_star	N_Atlantic	(28.05,28.1]	0.5448318	0.5371972	0.5523997
temp + phosphate_star	N_Atlantic	(28.1,28.15]	0.0055135	-0.1098643	0.1382385
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8025510	-0.8860753	-0.7112813
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.1404143	-0.1978966	0.5040589
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9217959	-0.9229424	-0.9205349
temp + phosphate_star	N_Pacific	(26,26.5]	-0.7576337	-0.7652591	-0.7505330
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.7415613	-0.7844215	-0.7108724
temp + phosphate_star	N_Pacific	(26.75,27]	-0.6678034	-0.7113467	-0.6438149
temp + phosphate_star	N_Pacific	(27,27.25]	-0.7839306	-0.8120206	-0.7282393
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.5458244	-0.6148840	-0.4302550
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.5048775	-0.5554006	-0.4666261
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.1420432	0.0868750	0.2231096
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.3788394	-0.4942303	-0.2593121
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.5174740	-0.5413529	-0.4944944
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.3237448	-0.3418736	-0.3140835
temp + phosphate_star	N_Pacific	(28.1, Inf]	-0.6020440	-0.6320422	-0.5808963
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.8750924	-0.9896607	-0.7002146
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8540825	-0.8571953	-0.8495844
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8170908	-0.8248867	-0.8071359
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9389999	-0.9417337	-0.9348002
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9907514	-0.9909715	-0.9905990
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9957801	-0.9961656	-0.9954473
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9807705	-0.9818165	-0.9801248
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9810831	-0.9817115	-0.9804543
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9767462	-0.9785907	-0.9749329
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9815194	-0.9834093	-0.9792869
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9828385	-0.9846608	-0.9802622
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9828552	-0.9837755	-0.9817903
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9885486	-0.9887178	-0.9882298
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9112395	-0.9126642	-0.9089216
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.6440474	-0.6523129	-0.6333409
temp + phosphate_star	S_Pacific	(26,26.5]	-0.8382544	-0.8447643	-0.8329333
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.8666961	-0.8734936	-0.8593079
temp + phosphate_star	S_Pacific	(26.75,27]	-0.8979357	-0.9026040	-0.8947594
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9432017	-0.9440834	-0.9426913
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9678093	-0.9691168	-0.9666015
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9779960	-0.9810287	-0.9752469
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.9680559	-0.9692600	-0.9674067
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.8992065	-0.9056676	-0.8915370
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.8190915	-0.8360005	-0.8023829
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.6610370	-0.6871619	-0.6368958
temp + phosphate_star	S_Pacific	(28.1, Inf]	-0.1253766	-0.1547511	-0.1097970
temp + silicate	Indian	(-Inf,26]	-0.5851972	-0.5952177	-0.5769544
temp + silicate	Indian	(26,26.5]	-0.4372341	-0.4496319	-0.4295253
temp + silicate	Indian	(26.5,26.75]	-0.3419804	-0.4038398	-0.2960804
temp + silicate	Indian	(26.75,27]	-0.2035385	-0.2339782	-0.1838913
temp + silicate	Indian	(27,27.25]	-0.0880656	-0.1086159	-0.0647337
temp + silicate	Indian	(27.25,27.5]	0.3777818	0.3460663	0.4071122
temp + silicate	Indian	(27.5,27.75]	0.5516912	0.5414023	0.5627655
temp + silicate	Indian	(27.75,27.85]	0.8858015	0.8818794	0.8912704
temp + silicate	Indian	(27.85,27.95]	0.8566760	0.8493508	0.8633005
temp + silicate	Indian	(27.95,28.05]	0.8210523	0.8119961	0.8342190
temp + silicate	Indian	(28.05,28.1]	0.8737568	0.8618173	0.8924716
temp + silicate	Indian	(28.1, Inf]	0.4237969	0.4034752	0.4432901
temp + silicate	N_Atlantic	(-Inf,26]	-0.6767768	-0.7112436	-0.6439322
temp + silicate	N_Atlantic	(26,26.5]	-0.5948369	-0.6157120	-0.5780756
temp + silicate	N_Atlantic	(26.5,26.75]	0.2890161	0.2420348	0.3193689
temp + silicate	N_Atlantic	(26.75,27]	0.2402461	0.2059944	0.3081009
temp + silicate	N_Atlantic	(27,27.25]	0.2577512	0.1802811	0.3255682
temp + silicate	N_Atlantic	(27.25,27.5]	0.2208349	0.2029384	0.2477364
temp + silicate	N_Atlantic	(27.5,27.75]	0.5850558	0.5784146	0.5956316
temp + silicate	N_Atlantic	(27.75,27.85]	0.5411785	0.4993051	0.6038225
temp + silicate	N_Atlantic	(27.85,27.95]	0.4898596	0.3842913	0.5457875
temp + silicate	N_Atlantic	(27.95,28.05]	0.2166233	0.1677531	0.2414817
temp + silicate	N_Atlantic	(28.05,28.1]	0.3112796	0.2939230	0.3398905
temp + silicate	N_Atlantic	(28.1,28.15]	-0.1499553	-0.2755811	-0.0673516
temp + silicate	N_Atlantic	(28.15,28.2]	-0.8065152	-0.8639313	-0.7425994
temp + silicate	N_Atlantic	(28.2, Inf]	-0.0492546	-0.3818616	0.3296100
temp + silicate	N_Pacific	(-Inf,26]	-0.6049982	-0.6093206	-0.5986523
temp + silicate	N_Pacific	(26,26.5]	-0.0790239	-0.0846688	-0.0718619
temp + silicate	N_Pacific	(26.5,26.75]	-0.1679959	-0.1807970	-0.1435827
temp + silicate	N_Pacific	(26.75,27]	-0.1980399	-0.2088905	-0.1870474
temp + silicate	N_Pacific	(27,27.25]	-0.6156575	-0.6446885	-0.5709267
temp + silicate	N_Pacific	(27.25,27.5]	-0.7488855	-0.7904109	-0.6661277
temp + silicate	N_Pacific	(27.5,27.75]	-0.6543042	-0.7188342	-0.6141643
temp + silicate	N_Pacific	(27.75,27.85]	-0.1109358	-0.1936167	-0.0285203
temp + silicate	N_Pacific	(27.85,27.95]	0.0141170	-0.1435247	0.0956847
temp + silicate	N_Pacific	(27.95,28.05]	-0.1575501	-0.1804768	-0.1337130
temp + silicate	N_Pacific	(28.05,28.1]	0.0816111	0.0349296	0.1514621
temp + silicate	N_Pacific	(28.1, Inf]	0.5586950	0.5355256	0.5992958
temp + silicate	S_Atlantic	(-Inf,26]	-0.8210001	-0.9410241	-0.5978804
temp + silicate	S_Atlantic	(26,26.5]	-0.6213030	-0.6369750	-0.5991151
temp + silicate	S_Atlantic	(26.5,26.75]	-0.1430964	-0.1695864	-0.1093643
temp + silicate	S_Atlantic	(26.75,27]	-0.0107969	-0.0605116	0.0249440
temp + silicate	S_Atlantic	(27,27.25]	-0.0392259	-0.0553799	-0.0171236
temp + silicate	S_Atlantic	(27.25,27.5]	0.2799339	0.2418605	0.3084073
temp + silicate	S_Atlantic	(27.5,27.75]	-0.0239522	-0.0589775	0.0029452
temp + silicate	S_Atlantic	(27.75,27.85]	-0.4784171	-0.5267204	-0.4392062
temp + silicate	S_Atlantic	(27.85,27.95]	-0.7798115	-0.7854175	-0.7743043
temp + silicate	S_Atlantic	(27.95,28.05]	-0.7253578	-0.7294409	-0.7184001
temp + silicate	S_Atlantic	(28.05,28.1]	-0.7628922	-0.8040377	-0.6977922
temp + silicate	S_Atlantic	(28.1,28.15]	-0.7559602	-0.7831045	-0.7397535
temp + silicate	S_Atlantic	(28.15,28.2]	-0.7788041	-0.7948957	-0.7668155
temp + silicate	S_Atlantic	(28.2, Inf]	-0.3096777	-0.3181966	-0.2940293
temp + silicate	S_Pacific	(-Inf,26]	-0.4529417	-0.4709979	-0.4376945
temp + silicate	S_Pacific	(26,26.5]	-0.4667983	-0.5010276	-0.4424921
temp + silicate	S_Pacific	(26.5,26.75]	-0.3440022	-0.3562425	-0.3301524
temp + silicate	S_Pacific	(26.75,27]	-0.4651189	-0.4934770	-0.4428893
temp + silicate	S_Pacific	(27,27.25]	-0.5023902	-0.5421710	-0.4666678
temp + silicate	S_Pacific	(27.25,27.5]	-0.1860118	-0.2372765	-0.1178102
temp + silicate	S_Pacific	(27.5,27.75]	0.3493758	0.3160185	0.3990431
temp + silicate	S_Pacific	(27.75,27.85]	0.8367441	0.8260347	0.8468441
temp + silicate	S_Pacific	(27.85,27.95]	0.8180691	0.8164387	0.8213017
temp + silicate	S_Pacific	(27.95,28.05]	0.8020667	0.8002426	0.8051752
temp + silicate	S_Pacific	(28.05,28.1]	0.8615160	0.8508724	0.8719879
temp + silicate	S_Pacific	(28.1, Inf]	0.6852403	0.6607288	0.7071281

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

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

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

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

Version	Author	Date
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Indian	(-Inf,26]	-0.4188684	-0.5836661	-0.2393419
aou	Indian	(26,26.5]	-0.7210591	-0.8284326	-0.5826151
aou	Indian	(26.5,26.75]	-0.8824679	-0.9263825	-0.8243229
aou	Indian	(26.75,27]	-0.9235316	-0.9517309	-0.8819311
aou	Indian	(27,27.25]	-0.8247056	-0.8929095	-0.7302358
aou	Indian	(27.25,27.5]	-0.6705415	-0.8568789	-0.3842560
aou	Indian	(27.5,27.75]	-0.2942148	-0.7541328	0.3808776
aou	Indian	(27.75,27.85]	-0.2498516	-0.8260573	0.6842574
aou	Indian	(27.85,27.95]	-0.4972092	-0.8119252	0.0378007
aou	Indian	(27.95,28.05]	-0.7969063	-0.8999343	-0.6321648
aou	Indian	(28.05,28.1]	-0.8790303	-0.9429539	-0.7786549
aou	Indian	(28.1, Inf]	-0.5086923	-0.6349026	-0.3474628
aou	N_Atlantic	(-Inf,26]	0.3783531	0.3463183	0.4196441
aou	N_Atlantic	(26,26.5]	0.0617442	-0.1512476	0.2496957
aou	N_Atlantic	(26.5,26.75]	0.0351975	-0.0776804	0.1942027
aou	N_Atlantic	(26.75,27]	-0.2521574	-0.3767727	-0.1130822
aou	N_Atlantic	(27,27.25]	-0.7092213	-0.7663765	-0.6388011
aou	N_Atlantic	(27.25,27.5]	-0.8456405	-0.8710593	-0.8179209
aou	N_Atlantic	(27.5,27.75]	-0.8710203	-0.8754745	-0.8678277
aou	N_Atlantic	(27.75,27.85]	-0.8971018	-0.9065278	-0.8893650
aou	N_Atlantic	(27.85,27.95]	-0.8846957	-0.8902348	-0.8765507
aou	N_Atlantic	(27.95,28.05]	-0.7710012	-0.7746983	-0.7683753
aou	N_Atlantic	(28.05,28.1]	-0.8039243	-0.8112022	-0.7981272
aou	N_Atlantic	(28.1,28.15]	-0.6468582	-0.7057716	-0.6122801
aou	N_Atlantic	(28.15,28.2]	-0.8984395	-0.9299982	-0.8658598
aou	N_Atlantic	(28.2, Inf]	-0.7689709	-0.8031305	-0.7412248
aou	N_Pacific	(-Inf,26]	0.1036776	-0.0358912	0.2304096
aou	N_Pacific	(26,26.5]	-0.2354294	-0.3678611	-0.0571552
aou	N_Pacific	(26.5,26.75]	-0.5639430	-0.6309881	-0.4666698
aou	N_Pacific	(26.75,27]	-0.7463893	-0.7660163	-0.7152986
aou	N_Pacific	(27,27.25]	-0.1952389	-0.2383493	-0.1533254
aou	N_Pacific	(27.25,27.5]	0.3182509	0.3000187	0.3395742
aou	N_Pacific	(27.5,27.75]	0.5844669	0.5630119	0.5990917
aou	N_Pacific	(27.75,27.85]	0.8150663	0.7990606	0.8245766
aou	N_Pacific	(27.85,27.95]	0.8420608	0.8265937	0.8530511
aou	N_Pacific	(27.95,28.05]	0.8704020	0.8657580	0.8770137
aou	N_Pacific	(28.05,28.1]	0.8460327	0.8412142	0.8535071
aou	N_Pacific	(28.1, Inf]	0.7525037	0.7421197	0.7657198
aou	S_Atlantic	(-Inf,26]	0.2728584	-0.6827118	0.8259314
aou	S_Atlantic	(26,26.5]	-0.2115829	-0.3267270	-0.1266000
aou	S_Atlantic	(26.5,26.75]	-0.0143477	-0.2739269	0.2919560
aou	S_Atlantic	(26.75,27]	0.0294412	-0.3033907	0.4246855
aou	S_Atlantic	(27,27.25]	-0.1166170	-0.4859036	0.3592306
aou	S_Atlantic	(27.25,27.5]	0.3842246	-0.0404574	0.8137073
aou	S_Atlantic	(27.5,27.75]	0.5403100	0.1525312	0.8823521
aou	S_Atlantic	(27.75,27.85]	0.6888757	0.5079560	0.8418095
aou	S_Atlantic	(27.85,27.95]	0.5765773	0.5232840	0.6046363
aou	S_Atlantic	(27.95,28.05]	0.2116046	0.0648612	0.3602917
aou	S_Atlantic	(28.05,28.1]	-0.0521807	-0.1156089	-0.0075974
aou	S_Atlantic	(28.1,28.15]	-0.4445420	-0.4587173	-0.4175896
aou	S_Atlantic	(28.15,28.2]	-0.7673046	-0.7816375	-0.7593083
aou	S_Atlantic	(28.2, Inf]	-0.7290181	-0.7387675	-0.7202793
aou	S_Pacific	(-Inf,26]	-0.3313743	-0.4394291	-0.2562089
aou	S_Pacific	(26,26.5]	-0.5415410	-0.6725983	-0.3778458
aou	S_Pacific	(26.5,26.75]	-0.7767749	-0.8473982	-0.6622292
aou	S_Pacific	(26.75,27]	-0.8893754	-0.9266021	-0.8425272
aou	S_Pacific	(27,27.25]	-0.8426945	-0.8976748	-0.7715194
aou	S_Pacific	(27.25,27.5]	-0.7807372	-0.8714063	-0.6432662
aou	S_Pacific	(27.5,27.75]	-0.5800205	-0.8500995	-0.1311619
aou	S_Pacific	(27.75,27.85]	-0.4463314	-0.8220411	0.1616851
aou	S_Pacific	(27.85,27.95]	-0.2773089	-0.6837556	0.2816265
aou	S_Pacific	(27.95,28.05]	-0.4520252	-0.6662642	-0.1298055
aou	S_Pacific	(28.05,28.1]	-0.2479137	-0.5809019	0.2258926
aou	S_Pacific	(28.1, Inf]	0.4776723	0.2745808	0.6659697
nitrate	Indian	(-Inf,26]	-0.3943846	-0.5496679	-0.2299607
nitrate	Indian	(26,26.5]	-0.6144965	-0.7341830	-0.4610009
nitrate	Indian	(26.5,26.75]	-0.8181885	-0.8502443	-0.7589824
nitrate	Indian	(26.75,27]	-0.9118178	-0.9315284	-0.8800434
nitrate	Indian	(27,27.25]	-0.9317478	-0.9666192	-0.8806772
nitrate	Indian	(27.25,27.5]	-0.8206657	-0.9515326	-0.6111806
nitrate	Indian	(27.5,27.75]	-0.4698738	-0.8655764	0.1415854
nitrate	Indian	(27.75,27.85]	-0.2533153	-0.8009548	0.6340918
nitrate	Indian	(27.85,27.95]	-0.4909401	-0.7842816	0.0015175
nitrate	Indian	(27.95,28.05]	-0.7629792	-0.8235501	-0.6672579
nitrate	Indian	(28.05,28.1]	-0.8617505	-0.8777978	-0.8364659
nitrate	Indian	(28.1, Inf]	-0.6599962	-0.7065833	-0.5872263
nitrate	N_Atlantic	(-Inf,26]	0.2589607	0.2186357	0.3109423
nitrate	N_Atlantic	(26,26.5]	-0.1107803	-0.3120289	0.0730424
nitrate	N_Atlantic	(26.5,26.75]	-0.1342069	-0.2513305	0.0289942
nitrate	N_Atlantic	(26.75,27]	-0.3592313	-0.4793997	-0.2251086
nitrate	N_Atlantic	(27,27.25]	-0.7617284	-0.8107291	-0.7018103
nitrate	N_Atlantic	(27.25,27.5]	-0.8594272	-0.8824250	-0.8339640
nitrate	N_Atlantic	(27.5,27.75]	-0.9090315	-0.9134219	-0.9063832
nitrate	N_Atlantic	(27.75,27.85]	-0.9369770	-0.9439259	-0.9313029
nitrate	N_Atlantic	(27.85,27.95]	-0.9445236	-0.9473910	-0.9403940
nitrate	N_Atlantic	(27.95,28.05]	-0.8718254	-0.8780636	-0.8615691
nitrate	N_Atlantic	(28.05,28.1]	-0.9570856	-0.9651411	-0.9493124
nitrate	N_Atlantic	(28.1,28.15]	-0.9334586	-0.9498987	-0.9214064
nitrate	N_Atlantic	(28.15,28.2]	-0.9700585	-0.9810551	-0.9587549
nitrate	N_Atlantic	(28.2, Inf]	-0.9682729	-0.9769350	-0.9600418
nitrate	N_Pacific	(-Inf,26]	0.1007676	-0.0405740	0.2347264
nitrate	N_Pacific	(26,26.5]	0.0594387	-0.0321690	0.1596782
nitrate	N_Pacific	(26.5,26.75]	-0.1856266	-0.2371526	-0.1143199
nitrate	N_Pacific	(26.75,27]	-0.1845413	-0.2421190	-0.1426971
nitrate	N_Pacific	(27,27.25]	0.4750926	0.4057586	0.5223215
nitrate	N_Pacific	(27.25,27.5]	0.6201653	0.5939787	0.6422287
nitrate	N_Pacific	(27.5,27.75]	0.6834259	0.6664656	0.7025069
nitrate	N_Pacific	(27.75,27.85]	0.8925638	0.8818053	0.8986813
nitrate	N_Pacific	(27.85,27.95]	0.9258057	0.9100557	0.9345254
nitrate	N_Pacific	(27.95,28.05]	0.7190424	0.7145997	0.7232931
nitrate	N_Pacific	(28.05,28.1]	0.6425432	0.6291083	0.6518686
nitrate	N_Pacific	(28.1, Inf]	0.7403861	0.7301690	0.7540535
nitrate	S_Atlantic	(-Inf,26]	0.2475795	-0.6844304	0.7854620
nitrate	S_Atlantic	(26,26.5]	-0.3332187	-0.4324476	-0.2635073
nitrate	S_Atlantic	(26.5,26.75]	-0.1775094	-0.4309672	0.1268263
nitrate	S_Atlantic	(26.75,27]	-0.0824199	-0.4123297	0.3107976
nitrate	S_Atlantic	(27,27.25]	-0.2778675	-0.6280425	0.1793744
nitrate	S_Atlantic	(27.25,27.5]	0.2114155	-0.2134277	0.6512450
nitrate	S_Atlantic	(27.5,27.75]	0.4065782	0.0084480	0.7723872
nitrate	S_Atlantic	(27.75,27.85]	0.0497499	-0.0981297	0.1623849
nitrate	S_Atlantic	(27.85,27.95]	-0.9001319	-0.9061889	-0.8940611
nitrate	S_Atlantic	(27.95,28.05]	-0.9308037	-0.9476935	-0.9064095
nitrate	S_Atlantic	(28.05,28.1]	-0.9735684	-0.9788545	-0.9706625
nitrate	S_Atlantic	(28.1,28.15]	-0.9862674	-0.9877054	-0.9845456
nitrate	S_Atlantic	(28.15,28.2]	-0.9954374	-0.9966738	-0.9932281
nitrate	S_Atlantic	(28.2, Inf]	-0.9509085	-0.9620750	-0.9387677
nitrate	S_Pacific	(-Inf,26]	-0.3035954	-0.4254262	-0.2169958
nitrate	S_Pacific	(26,26.5]	-0.5764594	-0.7111778	-0.4120768
nitrate	S_Pacific	(26.5,26.75]	-0.8159977	-0.8783813	-0.7252086
nitrate	S_Pacific	(26.75,27]	-0.9218491	-0.9438358	-0.8879927
nitrate	S_Pacific	(27,27.25]	-0.9208810	-0.9530277	-0.8763462
nitrate	S_Pacific	(27.25,27.5]	-0.8778618	-0.9464839	-0.7718500
nitrate	S_Pacific	(27.5,27.75]	-0.6493291	-0.8910043	-0.2389120
nitrate	S_Pacific	(27.75,27.85]	-0.4302681	-0.8029363	0.1737419
nitrate	S_Pacific	(27.85,27.95]	-0.2574795	-0.6582420	0.2938801
nitrate	S_Pacific	(27.95,28.05]	-0.3567698	-0.5776774	-0.0318106
nitrate	S_Pacific	(28.05,28.1]	-0.1624194	-0.4922644	0.3026888
nitrate	S_Pacific	(28.1, Inf]	0.4835648	0.3053280	0.6481770
phosphate	Indian	(-Inf,26]	-0.5038870	-0.6597548	-0.3380321
phosphate	Indian	(26,26.5]	-0.7940241	-0.8883135	-0.6683598
phosphate	Indian	(26.5,26.75]	-0.9277151	-0.9653232	-0.8764534
phosphate	Indian	(26.75,27]	-0.9681380	-0.9858582	-0.9416150
phosphate	Indian	(27,27.25]	-0.9261623	-0.9649164	-0.8707296
phosphate	Indian	(27.25,27.5]	-0.7987538	-0.9348635	-0.5848112
phosphate	Indian	(27.5,27.75]	-0.4306624	-0.8293723	0.1770735
phosphate	Indian	(27.75,27.85]	-0.2322355	-0.7750241	0.6419179
phosphate	Indian	(27.85,27.95]	-0.4691831	-0.7603903	0.0158525
phosphate	Indian	(27.95,28.05]	-0.7423693	-0.7988474	-0.6515144
phosphate	Indian	(28.05,28.1]	-0.8476296	-0.8619689	-0.8248675
phosphate	Indian	(28.1, Inf]	-0.7058775	-0.7581512	-0.6234462
phosphate	N_Atlantic	(-Inf,26]	0.3546769	0.3112857	0.4217325
phosphate	N_Atlantic	(26,26.5]	0.0408560	-0.1635637	0.2195105
phosphate	N_Atlantic	(26.5,26.75]	-0.0175130	-0.1270783	0.1376104
phosphate	N_Atlantic	(26.75,27]	-0.2903769	-0.4091735	-0.1575664
phosphate	N_Atlantic	(27,27.25]	-0.7101531	-0.7635412	-0.6438870
phosphate	N_Atlantic	(27.25,27.5]	-0.8223697	-0.8450701	-0.7974963
phosphate	N_Atlantic	(27.5,27.75]	-0.8810949	-0.8861646	-0.8781498
phosphate	N_Atlantic	(27.75,27.85]	-0.9326583	-0.9398225	-0.9268901
phosphate	N_Atlantic	(27.85,27.95]	-0.9456429	-0.9486262	-0.9416217
phosphate	N_Atlantic	(27.95,28.05]	-0.8934880	-0.8979334	-0.8887850
phosphate	N_Atlantic	(28.05,28.1]	-0.9568522	-0.9639975	-0.9498077
phosphate	N_Atlantic	(28.1,28.15]	-0.9313107	-0.9462686	-0.9205080
phosphate	N_Atlantic	(28.15,28.2]	-0.9686732	-0.9792132	-0.9576492
phosphate	N_Atlantic	(28.2, Inf]	-0.9695517	-0.9788516	-0.9622531
phosphate	N_Pacific	(-Inf,26]	0.1325096	-0.0062282	0.2606275
phosphate	N_Pacific	(26,26.5]	-0.3045621	-0.4393548	-0.1202719
phosphate	N_Pacific	(26.5,26.75]	-0.6368409	-0.6900506	-0.5507443
phosphate	N_Pacific	(26.75,27]	-0.7513433	-0.7690216	-0.7384744
phosphate	N_Pacific	(27,27.25]	-0.1468104	-0.2074961	-0.1037668
phosphate	N_Pacific	(27.25,27.5]	0.0703166	0.0277572	0.0979768
phosphate	N_Pacific	(27.5,27.75]	0.3919318	0.3852562	0.4045624
phosphate	N_Pacific	(27.75,27.85]	0.7787975	0.7596485	0.7971923
phosphate	N_Pacific	(27.85,27.95]	0.8509563	0.8252227	0.8662094
phosphate	N_Pacific	(27.95,28.05]	0.8085351	0.8041708	0.8150150
phosphate	N_Pacific	(28.05,28.1]	0.7772137	0.7677041	0.7861512
phosphate	N_Pacific	(28.1, Inf]	0.7417658	0.7315397	0.7563954
phosphate	S_Atlantic	(-Inf,26]	0.2640177	-0.7154845	0.8533351
phosphate	S_Atlantic	(26,26.5]	-0.3682382	-0.4625050	-0.2964049
phosphate	S_Atlantic	(26.5,26.75]	-0.2137665	-0.4689671	0.0946798
phosphate	S_Atlantic	(26.75,27]	-0.1292263	-0.4571358	0.2618513
phosphate	S_Atlantic	(27,27.25]	-0.2916745	-0.6401309	0.1635032
phosphate	S_Atlantic	(27.25,27.5]	0.1862846	-0.2411478	0.6274702
phosphate	S_Atlantic	(27.5,27.75]	0.3462356	-0.0625435	0.7270296
phosphate	S_Atlantic	(27.75,27.85]	-0.2694823	-0.3825247	-0.1824566
phosphate	S_Atlantic	(27.85,27.95]	-0.9306627	-0.9350675	-0.9283321
phosphate	S_Atlantic	(27.95,28.05]	-0.9462144	-0.9610339	-0.9276649
phosphate	S_Atlantic	(28.05,28.1]	-0.9783262	-0.9834872	-0.9751619
phosphate	S_Atlantic	(28.1,28.15]	-0.9883876	-0.9899497	-0.9858147
phosphate	S_Atlantic	(28.15,28.2]	-0.9959161	-0.9975246	-0.9930942
phosphate	S_Atlantic	(28.2, Inf]	-0.9722142	-0.9742996	-0.9687337
phosphate	S_Pacific	(-Inf,26]	-0.3182868	-0.4413574	-0.2253362
phosphate	S_Pacific	(26,26.5]	-0.5210560	-0.6557105	-0.3558799
phosphate	S_Pacific	(26.5,26.75]	-0.7877974	-0.8532439	-0.6785426
phosphate	S_Pacific	(26.75,27]	-0.9161919	-0.9436822	-0.8814272
phosphate	S_Pacific	(27,27.25]	-0.9042584	-0.9390728	-0.8563761
phosphate	S_Pacific	(27.25,27.5]	-0.8490277	-0.9194578	-0.7412293
phosphate	S_Pacific	(27.5,27.75]	-0.6117580	-0.8593964	-0.1958545
phosphate	S_Pacific	(27.75,27.85]	-0.4068168	-0.7829024	0.1993825
phosphate	S_Pacific	(27.85,27.95]	-0.2501336	-0.6520071	0.3015883
phosphate	S_Pacific	(27.95,28.05]	-0.3464719	-0.5690884	-0.0201658
phosphate	S_Pacific	(28.05,28.1]	-0.1597357	-0.4892997	0.3045757
phosphate	S_Pacific	(28.1, Inf]	0.4553300	0.2659089	0.6325190
phosphate_star	Indian	(-Inf,26]	-0.5626252	-0.6847794	-0.4468283
phosphate_star	Indian	(26,26.5]	-0.7592999	-0.7930965	-0.7082702
phosphate_star	Indian	(26.5,26.75]	-0.7676018	-0.7837313	-0.7587367
phosphate_star	Indian	(26.75,27]	-0.6978824	-0.7288830	-0.6815094
phosphate_star	Indian	(27,27.25]	-0.6623890	-0.7675832	-0.5887809
phosphate_star	Indian	(27.25,27.5]	-0.2521909	-0.5490620	-0.0502835
phosphate_star	Indian	(27.5,27.75]	-0.2315058	-0.8308426	0.2228264
phosphate_star	Indian	(27.75,27.85]	0.2597102	-0.6776050	0.8264101
phosphate_star	Indian	(27.85,27.95]	0.4662184	-0.0771267	0.7870807
phosphate_star	Indian	(27.95,28.05]	0.6517866	0.3838376	0.8320062
phosphate_star	Indian	(28.05,28.1]	0.6422720	0.3725521	0.8387845
phosphate_star	Indian	(28.1, Inf]	-0.3344276	-0.5902856	-0.0977728
phosphate_star	N_Atlantic	(-Inf,26]	-0.1278393	-0.1900771	-0.0960973
phosphate_star	N_Atlantic	(26,26.5]	0.0193314	-0.0288085	0.0584896
phosphate_star	N_Atlantic	(26.5,26.75]	0.0488173	0.0390793	0.0629495
phosphate_star	N_Atlantic	(26.75,27]	-0.0074868	-0.0119192	-0.0018112
phosphate_star	N_Atlantic	(27,27.25]	-0.1929459	-0.2081532	-0.1659827
phosphate_star	N_Atlantic	(27.25,27.5]	-0.2822905	-0.2930951	-0.2699155
phosphate_star	N_Atlantic	(27.5,27.75]	-0.2167854	-0.2295456	-0.1974738
phosphate_star	N_Atlantic	(27.75,27.85]	-0.8457755	-0.8533121	-0.8392367
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8945610	-0.9175369	-0.8648944
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8632784	-0.8693185	-0.8564373
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9658367	-0.9740346	-0.9578880
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9620595	-0.9711578	-0.9567545
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9859625	-0.9922855	-0.9794875
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9886877	-0.9924861	-0.9858263
phosphate_star	N_Pacific	(-Inf,26]	0.3779811	0.2783622	0.4758404
phosphate_star	N_Pacific	(26,26.5]	-0.0543771	-0.1051525	0.0142017
phosphate_star	N_Pacific	(26.5,26.75]	0.1026891	0.0670929	0.1727197
phosphate_star	N_Pacific	(26.75,27]	0.0940086	0.0543109	0.1623814
phosphate_star	N_Pacific	(27,27.25]	0.4743259	0.3987281	0.5134480
phosphate_star	N_Pacific	(27.25,27.5]	0.1146051	0.0681635	0.1485127
phosphate_star	N_Pacific	(27.5,27.75]	0.1052083	0.0902258	0.1322594
phosphate_star	N_Pacific	(27.75,27.85]	0.4681248	0.3842847	0.5648309
phosphate_star	N_Pacific	(27.85,27.95]	0.1970373	0.1330268	0.2744659
phosphate_star	N_Pacific	(27.95,28.05]	-0.3928885	-0.4192432	-0.3487473
phosphate_star	N_Pacific	(28.05,28.1]	-0.5063234	-0.5419383	-0.4580037
phosphate_star	N_Pacific	(28.1, Inf]	-0.3849096	-0.4280777	-0.3557462
phosphate_star	S_Atlantic	(-Inf,26]	0.2196642	-0.7372043	0.8485627
phosphate_star	S_Atlantic	(26,26.5]	-0.3308944	-0.3701740	-0.3053470
phosphate_star	S_Atlantic	(26.5,26.75]	-0.6517275	-0.6721530	-0.6128879
phosphate_star	S_Atlantic	(26.75,27]	-0.6880981	-0.7931186	-0.5847782
phosphate_star	S_Atlantic	(27,27.25]	-0.5705256	-0.8346354	-0.3332520
phosphate_star	S_Atlantic	(27.25,27.5]	-0.6244026	-0.9296241	-0.3043198
phosphate_star	S_Atlantic	(27.5,27.75]	-0.6674796	-0.9203760	-0.3551155
phosphate_star	S_Atlantic	(27.75,27.85]	-0.8158959	-0.9330664	-0.6774477
phosphate_star	S_Atlantic	(27.85,27.95]	-0.9030248	-0.9428819	-0.8561254
phosphate_star	S_Atlantic	(27.95,28.05]	-0.8081421	-0.8936340	-0.7112900
phosphate_star	S_Atlantic	(28.05,28.1]	-0.8780568	-0.9502029	-0.7813583
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9215678	-0.9636737	-0.8770787
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9608766	-0.9809370	-0.9419170
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9650582	-0.9849377	-0.9434087
phosphate_star	S_Pacific	(-Inf,26]	0.0346920	-0.1127171	0.1343162
phosphate_star	S_Pacific	(26,26.5]	-0.2163991	-0.3294897	-0.0886706
phosphate_star	S_Pacific	(26.5,26.75]	-0.5647705	-0.6029668	-0.4908049
phosphate_star	S_Pacific	(26.75,27]	-0.7796632	-0.7924398	-0.7550786
phosphate_star	S_Pacific	(27,27.25]	-0.8145937	-0.8407219	-0.7976627
phosphate_star	S_Pacific	(27.25,27.5]	-0.5794593	-0.6646516	-0.5147066
phosphate_star	S_Pacific	(27.5,27.75]	-0.0708875	-0.3969009	0.1298883
phosphate_star	S_Pacific	(27.75,27.85]	0.6463092	0.1953571	0.9031634
phosphate_star	S_Pacific	(27.85,27.95]	0.5761910	0.2215646	0.8126537
phosphate_star	S_Pacific	(27.95,28.05]	0.7729149	0.6394060	0.8524044
phosphate_star	S_Pacific	(28.05,28.1]	0.7382940	0.5611466	0.8444803
phosphate_star	S_Pacific	(28.1, Inf]	0.0892393	0.0229863	0.1680259
sal	Indian	(-Inf,26]	0.3808084	0.3533526	0.4233328
sal	Indian	(26,26.5]	0.2598481	0.1917956	0.3606502
sal	Indian	(26.5,26.75]	0.3228047	0.2583491	0.4092281
sal	Indian	(26.75,27]	0.4240139	0.3904097	0.4504137
sal	Indian	(27,27.25]	0.4492430	0.3732832	0.5696946
sal	Indian	(27.25,27.5]	-0.1412258	-0.3526210	0.1856904
sal	Indian	(27.5,27.75]	-0.0423844	-0.5272485	0.6342754
sal	Indian	(27.75,27.85]	-0.2774361	-0.8518668	0.6727544
sal	Indian	(27.85,27.95]	-0.4921467	-0.8285616	0.0720593
sal	Indian	(27.95,28.05]	-0.7254318	-0.8607031	-0.5120265
sal	Indian	(28.05,28.1]	-0.8231960	-0.9150308	-0.6840860
sal	Indian	(28.1, Inf]	-0.5031637	-0.7009475	-0.2568017
sal	N_Atlantic	(-Inf,26]	0.5561895	0.5344280	0.5699394
sal	N_Atlantic	(26,26.5]	0.2576214	0.1769096	0.3426688
sal	N_Atlantic	(26.5,26.75]	-0.5733689	-0.6042076	-0.5141322
sal	N_Atlantic	(26.75,27]	-0.7486766	-0.7610716	-0.7325662
sal	N_Atlantic	(27,27.25]	-0.7439050	-0.7516017	-0.7356076
sal	N_Atlantic	(27.25,27.5]	-0.5916787	-0.6010399	-0.5849428
sal	N_Atlantic	(27.5,27.75]	-0.8707258	-0.8774844	-0.8640630
sal	N_Atlantic	(27.75,27.85]	-0.8269703	-0.8604367	-0.7771964
sal	N_Atlantic	(27.85,27.95]	-0.7345481	-0.8472068	-0.5432619
sal	N_Atlantic	(27.95,28.05]	-0.8844841	-0.9117079	-0.8608753
sal	N_Atlantic	(28.05,28.1]	-0.8730335	-0.8950174	-0.8389910
sal	N_Atlantic	(28.1,28.15]	-0.5508862	-0.6713568	-0.3541990
sal	N_Atlantic	(28.15,28.2]	0.6537940	0.5131601	0.7964357
sal	N_Atlantic	(28.2, Inf]	0.5477185	0.3481567	0.7645113
sal	N_Pacific	(-Inf,26]	-0.6716176	-0.7114430	-0.6383997
sal	N_Pacific	(26,26.5]	-0.5001865	-0.5201225	-0.4655072
sal	N_Pacific	(26.5,26.75]	-0.6732445	-0.6990061	-0.6528207
sal	N_Pacific	(26.75,27]	-0.8276028	-0.8355242	-0.8233634
sal	N_Pacific	(27,27.25]	-0.9527360	-0.9558697	-0.9470501
sal	N_Pacific	(27.25,27.5]	-0.9459746	-0.9502459	-0.9389764
sal	N_Pacific	(27.5,27.75]	-0.7361442	-0.7876736	-0.6955289
sal	N_Pacific	(27.75,27.85]	0.0973329	-0.0057430	0.2329206
sal	N_Pacific	(27.85,27.95]	0.6011872	0.4748194	0.6690780
sal	N_Pacific	(27.95,28.05]	-0.3399915	-0.3610873	-0.3150124
sal	N_Pacific	(28.05,28.1]	0.4767937	0.4313777	0.5364442
sal	N_Pacific	(28.1, Inf]	-0.2390937	-0.2860703	-0.2041472
sal	S_Atlantic	(-Inf,26]	-0.1597440	-0.6692445	0.6635109
sal	S_Atlantic	(26,26.5]	-0.0516901	-0.0900340	-0.0167156
sal	S_Atlantic	(26.5,26.75]	0.3361436	0.2409937	0.4419200
sal	S_Atlantic	(26.75,27]	0.4381991	0.2745951	0.6466952
sal	S_Atlantic	(27,27.25]	0.3839664	0.0919450	0.7333003
sal	S_Atlantic	(27.25,27.5]	0.5562367	0.2053510	0.9094267
sal	S_Atlantic	(27.5,27.75]	0.6021270	0.2466100	0.9070206
sal	S_Atlantic	(27.75,27.85]	0.7700202	0.6122911	0.9065003
sal	S_Atlantic	(27.85,27.95]	0.8736488	0.8185708	0.9226268
sal	S_Atlantic	(27.95,28.05]	0.8879618	0.8124743	0.9497072
sal	S_Atlantic	(28.05,28.1]	0.9185850	0.8451782	0.9709412
sal	S_Atlantic	(28.1,28.15]	0.9374123	0.9003936	0.9711203
sal	S_Atlantic	(28.15,28.2]	0.9610477	0.9427370	0.9788950
sal	S_Atlantic	(28.2, Inf]	0.5630245	0.4919259	0.6338727
sal	S_Pacific	(-Inf,26]	-0.0904440	-0.1698322	0.0629655
sal	S_Pacific	(26,26.5]	-0.2928462	-0.3455686	-0.2458024
sal	S_Pacific	(26.5,26.75]	0.1131661	0.0457254	0.1596518
sal	S_Pacific	(26.75,27]	0.5331809	0.4998137	0.5534300
sal	S_Pacific	(27,27.25]	0.7998012	0.7788848	0.8300323
sal	S_Pacific	(27.25,27.5]	0.4037220	0.3703869	0.4648885
sal	S_Pacific	(27.5,27.75]	-0.3247616	-0.5834226	0.1088934
sal	S_Pacific	(27.75,27.85]	-0.6453250	-0.9472996	-0.1259231
sal	S_Pacific	(27.85,27.95]	-0.5328854	-0.8831864	-0.0177893
sal	S_Pacific	(27.95,28.05]	-0.6080961	-0.7982686	-0.3137434
sal	S_Pacific	(28.05,28.1]	-0.4523879	-0.7514405	-0.0165991
sal	S_Pacific	(28.1, Inf]	-0.0377184	-0.3212626	0.2563254
silicate	Indian	(-Inf,26]	-0.6783741	-0.7913473	-0.5615916
silicate	Indian	(26,26.5]	-0.8750140	-0.9373333	-0.7901889
silicate	Indian	(26.5,26.75]	-0.9569553	-0.9743734	-0.9284392
silicate	Indian	(26.75,27]	-0.9533350	-0.9678993	-0.9345734
silicate	Indian	(27,27.25]	-0.8865408	-0.9345355	-0.8185846
silicate	Indian	(27.25,27.5]	-0.7868303	-0.9292403	-0.5635018
silicate	Indian	(27.5,27.75]	-0.4611672	-0.8566749	0.1462790
silicate	Indian	(27.75,27.85]	-0.2904088	-0.8271750	0.5994863
silicate	Indian	(27.85,27.95]	-0.5076982	-0.8036347	-0.0173614
silicate	Indian	(27.95,28.05]	-0.7535625	-0.8209544	-0.6412372
silicate	Indian	(28.05,28.1]	-0.8632789	-0.8879431	-0.8188826
silicate	Indian	(28.1, Inf]	-0.7723605	-0.8599855	-0.6475214
silicate	N_Atlantic	(-Inf,26]	-0.5884544	-0.6192755	-0.5427521
silicate	N_Atlantic	(26,26.5]	-0.5911750	-0.7061567	-0.4641647
silicate	N_Atlantic	(26.5,26.75]	-0.6789564	-0.7819839	-0.5414622
silicate	N_Atlantic	(26.75,27]	-0.6163742	-0.7400541	-0.4900515
silicate	N_Atlantic	(27,27.25]	-0.8192995	-0.8687341	-0.7572996
silicate	N_Atlantic	(27.25,27.5]	-0.8762373	-0.8908640	-0.8599127
silicate	N_Atlantic	(27.5,27.75]	-0.9107869	-0.9140641	-0.9089764
silicate	N_Atlantic	(27.75,27.85]	-0.9164099	-0.9249459	-0.9072705
silicate	N_Atlantic	(27.85,27.95]	-0.9103942	-0.9237463	-0.9021714
silicate	N_Atlantic	(27.95,28.05]	-0.7454003	-0.7925243	-0.7009803
silicate	N_Atlantic	(28.05,28.1]	-0.7197092	-0.7494622	-0.7014311
silicate	N_Atlantic	(28.1,28.15]	-0.7106112	-0.7182143	-0.7035344
silicate	N_Atlantic	(28.15,28.2]	-0.9500686	-0.9656975	-0.9345763
silicate	N_Atlantic	(28.2, Inf]	-0.9346575	-0.9468478	-0.9227764
silicate	N_Pacific	(-Inf,26]	0.0691100	-0.0627786	0.1926391
silicate	N_Pacific	(26,26.5]	-0.5728512	-0.6724973	-0.4311994
silicate	N_Pacific	(26.5,26.75]	-0.4482186	-0.4760507	-0.4119358
silicate	N_Pacific	(26.75,27]	-0.2948546	-0.3230263	-0.2710979
silicate	N_Pacific	(27,27.25]	0.3463676	0.2687456	0.4045554
silicate	N_Pacific	(27.25,27.5]	0.5327007	0.5160347	0.5642136
silicate	N_Pacific	(27.5,27.75]	0.7310278	0.7145727	0.7501711
silicate	N_Pacific	(27.75,27.85]	0.9469484	0.9377782	0.9572178
silicate	N_Pacific	(27.85,27.95]	0.8965002	0.8889893	0.9039198
silicate	N_Pacific	(27.95,28.05]	0.9516620	0.9493623	0.9529598
silicate	N_Pacific	(28.05,28.1]	0.9341013	0.9202652	0.9413147
silicate	N_Pacific	(28.1, Inf]	0.9349937	0.9335989	0.9375436
silicate	S_Atlantic	(-Inf,26]	0.1542422	-0.7750590	0.7371032
silicate	S_Atlantic	(26,26.5]	-0.4418031	-0.5269124	-0.3879265
silicate	S_Atlantic	(26.5,26.75]	-0.4759044	-0.6788468	-0.2210717
silicate	S_Atlantic	(26.75,27]	-0.5007275	-0.7598742	-0.1779654
silicate	S_Atlantic	(27,27.25]	-0.7063529	-0.9291167	-0.3844874
silicate	S_Atlantic	(27.25,27.5]	-0.3589566	-0.7629736	0.1221443
silicate	S_Atlantic	(27.5,27.75]	-0.5494388	-0.8575204	-0.2217187
silicate	S_Atlantic	(27.75,27.85]	-0.8835818	-0.9444376	-0.8231074
silicate	S_Atlantic	(27.85,27.95]	-0.9671374	-0.9748634	-0.9578557
silicate	S_Atlantic	(27.95,28.05]	-0.9414998	-0.9609952	-0.9096759
silicate	S_Atlantic	(28.05,28.1]	-0.9579604	-0.9726404	-0.9403516
silicate	S_Atlantic	(28.1,28.15]	-0.9528872	-0.9726453	-0.9356910
silicate	S_Atlantic	(28.15,28.2]	-0.9436277	-0.9619152	-0.9259810
silicate	S_Atlantic	(28.2, Inf]	-0.7466646	-0.7836758	-0.7011253
silicate	S_Pacific	(-Inf,26]	-0.2690017	-0.4061052	-0.1794884
silicate	S_Pacific	(26,26.5]	-0.5743540	-0.6895071	-0.4316935
silicate	S_Pacific	(26.5,26.75]	-0.8671571	-0.9195859	-0.7804316
silicate	S_Pacific	(26.75,27]	-0.9218123	-0.9526557	-0.8843355
silicate	S_Pacific	(27,27.25]	-0.8760663	-0.9135995	-0.8233959
silicate	S_Pacific	(27.25,27.5]	-0.8480967	-0.9137435	-0.7475554
silicate	S_Pacific	(27.5,27.75]	-0.6339206	-0.8770034	-0.2212645
silicate	S_Pacific	(27.75,27.85]	-0.4462049	-0.8128691	0.1501621
silicate	S_Pacific	(27.85,27.95]	-0.3007532	-0.6993360	0.2530046
silicate	S_Pacific	(27.95,28.05]	-0.3908650	-0.6111322	-0.0627138
silicate	S_Pacific	(28.05,28.1]	-0.1941567	-0.5241195	0.2722175
silicate	S_Pacific	(28.1, Inf]	0.3417288	0.0996361	0.5753208
temp	Indian	(-Inf,26]	-0.0841883	-0.1917440	0.0393080
temp	Indian	(26,26.5]	0.1747094	0.1018555	0.2471275
temp	Indian	(26.5,26.75]	0.2987435	0.2460433	0.3642820
temp	Indian	(26.75,27]	0.3436810	0.3212897	0.3694903
temp	Indian	(27,27.25]	0.4247313	0.3406733	0.5589790
temp	Indian	(27.25,27.5]	0.1385658	-0.0769695	0.4560666
temp	Indian	(27.5,27.75]	0.2549755	-0.1989904	0.8475880
temp	Indian	(27.75,27.85]	-0.2563066	-0.8143725	0.6657142
temp	Indian	(27.85,27.95]	-0.5082891	-0.8193534	0.0272049
temp	Indian	(27.95,28.05]	-0.7652436	-0.8929923	-0.5614878
temp	Indian	(28.05,28.1]	-0.8048947	-0.9188795	-0.6325712
temp	Indian	(28.1, Inf]	-0.2868662	-0.4607588	-0.0762081
temp	N_Atlantic	(-Inf,26]	-0.0884751	-0.1169666	-0.0356740
temp	N_Atlantic	(26,26.5]	-0.1417965	-0.2075081	-0.0540667
temp	N_Atlantic	(26.5,26.75]	-0.5354232	-0.5586150	-0.5009551
temp	N_Atlantic	(26.75,27]	-0.6280408	-0.6376543	-0.6123167
temp	N_Atlantic	(27,27.25]	-0.6708373	-0.6735587	-0.6677308
temp	N_Atlantic	(27.25,27.5]	-0.5870008	-0.5927766	-0.5838864
temp	N_Atlantic	(27.5,27.75]	-0.8301301	-0.8341402	-0.8275017
temp	N_Atlantic	(27.75,27.85]	-0.7758782	-0.8223368	-0.7302533
temp	N_Atlantic	(27.85,27.95]	-0.6782663	-0.7426320	-0.5763984
temp	N_Atlantic	(27.95,28.05]	-0.6944764	-0.7128318	-0.6586493
temp	N_Atlantic	(28.05,28.1]	-0.7365677	-0.7486440	-0.7240172
temp	N_Atlantic	(28.1,28.15]	-0.2666187	-0.4141516	-0.1229083
temp	N_Atlantic	(28.15,28.2]	0.7127145	0.5716521	0.8453340
temp	N_Atlantic	(28.2, Inf]	-0.2595200	-0.5855463	0.0600301
temp	N_Pacific	(-Inf,26]	-0.6326661	-0.6997090	-0.5658381
temp	N_Pacific	(26,26.5]	-0.4695919	-0.4758228	-0.4602810
temp	N_Pacific	(26.5,26.75]	-0.6619003	-0.6767432	-0.6524558
temp	N_Pacific	(26.75,27]	-0.7801681	-0.7840468	-0.7763928
temp	N_Pacific	(27,27.25]	-0.8788214	-0.8877887	-0.8686064
temp	N_Pacific	(27.25,27.5]	-0.7580585	-0.7818887	-0.7275805
temp	N_Pacific	(27.5,27.75]	-0.4924489	-0.5374685	-0.4671956
temp	N_Pacific	(27.75,27.85]	0.0352075	-0.0581475	0.1172272
temp	N_Pacific	(27.85,27.95]	0.4069547	0.2585947	0.4952389
temp	N_Pacific	(27.95,28.05]	-0.0784851	-0.1000433	-0.0555956
temp	N_Pacific	(28.05,28.1]	0.1721694	0.1269318	0.2239124
temp	N_Pacific	(28.1, Inf]	0.5863668	0.5675690	0.5988224
temp	S_Atlantic	(-Inf,26]	-0.1409286	-0.6902331	0.6708463
temp	S_Atlantic	(26,26.5]	-0.0902911	-0.1160262	-0.0564582
temp	S_Atlantic	(26.5,26.75]	0.2962236	0.2192232	0.3722006
temp	S_Atlantic	(26.75,27]	0.5076404	0.3725393	0.6759250
temp	S_Atlantic	(27,27.25]	0.5382352	0.2918343	0.8157676
temp	S_Atlantic	(27.25,27.5]	0.6405708	0.3441115	0.9231199
temp	S_Atlantic	(27.5,27.75]	0.6325108	0.3498753	0.8580914
temp	S_Atlantic	(27.75,27.85]	0.7102872	0.5502564	0.8498627
temp	S_Atlantic	(27.85,27.95]	0.8070543	0.7510849	0.8563230
temp	S_Atlantic	(27.95,28.05]	0.7864851	0.6858252	0.8752245
temp	S_Atlantic	(28.05,28.1]	0.8611374	0.7632518	0.9321283
temp	S_Atlantic	(28.1,28.15]	0.8868819	0.8422794	0.9304199
temp	S_Atlantic	(28.15,28.2]	0.9262034	0.9038583	0.9514517
temp	S_Atlantic	(28.2, Inf]	0.8177055	0.7678341	0.8656956
temp	S_Pacific	(-Inf,26]	-0.5142623	-0.5767712	-0.4043203
temp	S_Pacific	(26,26.5]	-0.1826916	-0.2693655	-0.0942652
temp	S_Pacific	(26.5,26.75]	0.1708516	0.1197157	0.2079874
temp	S_Pacific	(26.75,27]	0.4917916	0.4626968	0.5064973
temp	S_Pacific	(27,27.25]	0.6421579	0.6210300	0.6771106
temp	S_Pacific	(27.25,27.5]	0.4607864	0.3866561	0.5611026
temp	S_Pacific	(27.5,27.75]	0.0443493	-0.1893156	0.4109382
temp	S_Pacific	(27.75,27.85]	-0.6408691	-0.9116371	-0.1700615
temp	S_Pacific	(27.85,27.95]	-0.6021212	-0.8948700	-0.1593371
temp	S_Pacific	(27.95,28.05]	-0.7010531	-0.8632309	-0.4510746
temp	S_Pacific	(28.05,28.1]	-0.4934228	-0.7669981	-0.0846693
temp	S_Pacific	(28.1, Inf]	0.2583827	0.0255847	0.4823364

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

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

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

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

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

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

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

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

22 January, 2021