eMLR - model fitting

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Last updated: 2020-09-02

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---

library(tidyverse)
library(lubridate)
library(patchwork)
library(GGally)
library(olsrr)
library(knitr)
library(kableExtra)
library(broom)
library(corrr)

1 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(
    here::here(
      "data/GLODAPv2_2020/_summarized_data_files",
      "GLODAP_MLR_fitting_ready.csv"
    )
  )

2 Model fitting

Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    print(i_basin) 
    print(i_era  )
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)

    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {

      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>% 
        filter(gamma_slab == i_gamma_slab)
      
      lm_full <- lm(Cstar ~ 
                sal  + 
                tem  + 
                aou  + 
                oxygen  + 
                silicate  + 
                phosphate  + 
                phosphate_star, 
              data = GLODAP_basin_era_slab)
      
      lm_all <- ols_step_all_possible(lm_full)
      
      temp <- as_tibble(lm_all$result)
      
      temp <- temp %>% 
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("all_lm_stats")) {
        all_lm_stats <- bind_rows(all_lm_stats, temp)
      }
      
      if (!exists("all_lm_stats")) {
        all_lm_stats <- temp
      }
      
      rm(lm_full, lm_all, temp)
      
    }
    
  }
  
}

[1] "Atlantic"
[1] "JGOFS_WOCE"
[1] "(26.5,26.75]"
[1] "(27.25,27.5]"
[1] "(27.5,27.75]"
[1] "(26.75,27]"
[1] "(26,26.5]"
[1] "(-Inf,26]"
[1] "(27,27.25]"
[1] "(28.1,28.15]"
[1] "(27.75,27.85]"
[1] "(27.85,27.95]"
[1] "(28.05,28.1]"
[1] "(27.95,28.05]"
[1] "(28.15,28.2]"
[1] "(28.2, Inf]"
[1] "Atlantic"
[1] "GO_SHIP"
[1] "(27.5,27.75]"
[1] "(27.75,27.85]"
[1] "(27,27.25]"
[1] "(26,26.5]"
[1] "(-Inf,26]"
[1] "(26.75,27]"
[1] "(27.85,27.95]"
[1] "(26.5,26.75]"
[1] "(27.95,28.05]"
[1] "(27.25,27.5]"
[1] "(28.05,28.1]"
[1] "(28.1,28.15]"
[1] "(28.15,28.2]"
[1] "(28.2, Inf]"
[1] "Atlantic"
[1] "new_era"
[1] "(27.85,27.95]"
[1] "(-Inf,26]"
[1] "(26.5,26.75]"
[1] "(26.75,27]"
[1] "(27.25,27.5]"
[1] "(27.5,27.75]"
[1] "(27.75,27.85]"
[1] "(27.95,28.05]"
[1] "(28.05,28.1]"
[1] "(27,27.25]"
[1] "(26,26.5]"
[1] "(28.1,28.15]"
[1] "(28.15,28.2]"
[1] "(28.2, Inf]"
[1] "Indo-Pacific"
[1] "JGOFS_WOCE"
[1] "(27.25,27.5]"
[1] "(27,27.25]"
[1] "(27.85,27.95]"
[1] "(27.95,28.05]"
[1] "(27.5,27.75]"
[1] "(-Inf,26]"
[1] "(26,26.5]"
[1] "(26.75,27]"
[1] "(26.5,26.75]"
[1] "(27.75,27.85]"
[1] "(28.1, Inf]"
[1] "(28.05,28.1]"
[1] "Indo-Pacific"
[1] "GO_SHIP"
[1] "(26,26.5]"
[1] "(26.75,27]"
[1] "(27,27.25]"
[1] "(-Inf,26]"
[1] "(26.5,26.75]"
[1] "(27.25,27.5]"
[1] "(27.5,27.75]"
[1] "(27.75,27.85]"
[1] "(27.95,28.05]"
[1] "(27.85,27.95]"
[1] "(28.05,28.1]"
[1] "(28.1, Inf]"
[1] "Indo-Pacific"
[1] "new_era"
[1] "(-Inf,26]"
[1] "(27.75,27.85]"
[1] "(27.85,27.95]"
[1] "(27.95,28.05]"
[1] "(26.75,27]"
[1] "(26,26.5]"
[1] "(26.5,26.75]"
[1] "(27.25,27.5]"
[1] "(27,27.25]"
[1] "(27.5,27.75]"
[1] "(28.05,28.1]"
[1] "(28.1, Inf]"

all_lm_stats %>%
  write_csv(here::here("data/eMLR",
                       "all_lm_stats.csv"))

rm(i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   all_lm_stats)

RMSE was plotted against the number of predictors (limited to 2 - 5).

all_lm_stats <- read_csv(here::here("data/eMLR",
                                    "all_lm_stats.csv"))

all_lm_stats <- all_lm_stats %>% 
  filter(n >= parameters$predictors_min,
         n <= parameters$predictors_max)

all_lm_stats %>% 
  ggplot(aes(n, rmse, col = basin)) +
  geom_hline(yintercept = 10) + 
  geom_point(shape = 21) +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1")

2.1 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

all_lm_stats %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(era~basin)

2.2 Predictor selection

Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.

all_lm_stats <- all_lm_stats %>%
  select(basin, era, gamma_slab, predictors, rmse)

all_lm_stats_wide <- all_lm_stats %>%
  pivot_wider(names_from = era,
              values_from = rmse,
              names_prefix = "rmse_")

all_lm_stats_wide <- all_lm_stats_wide %>%
  mutate(
    rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
    rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
  )

all_lm_stats <- all_lm_stats_wide %>%
  pivot_longer(
    c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
    names_to = "eras",
    values_to = "rmse_sum",
    names_prefix = "rmse_sum_"
  )

lm_best <- all_lm_stats %>%
  group_by(basin, gamma_slab, eras) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = parameters$MLR_number) %>%
  ungroup() %>% 
  arrange(basin, gamma_slab, eras, predictors)

kable(lm_best) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	predictors	rmse_JGOFS_WOCE	rmse_GO_SHIP	rmse_new_era	eras	rmse_sum
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate	7.585679	8.298620	7.109713	GO_new	15.408333
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate_star	7.585679	8.298620	7.109713	GO_new	15.408333
Atlantic	(-Inf,26]	sal aou silicate phosphate phosphate_star	7.585679	8.298620	7.109713	GO_new	15.408333
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate	7.505868	8.235518	7.238295	GO_new	15.473813
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate_star	7.505868	8.235518	7.238295	GO_new	15.473813
Atlantic	(-Inf,26]	sal tem aou phosphate phosphate_star	7.505868	8.235518	7.238295	GO_new	15.473813
Atlantic	(-Inf,26]	sal tem aou silicate phosphate	7.526163	8.368389	7.112168	GO_new	15.480557
Atlantic	(-Inf,26]	sal tem aou silicate phosphate_star	7.513481	8.374739	7.112953	GO_new	15.487693
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate_star	7.505457	8.383040	7.112674	GO_new	15.495714
Atlantic	(-Inf,26]	sal tem silicate phosphate phosphate_star	7.505457	8.383040	7.112674	GO_new	15.495714
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate	7.585679	8.298620	7.109713	JGOFS_GO	15.884300
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate_star	7.585679	8.298620	7.109713	JGOFS_GO	15.884300
Atlantic	(-Inf,26]	sal aou silicate phosphate phosphate_star	7.585679	8.298620	7.109713	JGOFS_GO	15.884300
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate	7.505868	8.235518	7.238295	JGOFS_GO	15.741386
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate_star	7.505868	8.235518	7.238295	JGOFS_GO	15.741386
Atlantic	(-Inf,26]	sal tem aou phosphate phosphate_star	7.505868	8.235518	7.238295	JGOFS_GO	15.741386
Atlantic	(-Inf,26]	sal tem aou silicate phosphate_star	7.513481	8.374739	7.112953	JGOFS_GO	15.888220
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate	7.505457	8.383040	7.112674	JGOFS_GO	15.888497
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate_star	7.505457	8.383040	7.112674	JGOFS_GO	15.888497
Atlantic	(-Inf,26]	sal tem silicate phosphate phosphate_star	7.505457	8.383040	7.112674	JGOFS_GO	15.888497
Atlantic	(26,26.5]	sal aou oxygen phosphate	5.800617	7.678071	7.512413	GO_new	15.190483
Atlantic	(26,26.5]	sal aou oxygen phosphate_star	5.800617	7.678071	7.512413	GO_new	15.190483
Atlantic	(26,26.5]	sal aou oxygen silicate phosphate	5.703667	7.670106	7.498651	GO_new	15.168757
Atlantic	(26,26.5]	sal aou oxygen silicate phosphate_star	5.703667	7.670106	7.498651	GO_new	15.168757
Atlantic	(26,26.5]	sal aou phosphate phosphate_star	5.800617	7.678071	7.512413	GO_new	15.190483
Atlantic	(26,26.5]	sal aou silicate phosphate phosphate_star	5.703667	7.670106	7.498651	GO_new	15.168757
Atlantic	(26,26.5]	sal tem aou oxygen phosphate	5.759407	7.605413	7.512060	GO_new	15.117473
Atlantic	(26,26.5]	sal tem aou oxygen phosphate_star	5.759407	7.605413	7.512060	GO_new	15.117473
Atlantic	(26,26.5]	sal tem aou phosphate phosphate_star	5.759407	7.605413	7.512060	GO_new	15.117473
Atlantic	(26,26.5]	sal tem aou silicate phosphate	5.724120	7.669747	7.499795	GO_new	15.169542
Atlantic	(26,26.5]	sal aou oxygen silicate phosphate	5.703667	7.670106	7.498651	JGOFS_GO	13.373773
Atlantic	(26,26.5]	sal aou oxygen silicate phosphate_star	5.703667	7.670106	7.498651	JGOFS_GO	13.373773
Atlantic	(26,26.5]	sal aou silicate phosphate phosphate_star	5.703667	7.670106	7.498651	JGOFS_GO	13.373773
Atlantic	(26,26.5]	sal tem aou oxygen phosphate	5.759407	7.605413	7.512060	JGOFS_GO	13.364820
Atlantic	(26,26.5]	sal tem aou oxygen phosphate_star	5.759407	7.605413	7.512060	JGOFS_GO	13.364820
Atlantic	(26,26.5]	sal tem aou phosphate phosphate_star	5.759407	7.605413	7.512060	JGOFS_GO	13.364820
Atlantic	(26,26.5]	sal tem aou silicate phosphate	5.724120	7.669747	7.499795	JGOFS_GO	13.393867
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate	5.660262	7.712598	7.515494	JGOFS_GO	13.372860
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate_star	5.660262	7.712598	7.515494	JGOFS_GO	13.372860
Atlantic	(26,26.5]	tem aou silicate phosphate phosphate_star	5.660262	7.712598	7.515494	JGOFS_GO	13.372860
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate	5.396209	6.885847	7.998321	GO_new	14.884168
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate_star	5.396209	6.885847	7.998321	GO_new	14.884168
Atlantic	(26.5,26.75]	sal tem aou phosphate phosphate_star	5.396209	6.885847	7.998321	GO_new	14.884168
Atlantic	(26.5,26.75]	tem aou oxygen phosphate	5.438232	6.915472	7.998633	GO_new	14.914105
Atlantic	(26.5,26.75]	tem aou oxygen phosphate phosphate_star	5.438232	6.915472	7.998633	GO_new	14.914105
Atlantic	(26.5,26.75]	tem aou oxygen phosphate_star	5.438232	6.915472	7.998633	GO_new	14.914105
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate	5.277064	6.831481	7.991917	GO_new	14.823398
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate_star	5.277064	6.831481	7.991917	GO_new	14.823398
Atlantic	(26.5,26.75]	tem aou phosphate phosphate_star	5.438232	6.915472	7.998633	GO_new	14.914105
Atlantic	(26.5,26.75]	tem aou silicate phosphate phosphate_star	5.277064	6.831481	7.991917	GO_new	14.823398
Atlantic	(26.5,26.75]	sal tem aou silicate phosphate	5.223591	6.902695	8.096247	JGOFS_GO	12.126286
Atlantic	(26.5,26.75]	sal tem aou silicate phosphate_star	5.208798	6.872659	8.079579	JGOFS_GO	12.081456
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate	5.206984	6.870741	8.083225	JGOFS_GO	12.077726
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate_star	5.206984	6.870741	8.083225	JGOFS_GO	12.077726
Atlantic	(26.5,26.75]	sal tem silicate phosphate phosphate_star	5.206984	6.870741	8.083225	JGOFS_GO	12.077726
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate	5.277064	6.831481	7.991917	JGOFS_GO	12.108545
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate_star	5.277064	6.831481	7.991917	JGOFS_GO	12.108545
Atlantic	(26.5,26.75]	tem aou silicate phosphate phosphate_star	5.277064	6.831481	7.991917	JGOFS_GO	12.108545
Atlantic	(26.5,26.75]	tem oxygen silicate phosphate	5.299775	6.925792	8.084101	JGOFS_GO	12.225567
Atlantic	(26.5,26.75]	tem oxygen silicate phosphate phosphate_star	5.299775	6.925792	8.084101	JGOFS_GO	12.225567
Atlantic	(26.75,27]	sal tem aou silicate phosphate	5.246178	5.726395	6.017813	GO_new	11.744208
Atlantic	(26.75,27]	sal tem aou silicate phosphate_star	5.244528	5.684657	5.995184	GO_new	11.679841
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate	5.244224	5.688043	5.997326	GO_new	11.685369
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate_star	5.244224	5.688043	5.997326	GO_new	11.685369
Atlantic	(26.75,27]	sal tem silicate phosphate phosphate_star	5.244224	5.688043	5.997326	GO_new	11.685369
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate	5.346045	5.702341	5.989528	GO_new	11.691869
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate_star	5.346045	5.702341	5.989528	GO_new	11.691869
Atlantic	(26.75,27]	tem aou silicate phosphate phosphate_star	5.346045	5.702341	5.989528	GO_new	11.691869
Atlantic	(26.75,27]	tem aou silicate phosphate_star	5.347829	5.755566	6.005484	GO_new	11.761050
Atlantic	(26.75,27]	tem oxygen silicate phosphate	5.347348	5.758959	6.007619	GO_new	11.766578
Atlantic	(26.75,27]	sal tem aou silicate phosphate	5.246178	5.726395	6.017813	JGOFS_GO	10.972573
Atlantic	(26.75,27]	sal tem aou silicate phosphate_star	5.244528	5.684657	5.995184	JGOFS_GO	10.929185
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate	5.244224	5.688043	5.997326	JGOFS_GO	10.932267
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate_star	5.244224	5.688043	5.997326	JGOFS_GO	10.932267
Atlantic	(26.75,27]	sal tem silicate phosphate phosphate_star	5.244224	5.688043	5.997326	JGOFS_GO	10.932267
Atlantic	(26.75,27]	sal tem silicate phosphate_star	5.260385	5.811389	6.142458	JGOFS_GO	11.071774
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate	5.346045	5.702341	5.989528	JGOFS_GO	11.048385
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate_star	5.346045	5.702341	5.989528	JGOFS_GO	11.048385
Atlantic	(26.75,27]	tem aou silicate phosphate phosphate_star	5.346045	5.702341	5.989528	JGOFS_GO	11.048385
Atlantic	(26.75,27]	tem aou silicate phosphate_star	5.347829	5.755566	6.005484	JGOFS_GO	11.103396
Atlantic	(27,27.25]	sal tem aou silicate phosphate	5.408836	5.660247	7.639718	GO_new	13.299964
Atlantic	(27,27.25]	sal tem aou silicate phosphate_star	5.363428	5.613821	7.620136	GO_new	13.233956
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate	5.367468	5.620133	7.622276	GO_new	13.242409
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate_star	5.367468	5.620133	7.622276	GO_new	13.242409
Atlantic	(27,27.25]	sal tem silicate phosphate phosphate_star	5.367468	5.620133	7.622276	GO_new	13.242409
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate	5.587258	5.629173	7.635445	GO_new	13.264617
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate_star	5.587258	5.629173	7.635445	GO_new	13.264617
Atlantic	(27,27.25]	tem aou silicate phosphate phosphate_star	5.587258	5.629173	7.635445	GO_new	13.264617
Atlantic	(27,27.25]	tem aou silicate phosphate_star	5.633073	5.643966	7.654842	GO_new	13.298808
Atlantic	(27,27.25]	tem oxygen silicate phosphate	5.638817	5.650377	7.657995	GO_new	13.308372
Atlantic	(27,27.25]	sal tem aou oxygen phosphate	5.462923	5.774979	7.852303	JGOFS_GO	11.237902
Atlantic	(27,27.25]	sal tem aou oxygen phosphate_star	5.462923	5.774979	7.852303	JGOFS_GO	11.237902
Atlantic	(27,27.25]	sal tem aou silicate phosphate	5.408836	5.660247	7.639718	JGOFS_GO	11.069083
Atlantic	(27,27.25]	sal tem aou silicate phosphate_star	5.363428	5.613821	7.620136	JGOFS_GO	10.977248
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate	5.367468	5.620133	7.622276	JGOFS_GO	10.987601
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate_star	5.367468	5.620133	7.622276	JGOFS_GO	10.987601
Atlantic	(27,27.25]	sal tem silicate phosphate phosphate_star	5.367468	5.620133	7.622276	JGOFS_GO	10.987601
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate	5.587258	5.629173	7.635445	JGOFS_GO	11.216430
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate_star	5.587258	5.629173	7.635445	JGOFS_GO	11.216430
Atlantic	(27,27.25]	tem aou silicate phosphate phosphate_star	5.587258	5.629173	7.635445	JGOFS_GO	11.216430
Atlantic	(27.25,27.5]	sal aou oxygen silicate phosphate	5.133318	4.802846	7.488351	GO_new	12.291196
Atlantic	(27.25,27.5]	sal aou oxygen silicate phosphate_star	5.133318	4.802846	7.488351	GO_new	12.291196
Atlantic	(27.25,27.5]	sal aou silicate phosphate phosphate_star	5.133318	4.802846	7.488351	GO_new	12.291196
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate	4.911614	4.784725	7.450640	GO_new	12.235365
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate_star	4.911614	4.784725	7.450640	GO_new	12.235365
Atlantic	(27.25,27.5]	sal tem aou phosphate phosphate_star	4.911614	4.784725	7.450640	GO_new	12.235365
Atlantic	(27.25,27.5]	sal tem aou silicate phosphate	5.030749	4.775054	7.517004	GO_new	12.292058
Atlantic	(27.25,27.5]	tem aou oxygen silicate phosphate	4.964888	4.854577	7.432324	GO_new	12.286901
Atlantic	(27.25,27.5]	tem aou oxygen silicate phosphate_star	4.964888	4.854577	7.432324	GO_new	12.286901
Atlantic	(27.25,27.5]	tem aou silicate phosphate phosphate_star	4.964888	4.854577	7.432324	GO_new	12.286901
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate	4.911614	4.784725	7.450640	JGOFS_GO	9.696340
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate_star	4.911614	4.784725	7.450640	JGOFS_GO	9.696340
Atlantic	(27.25,27.5]	sal tem aou phosphate phosphate_star	4.911614	4.784725	7.450640	JGOFS_GO	9.696340
Atlantic	(27.25,27.5]	sal tem aou phosphate_star	4.958243	4.795052	7.570942	JGOFS_GO	9.753295
Atlantic	(27.25,27.5]	sal tem aou silicate phosphate_star	4.958213	4.790572	7.562919	JGOFS_GO	9.748785
Atlantic	(27.25,27.5]	sal tem oxygen phosphate	4.976882	4.786412	7.552294	JGOFS_GO	9.763295
Atlantic	(27.25,27.5]	sal tem oxygen phosphate_star	4.976882	4.786412	7.552294	JGOFS_GO	9.763295
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate	4.976431	4.779581	7.543587	JGOFS_GO	9.756012
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate_star	4.976431	4.779581	7.543587	JGOFS_GO	9.756012
Atlantic	(27.25,27.5]	sal tem silicate phosphate phosphate_star	4.976431	4.779581	7.543587	JGOFS_GO	9.756012
Atlantic	(27.5,27.75]	aou oxygen silicate phosphate	4.779344	4.597469	6.451681	GO_new	11.049150
Atlantic	(27.5,27.75]	aou oxygen silicate phosphate_star	4.779344	4.597469	6.451681	GO_new	11.049150
Atlantic	(27.5,27.75]	aou silicate phosphate phosphate_star	4.779344	4.597469	6.451681	GO_new	11.049150
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate	4.779320	4.578110	6.441451	GO_new	11.019561
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate_star	4.779320	4.578110	6.441451	GO_new	11.019561
Atlantic	(27.5,27.75]	sal aou silicate phosphate phosphate_star	4.779320	4.578110	6.441451	GO_new	11.019561
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate	4.753964	4.600572	6.444776	GO_new	11.045348
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate	4.737787	4.563135	6.439246	GO_new	11.002381
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.737787	4.563135	6.439246	GO_new	11.002381
Atlantic	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.737787	4.563135	6.439246	GO_new	11.002381
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate	4.779320	4.578110	6.441451	JGOFS_GO	9.357430
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate_star	4.779320	4.578110	6.441451	JGOFS_GO	9.357430
Atlantic	(27.5,27.75]	sal aou silicate phosphate phosphate_star	4.779320	4.578110	6.441451	JGOFS_GO	9.357430
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate	4.753964	4.600572	6.444776	JGOFS_GO	9.354536
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate	4.737899	4.621254	6.451287	JGOFS_GO	9.359153
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate_star	4.737899	4.621254	6.451287	JGOFS_GO	9.359153
Atlantic	(27.5,27.75]	sal tem silicate phosphate phosphate_star	4.737899	4.621254	6.451287	JGOFS_GO	9.359153
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate	4.737787	4.563135	6.439246	JGOFS_GO	9.300922
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.737787	4.563135	6.439246	JGOFS_GO	9.300922
Atlantic	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.737787	4.563135	6.439246	JGOFS_GO	9.300922
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate	4.651801	4.757264	7.640187	GO_new	12.397451
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate_star	4.651801	4.757264	7.640187	GO_new	12.397451
Atlantic	(27.75,27.85]	sal aou silicate phosphate phosphate_star	4.651801	4.757264	7.640187	GO_new	12.397451
Atlantic	(27.75,27.85]	sal oxygen silicate phosphate_star	4.659054	4.766216	7.678577	GO_new	12.444793
Atlantic	(27.75,27.85]	sal silicate phosphate phosphate_star	4.659054	4.766216	7.678577	GO_new	12.444793
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate	4.649108	4.756817	7.647501	GO_new	12.404319
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate_star	4.665575	4.775218	7.638828	GO_new	12.414046
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate	4.654915	4.761201	7.646948	GO_new	12.408149
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.654915	4.761201	7.646948	GO_new	12.408149
Atlantic	(27.75,27.85]	sal tem silicate phosphate phosphate_star	4.654915	4.761201	7.646948	GO_new	12.408149
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate	4.651801	4.757264	7.640187	JGOFS_GO	9.409065
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate_star	4.651801	4.757264	7.640187	JGOFS_GO	9.409065
Atlantic	(27.75,27.85]	sal aou silicate phosphate	4.657471	4.757264	7.689283	JGOFS_GO	9.414735
Atlantic	(27.75,27.85]	sal aou silicate phosphate phosphate_star	4.651801	4.757264	7.640187	JGOFS_GO	9.409065
Atlantic	(27.75,27.85]	sal oxygen silicate phosphate	4.659054	4.766216	7.678577	JGOFS_GO	9.425270
Atlantic	(27.75,27.85]	sal silicate phosphate phosphate_star	4.659054	4.766216	7.678577	JGOFS_GO	9.425270
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate	4.649108	4.756817	7.647501	JGOFS_GO	9.405925
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate	4.654915	4.761201	7.646948	JGOFS_GO	9.416116
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.654915	4.761201	7.646948	JGOFS_GO	9.416116
Atlantic	(27.75,27.85]	sal tem silicate phosphate phosphate_star	4.654915	4.761201	7.646948	JGOFS_GO	9.416116
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate	4.128465	4.864220	5.396819	GO_new	10.261039
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate_star	4.128465	4.864220	5.396819	GO_new	10.261039
Atlantic	(27.85,27.95]	sal aou silicate phosphate phosphate_star	4.128465	4.864220	5.396819	GO_new	10.261039
Atlantic	(27.85,27.95]	sal aou silicate phosphate_star	4.128489	4.925430	5.445717	GO_new	10.371147
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate	4.146748	4.878049	5.399525	GO_new	10.277573
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate_star	4.128112	4.864547	5.396257	GO_new	10.260804
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate	4.139722	4.875174	5.399726	GO_new	10.274899
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate_star	4.139722	4.875174	5.399726	GO_new	10.274899
Atlantic	(27.85,27.95]	sal tem silicate phosphate	4.315316	4.936631	5.402117	GO_new	10.338748
Atlantic	(27.85,27.95]	sal tem silicate phosphate phosphate_star	4.139722	4.875174	5.399726	GO_new	10.274899
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate	4.128465	4.864220	5.396819	JGOFS_GO	8.992685
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate_star	4.128465	4.864220	5.396819	JGOFS_GO	8.992685
Atlantic	(27.85,27.95]	sal aou silicate phosphate phosphate_star	4.128465	4.864220	5.396819	JGOFS_GO	8.992685
Atlantic	(27.85,27.95]	sal aou silicate phosphate_star	4.128489	4.925430	5.445717	JGOFS_GO	9.053919
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate	4.146748	4.878049	5.399525	JGOFS_GO	9.024797
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate_star	4.128112	4.864547	5.396257	JGOFS_GO	8.992659
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate	4.139722	4.875174	5.399726	JGOFS_GO	9.014895
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate_star	4.139722	4.875174	5.399726	JGOFS_GO	9.014895
Atlantic	(27.85,27.95]	sal tem silicate phosphate	4.315316	4.936631	5.402117	JGOFS_GO	9.251947
Atlantic	(27.85,27.95]	sal tem silicate phosphate phosphate_star	4.139722	4.875174	5.399726	JGOFS_GO	9.014895
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate	3.890282	5.813276	6.265407	GO_new	12.078682
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate_star	3.890282	5.813276	6.265407	GO_new	12.078682
Atlantic	(27.95,28.05]	sal aou silicate phosphate phosphate_star	3.890282	5.813276	6.265407	GO_new	12.078682
Atlantic	(27.95,28.05]	sal aou silicate phosphate_star	3.890613	5.815148	6.281387	GO_new	12.096535
Atlantic	(27.95,28.05]	sal tem aou oxygen phosphate	4.077523	5.866809	6.109993	GO_new	11.976802
Atlantic	(27.95,28.05]	sal tem aou oxygen phosphate_star	4.077523	5.866809	6.109993	GO_new	11.976802
Atlantic	(27.95,28.05]	sal tem aou phosphate phosphate_star	4.077523	5.866809	6.109993	GO_new	11.976802
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate_star	3.888475	5.808639	6.278835	GO_new	12.087474
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate_star	3.908526	5.831252	6.321339	GO_new	12.152590
Atlantic	(27.95,28.05]	sal tem silicate phosphate phosphate_star	3.908526	5.831252	6.321339	GO_new	12.152590
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate	3.890282	5.813276	6.265407	JGOFS_GO	9.703558
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate_star	3.890282	5.813276	6.265407	JGOFS_GO	9.703558
Atlantic	(27.95,28.05]	sal aou silicate phosphate phosphate_star	3.890282	5.813276	6.265407	JGOFS_GO	9.703558
Atlantic	(27.95,28.05]	sal aou silicate phosphate_star	3.890613	5.815148	6.281387	JGOFS_GO	9.705761
Atlantic	(27.95,28.05]	sal oxygen silicate phosphate_star	3.961357	5.858095	6.381055	JGOFS_GO	9.819452
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate	3.923045	5.847639	6.343877	JGOFS_GO	9.770684
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate_star	3.888475	5.808639	6.278835	JGOFS_GO	9.697114
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate	3.908526	5.831252	6.321339	JGOFS_GO	9.739778
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate_star	3.908526	5.831252	6.321339	JGOFS_GO	9.739778
Atlantic	(27.95,28.05]	sal tem silicate phosphate phosphate_star	3.908526	5.831252	6.321339	JGOFS_GO	9.739778
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate	3.809659	5.904752	6.658402	GO_new	12.563154
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate_star	3.809659	5.904752	6.658402	GO_new	12.563154
Atlantic	(28.05,28.1]	sal tem aou phosphate phosphate_star	3.809659	5.904752	6.658402	GO_new	12.563154
Atlantic	(28.05,28.1]	tem aou oxygen phosphate	3.939182	5.987527	6.912867	GO_new	12.900394
Atlantic	(28.05,28.1]	tem aou oxygen phosphate phosphate_star	3.939182	5.987527	6.912867	GO_new	12.900394
Atlantic	(28.05,28.1]	tem aou oxygen phosphate_star	3.939182	5.987527	6.912867	GO_new	12.900394
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate	3.908486	5.907490	6.774747	GO_new	12.682238
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate_star	3.908486	5.907490	6.774747	GO_new	12.682238
Atlantic	(28.05,28.1]	tem aou phosphate phosphate_star	3.939182	5.987527	6.912867	GO_new	12.900394
Atlantic	(28.05,28.1]	tem aou silicate phosphate phosphate_star	3.908486	5.907490	6.774747	GO_new	12.682238
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate	3.809659	5.904752	6.658402	JGOFS_GO	9.714411
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate_star	3.809659	5.904752	6.658402	JGOFS_GO	9.714411
Atlantic	(28.05,28.1]	sal tem aou phosphate phosphate_star	3.809659	5.904752	6.658402	JGOFS_GO	9.714411
Atlantic	(28.05,28.1]	tem aou oxygen phosphate	3.939182	5.987527	6.912867	JGOFS_GO	9.926709
Atlantic	(28.05,28.1]	tem aou oxygen phosphate phosphate_star	3.939182	5.987527	6.912867	JGOFS_GO	9.926709
Atlantic	(28.05,28.1]	tem aou oxygen phosphate_star	3.939182	5.987527	6.912867	JGOFS_GO	9.926709
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate	3.908486	5.907490	6.774747	JGOFS_GO	9.815976
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate_star	3.908486	5.907490	6.774747	JGOFS_GO	9.815976
Atlantic	(28.05,28.1]	tem aou phosphate phosphate_star	3.939182	5.987527	6.912867	JGOFS_GO	9.926709
Atlantic	(28.05,28.1]	tem aou silicate phosphate phosphate_star	3.908486	5.907490	6.774747	JGOFS_GO	9.815976
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate	3.635482	6.718400	8.193651	GO_new	14.912051
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate_star	3.635482	6.718400	8.193651	GO_new	14.912051
Atlantic	(28.1,28.15]	sal tem aou phosphate phosphate_star	3.635482	6.718400	8.193651	GO_new	14.912051
Atlantic	(28.1,28.15]	tem aou oxygen phosphate	3.665835	6.756703	8.194763	GO_new	14.951466
Atlantic	(28.1,28.15]	tem aou oxygen phosphate phosphate_star	3.665835	6.756703	8.194763	GO_new	14.951466
Atlantic	(28.1,28.15]	tem aou oxygen phosphate_star	3.665835	6.756703	8.194763	GO_new	14.951466
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate	3.618898	6.729711	8.131601	GO_new	14.861312
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate_star	3.618898	6.729711	8.131601	GO_new	14.861312
Atlantic	(28.1,28.15]	tem aou phosphate phosphate_star	3.665835	6.756703	8.194763	GO_new	14.951466
Atlantic	(28.1,28.15]	tem aou silicate phosphate phosphate_star	3.618898	6.729711	8.131601	GO_new	14.861312
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate	3.635482	6.718400	8.193651	JGOFS_GO	10.353882
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate_star	3.635482	6.718400	8.193651	JGOFS_GO	10.353882
Atlantic	(28.1,28.15]	sal tem aou phosphate phosphate_star	3.635482	6.718400	8.193651	JGOFS_GO	10.353882
Atlantic	(28.1,28.15]	sal tem aou silicate phosphate_star	3.595662	6.725275	8.480492	JGOFS_GO	10.320937
Atlantic	(28.1,28.15]	sal tem oxygen silicate phosphate	3.594751	6.734160	8.461651	JGOFS_GO	10.328911
Atlantic	(28.1,28.15]	sal tem oxygen silicate phosphate_star	3.594751	6.734160	8.461651	JGOFS_GO	10.328911
Atlantic	(28.1,28.15]	sal tem silicate phosphate phosphate_star	3.594751	6.734160	8.461651	JGOFS_GO	10.328911
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate	3.618898	6.729711	8.131601	JGOFS_GO	10.348610
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate_star	3.618898	6.729711	8.131601	JGOFS_GO	10.348610
Atlantic	(28.1,28.15]	tem aou silicate phosphate phosphate_star	3.618898	6.729711	8.131601	JGOFS_GO	10.348610
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate	4.106332	3.637564	2.797044	GO_new	6.434607
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate_star	4.106332	3.637564	2.797044	GO_new	6.434607
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate	4.092581	3.622557	2.781153	GO_new	6.403710
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate_star	4.092581	3.622557	2.781153	GO_new	6.403710
Atlantic	(28.15,28.2]	sal tem aou phosphate	4.111819	3.644506	2.781582	GO_new	6.426089
Atlantic	(28.15,28.2]	sal tem aou phosphate phosphate_star	4.092581	3.622557	2.781153	GO_new	6.403710
Atlantic	(28.15,28.2]	sal tem aou silicate phosphate	4.074971	3.627078	2.770299	GO_new	6.397377
Atlantic	(28.15,28.2]	sal tem oxygen silicate phosphate	4.086442	3.658136	2.774955	GO_new	6.433091
Atlantic	(28.15,28.2]	sal tem oxygen silicate phosphate_star	4.086442	3.658136	2.774955	GO_new	6.433091
Atlantic	(28.15,28.2]	sal tem silicate phosphate phosphate_star	4.086442	3.658136	2.774955	GO_new	6.433091
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate	4.092581	3.622557	2.781153	JGOFS_GO	7.715138
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate_star	4.092581	3.622557	2.781153	JGOFS_GO	7.715138
Atlantic	(28.15,28.2]	sal tem aou phosphate phosphate_star	4.092581	3.622557	2.781153	JGOFS_GO	7.715138
Atlantic	(28.15,28.2]	sal tem aou silicate phosphate	4.074971	3.627078	2.770299	JGOFS_GO	7.702049
Atlantic	(28.15,28.2]	tem aou oxygen phosphate	4.095205	3.628981	2.932215	JGOFS_GO	7.724185
Atlantic	(28.15,28.2]	tem aou oxygen phosphate phosphate_star	4.095205	3.628981	2.932215	JGOFS_GO	7.724185
Atlantic	(28.15,28.2]	tem aou oxygen phosphate_star	4.095205	3.628981	2.932215	JGOFS_GO	7.724185
Atlantic	(28.15,28.2]	tem aou oxygen silicate phosphate	4.076553	3.622298	2.927845	JGOFS_GO	7.698850
Atlantic	(28.15,28.2]	tem aou oxygen silicate phosphate_star	4.076553	3.622298	2.927845	JGOFS_GO	7.698850
Atlantic	(28.15,28.2]	tem aou silicate phosphate phosphate_star	4.076553	3.622298	2.927845	JGOFS_GO	7.698850
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate_star	3.299639	3.252530	3.177198	GO_new	6.429728
Atlantic	(28.2, Inf]	sal aou silicate phosphate phosphate_star	3.299639	3.252530	3.177198	GO_new	6.429728
Atlantic	(28.2, Inf]	sal tem aou oxygen phosphate	3.401155	3.260373	3.146467	GO_new	6.406840
Atlantic	(28.2, Inf]	sal tem aou oxygen phosphate_star	3.401155	3.260373	3.146467	GO_new	6.406840
Atlantic	(28.2, Inf]	sal tem aou phosphate phosphate_star	3.401155	3.260373	3.146467	GO_new	6.406840
Atlantic	(28.2, Inf]	sal tem aou phosphate_star	3.520559	3.270010	3.147193	GO_new	6.417203
Atlantic	(28.2, Inf]	sal tem aou silicate phosphate_star	3.332731	3.242175	3.118844	GO_new	6.361018
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate	3.300149	3.244566	3.141618	GO_new	6.386185
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate_star	3.300149	3.244566	3.141618	GO_new	6.386185
Atlantic	(28.2, Inf]	sal tem silicate phosphate phosphate_star	3.300149	3.244566	3.141618	GO_new	6.386185
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate	3.299639	3.252530	3.177198	JGOFS_GO	6.552169
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate_star	3.299639	3.252530	3.177198	JGOFS_GO	6.552169
Atlantic	(28.2, Inf]	sal aou silicate phosphate phosphate_star	3.299639	3.252530	3.177198	JGOFS_GO	6.552169
Atlantic	(28.2, Inf]	sal tem aou oxygen phosphate	3.401155	3.260373	3.146467	JGOFS_GO	6.661529
Atlantic	(28.2, Inf]	sal tem aou phosphate phosphate_star	3.401155	3.260373	3.146467	JGOFS_GO	6.661529
Atlantic	(28.2, Inf]	sal tem aou silicate phosphate	3.288745	3.277090	3.225333	JGOFS_GO	6.565835
Atlantic	(28.2, Inf]	sal tem aou silicate phosphate_star	3.332731	3.242175	3.118844	JGOFS_GO	6.574906
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate	3.300149	3.244566	3.141618	JGOFS_GO	6.544715
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate_star	3.300149	3.244566	3.141618	JGOFS_GO	6.544715
Atlantic	(28.2, Inf]	sal tem silicate phosphate phosphate_star	3.300149	3.244566	3.141618	JGOFS_GO	6.544715
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate	11.400975	6.939470	5.748717	GO_new	12.688187
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate_star	11.400975	6.939470	5.748717	GO_new	12.688187
Indo-Pacific	(-Inf,26]	sal aou silicate phosphate phosphate_star	11.400975	6.939470	5.748717	GO_new	12.688187
Indo-Pacific	(-Inf,26]	sal tem aou oxygen phosphate_star	11.868408	7.304620	6.076198	GO_new	13.380818
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate	11.463535	7.015657	5.953808	GO_new	12.969465
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate_star	11.502492	7.058812	6.032000	GO_new	13.090812
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate	11.506171	7.063772	6.052620	GO_new	13.116392
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate_star	11.506171	7.063772	6.052620	GO_new	13.116392
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate phosphate_star	11.506171	7.063772	6.052620	GO_new	13.116392
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate_star	11.534560	7.088982	6.185906	GO_new	13.274888
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate	11.400975	6.939470	5.748717	JGOFS_GO	18.340445
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate_star	11.400975	6.939470	5.748717	JGOFS_GO	18.340445
Indo-Pacific	(-Inf,26]	sal aou silicate phosphate phosphate_star	11.400975	6.939470	5.748717	JGOFS_GO	18.340445
Indo-Pacific	(-Inf,26]	sal tem aou oxygen phosphate_star	11.868408	7.304620	6.076198	JGOFS_GO	19.173028
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate	11.463535	7.015657	5.953808	JGOFS_GO	18.479192
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate_star	11.502492	7.058812	6.032000	JGOFS_GO	18.561305
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate	11.506171	7.063772	6.052620	JGOFS_GO	18.569943
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate_star	11.506171	7.063772	6.052620	JGOFS_GO	18.569943
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate phosphate_star	11.506171	7.063772	6.052620	JGOFS_GO	18.569943
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate_star	11.534560	7.088982	6.185906	JGOFS_GO	18.623542
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate	7.660563	5.385007	4.088784	GO_new	9.473791
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate_star	7.660563	5.385007	4.088784	GO_new	9.473791
Indo-Pacific	(26,26.5]	sal aou silicate phosphate phosphate_star	7.660563	5.385007	4.088784	GO_new	9.473791
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate	7.824108	5.483391	4.394553	GO_new	9.877944
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate_star	7.824108	5.483391	4.394553	GO_new	9.877944
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate	7.843358	5.357013	4.169918	GO_new	9.526931
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate_star	7.950155	5.371138	4.221270	GO_new	9.592408
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate	7.951175	5.367731	4.208574	GO_new	9.576306
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate_star	7.951175	5.367731	4.208574	GO_new	9.576306
Indo-Pacific	(26,26.5]	sal tem silicate phosphate phosphate_star	7.951175	5.367731	4.208574	GO_new	9.576306
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate	7.660563	5.385007	4.088784	JGOFS_GO	13.045571
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate_star	7.660563	5.385007	4.088784	JGOFS_GO	13.045571
Indo-Pacific	(26,26.5]	sal aou silicate phosphate phosphate_star	7.660563	5.385007	4.088784	JGOFS_GO	13.045571
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate	7.824108	5.483391	4.394553	JGOFS_GO	13.307500
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate_star	7.824108	5.483391	4.394553	JGOFS_GO	13.307500
Indo-Pacific	(26,26.5]	sal tem aou phosphate phosphate_star	7.824108	5.483391	4.394553	JGOFS_GO	13.307500
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate	7.843358	5.357013	4.169918	JGOFS_GO	13.200371
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate	7.951175	5.367731	4.208574	JGOFS_GO	13.318907
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate_star	7.951175	5.367731	4.208574	JGOFS_GO	13.318907
Indo-Pacific	(26,26.5]	sal tem silicate phosphate phosphate_star	7.951175	5.367731	4.208574	JGOFS_GO	13.318907
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate	6.503893	5.875019	5.012827	GO_new	10.887846
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate phosphate_star	6.503893	5.875019	5.012827	GO_new	10.887846
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate_star	6.503893	5.875019	5.012827	GO_new	10.887846
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate	6.338003	5.870364	4.927808	GO_new	10.798172
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate_star	6.338003	5.870364	4.927808	GO_new	10.798172
Indo-Pacific	(26.5,26.75]	sal aou phosphate phosphate_star	6.503893	5.875019	5.012827	GO_new	10.887846
Indo-Pacific	(26.5,26.75]	sal aou silicate phosphate phosphate_star	6.338003	5.870364	4.927808	GO_new	10.798172
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate	6.465560	5.873920	5.001235	GO_new	10.875155
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate_star	6.465560	5.873920	5.001235	GO_new	10.875155
Indo-Pacific	(26.5,26.75]	sal tem aou phosphate phosphate_star	6.465560	5.873920	5.001235	GO_new	10.875155
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate	6.503893	5.875019	5.012827	JGOFS_GO	12.378912
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate phosphate_star	6.503893	5.875019	5.012827	JGOFS_GO	12.378912
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate_star	6.503893	5.875019	5.012827	JGOFS_GO	12.378912
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate	6.338003	5.870364	4.927808	JGOFS_GO	12.208367
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate_star	6.338003	5.870364	4.927808	JGOFS_GO	12.208367
Indo-Pacific	(26.5,26.75]	sal aou phosphate phosphate_star	6.503893	5.875019	5.012827	JGOFS_GO	12.378912
Indo-Pacific	(26.5,26.75]	sal aou silicate phosphate phosphate_star	6.338003	5.870364	4.927808	JGOFS_GO	12.208367
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate	6.465560	5.873920	5.001235	JGOFS_GO	12.339480
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate_star	6.465560	5.873920	5.001235	JGOFS_GO	12.339480
Indo-Pacific	(26.5,26.75]	sal tem aou phosphate phosphate_star	6.465560	5.873920	5.001235	JGOFS_GO	12.339480
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate	7.111253	5.526191	4.494254	GO_new	10.020445
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate_star	7.111253	5.526191	4.494254	GO_new	10.020445
Indo-Pacific	(26.75,27]	sal tem aou phosphate phosphate_star	7.111253	5.526191	4.494254	GO_new	10.020445
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate	7.148092	5.527264	4.504614	GO_new	10.031879
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate phosphate_star	7.148092	5.527264	4.504614	GO_new	10.031879
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate_star	7.148092	5.527264	4.504614	GO_new	10.031879
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate	7.081733	5.462091	4.499348	GO_new	9.961439
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate_star	7.081733	5.462091	4.499348	GO_new	9.961439
Indo-Pacific	(26.75,27]	tem aou phosphate phosphate_star	7.148092	5.527264	4.504614	GO_new	10.031879
Indo-Pacific	(26.75,27]	tem aou silicate phosphate phosphate_star	7.081733	5.462091	4.499348	GO_new	9.961439
Indo-Pacific	(26.75,27]	sal aou oxygen silicate phosphate	7.126364	5.542956	4.632738	JGOFS_GO	12.669320
Indo-Pacific	(26.75,27]	sal aou oxygen silicate phosphate_star	7.126364	5.542956	4.632738	JGOFS_GO	12.669320
Indo-Pacific	(26.75,27]	sal aou silicate phosphate phosphate_star	7.126364	5.542956	4.632738	JGOFS_GO	12.669320
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate	7.111253	5.526191	4.494254	JGOFS_GO	12.637444
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate_star	7.111253	5.526191	4.494254	JGOFS_GO	12.637444
Indo-Pacific	(26.75,27]	sal tem aou phosphate phosphate_star	7.111253	5.526191	4.494254	JGOFS_GO	12.637444
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate	7.081733	5.462091	4.499348	JGOFS_GO	12.543824
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate_star	7.081733	5.462091	4.499348	JGOFS_GO	12.543824
Indo-Pacific	(26.75,27]	tem aou phosphate phosphate_star	7.148092	5.527264	4.504614	JGOFS_GO	12.675356
Indo-Pacific	(26.75,27]	tem aou silicate phosphate phosphate_star	7.081733	5.462091	4.499348	JGOFS_GO	12.543824
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate	6.670055	4.781085	4.157160	GO_new	8.938246
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate_star	6.670055	4.781085	4.157160	GO_new	8.938246
Indo-Pacific	(27,27.25]	sal aou silicate phosphate phosphate_star	6.670055	4.781085	4.157160	GO_new	8.938246
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate	6.446397	4.810344	4.165676	GO_new	8.976020
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate_star	6.446397	4.810344	4.165676	GO_new	8.976020
Indo-Pacific	(27,27.25]	sal tem aou phosphate phosphate_star	6.446397	4.810344	4.165676	GO_new	8.976020
Indo-Pacific	(27,27.25]	sal tem aou silicate phosphate	6.808051	4.796989	4.180960	GO_new	8.977950
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate	6.467626	4.730055	4.169982	GO_new	8.900037
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate_star	6.467626	4.730055	4.169982	GO_new	8.900037
Indo-Pacific	(27,27.25]	tem aou silicate phosphate phosphate_star	6.467626	4.730055	4.169982	GO_new	8.900037
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate	6.446397	4.810344	4.165676	JGOFS_GO	11.256741
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate_star	6.446397	4.810344	4.165676	JGOFS_GO	11.256741
Indo-Pacific	(27,27.25]	sal tem aou phosphate phosphate_star	6.446397	4.810344	4.165676	JGOFS_GO	11.256741
Indo-Pacific	(27,27.25]	tem aou oxygen phosphate	6.470031	4.932683	4.318564	JGOFS_GO	11.402715
Indo-Pacific	(27,27.25]	tem aou oxygen phosphate phosphate_star	6.470031	4.932683	4.318564	JGOFS_GO	11.402715
Indo-Pacific	(27,27.25]	tem aou oxygen phosphate_star	6.470031	4.932683	4.318564	JGOFS_GO	11.402715
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate	6.467626	4.730055	4.169982	JGOFS_GO	11.197681
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate_star	6.467626	4.730055	4.169982	JGOFS_GO	11.197681
Indo-Pacific	(27,27.25]	tem aou phosphate phosphate_star	6.470031	4.932683	4.318564	JGOFS_GO	11.402715
Indo-Pacific	(27,27.25]	tem aou silicate phosphate phosphate_star	6.467626	4.730055	4.169982	JGOFS_GO	11.197681
Indo-Pacific	(27.25,27.5]	sal aou oxygen silicate phosphate	5.351079	4.323003	3.558381	GO_new	7.881384
Indo-Pacific	(27.25,27.5]	sal aou oxygen silicate phosphate_star	5.351079	4.323003	3.558381	GO_new	7.881384
Indo-Pacific	(27.25,27.5]	sal aou silicate phosphate phosphate_star	5.351079	4.323003	3.558381	GO_new	7.881384
Indo-Pacific	(27.25,27.5]	sal tem aou silicate phosphate	5.599454	4.367121	3.580124	GO_new	7.947245
Indo-Pacific	(27.25,27.5]	sal tem oxygen silicate phosphate	5.789699	4.410320	3.599223	GO_new	8.009543
Indo-Pacific	(27.25,27.5]	sal tem oxygen silicate phosphate_star	5.789699	4.410320	3.599223	GO_new	8.009543
Indo-Pacific	(27.25,27.5]	sal tem silicate phosphate phosphate_star	5.789699	4.410320	3.599223	GO_new	8.009543
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate	5.063510	4.191460	3.646638	GO_new	7.838099
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate_star	5.063510	4.191460	3.646638	GO_new	7.838099
Indo-Pacific	(27.25,27.5]	tem aou silicate phosphate phosphate_star	5.063510	4.191460	3.646638	GO_new	7.838099
Indo-Pacific	(27.25,27.5]	sal tem aou oxygen phosphate	5.070415	4.376164	3.660826	JGOFS_GO	9.446579
Indo-Pacific	(27.25,27.5]	sal tem aou oxygen phosphate_star	5.070415	4.376164	3.660826	JGOFS_GO	9.446579
Indo-Pacific	(27.25,27.5]	sal tem aou phosphate phosphate_star	5.070415	4.376164	3.660826	JGOFS_GO	9.446579
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate	5.084048	4.404777	3.760696	JGOFS_GO	9.488825
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate phosphate_star	5.084048	4.404777	3.760696	JGOFS_GO	9.488825
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate_star	5.084048	4.404777	3.760696	JGOFS_GO	9.488825
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate	5.063510	4.191460	3.646638	JGOFS_GO	9.254971
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate_star	5.063510	4.191460	3.646638	JGOFS_GO	9.254971
Indo-Pacific	(27.25,27.5]	tem aou phosphate phosphate_star	5.084048	4.404777	3.760696	JGOFS_GO	9.488825
Indo-Pacific	(27.25,27.5]	tem aou silicate phosphate phosphate_star	5.063510	4.191460	3.646638	JGOFS_GO	9.254971
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate	4.812202	4.125661	3.590752	GO_new	7.716412
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate_star	4.812202	4.125661	3.590752	GO_new	7.716412
Indo-Pacific	(27.5,27.75]	sal tem aou phosphate phosphate_star	4.812202	4.125661	3.590752	GO_new	7.716412
Indo-Pacific	(27.5,27.75]	sal tem aou silicate phosphate	5.141953	4.117477	3.686895	GO_new	7.804372
Indo-Pacific	(27.5,27.75]	sal tem aou silicate phosphate_star	5.272577	4.169268	3.623099	GO_new	7.792367
Indo-Pacific	(27.5,27.75]	sal tem oxygen phosphate	5.271029	4.186807	3.638795	GO_new	7.825602
Indo-Pacific	(27.5,27.75]	sal tem oxygen phosphate phosphate_star	5.271029	4.186807	3.638795	GO_new	7.825602
Indo-Pacific	(27.5,27.75]	sal tem oxygen silicate phosphate	5.270319	4.163040	3.627660	GO_new	7.790701
Indo-Pacific	(27.5,27.75]	sal tem oxygen silicate phosphate_star	5.270319	4.163040	3.627660	GO_new	7.790701
Indo-Pacific	(27.5,27.75]	sal tem silicate phosphate phosphate_star	5.270319	4.163040	3.627660	GO_new	7.790701
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate	4.812202	4.125661	3.590752	JGOFS_GO	8.937863
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate_star	4.812202	4.125661	3.590752	JGOFS_GO	8.937863
Indo-Pacific	(27.5,27.75]	sal tem aou phosphate phosphate_star	4.812202	4.125661	3.590752	JGOFS_GO	8.937863
Indo-Pacific	(27.5,27.75]	tem aou oxygen phosphate	4.812575	4.204897	3.840747	JGOFS_GO	9.017471
Indo-Pacific	(27.5,27.75]	tem aou oxygen phosphate phosphate_star	4.812575	4.204897	3.840747	JGOFS_GO	9.017471
Indo-Pacific	(27.5,27.75]	tem aou oxygen phosphate_star	4.812575	4.204897	3.840747	JGOFS_GO	9.017471
Indo-Pacific	(27.5,27.75]	tem aou oxygen silicate phosphate	4.812526	4.204561	3.817952	JGOFS_GO	9.017088
Indo-Pacific	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.812526	4.204561	3.817952	JGOFS_GO	9.017088
Indo-Pacific	(27.5,27.75]	tem aou phosphate phosphate_star	4.812575	4.204897	3.840747	JGOFS_GO	9.017471
Indo-Pacific	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.812526	4.204561	3.817952	JGOFS_GO	9.017088
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate	4.392596	3.546106	2.914979	GO_new	6.461085
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate_star	4.415173	3.526397	2.902185	GO_new	6.428583
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate	4.415610	3.528122	2.904076	GO_new	6.432198
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.415610	3.528122	2.904076	GO_new	6.432198
Indo-Pacific	(27.75,27.85]	sal tem silicate phosphate phosphate_star	4.415610	3.528122	2.904076	GO_new	6.432198
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate	4.363857	3.518213	2.944097	GO_new	6.462310
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate_star	4.363857	3.518213	2.944097	GO_new	6.462310
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate phosphate_star	4.363857	3.518213	2.944097	GO_new	6.462310
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate_star	4.427739	3.535561	2.956759	GO_new	6.492320
Indo-Pacific	(27.75,27.85]	tem silicate phosphate phosphate_star	4.427639	3.536827	2.957547	GO_new	6.494374
Indo-Pacific	(27.75,27.85]	sal aou oxygen silicate phosphate	4.363568	3.576451	2.934931	JGOFS_GO	7.940019
Indo-Pacific	(27.75,27.85]	sal aou oxygen silicate phosphate_star	4.363568	3.576451	2.934931	JGOFS_GO	7.940019
Indo-Pacific	(27.75,27.85]	sal aou silicate phosphate phosphate_star	4.363568	3.576451	2.934931	JGOFS_GO	7.940019
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate	4.392596	3.546106	2.914979	JGOFS_GO	7.938702
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate_star	4.415173	3.526397	2.902185	JGOFS_GO	7.941570
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate	4.415610	3.528122	2.904076	JGOFS_GO	7.943732
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.415610	3.528122	2.904076	JGOFS_GO	7.943732
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate	4.363857	3.518213	2.944097	JGOFS_GO	7.882070
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate_star	4.363857	3.518213	2.944097	JGOFS_GO	7.882070
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate phosphate_star	4.363857	3.518213	2.944097	JGOFS_GO	7.882070
Indo-Pacific	(27.85,27.95]	sal tem aou silicate phosphate	4.477943	3.150297	2.933166	GO_new	6.083463
Indo-Pacific	(27.85,27.95]	sal tem aou silicate phosphate_star	4.493281	3.154056	2.922278	GO_new	6.076335
Indo-Pacific	(27.85,27.95]	sal tem oxygen silicate phosphate	4.493890	3.153386	2.923580	GO_new	6.076966
Indo-Pacific	(27.85,27.95]	sal tem oxygen silicate phosphate_star	4.493890	3.153386	2.923580	GO_new	6.076966
Indo-Pacific	(27.85,27.95]	sal tem silicate phosphate phosphate_star	4.493890	3.153386	2.923580	GO_new	6.076966
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate	4.467585	3.151963	2.948854	GO_new	6.100817
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate_star	4.467585	3.151963	2.948854	GO_new	6.100817
Indo-Pacific	(27.85,27.95]	tem aou silicate phosphate phosphate_star	4.467585	3.151963	2.948854	GO_new	6.100817
Indo-Pacific	(27.85,27.95]	tem oxygen silicate phosphate	4.494144	3.156312	2.950521	GO_new	6.106833
Indo-Pacific	(27.85,27.95]	tem oxygen silicate phosphate phosphate_star	4.494144	3.156312	2.950521	GO_new	6.106833
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate	4.467668	3.158929	2.973036	JGOFS_GO	7.626597
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate phosphate_star	4.467668	3.158929	2.973036	JGOFS_GO	7.626597
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate_star	4.467668	3.158929	2.973036	JGOFS_GO	7.626597
Indo-Pacific	(27.85,27.95]	aou silicate phosphate phosphate_star	4.467668	3.158929	2.973036	JGOFS_GO	7.626597
Indo-Pacific	(27.85,27.95]	sal aou oxygen silicate phosphate	4.467500	3.157743	2.951926	JGOFS_GO	7.625243
Indo-Pacific	(27.85,27.95]	sal aou oxygen silicate phosphate_star	4.467500	3.157743	2.951926	JGOFS_GO	7.625243
Indo-Pacific	(27.85,27.95]	sal aou silicate phosphate phosphate_star	4.467500	3.157743	2.951926	JGOFS_GO	7.625243
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate	4.467585	3.151963	2.948854	JGOFS_GO	7.619548
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate_star	4.467585	3.151963	2.948854	JGOFS_GO	7.619548
Indo-Pacific	(27.85,27.95]	tem aou silicate phosphate phosphate_star	4.467585	3.151963	2.948854	JGOFS_GO	7.619548
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate	4.450675	2.953914	3.064690	GO_new	6.018604
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate_star	4.450675	2.953914	3.064690	GO_new	6.018604
Indo-Pacific	(27.95,28.05]	sal aou silicate phosphate phosphate_star	4.450675	2.953914	3.064690	GO_new	6.018604
Indo-Pacific	(27.95,28.05]	sal tem aou silicate phosphate	4.481207	2.976063	3.053333	GO_new	6.029396
Indo-Pacific	(27.95,28.05]	sal tem oxygen silicate phosphate	4.522889	3.010122	3.051535	GO_new	6.061657
Indo-Pacific	(27.95,28.05]	sal tem oxygen silicate phosphate_star	4.522889	3.010122	3.051535	GO_new	6.061657
Indo-Pacific	(27.95,28.05]	sal tem silicate phosphate phosphate_star	4.522889	3.010122	3.051535	GO_new	6.061657
Indo-Pacific	(27.95,28.05]	tem aou oxygen silicate phosphate	4.486080	2.965907	3.095435	GO_new	6.061343
Indo-Pacific	(27.95,28.05]	tem aou oxygen silicate phosphate_star	4.486080	2.965907	3.095435	GO_new	6.061343
Indo-Pacific	(27.95,28.05]	tem aou silicate phosphate phosphate_star	4.486080	2.965907	3.095435	GO_new	6.061343
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate	4.456111	2.976856	3.094638	JGOFS_GO	7.432967
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate phosphate_star	4.456111	2.976856	3.094638	JGOFS_GO	7.432967
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate_star	4.456111	2.976856	3.094638	JGOFS_GO	7.432967
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate	4.450675	2.953914	3.064690	JGOFS_GO	7.404589
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate_star	4.450675	2.953914	3.064690	JGOFS_GO	7.404589
Indo-Pacific	(27.95,28.05]	sal aou phosphate phosphate_star	4.456111	2.976856	3.094638	JGOFS_GO	7.432967
Indo-Pacific	(27.95,28.05]	sal aou silicate phosphate phosphate_star	4.450675	2.953914	3.064690	JGOFS_GO	7.404589
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate	4.445549	2.970661	3.094589	JGOFS_GO	7.416209
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate_star	4.445549	2.970661	3.094589	JGOFS_GO	7.416209
Indo-Pacific	(27.95,28.05]	sal tem aou phosphate phosphate_star	4.445549	2.970661	3.094589	JGOFS_GO	7.416209
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate	4.112095	2.899829	2.839694	GO_new	5.739522
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate phosphate_star	4.112095	2.899829	2.839694	GO_new	5.739522
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate	4.110559	2.883672	2.836807	GO_new	5.720479
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate_star	4.110559	2.883672	2.836807	GO_new	5.720479
Indo-Pacific	(28.05,28.1]	sal aou phosphate phosphate_star	4.112095	2.899829	2.839694	GO_new	5.739522
Indo-Pacific	(28.05,28.1]	sal aou silicate phosphate phosphate_star	4.110559	2.883672	2.836807	GO_new	5.720479
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate	4.109105	2.897004	2.829897	GO_new	5.726901
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate_star	4.109105	2.897004	2.829897	GO_new	5.726901
Indo-Pacific	(28.05,28.1]	sal tem aou phosphate phosphate_star	4.109105	2.897004	2.829897	GO_new	5.726901
Indo-Pacific	(28.05,28.1]	sal tem aou silicate phosphate	4.128948	2.894374	2.844472	GO_new	5.738846
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate	4.112095	2.899829	2.839694	JGOFS_GO	7.011924
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate phosphate_star	4.112095	2.899829	2.839694	JGOFS_GO	7.011924
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate_star	4.112095	2.899829	2.839694	JGOFS_GO	7.011924
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate	4.110559	2.883672	2.836807	JGOFS_GO	6.994231
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate_star	4.110559	2.883672	2.836807	JGOFS_GO	6.994231
Indo-Pacific	(28.05,28.1]	sal aou phosphate phosphate_star	4.112095	2.899829	2.839694	JGOFS_GO	7.011924
Indo-Pacific	(28.05,28.1]	sal aou silicate phosphate phosphate_star	4.110559	2.883672	2.836807	JGOFS_GO	6.994231
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate	4.109105	2.897004	2.829897	JGOFS_GO	7.006108
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate_star	4.109105	2.897004	2.829897	JGOFS_GO	7.006108
Indo-Pacific	(28.05,28.1]	sal tem aou phosphate phosphate_star	4.109105	2.897004	2.829897	JGOFS_GO	7.006108
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate	3.964129	3.061130	2.736140	GO_new	5.797270
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate phosphate_star	3.964129	3.061130	2.736140	GO_new	5.797270
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate_star	3.964129	3.061130	2.736140	GO_new	5.797270
Indo-Pacific	(28.1, Inf]	aou silicate phosphate phosphate_star	3.964129	3.061130	2.736140	GO_new	5.797270
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate	3.964019	3.061123	2.642867	GO_new	5.703989
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate_star	3.964019	3.061123	2.642867	GO_new	5.703989
Indo-Pacific	(28.1, Inf]	sal aou silicate phosphate phosphate_star	3.964019	3.061123	2.642867	GO_new	5.703989
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate	3.908049	3.012583	2.692997	GO_new	5.705580
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate_star	3.908049	3.012583	2.692997	GO_new	5.705580
Indo-Pacific	(28.1, Inf]	tem aou silicate phosphate phosphate_star	3.908049	3.012583	2.692997	GO_new	5.705580
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate	3.964129	3.061130	2.736140	JGOFS_GO	7.025259
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate phosphate_star	3.964129	3.061130	2.736140	JGOFS_GO	7.025259
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate_star	3.964129	3.061130	2.736140	JGOFS_GO	7.025259
Indo-Pacific	(28.1, Inf]	aou silicate phosphate phosphate_star	3.964129	3.061130	2.736140	JGOFS_GO	7.025259
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate	3.964019	3.061123	2.642867	JGOFS_GO	7.025142
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate_star	3.964019	3.061123	2.642867	JGOFS_GO	7.025142
Indo-Pacific	(28.1, Inf]	sal aou silicate phosphate phosphate_star	3.964019	3.061123	2.642867	JGOFS_GO	7.025142
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate	3.908049	3.012583	2.692997	JGOFS_GO	6.920632
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate_star	3.908049	3.012583	2.692997	JGOFS_GO	6.920632
Indo-Pacific	(28.1, Inf]	tem aou silicate phosphate phosphate_star	3.908049	3.012583	2.692997	JGOFS_GO	6.920632

2.3 Correlations RMSE between eras

2.3.1 All models

all_lm_stats %>%
  ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras ~ basin)

# rm(all_lm_stats, all_lm_stats_wide)

2.3.2 10 best models

lm_best %>%
  ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras ~ basin)

#rm(all_lm_stats, all_lm_stats_wide)

lm_1 <- GLODAP %>% 
  filter(basin == "Atlantic",
         gamma_slab == "(-Inf,26]",
         era == "new_era") %>% 
  lm(Cstar ~ sal + tem + aou + oxygen + phosphate_star, data = .)

lm_2 <- GLODAP %>% 
  filter(basin == "Atlantic",
         gamma_slab == "(-Inf,26]",
         era == "new_era") %>% 
  lm(Cstar ~ sal + tem + aou + oxygen + phosphate, data = .)

lm_1
lm_2

sqrt(mean(lm_1$residuals^2))
sqrt(mean(lm_2$residuals^2))

2.4 Fitting best models

After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.

lm_best <- lm_best %>% 
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste("Cstar ~", lm_coeff))

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    print(i_basin) 
    print(i_era  )
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)

    lm_best_basin <- lm_best %>%
      filter(basin == i_basin)

    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {

      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>% 
        filter(gamma_slab == i_gamma_slab)
      
      lm_best_basin_slab <- lm_best_basin %>% 
        filter(gamma_slab == i_gamma_slab)
      
      for (i_eras in unique(lm_best_basin_slab$eras)) {
        
        # i_eras <- unique(lm_best_basin_slab$eras)[1]
        
        lm_best_basin_slab_eras <- lm_best_basin_slab %>%
          filter(eras == i_eras)
      
      for (i_predictors in unique(lm_best_basin_slab_eras$predictors)) {
        
        # i_predictors <- unique(lm_best_basin_slab_eras$predictors)[1]
        
        lm_best_single <- lm_best_basin_slab_eras %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        i_rmse_sum <- lm_best_basin_slab_eras %>%
          filter(predictors == i_predictors) %>%
          select(rmse_sum) %>%
          pull()
        
        lm_formula <- as.formula(lm_best_single)
        
        model_single <- lm(lm_formula, 
              data = GLODAP_basin_era_slab)
        
        coefficients <- tidy(model_single)
        coefficients <- coefficients %>% 
          mutate(basin = i_basin,
                 era = i_era,
                 eras = i_eras,
                 gamma_slab = i_gamma_slab,
                 model = lm_best_single,
                 rmse = i_rmse_sum)
        
        print(lm_best_single)
      
      if (exists("all_lm")) {
        all_lm <- bind_rows(all_lm, coefficients)
      }
      
      if (!exists("all_lm")) {
        all_lm <- coefficients
      }
      

      }
      
 
      }
    }
    
  }
  
}

[1] "Atlantic"
[1] "JGOFS_WOCE"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27.5,27.75]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.1,28.15]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(28.15,28.2]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.2, Inf]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Atlantic"
[1] "GO_SHIP"
[1] "(27.5,27.75]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.1,28.15]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.15,28.2]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.2, Inf]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Atlantic"
[1] "new_era"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27.5,27.75]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.1,28.15]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.15,28.2]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.2, Inf]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Indo-Pacific"
[1] "JGOFS_WOCE"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(27.5,27.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.1, Inf]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Indo-Pacific"
[1] "GO_SHIP"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.5,27.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(28.1, Inf]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Indo-Pacific"
[1] "new_era"
[1] "(-Inf,26]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate_star"
[1] "(27.75,27.85]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate_star"
[1] "Cstar ~ tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.85,27.95]"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.95,28.05]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(26.75,27]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(26,26.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "(26.5,26.75]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(27.25,27.5]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27,27.25]"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(27.5,27.75]"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + phosphate"
[1] "Cstar ~ sal + tem + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + tem + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + tem + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate"
[1] "Cstar ~ tem + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "(28.05,28.1]"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate"
[1] "Cstar ~ sal + aou + oxygen + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate"
[1] "Cstar ~ sal + tem + aou + oxygen + phosphate_star"
[1] "Cstar ~ sal + tem + aou + phosphate + phosphate_star"
[1] "(28.1, Inf]"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate"
[1] "Cstar ~ aou + oxygen + silicate + phosphate + phosphate_star"
[1] "Cstar ~ aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ sal + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ sal + aou + silicate + phosphate + phosphate_star"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate"
[1] "Cstar ~ tem + aou + oxygen + silicate + phosphate_star"
[1] "Cstar ~ tem + aou + silicate + phosphate + phosphate_star"

rm(lm_formula, model_single, coefficients, i_rmse_sum,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   lm_best, lm_best_basin, lm_best_basin_slab, lm_best_single,
   i_basin, i_era, i_gamma_slab, i_predictors)

all_lm %>%
  write_csv(here::here("data/eMLR",
                       "all_lm.csv"))


# Prepare model coefficients for mapping

all_lm <- all_lm %>% 
  select(term, estimate, basin, era, eras, gamma_slab, model)

all_lm <- all_lm %>% 
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

all_lm_wide <- all_lm %>% 
  pivot_wider(names_from = era, values_from = estimate,
              names_prefix = "coeff_")

all_lm_wide <- all_lm_wide %>% 
  mutate(JGOFS_GO = coeff_GO_SHIP - coeff_JGOFS_WOCE,
         GO_new = coeff_new_era - coeff_GO_SHIP) %>% 
  select(-c(coeff_JGOFS_WOCE,
            coeff_GO_SHIP,
            coeff_new_era))

all_lm_long <- all_lm_wide %>% 
  pivot_longer(JGOFS_GO:GO_new, names_to = "eras_fit", values_to = "delta_coeff")

all_lm_long <- all_lm_long %>% 
  filter(eras == eras_fit) %>% 
  select(-eras_fit)

all_lm_wide <- all_lm_long %>% 
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

all_lm_wide %>%
  write_csv(here::here("data/eMLR",
                       "all_lm_wide.csv"))

rm(all_lm_long, all_lm_wide)

3 Open tasks

• combine correlation, rmse and model calculation into one routine, ideally using the purrr map approach
• select exactly best 10 models, even if same rmse sum appears more than once (currently, selection is set two ten, even if doublicated rmse occur)
• check (phosphate_star) NA’s in coeffcients -> cases of exact colinearity?
• test model selection based on AIC

4 Open questions

Session information

sessionInfo()

R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18363)

Matrix products: default

locale:
[1] LC_COLLATE=English_Germany.1252  LC_CTYPE=English_Germany.1252   
[3] LC_MONETARY=English_Germany.1252 LC_NUMERIC=C                    
[5] LC_TIME=English_Germany.1252    

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

other attached packages:
 [1] corrr_0.4.2      broom_0.7.0      kableExtra_1.1.0 knitr_1.29      
 [5] olsrr_0.5.3.9000 GGally_2.0.0     patchwork_1.0.1  lubridate_1.7.9 
 [9] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.0      purrr_0.3.4     
[13] readr_1.3.1      tidyr_1.1.0      tibble_3.0.3     ggplot2_3.3.2   
[17] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.4.2           webshot_0.5.2      RColorBrewer_1.1-2 httr_1.4.2        
 [5] rprojroot_1.3-2    tools_4.0.2        backports_1.1.8    R6_2.4.1          
 [9] nortest_1.0-4      DBI_1.1.0          colorspace_1.4-1   withr_2.2.0       
[13] tidyselect_1.1.0   gridExtra_2.3      curl_4.3           compiler_4.0.2    
[17] git2r_0.27.1       cli_2.0.2          rvest_0.3.6        xml2_1.3.2        
[21] labeling_0.3       scales_1.1.1       goftest_1.2-2      digest_0.6.25     
[25] foreign_0.8-80     rmarkdown_2.3      rio_0.5.16         pkgconfig_2.0.3   
[29] htmltools_0.5.0    dbplyr_1.4.4       highr_0.8          rlang_0.4.7       
[33] readxl_1.3.1       rstudioapi_0.11    generics_0.0.2     farver_2.0.3      
[37] jsonlite_1.7.0     zip_2.0.4          car_3.0-8          magrittr_1.5      
[41] Rcpp_1.0.5         munsell_0.5.0      fansi_0.4.1        abind_1.4-5       
[45] lifecycle_0.2.0    stringi_1.4.6      whisker_0.4        yaml_2.2.1        
[49] carData_3.0-4      plyr_1.8.6         grid_4.0.2         blob_1.2.1        
[53] promises_1.1.1     crayon_1.3.4       haven_2.3.1        hms_0.5.3         
[57] pillar_1.4.6       reprex_0.3.0       glue_1.4.1         evaluate_0.14     
[61] data.table_1.13.0  modelr_0.1.8       vctrs_0.3.2        httpuv_1.5.4      
[65] cellranger_1.1.0   gtable_0.3.0       reshape_0.8.8      assertthat_0.2.1  
[69] xfun_0.16          openxlsx_4.1.5     later_1.1.0.1      viridisLite_0.3.0 
[73] ellipsis_0.3.1     here_0.1