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1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Version	Author	Date
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

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

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

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

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

}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Version	Author	Date
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8566630	0.8400495	0.8876974
aou + nitrate	Atlantic	(26,26.25]	0.8462496	0.8319533	0.8578380
aou + nitrate	Atlantic	(26.25,26.5]	0.9201496	0.9136685	0.9235980
aou + nitrate	Atlantic	(26.5,26.62]	0.9566522	0.9535264	0.9608837
aou + nitrate	Atlantic	(26.62,26.75]	0.9782334	0.9761201	0.9816618
aou + nitrate	Atlantic	(26.75,26.88]	0.9861539	0.9840951	0.9885872
aou + nitrate	Atlantic	(26.88,27]	0.9864772	0.9851888	0.9876691
aou + nitrate	Atlantic	(27,27.12]	0.9770944	0.9729474	0.9807801
aou + nitrate	Atlantic	(27.12,27.25]	0.9517388	0.9482955	0.9542688
aou + nitrate	Atlantic	(27.25,27.38]	0.9016092	0.8921632	0.9122202
aou + nitrate	Atlantic	(27.38,27.5]	0.7719228	0.7631158	0.7789419
aou + nitrate	Atlantic	(27.5,27.62]	0.6507890	0.6391299	0.6668075
aou + nitrate	Atlantic	(27.62,27.75]	0.4501403	0.4374404	0.4595867
aou + nitrate	Atlantic	(27.75,27.8]	0.3653098	0.3251037	0.3901476
aou + nitrate	Atlantic	(27.8,27.85]	0.3486401	0.3006730	0.3829371
aou + nitrate	Atlantic	(27.85,27.9]	0.4865067	0.4390565	0.5747264
aou + nitrate	Atlantic	(27.9,27.95]	0.6490252	0.5137698	0.7431194
aou + nitrate	Atlantic	(27.95,28]	0.5017535	0.4587963	0.5769637
aou + nitrate	Atlantic	(28,28.05]	0.1064863	0.0678063	0.1352465
aou + nitrate	Atlantic	(28.05,28.07]	0.3098754	0.2569659	0.3434915
aou + nitrate	Atlantic	(28.07,28.1]	0.6015147	0.5468260	0.6761427
aou + nitrate	Atlantic	(28.1,28.13]	0.8034313	0.7809047	0.8236994
aou + nitrate	Atlantic	(28.13,28.15]	0.8877340	0.8675441	0.9014730
aou + nitrate	Atlantic	(28.15,28.17]	0.9304761	0.9246518	0.9362921
aou + nitrate	Atlantic	(28.17,28.2]	0.9230853	0.9147584	0.9305777
aou + nitrate	Atlantic	(28.2, Inf]	0.8770807	0.8702588	0.8838716
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9322982	0.9304671	0.9343005
aou + nitrate	Indo-Pacific	(26,26.25]	0.8893897	0.8795133	0.8961064
aou + nitrate	Indo-Pacific	(26.25,26.5]	0.8217732	0.8166709	0.8287992
aou + nitrate	Indo-Pacific	(26.5,26.62]	0.7803706	0.7729633	0.7895546
aou + nitrate	Indo-Pacific	(26.62,26.75]	0.7971619	0.7900264	0.8070088
aou + nitrate	Indo-Pacific	(26.75,26.88]	0.8243208	0.8113616	0.8383269
aou + nitrate	Indo-Pacific	(26.88,27]	0.8802633	0.8763252	0.8838259
aou + nitrate	Indo-Pacific	(27,27.12]	0.9243572	0.9220108	0.9256148
aou + nitrate	Indo-Pacific	(27.12,27.25]	0.9491119	0.9432618	0.9525981
aou + nitrate	Indo-Pacific	(27.25,27.38]	0.9577671	0.9558851	0.9591287
aou + nitrate	Indo-Pacific	(27.38,27.5]	0.9714412	0.9673899	0.9752000
aou + nitrate	Indo-Pacific	(27.5,27.62]	0.9772265	0.9767353	0.9776028
aou + nitrate	Indo-Pacific	(27.62,27.75]	0.9883876	0.9880405	0.9888041
aou + nitrate	Indo-Pacific	(27.75,27.8]	0.9918579	0.9914117	0.9922321
aou + nitrate	Indo-Pacific	(27.8,27.85]	0.9929086	0.9908111	0.9941513
aou + nitrate	Indo-Pacific	(27.85,27.9]	0.9926905	0.9917746	0.9938302
aou + nitrate	Indo-Pacific	(27.9,27.95]	0.9909775	0.9906546	0.9915006
aou + nitrate	Indo-Pacific	(27.95,28]	0.9832795	0.9797024	0.9864379
aou + nitrate	Indo-Pacific	(28,28.05]	0.9871904	0.9858235	0.9880808
aou + nitrate	Indo-Pacific	(28.05,28.07]	0.9908488	0.9906919	0.9911434
aou + nitrate	Indo-Pacific	(28.07,28.1]	0.9835783	0.9820968	0.9852109
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9891921	0.9886841	0.9894492
aou + phosphate	Atlantic	(-Inf,26]	0.9292515	0.9194106	0.9399366
aou + phosphate	Atlantic	(26,26.25]	0.8946130	0.8875919	0.9073946
aou + phosphate	Atlantic	(26.25,26.5]	0.8746169	0.8714513	0.8780688
aou + phosphate	Atlantic	(26.5,26.62]	0.9186188	0.9062681	0.9263650
aou + phosphate	Atlantic	(26.62,26.75]	0.9547430	0.9543851	0.9552229
aou + phosphate	Atlantic	(26.75,26.88]	0.9710509	0.9684940	0.9732747
aou + phosphate	Atlantic	(26.88,27]	0.9634583	0.9607438	0.9657445
aou + phosphate	Atlantic	(27,27.12]	0.9437803	0.9400812	0.9483384
aou + phosphate	Atlantic	(27.12,27.25]	0.9059398	0.9023862	0.9098112
aou + phosphate	Atlantic	(27.25,27.38]	0.8485117	0.8362450	0.8627960
aou + phosphate	Atlantic	(27.38,27.5]	0.6956699	0.6876502	0.7038441
aou + phosphate	Atlantic	(27.5,27.62]	0.5795851	0.5666155	0.5975262
aou + phosphate	Atlantic	(27.62,27.75]	0.3810326	0.3664809	0.3924901
aou + phosphate	Atlantic	(27.75,27.8]	0.2906107	0.2466676	0.3168363
aou + phosphate	Atlantic	(27.8,27.85]	0.2889059	0.2357377	0.3258494
aou + phosphate	Atlantic	(27.85,27.9]	0.4454929	0.3958365	0.5382909
aou + phosphate	Atlantic	(27.9,27.95]	0.6277194	0.4867390	0.7262879
aou + phosphate	Atlantic	(27.95,28]	0.4841886	0.4404501	0.5610641
aou + phosphate	Atlantic	(28,28.05]	0.0870883	0.0485670	0.1153042
aou + phosphate	Atlantic	(28.05,28.07]	0.2959516	0.2439259	0.3292404
aou + phosphate	Atlantic	(28.07,28.1]	0.5973434	0.5429185	0.6724637
aou + phosphate	Atlantic	(28.1,28.13]	0.8024127	0.7802518	0.8221882
aou + phosphate	Atlantic	(28.13,28.15]	0.8874171	0.8671759	0.9012692
aou + phosphate	Atlantic	(28.15,28.17]	0.9315002	0.9259265	0.9369682
aou + phosphate	Atlantic	(28.17,28.2]	0.9297248	0.9213139	0.9376262
aou + phosphate	Atlantic	(28.2, Inf]	0.8845363	0.8834007	0.8858820
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9667103	0.9659406	0.9678654
aou + phosphate	Indo-Pacific	(26,26.25]	0.9579902	0.9577263	0.9581359
aou + phosphate	Indo-Pacific	(26.25,26.5]	0.9610594	0.9600666	0.9617041
aou + phosphate	Indo-Pacific	(26.5,26.62]	0.9700703	0.9684197	0.9727429
aou + phosphate	Indo-Pacific	(26.62,26.75]	0.9746385	0.9736533	0.9760510
aou + phosphate	Indo-Pacific	(26.75,26.88]	0.9720529	0.9705296	0.9739339
aou + phosphate	Indo-Pacific	(26.88,27]	0.9772556	0.9764603	0.9778430
aou + phosphate	Indo-Pacific	(27,27.12]	0.9868262	0.9863336	0.9870895
aou + phosphate	Indo-Pacific	(27.12,27.25]	0.9901812	0.9898894	0.9903608
aou + phosphate	Indo-Pacific	(27.25,27.38]	0.9911676	0.9904933	0.9915690
aou + phosphate	Indo-Pacific	(27.38,27.5]	0.9917698	0.9913094	0.9923273
aou + phosphate	Indo-Pacific	(27.5,27.62]	0.9925301	0.9924197	0.9926188
aou + phosphate	Indo-Pacific	(27.62,27.75]	0.9920098	0.9915951	0.9924229
aou + phosphate	Indo-Pacific	(27.75,27.8]	0.9946148	0.9945708	0.9946561
aou + phosphate	Indo-Pacific	(27.8,27.85]	0.9931179	0.9912833	0.9942238
aou + phosphate	Indo-Pacific	(27.85,27.9]	0.9953658	0.9950037	0.9957642
aou + phosphate	Indo-Pacific	(27.9,27.95]	0.9938558	0.9932900	0.9943095
aou + phosphate	Indo-Pacific	(27.95,28]	0.9822956	0.9785241	0.9854157
aou + phosphate	Indo-Pacific	(28,28.05]	0.9883325	0.9869481	0.9893111
aou + phosphate	Indo-Pacific	(28.05,28.07]	0.9917201	0.9913578	0.9922312
aou + phosphate	Indo-Pacific	(28.07,28.1]	0.9863061	0.9845272	0.9885000
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9892630	0.9882269	0.9900518
aou + phosphate_star	Atlantic	(-Inf,26]	0.2394828	0.1624787	0.2829947
aou + phosphate_star	Atlantic	(26,26.25]	0.2243701	0.1052415	0.2948386
aou + phosphate_star	Atlantic	(26.25,26.5]	0.2925056	0.2358596	0.3343317
aou + phosphate_star	Atlantic	(26.5,26.62]	0.2151822	0.1770915	0.2853895
aou + phosphate_star	Atlantic	(26.62,26.75]	0.0424157	0.0177289	0.0696124
aou + phosphate_star	Atlantic	(26.75,26.88]	-0.1423202	-0.1641273	-0.1232388
aou + phosphate_star	Atlantic	(26.88,27]	-0.1542618	-0.1777097	-0.1151934
aou + phosphate_star	Atlantic	(27,27.12]	-0.0885020	-0.1103569	-0.0481123
aou + phosphate_star	Atlantic	(27.12,27.25]	-0.0089034	-0.0300850	0.0059788
aou + phosphate_star	Atlantic	(27.25,27.38]	0.0028459	-0.0235225	0.0165497
aou + phosphate_star	Atlantic	(27.38,27.5]	-0.2308044	-0.2408135	-0.2211697
aou + phosphate_star	Atlantic	(27.5,27.62]	-0.3129567	-0.3221986	-0.2974035
aou + phosphate_star	Atlantic	(27.62,27.75]	-0.3380202	-0.3649217	-0.3224918
aou + phosphate_star	Atlantic	(27.75,27.8]	-0.4103836	-0.4495043	-0.3692235
aou + phosphate_star	Atlantic	(27.8,27.85]	-0.2864273	-0.3868492	-0.2164769
aou + phosphate_star	Atlantic	(27.85,27.9]	0.0248226	-0.0527088	0.1590160
aou + phosphate_star	Atlantic	(27.9,27.95]	0.3578304	0.1607774	0.4982386
aou + phosphate_star	Atlantic	(27.95,28]	0.1207800	0.0485878	0.2318152
aou + phosphate_star	Atlantic	(28,28.05]	-0.3284220	-0.3567175	-0.2967967
aou + phosphate_star	Atlantic	(28.05,28.07]	-0.1147508	-0.1820240	-0.0783951
aou + phosphate_star	Atlantic	(28.07,28.1]	0.3319540	0.2569666	0.4341791
aou + phosphate_star	Atlantic	(28.1,28.13]	0.6184810	0.5835186	0.6468950
aou + phosphate_star	Atlantic	(28.13,28.15]	0.7546999	0.7167326	0.7780978
aou + phosphate_star	Atlantic	(28.15,28.17]	0.8456254	0.8389421	0.8514355
aou + phosphate_star	Atlantic	(28.17,28.2]	0.8246120	0.8096788	0.8396687
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7314839	0.7245233	0.7439888
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5880253	0.5807937	0.5971065
aou + phosphate_star	Indo-Pacific	(26,26.25]	0.3943891	0.3916829	0.3974812
aou + phosphate_star	Indo-Pacific	(26.25,26.5]	0.3809245	0.3738958	0.3883021
aou + phosphate_star	Indo-Pacific	(26.5,26.62]	0.3906814	0.3645753	0.4216085
aou + phosphate_star	Indo-Pacific	(26.62,26.75]	0.5116727	0.4945428	0.5315472
aou + phosphate_star	Indo-Pacific	(26.75,26.88]	0.5820342	0.5636667	0.6131221
aou + phosphate_star	Indo-Pacific	(26.88,27]	0.6301982	0.6237609	0.6407727
aou + phosphate_star	Indo-Pacific	(27,27.12]	0.7559726	0.7555263	0.7568190
aou + phosphate_star	Indo-Pacific	(27.12,27.25]	0.7379215	0.7055896	0.7693011
aou + phosphate_star	Indo-Pacific	(27.25,27.38]	0.5685187	0.5101564	0.6217100
aou + phosphate_star	Indo-Pacific	(27.38,27.5]	0.1996252	0.1189891	0.2653856
aou + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.1739090	-0.2560393	-0.1178982
aou + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.5304058	-0.5821460	-0.4782286
aou + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.6464583	-0.6599622	-0.6305025
aou + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.5903274	-0.5975204	-0.5828310
aou + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.5781497	-0.6158222	-0.5524012
aou + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.4431287	-0.4592798	-0.4173893
aou + phosphate_star	Indo-Pacific	(27.95,28]	-0.4973455	-0.5251308	-0.4776678
aou + phosphate_star	Indo-Pacific	(28,28.05]	-0.5305896	-0.5668513	-0.4987388
aou + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.4004707	-0.4813962	-0.3343077
aou + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.4532645	-0.5266183	-0.3946317
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0431961	0.0165940	0.0576876
aou + silicate	Atlantic	(-Inf,26]	0.1177800	0.0428611	0.1985943
aou + silicate	Atlantic	(26,26.25]	0.2909576	0.2696115	0.3079571
aou + silicate	Atlantic	(26.25,26.5]	0.2718695	0.2247167	0.3084263
aou + silicate	Atlantic	(26.5,26.62]	0.4591284	0.4444451	0.4804727
aou + silicate	Atlantic	(26.62,26.75]	0.6424097	0.6267304	0.6613674
aou + silicate	Atlantic	(26.75,26.88]	0.8096075	0.8041764	0.8136563
aou + silicate	Atlantic	(26.88,27]	0.8673580	0.8590868	0.8801376
aou + silicate	Atlantic	(27,27.12]	0.8344005	0.8237391	0.8546584
aou + silicate	Atlantic	(27.12,27.25]	0.7291202	0.7214540	0.7421399
aou + silicate	Atlantic	(27.25,27.38]	0.6391448	0.6300168	0.6471917
aou + silicate	Atlantic	(27.38,27.5]	0.4862609	0.4755075	0.5045212
aou + silicate	Atlantic	(27.5,27.62]	0.3304462	0.3261911	0.3351852
aou + silicate	Atlantic	(27.62,27.75]	0.1036205	0.0946952	0.1192990
aou + silicate	Atlantic	(27.75,27.8]	-0.0678934	-0.1251456	-0.0248957
aou + silicate	Atlantic	(27.8,27.85]	-0.0331519	-0.0876866	0.0016638
aou + silicate	Atlantic	(27.85,27.9]	0.1632724	0.1078818	0.2646628
aou + silicate	Atlantic	(27.9,27.95]	0.4588408	0.2844308	0.5929378
aou + silicate	Atlantic	(27.95,28]	0.4174191	0.3824288	0.4857385
aou + silicate	Atlantic	(28,28.05]	0.0930094	0.0586871	0.1116239
aou + silicate	Atlantic	(28.05,28.07]	0.3257788	0.2860647	0.3536930
aou + silicate	Atlantic	(28.07,28.1]	0.6469684	0.6017939	0.7130730
aou + silicate	Atlantic	(28.1,28.13]	0.8453650	0.8297188	0.8581946
aou + silicate	Atlantic	(28.13,28.15]	0.9210042	0.9059458	0.9328581
aou + silicate	Atlantic	(28.15,28.17]	0.9618851	0.9576358	0.9657944
aou + silicate	Atlantic	(28.17,28.2]	0.9465777	0.9404180	0.9516869
aou + silicate	Atlantic	(28.2, Inf]	0.6734468	0.6526341	0.6989391
aou + silicate	Indo-Pacific	(-Inf,26]	0.8361554	0.8329494	0.8385854
aou + silicate	Indo-Pacific	(26,26.25]	0.7885346	0.7879404	0.7892595
aou + silicate	Indo-Pacific	(26.25,26.5]	0.7500761	0.7456051	0.7533597
aou + silicate	Indo-Pacific	(26.5,26.62]	0.7574217	0.7510175	0.7653987
aou + silicate	Indo-Pacific	(26.62,26.75]	0.8054914	0.8024519	0.8107376
aou + silicate	Indo-Pacific	(26.75,26.88]	0.8609598	0.8545012	0.8693310
aou + silicate	Indo-Pacific	(26.88,27]	0.8934174	0.8892509	0.8960243
aou + silicate	Indo-Pacific	(27,27.12]	0.9385815	0.9356295	0.9429467
aou + silicate	Indo-Pacific	(27.12,27.25]	0.9558727	0.9542872	0.9571115
aou + silicate	Indo-Pacific	(27.25,27.38]	0.9631749	0.9620136	0.9640823
aou + silicate	Indo-Pacific	(27.38,27.5]	0.9679712	0.9677641	0.9682461
aou + silicate	Indo-Pacific	(27.5,27.62]	0.9750954	0.9748319	0.9754683
aou + silicate	Indo-Pacific	(27.62,27.75]	0.9785694	0.9776544	0.9791039
aou + silicate	Indo-Pacific	(27.75,27.8]	0.9862956	0.9857369	0.9868985
aou + silicate	Indo-Pacific	(27.8,27.85]	0.9895056	0.9875663	0.9907250
aou + silicate	Indo-Pacific	(27.85,27.9]	0.9874554	0.9870255	0.9880263
aou + silicate	Indo-Pacific	(27.9,27.95]	0.9887372	0.9879233	0.9894516
aou + silicate	Indo-Pacific	(27.95,28]	0.9776421	0.9731533	0.9809974
aou + silicate	Indo-Pacific	(28,28.05]	0.9859751	0.9848205	0.9867189
aou + silicate	Indo-Pacific	(28.05,28.07]	0.9902840	0.9895418	0.9907040
aou + silicate	Indo-Pacific	(28.07,28.1]	0.9854693	0.9826863	0.9876889
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8363689	0.8338063	0.8383051
nitrate + phosphate	Atlantic	(-Inf,26]	0.6913320	0.6358544	0.7735436
nitrate + phosphate	Atlantic	(26,26.25]	0.6249932	0.5883334	0.6492804
nitrate + phosphate	Atlantic	(26.25,26.5]	0.8428555	0.8297408	0.8630006
nitrate + phosphate	Atlantic	(26.5,26.62]	0.9458572	0.9379083	0.9501002
nitrate + phosphate	Atlantic	(26.62,26.75]	0.9700028	0.9689486	0.9717944
nitrate + phosphate	Atlantic	(26.75,26.88]	0.9780339	0.9763036	0.9805420
nitrate + phosphate	Atlantic	(26.88,27]	0.9814879	0.9811054	0.9821815
nitrate + phosphate	Atlantic	(27,27.12]	0.9848556	0.9840755	0.9853893
nitrate + phosphate	Atlantic	(27.12,27.25]	0.9877549	0.9875297	0.9881517
nitrate + phosphate	Atlantic	(27.25,27.38]	0.9915824	0.9915171	0.9916414
nitrate + phosphate	Atlantic	(27.38,27.5]	0.9912798	0.9909201	0.9917712
nitrate + phosphate	Atlantic	(27.5,27.62]	0.9930640	0.9929447	0.9932074
nitrate + phosphate	Atlantic	(27.62,27.75]	0.9960489	0.9959510	0.9962237
nitrate + phosphate	Atlantic	(27.75,27.8]	0.9963033	0.9960773	0.9965384
nitrate + phosphate	Atlantic	(27.8,27.85]	0.9974337	0.9970909	0.9976089
nitrate + phosphate	Atlantic	(27.85,27.9]	0.9984724	0.9983951	0.9986117
nitrate + phosphate	Atlantic	(27.9,27.95]	0.9991968	0.9990863	0.9992833
nitrate + phosphate	Atlantic	(27.95,28]	0.9994159	0.9993449	0.9994539
nitrate + phosphate	Atlantic	(28,28.05]	0.9995293	0.9995007	0.9995520
nitrate + phosphate	Atlantic	(28.05,28.07]	0.9996734	0.9996450	0.9997015
nitrate + phosphate	Atlantic	(28.07,28.1]	0.9998530	0.9998512	0.9998566
nitrate + phosphate	Atlantic	(28.1,28.13]	0.9999090	0.9999008	0.9999135
nitrate + phosphate	Atlantic	(28.13,28.15]	0.9998264	0.9998169	0.9998333
nitrate + phosphate	Atlantic	(28.15,28.17]	0.9997552	0.9997431	0.9997696
nitrate + phosphate	Atlantic	(28.17,28.2]	0.9981838	0.9981008	0.9982951
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9866101	0.9856099	0.9877020
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9545388	0.9524337	0.9577585
nitrate + phosphate	Indo-Pacific	(26,26.25]	0.9123349	0.9020351	0.9205098
nitrate + phosphate	Indo-Pacific	(26.25,26.5]	0.8304216	0.8228751	0.8383159
nitrate + phosphate	Indo-Pacific	(26.5,26.62]	0.7953416	0.7834577	0.8070476
nitrate + phosphate	Indo-Pacific	(26.62,26.75]	0.8198782	0.8109714	0.8317326
nitrate + phosphate	Indo-Pacific	(26.75,26.88]	0.8490380	0.8372073	0.8635109
nitrate + phosphate	Indo-Pacific	(26.88,27]	0.8989299	0.8937600	0.9029175
nitrate + phosphate	Indo-Pacific	(27,27.12]	0.9356498	0.9329866	0.9373429
nitrate + phosphate	Indo-Pacific	(27.12,27.25]	0.9524847	0.9458667	0.9562469
nitrate + phosphate	Indo-Pacific	(27.25,27.38]	0.9558578	0.9525402	0.9577041
nitrate + phosphate	Indo-Pacific	(27.38,27.5]	0.9707041	0.9659452	0.9752717
nitrate + phosphate	Indo-Pacific	(27.5,27.62]	0.9764162	0.9754106	0.9769923
nitrate + phosphate	Indo-Pacific	(27.62,27.75]	0.9923946	0.9921446	0.9926970
nitrate + phosphate	Indo-Pacific	(27.75,27.8]	0.9947983	0.9942689	0.9950674
nitrate + phosphate	Indo-Pacific	(27.8,27.85]	0.9982097	0.9976745	0.9985863
nitrate + phosphate	Indo-Pacific	(27.85,27.9]	0.9973171	0.9968748	0.9979241
nitrate + phosphate	Indo-Pacific	(27.9,27.95]	0.9980792	0.9977089	0.9983448
nitrate + phosphate	Indo-Pacific	(27.95,28]	0.9991785	0.9989373	0.9994586
nitrate + phosphate	Indo-Pacific	(28,28.05]	0.9988524	0.9987700	0.9989122
nitrate + phosphate	Indo-Pacific	(28.05,28.07]	0.9991904	0.9991174	0.9992717
nitrate + phosphate	Indo-Pacific	(28.07,28.1]	0.9979112	0.9977304	0.9980814
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9951368	0.9950077	0.9952227
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1391998	0.0453209	0.2437980
nitrate + phosphate_star	Atlantic	(26,26.25]	-0.0277994	-0.1698211	0.0513340
nitrate + phosphate_star	Atlantic	(26.25,26.5]	0.3431297	0.2777793	0.3889770
nitrate + phosphate_star	Atlantic	(26.5,26.62]	0.3561419	0.3259518	0.4141155
nitrate + phosphate_star	Atlantic	(26.62,26.75]	0.1496339	0.1184240	0.1802672
nitrate + phosphate_star	Atlantic	(26.75,26.88]	-0.0648028	-0.0923247	-0.0365695
nitrate + phosphate_star	Atlantic	(26.88,27]	-0.0495884	-0.0691934	-0.0172542
nitrate + phosphate_star	Atlantic	(27,27.12]	0.0884241	0.0554512	0.1419815
nitrate + phosphate_star	Atlantic	(27.12,27.25]	0.2760764	0.2529467	0.2903325
nitrate + phosphate_star	Atlantic	(27.25,27.38]	0.4232819	0.4095147	0.4394962
nitrate + phosphate_star	Atlantic	(27.38,27.5]	0.4275841	0.4243830	0.4329973
nitrate + phosphate_star	Atlantic	(27.5,27.62]	0.4921422	0.4894373	0.4971706
nitrate + phosphate_star	Atlantic	(27.62,27.75]	0.6795271	0.6693021	0.6852772
nitrate + phosphate_star	Atlantic	(27.75,27.8]	0.6959664	0.6828653	0.7089306
nitrate + phosphate_star	Atlantic	(27.8,27.85]	0.7945156	0.7608282	0.8167779
nitrate + phosphate_star	Atlantic	(27.85,27.9]	0.8827769	0.8721736	0.8975015
nitrate + phosphate_star	Atlantic	(27.9,27.95]	0.9391504	0.9270269	0.9480793
nitrate + phosphate_star	Atlantic	(27.95,28]	0.9160597	0.9072621	0.9254548
nitrate + phosphate_star	Atlantic	(28,28.05]	0.9027945	0.8970858	0.9066077
nitrate + phosphate_star	Atlantic	(28.05,28.07]	0.9072577	0.9022246	0.9118358
nitrate + phosphate_star	Atlantic	(28.07,28.1]	0.9519903	0.9487080	0.9561358
nitrate + phosphate_star	Atlantic	(28.1,28.13]	0.9639585	0.9621925	0.9651992
nitrate + phosphate_star	Atlantic	(28.13,28.15]	0.9710512	0.9677906	0.9729720
nitrate + phosphate_star	Atlantic	(28.15,28.17]	0.9816093	0.9805301	0.9823682
nitrate + phosphate_star	Atlantic	(28.17,28.2]	0.9768000	0.9757103	0.9782560
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9587032	0.9572841	0.9595635
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7302540	0.7281127	0.7335866
nitrate + phosphate_star	Indo-Pacific	(26,26.25]	0.5715554	0.5655664	0.5771314
nitrate + phosphate_star	Indo-Pacific	(26.25,26.5]	0.4978231	0.4965658	0.5000485
nitrate + phosphate_star	Indo-Pacific	(26.5,26.62]	0.5042545	0.4805597	0.5333908
nitrate + phosphate_star	Indo-Pacific	(26.62,26.75]	0.6151559	0.6052636	0.6268845
nitrate + phosphate_star	Indo-Pacific	(26.75,26.88]	0.6743001	0.6613080	0.6997793
nitrate + phosphate_star	Indo-Pacific	(26.88,27]	0.7299832	0.7203219	0.7408796
nitrate + phosphate_star	Indo-Pacific	(27,27.12]	0.8244681	0.8238877	0.8253323
nitrate + phosphate_star	Indo-Pacific	(27.12,27.25]	0.7908605	0.7609490	0.8175720
nitrate + phosphate_star	Indo-Pacific	(27.25,27.38]	0.6158293	0.5717578	0.6544329
nitrate + phosphate_star	Indo-Pacific	(27.38,27.5]	0.2716102	0.1919531	0.3373743
nitrate + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.1011467	-0.1840605	-0.0479330
nitrate + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.4409933	-0.4934213	-0.3890459
nitrate + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.5841295	-0.5956563	-0.5679299
nitrate + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.5096759	-0.5301262	-0.4850739
nitrate + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.4998789	-0.5380809	-0.4753454
nitrate + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.3382176	-0.3561989	-0.3138035
nitrate + phosphate_star	Indo-Pacific	(27.95,28]	-0.3379516	-0.3508086	-0.3185547
nitrate + phosphate_star	Indo-Pacific	(28,28.05]	-0.3938374	-0.4254798	-0.3644038
nitrate + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.2785869	-0.3626669	-0.2077909
nitrate + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.2916396	-0.3621177	-0.2385423
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1672575	0.1388275	0.1852209
nitrate + silicate	Atlantic	(-Inf,26]	0.5921507	0.5624675	0.6098511
nitrate + silicate	Atlantic	(26,26.25]	0.7435857	0.7123122	0.7646282
nitrate + silicate	Atlantic	(26.25,26.5]	0.5346195	0.5143908	0.5509475
nitrate + silicate	Atlantic	(26.5,26.62]	0.5836275	0.5738996	0.5992100
nitrate + silicate	Atlantic	(26.62,26.75]	0.7144505	0.6967254	0.7345802
nitrate + silicate	Atlantic	(26.75,26.88]	0.8455136	0.8413979	0.8500074
nitrate + silicate	Atlantic	(26.88,27]	0.9042141	0.8954779	0.9119472
nitrate + silicate	Atlantic	(27,27.12]	0.9090747	0.9032495	0.9151690
nitrate + silicate	Atlantic	(27.12,27.25]	0.8812726	0.8758062	0.8877643
nitrate + silicate	Atlantic	(27.25,27.38]	0.8777319	0.8745244	0.8794295
nitrate + silicate	Atlantic	(27.38,27.5]	0.8816493	0.8748629	0.8881673
nitrate + silicate	Atlantic	(27.5,27.62]	0.8839300	0.8792886	0.8883120
nitrate + silicate	Atlantic	(27.62,27.75]	0.8944107	0.8912134	0.8983355
nitrate + silicate	Atlantic	(27.75,27.8]	0.8503884	0.8412587	0.8639667
nitrate + silicate	Atlantic	(27.8,27.85]	0.8759106	0.8629362	0.8827707
nitrate + silicate	Atlantic	(27.85,27.9]	0.9081759	0.9030953	0.9129832
nitrate + silicate	Atlantic	(27.9,27.95]	0.9440871	0.9363011	0.9537633
nitrate + silicate	Atlantic	(27.95,28]	0.9650718	0.9626453	0.9677326
nitrate + silicate	Atlantic	(28,28.05]	0.9778444	0.9770122	0.9790284
nitrate + silicate	Atlantic	(28.05,28.07]	0.9792320	0.9769302	0.9805539
nitrate + silicate	Atlantic	(28.07,28.1]	0.9871540	0.9863474	0.9879779
nitrate + silicate	Atlantic	(28.1,28.13]	0.9889450	0.9884901	0.9896094
nitrate + silicate	Atlantic	(28.13,28.15]	0.9865525	0.9858285	0.9870362
nitrate + silicate	Atlantic	(28.15,28.17]	0.9863004	0.9856509	0.9870944
nitrate + silicate	Atlantic	(28.17,28.2]	0.9133110	0.9101564	0.9158506
nitrate + silicate	Atlantic	(28.2, Inf]	0.6475740	0.6443481	0.6502341
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8591922	0.8567866	0.8616604
nitrate + silicate	Indo-Pacific	(26,26.25]	0.8450815	0.8395565	0.8523818
nitrate + silicate	Indo-Pacific	(26.25,26.5]	0.7461551	0.7354457	0.7574046
nitrate + silicate	Indo-Pacific	(26.5,26.62]	0.8109227	0.7998099	0.8170646
nitrate + silicate	Indo-Pacific	(26.62,26.75]	0.8455606	0.8395158	0.8526887
nitrate + silicate	Indo-Pacific	(26.75,26.88]	0.8643154	0.8560429	0.8747542
nitrate + silicate	Indo-Pacific	(26.88,27]	0.9015357	0.8981201	0.9062285
nitrate + silicate	Indo-Pacific	(27,27.12]	0.9374154	0.9367594	0.9381287
nitrate + silicate	Indo-Pacific	(27.12,27.25]	0.9563052	0.9540218	0.9579335
nitrate + silicate	Indo-Pacific	(27.25,27.38]	0.9623847	0.9589492	0.9648560
nitrate + silicate	Indo-Pacific	(27.38,27.5]	0.9717256	0.9700216	0.9737683
nitrate + silicate	Indo-Pacific	(27.5,27.62]	0.9770109	0.9766577	0.9773915
nitrate + silicate	Indo-Pacific	(27.62,27.75]	0.9881413	0.9877289	0.9885085
nitrate + silicate	Indo-Pacific	(27.75,27.8]	0.9911530	0.9909973	0.9912826
nitrate + silicate	Indo-Pacific	(27.8,27.85]	0.9947225	0.9942946	0.9950684
nitrate + silicate	Indo-Pacific	(27.85,27.9]	0.9913845	0.9910239	0.9916656
nitrate + silicate	Indo-Pacific	(27.9,27.95]	0.9925696	0.9921616	0.9929279
nitrate + silicate	Indo-Pacific	(27.95,28]	0.9919972	0.9913194	0.9929054
nitrate + silicate	Indo-Pacific	(28,28.05]	0.9922054	0.9918631	0.9925959
nitrate + silicate	Indo-Pacific	(28.05,28.07]	0.9925879	0.9923138	0.9928766
nitrate + silicate	Indo-Pacific	(28.07,28.1]	0.9926800	0.9919037	0.9934618
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.8433853	0.8430264	0.8436477
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5250520	0.4582282	0.5774083
phosphate + phosphate_star	Atlantic	(26,26.25]	0.6152600	0.5282148	0.6693495
phosphate + phosphate_star	Atlantic	(26.25,26.5]	0.7121956	0.6751736	0.7372723
phosphate + phosphate_star	Atlantic	(26.5,26.62]	0.5785019	0.5361151	0.6273809
phosphate + phosphate_star	Atlantic	(26.62,26.75]	0.3329448	0.3091863	0.3577249
phosphate + phosphate_star	Atlantic	(26.75,26.88]	0.0919608	0.0606631	0.1229211
phosphate + phosphate_star	Atlantic	(26.88,27]	0.1100468	0.0920148	0.1408289
phosphate + phosphate_star	Atlantic	(27,27.12]	0.2393333	0.2086442	0.2891182
phosphate + phosphate_star	Atlantic	(27.12,27.25]	0.4101415	0.3913369	0.4228031
phosphate + phosphate_star	Atlantic	(27.25,27.38]	0.5274724	0.5136779	0.5432922
phosphate + phosphate_star	Atlantic	(27.38,27.5]	0.5332855	0.5309534	0.5350773
phosphate + phosphate_star	Atlantic	(27.5,27.62]	0.5803053	0.5765766	0.5852917
phosphate + phosphate_star	Atlantic	(27.62,27.75]	0.7367084	0.7281278	0.7424181
phosphate + phosphate_star	Atlantic	(27.75,27.8]	0.7513820	0.7379252	0.7629456
phosphate + phosphate_star	Atlantic	(27.8,27.85]	0.8319147	0.8035196	0.8511281
phosphate + phosphate_star	Atlantic	(27.85,27.9]	0.9042458	0.8951069	0.9165365
phosphate + phosphate_star	Atlantic	(27.9,27.95]	0.9491199	0.9390698	0.9565908
phosphate + phosphate_star	Atlantic	(27.95,28]	0.9249815	0.9166009	0.9335281
phosphate + phosphate_star	Atlantic	(28,28.05]	0.9112972	0.9056167	0.9148870
phosphate + phosphate_star	Atlantic	(28.05,28.07]	0.9136479	0.9081763	0.9183409
phosphate + phosphate_star	Atlantic	(28.07,28.1]	0.9538082	0.9503865	0.9578524
phosphate + phosphate_star	Atlantic	(28.1,28.13]	0.9644939	0.9625470	0.9656319
phosphate + phosphate_star	Atlantic	(28.13,28.15]	0.9715499	0.9683133	0.9734951
phosphate + phosphate_star	Atlantic	(28.15,28.17]	0.9814364	0.9805827	0.9820540
phosphate + phosphate_star	Atlantic	(28.17,28.2]	0.9742428	0.9731414	0.9755892
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9609148	0.9585296	0.9643142
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7602704	0.7565811	0.7644660
phosphate + phosphate_star	Indo-Pacific	(26,26.25]	0.6344035	0.6321387	0.6363872
phosphate + phosphate_star	Indo-Pacific	(26.25,26.5]	0.6164531	0.6089706	0.6251181
phosphate + phosphate_star	Indo-Pacific	(26.5,26.62]	0.5978117	0.5813467	0.6153141
phosphate + phosphate_star	Indo-Pacific	(26.62,26.75]	0.6815977	0.6711104	0.6941666
phosphate + phosphate_star	Indo-Pacific	(26.75,26.88]	0.7388792	0.7289539	0.7571402
phosphate + phosphate_star	Indo-Pacific	(26.88,27]	0.7722261	0.7659241	0.7796829
phosphate + phosphate_star	Indo-Pacific	(27,27.12]	0.8458564	0.8449134	0.8464732
phosphate + phosphate_star	Indo-Pacific	(27.12,27.25]	0.8205317	0.7944563	0.8458220
phosphate + phosphate_star	Indo-Pacific	(27.25,27.38]	0.6686183	0.6186716	0.7148124
phosphate + phosphate_star	Indo-Pacific	(27.38,27.5]	0.3195845	0.2443982	0.3793000
phosphate + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.0554104	-0.1376214	0.0005352
phosphate + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.4216325	-0.4740856	-0.3684900
phosphate + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.5665222	-0.5811863	-0.5488881
phosphate + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.4955841	-0.5109762	-0.4746330
phosphate + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.5002480	-0.5368650	-0.4761464
phosphate + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.3456841	-0.3663109	-0.3199297
phosphate + phosphate_star	Indo-Pacific	(27.95,28]	-0.3316257	-0.3442284	-0.3128301
phosphate + phosphate_star	Indo-Pacific	(28,28.05]	-0.3988489	-0.4299472	-0.3701626
phosphate + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.2822154	-0.3662197	-0.2102438
phosphate + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.3051110	-0.3738789	-0.2554367
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1835974	0.1518542	0.2049764
sal + aou	Atlantic	(-Inf,26]	-0.4062646	-0.4569132	-0.3689498
sal + aou	Atlantic	(26,26.25]	-0.5693640	-0.6202813	-0.5368533
sal + aou	Atlantic	(26.25,26.5]	-0.1818847	-0.2421056	-0.1235583
sal + aou	Atlantic	(26.5,26.62]	0.1707826	0.1270588	0.1951189
sal + aou	Atlantic	(26.62,26.75]	0.4046297	0.3759787	0.4260059
sal + aou	Atlantic	(26.75,26.88]	0.4960215	0.4890760	0.5073178
sal + aou	Atlantic	(26.88,27]	0.4660663	0.4411485	0.4829240
sal + aou	Atlantic	(27,27.12]	0.4454561	0.4249317	0.4632938
sal + aou	Atlantic	(27.12,27.25]	0.3606385	0.3074048	0.4197972
sal + aou	Atlantic	(27.25,27.38]	0.3022330	0.2825844	0.3276184
sal + aou	Atlantic	(27.38,27.5]	0.5108357	0.5020998	0.5190189
sal + aou	Atlantic	(27.5,27.62]	0.6535095	0.6412132	0.6659090
sal + aou	Atlantic	(27.62,27.75]	0.7379727	0.7288308	0.7554404
sal + aou	Atlantic	(27.75,27.8]	0.7197330	0.6736205	0.7527366
sal + aou	Atlantic	(27.8,27.85]	0.6433980	0.5829310	0.7098531
sal + aou	Atlantic	(27.85,27.9]	0.4214075	0.2965036	0.5053914
sal + aou	Atlantic	(27.9,27.95]	-0.0054218	-0.1321559	0.1663558
sal + aou	Atlantic	(27.95,28]	-0.0246418	-0.0718103	0.0021188
sal + aou	Atlantic	(28,28.05]	0.2854136	0.2654833	0.3166976
sal + aou	Atlantic	(28.05,28.07]	0.1063895	0.0654494	0.1763476
sal + aou	Atlantic	(28.07,28.1]	-0.3442793	-0.4293743	-0.2784833
sal + aou	Atlantic	(28.1,28.13]	-0.6279720	-0.6518551	-0.5969222
sal + aou	Atlantic	(28.13,28.15]	-0.7491091	-0.7702701	-0.7145654
sal + aou	Atlantic	(28.15,28.17]	-0.8435946	-0.8458720	-0.8393493
sal + aou	Atlantic	(28.17,28.2]	-0.7972579	-0.8070537	-0.7818598
sal + aou	Atlantic	(28.2, Inf]	-0.5405990	-0.5637477	-0.5150389
sal + aou	Indo-Pacific	(-Inf,26]	-0.2331734	-0.2382909	-0.2297198
sal + aou	Indo-Pacific	(26,26.25]	-0.1725879	-0.1804104	-0.1674089
sal + aou	Indo-Pacific	(26.25,26.5]	-0.1283526	-0.1357789	-0.1150388
sal + aou	Indo-Pacific	(26.5,26.62]	-0.1216108	-0.1358087	-0.1135136
sal + aou	Indo-Pacific	(26.62,26.75]	-0.2320248	-0.2425922	-0.2259470
sal + aou	Indo-Pacific	(26.75,26.88]	-0.3266121	-0.3417161	-0.3138212
sal + aou	Indo-Pacific	(26.88,27]	-0.4974451	-0.5113408	-0.4869992
sal + aou	Indo-Pacific	(27,27.12]	-0.6430567	-0.6500960	-0.6381509
sal + aou	Indo-Pacific	(27.12,27.25]	-0.6404363	-0.6774573	-0.6028146
sal + aou	Indo-Pacific	(27.25,27.38]	-0.4471398	-0.5002367	-0.4034775
sal + aou	Indo-Pacific	(27.38,27.5]	-0.1203621	-0.1675150	-0.0510993
sal + aou	Indo-Pacific	(27.5,27.62]	0.3628216	0.3195334	0.4324296
sal + aou	Indo-Pacific	(27.62,27.75]	0.6663449	0.6372161	0.7041719
sal + aou	Indo-Pacific	(27.75,27.8]	0.7877603	0.7716952	0.7961089
sal + aou	Indo-Pacific	(27.8,27.85]	0.7906895	0.7508077	0.8270528
sal + aou	Indo-Pacific	(27.85,27.9]	0.8050583	0.7992346	0.8147706
sal + aou	Indo-Pacific	(27.9,27.95]	0.8243869	0.8138844	0.8327896
sal + aou	Indo-Pacific	(27.95,28]	0.8513940	0.8229414	0.8808126
sal + aou	Indo-Pacific	(28,28.05]	0.8669613	0.8592045	0.8739767
sal + aou	Indo-Pacific	(28.05,28.07]	0.9263845	0.9199403	0.9321691
sal + aou	Indo-Pacific	(28.07,28.1]	0.8681428	0.8548547	0.8785975
sal + aou	Indo-Pacific	(28.1, Inf]	0.4363003	0.4208270	0.4502529
sal + nitrate	Atlantic	(-Inf,26]	-0.6745164	-0.6845712	-0.6657979
sal + nitrate	Atlantic	(26,26.25]	-0.6128603	-0.6907549	-0.5637143
sal + nitrate	Atlantic	(26.25,26.5]	-0.2158301	-0.2640740	-0.1502478
sal + nitrate	Atlantic	(26.5,26.62]	0.0842531	0.0509876	0.1029226
sal + nitrate	Atlantic	(26.62,26.75]	0.3569768	0.3185360	0.3945048
sal + nitrate	Atlantic	(26.75,26.88]	0.4687564	0.4546181	0.4863468
sal + nitrate	Atlantic	(26.88,27]	0.4354637	0.4141128	0.4554991
sal + nitrate	Atlantic	(27,27.12]	0.3688876	0.3389374	0.3961303
sal + nitrate	Atlantic	(27.12,27.25]	0.1813252	0.1113608	0.2615134
sal + nitrate	Atlantic	(27.25,27.38]	-0.0358590	-0.0760087	0.0373859
sal + nitrate	Atlantic	(27.38,27.5]	0.0144660	-0.0351765	0.0482204
sal + nitrate	Atlantic	(27.5,27.62]	0.2873508	0.2412324	0.3451691
sal + nitrate	Atlantic	(27.62,27.75]	0.1521846	0.1198311	0.1923533
sal + nitrate	Atlantic	(27.75,27.8]	-0.2872144	-0.3315489	-0.2485657
sal + nitrate	Atlantic	(27.8,27.85]	-0.4184983	-0.4609509	-0.3831026
sal + nitrate	Atlantic	(27.85,27.9]	-0.5328315	-0.5625613	-0.5006553
sal + nitrate	Atlantic	(27.9,27.95]	-0.6845353	-0.7008938	-0.6520515
sal + nitrate	Atlantic	(27.95,28]	-0.7804010	-0.8056893	-0.7549370
sal + nitrate	Atlantic	(28,28.05]	-0.8809857	-0.8849305	-0.8779112
sal + nitrate	Atlantic	(28.05,28.07]	-0.8767134	-0.8794087	-0.8722018
sal + nitrate	Atlantic	(28.07,28.1]	-0.9357752	-0.9403873	-0.9316127
sal + nitrate	Atlantic	(28.1,28.13]	-0.9546677	-0.9567851	-0.9535894
sal + nitrate	Atlantic	(28.13,28.15]	-0.9631364	-0.9632363	-0.9629365
sal + nitrate	Atlantic	(28.15,28.17]	-0.9766089	-0.9801623	-0.9737740
sal + nitrate	Atlantic	(28.17,28.2]	-0.9590852	-0.9629762	-0.9518027
sal + nitrate	Atlantic	(28.2, Inf]	-0.7910473	-0.7984536	-0.7832206
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3670441	-0.3692076	-0.3650932
sal + nitrate	Indo-Pacific	(26,26.25]	-0.4134432	-0.4291197	-0.4033420
sal + nitrate	Indo-Pacific	(26.25,26.5]	-0.3783569	-0.3824197	-0.3761334
sal + nitrate	Indo-Pacific	(26.5,26.62]	-0.3946683	-0.4114680	-0.3735122
sal + nitrate	Indo-Pacific	(26.62,26.75]	-0.4632895	-0.4723151	-0.4545414
sal + nitrate	Indo-Pacific	(26.75,26.88]	-0.4851847	-0.5047760	-0.4747457
sal + nitrate	Indo-Pacific	(26.88,27]	-0.6724281	-0.6859245	-0.6625476
sal + nitrate	Indo-Pacific	(27,27.12]	-0.7738796	-0.7802049	-0.7662743
sal + nitrate	Indo-Pacific	(27.12,27.25]	-0.7467179	-0.7714937	-0.7206132
sal + nitrate	Indo-Pacific	(27.25,27.38]	-0.5504010	-0.5975702	-0.5095512
sal + nitrate	Indo-Pacific	(27.38,27.5]	-0.2204822	-0.2621343	-0.1562124
sal + nitrate	Indo-Pacific	(27.5,27.62]	0.2796765	0.2451649	0.3444293
sal + nitrate	Indo-Pacific	(27.62,27.75]	0.5963280	0.5643408	0.6322740
sal + nitrate	Indo-Pacific	(27.75,27.8]	0.7473903	0.7314633	0.7613132
sal + nitrate	Indo-Pacific	(27.8,27.85]	0.7473770	0.6931929	0.7947193
sal + nitrate	Indo-Pacific	(27.85,27.9]	0.7572322	0.7501348	0.7639176
sal + nitrate	Indo-Pacific	(27.9,27.95]	0.7829142	0.7724056	0.7945050
sal + nitrate	Indo-Pacific	(27.95,28]	0.7880793	0.7461654	0.8313260
sal + nitrate	Indo-Pacific	(28,28.05]	0.8023141	0.7942318	0.8066944
sal + nitrate	Indo-Pacific	(28.05,28.07]	0.8843521	0.8739949	0.8943638
sal + nitrate	Indo-Pacific	(28.07,28.1]	0.7904339	0.7754054	0.8036955
sal + nitrate	Indo-Pacific	(28.1, Inf]	0.3807919	0.3660197	0.3933452
sal + phosphate	Atlantic	(-Inf,26]	-0.2911109	-0.3888854	-0.2351049
sal + phosphate	Atlantic	(26,26.25]	-0.5759089	-0.6133643	-0.5250450
sal + phosphate	Atlantic	(26.25,26.5]	-0.5457736	-0.5815925	-0.5012484
sal + phosphate	Atlantic	(26.5,26.62]	-0.1618018	-0.1910620	-0.1301132
sal + phosphate	Atlantic	(26.62,26.75]	0.1876537	0.1469843	0.2207681
sal + phosphate	Atlantic	(26.75,26.88]	0.3554196	0.3348919	0.3792749
sal + phosphate	Atlantic	(26.88,27]	0.3094094	0.2869833	0.3351756
sal + phosphate	Atlantic	(27,27.12]	0.2333938	0.2003991	0.2639210
sal + phosphate	Atlantic	(27.12,27.25]	0.0412017	-0.0314225	0.1214572
sal + phosphate	Atlantic	(27.25,27.38]	-0.1502078	-0.1914581	-0.0735866
sal + phosphate	Atlantic	(27.38,27.5]	-0.1060780	-0.1526011	-0.0721415
sal + phosphate	Atlantic	(27.5,27.62]	0.1802097	0.1338962	0.2385627
sal + phosphate	Atlantic	(27.62,27.75]	0.0708023	0.0369310	0.1108175
sal + phosphate	Atlantic	(27.75,27.8]	-0.3631004	-0.4059395	-0.3233843
sal + phosphate	Atlantic	(27.8,27.85]	-0.4766051	-0.5157277	-0.4461694
sal + phosphate	Atlantic	(27.85,27.9]	-0.5735328	-0.6001146	-0.5434357
sal + phosphate	Atlantic	(27.9,27.95]	-0.7062784	-0.7257804	-0.6701959
sal + phosphate	Atlantic	(27.95,28]	-0.7963861	-0.8205922	-0.7708532
sal + phosphate	Atlantic	(28,28.05]	-0.8900643	-0.8940268	-0.8872176
sal + phosphate	Atlantic	(28.05,28.07]	-0.8850059	-0.8884258	-0.8796284
sal + phosphate	Atlantic	(28.07,28.1]	-0.9389647	-0.9436393	-0.9349219
sal + phosphate	Atlantic	(28.1,28.13]	-0.9556818	-0.9582101	-0.9543987
sal + phosphate	Atlantic	(28.13,28.15]	-0.9639281	-0.9640754	-0.9636864
sal + phosphate	Atlantic	(28.15,28.17]	-0.9754835	-0.9789957	-0.9728634
sal + phosphate	Atlantic	(28.17,28.2]	-0.9465589	-0.9509209	-0.9378692
sal + phosphate	Atlantic	(28.2, Inf]	-0.6991414	-0.7060614	-0.6950667
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3535559	-0.3558418	-0.3499962
sal + phosphate	Indo-Pacific	(26,26.25]	-0.3888765	-0.3928319	-0.3840158
sal + phosphate	Indo-Pacific	(26.25,26.5]	-0.3549727	-0.3618751	-0.3419889
sal + phosphate	Indo-Pacific	(26.5,26.62]	-0.3242587	-0.3271901	-0.3188981
sal + phosphate	Indo-Pacific	(26.62,26.75]	-0.3880103	-0.3945422	-0.3775152
sal + phosphate	Indo-Pacific	(26.75,26.88]	-0.4254376	-0.4433264	-0.4116177
sal + phosphate	Indo-Pacific	(26.88,27]	-0.6233008	-0.6375342	-0.6099876
sal + phosphate	Indo-Pacific	(27,27.12]	-0.7215380	-0.7286763	-0.7173389
sal + phosphate	Indo-Pacific	(27.12,27.25]	-0.7056855	-0.7346402	-0.6737164
sal + phosphate	Indo-Pacific	(27.25,27.38]	-0.5193441	-0.5717003	-0.4737600
sal + phosphate	Indo-Pacific	(27.38,27.5]	-0.2068130	-0.2526119	-0.1372108
sal + phosphate	Indo-Pacific	(27.5,27.62]	0.2791108	0.2392976	0.3475321
sal + phosphate	Indo-Pacific	(27.62,27.75]	0.5889258	0.5567372	0.6258825
sal + phosphate	Indo-Pacific	(27.75,27.8]	0.7373434	0.7197920	0.7479237
sal + phosphate	Indo-Pacific	(27.8,27.85]	0.7344165	0.6810755	0.7801112
sal + phosphate	Indo-Pacific	(27.85,27.9]	0.7599468	0.7557383	0.7669622
sal + phosphate	Indo-Pacific	(27.9,27.95]	0.7883555	0.7776953	0.7988429
sal + phosphate	Indo-Pacific	(27.95,28]	0.7910331	0.7507146	0.8325880
sal + phosphate	Indo-Pacific	(28,28.05]	0.8168351	0.8092044	0.8214464
sal + phosphate	Indo-Pacific	(28.05,28.07]	0.8917115	0.8800166	0.9022010
sal + phosphate	Indo-Pacific	(28.07,28.1]	0.8158488	0.8035523	0.8288110
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.4458058	0.4314369	0.4581853
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2430926	-0.3278989	-0.1505424
sal + phosphate_star	Atlantic	(26,26.25]	-0.4796004	-0.5900546	-0.3849815
sal + phosphate_star	Atlantic	(26.25,26.5]	-0.8946806	-0.9047873	-0.8888299
sal + phosphate_star	Atlantic	(26.5,26.62]	-0.8235681	-0.8399170	-0.8080152
sal + phosphate_star	Atlantic	(26.62,26.75]	-0.7475285	-0.7729360	-0.7278991
sal + phosphate_star	Atlantic	(26.75,26.88]	-0.7293650	-0.7395673	-0.7192026
sal + phosphate_star	Atlantic	(26.88,27]	-0.7197671	-0.7578373	-0.6834813
sal + phosphate_star	Atlantic	(27,27.12]	-0.7210258	-0.7294351	-0.7133103
sal + phosphate_star	Atlantic	(27.12,27.25]	-0.7656340	-0.8057552	-0.7179720
sal + phosphate_star	Atlantic	(27.25,27.38]	-0.8259745	-0.8561810	-0.7788364
sal + phosphate_star	Atlantic	(27.38,27.5]	-0.8025100	-0.8350098	-0.7771237
sal + phosphate_star	Atlantic	(27.5,27.62]	-0.5506737	-0.5955100	-0.5002500
sal + phosphate_star	Atlantic	(27.62,27.75]	-0.5211321	-0.5449833	-0.4975196
sal + phosphate_star	Atlantic	(27.75,27.8]	-0.8583579	-0.8722535	-0.8455116
sal + phosphate_star	Atlantic	(27.8,27.85]	-0.8634535	-0.8705361	-0.8506253
sal + phosphate_star	Atlantic	(27.85,27.9]	-0.8546115	-0.8603156	-0.8473314
sal + phosphate_star	Atlantic	(27.9,27.95]	-0.8675937	-0.9008073	-0.8270798
sal + phosphate_star	Atlantic	(27.95,28]	-0.9161096	-0.9317173	-0.9012233
sal + phosphate_star	Atlantic	(28,28.05]	-0.9707773	-0.9725866	-0.9687165
sal + phosphate_star	Atlantic	(28.05,28.07]	-0.9758007	-0.9770255	-0.9740862
sal + phosphate_star	Atlantic	(28.07,28.1]	-0.9838943	-0.9864821	-0.9812648
sal + phosphate_star	Atlantic	(28.1,28.13]	-0.9887700	-0.9918582	-0.9861079
sal + phosphate_star	Atlantic	(28.13,28.15]	-0.9946830	-0.9968439	-0.9928901
sal + phosphate_star	Atlantic	(28.15,28.17]	-0.9943161	-0.9963835	-0.9926299
sal + phosphate_star	Atlantic	(28.17,28.2]	-0.9806137	-0.9857933	-0.9730045
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.7796586	-0.7866398	-0.7676352
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7110137	-0.7155861	-0.7075781
sal + phosphate_star	Indo-Pacific	(26,26.25]	-0.8869486	-0.8930832	-0.8832424
sal + phosphate_star	Indo-Pacific	(26.25,26.5]	-0.9002385	-0.9071427	-0.8940936
sal + phosphate_star	Indo-Pacific	(26.5,26.62]	-0.9034657	-0.9143050	-0.8964315
sal + phosphate_star	Indo-Pacific	(26.62,26.75]	-0.8766631	-0.8870722	-0.8667120
sal + phosphate_star	Indo-Pacific	(26.75,26.88]	-0.8053404	-0.8330539	-0.7829715
sal + phosphate_star	Indo-Pacific	(26.88,27]	-0.9239884	-0.9305867	-0.9171167
sal + phosphate_star	Indo-Pacific	(27,27.12]	-0.9328613	-0.9361788	-0.9266006
sal + phosphate_star	Indo-Pacific	(27.12,27.25]	-0.9153059	-0.9212283	-0.9116918
sal + phosphate_star	Indo-Pacific	(27.25,27.38]	-0.8513798	-0.8717648	-0.8244950
sal + phosphate_star	Indo-Pacific	(27.38,27.5]	-0.8327847	-0.8447718	-0.8140181
sal + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.8217479	-0.8388984	-0.8006116
sal + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.8915401	-0.9078671	-0.8753602
sal + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.9113793	-0.9236176	-0.9033379
sal + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.8897093	-0.9045018	-0.8757132
sal + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.8849040	-0.9034825	-0.8664857
sal + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.7230473	-0.7449186	-0.6984800
sal + phosphate_star	Indo-Pacific	(27.95,28]	-0.7169424	-0.7515903	-0.6876933
sal + phosphate_star	Indo-Pacific	(28,28.05]	-0.7493855	-0.7668352	-0.7389217
sal + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.6125561	-0.6479882	-0.5857759
sal + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.6913897	-0.7132226	-0.6729758
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.0060324	-0.0273991	0.0077986
sal + silicate	Atlantic	(-Inf,26]	-0.7666791	-0.7830523	-0.7520002
sal + silicate	Atlantic	(26,26.25]	-0.3075997	-0.4111450	-0.2016466
sal + silicate	Atlantic	(26.25,26.5]	0.3862545	0.3615365	0.4258248
sal + silicate	Atlantic	(26.5,26.62]	0.3817695	0.3670999	0.4105309
sal + silicate	Atlantic	(26.62,26.75]	0.3601868	0.3284304	0.4232965
sal + silicate	Atlantic	(26.75,26.88]	0.3388931	0.3195125	0.3509488
sal + silicate	Atlantic	(26.88,27]	0.3063139	0.2967291	0.3210799
sal + silicate	Atlantic	(27,27.12]	0.1827684	0.1430506	0.2342034
sal + silicate	Atlantic	(27.12,27.25]	-0.0977708	-0.1740073	-0.0170348
sal + silicate	Atlantic	(27.25,27.38]	-0.3001807	-0.3392569	-0.2230493
sal + silicate	Atlantic	(27.38,27.5]	-0.2337357	-0.2821012	-0.1872880
sal + silicate	Atlantic	(27.5,27.62]	0.0082878	-0.0527680	0.0724889
sal + silicate	Atlantic	(27.62,27.75]	-0.1628915	-0.1994491	-0.1254388
sal + silicate	Atlantic	(27.75,27.8]	-0.6376726	-0.6769551	-0.5897701
sal + silicate	Atlantic	(27.8,27.85]	-0.7086495	-0.7385042	-0.6864337
sal + silicate	Atlantic	(27.85,27.9]	-0.7707929	-0.7908012	-0.7481064
sal + silicate	Atlantic	(27.9,27.95]	-0.8230391	-0.8620750	-0.7682701
sal + silicate	Atlantic	(27.95,28]	-0.8716399	-0.8841860	-0.8547898
sal + silicate	Atlantic	(28,28.05]	-0.9035819	-0.9051891	-0.9003911
sal + silicate	Atlantic	(28.05,28.07]	-0.8827611	-0.8903788	-0.8683071
sal + silicate	Atlantic	(28.07,28.1]	-0.9238271	-0.9285344	-0.9191696
sal + silicate	Atlantic	(28.1,28.13]	-0.9310857	-0.9361969	-0.9268973
sal + silicate	Atlantic	(28.13,28.15]	-0.9322782	-0.9343674	-0.9303342
sal + silicate	Atlantic	(28.15,28.17]	-0.9383239	-0.9437406	-0.9335590
sal + silicate	Atlantic	(28.17,28.2]	-0.7787344	-0.7891100	-0.7677998
sal + silicate	Atlantic	(28.2, Inf]	-0.1076821	-0.1117152	-0.1022324
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5419447	-0.5467874	-0.5333976
sal + silicate	Indo-Pacific	(26,26.25]	-0.5824285	-0.5850661	-0.5776763
sal + silicate	Indo-Pacific	(26.25,26.5]	-0.5852220	-0.5912172	-0.5799728
sal + silicate	Indo-Pacific	(26.5,26.62]	-0.6005723	-0.6080103	-0.5954586
sal + silicate	Indo-Pacific	(26.62,26.75]	-0.6189677	-0.6261195	-0.6112036
sal + silicate	Indo-Pacific	(26.75,26.88]	-0.6019092	-0.6151035	-0.5917934
sal + silicate	Indo-Pacific	(26.88,27]	-0.7426510	-0.7514166	-0.7345234
sal + silicate	Indo-Pacific	(27,27.12]	-0.7966898	-0.7999270	-0.7931955
sal + silicate	Indo-Pacific	(27.12,27.25]	-0.7902025	-0.8119381	-0.7687629
sal + silicate	Indo-Pacific	(27.25,27.38]	-0.6256765	-0.6714978	-0.5853708
sal + silicate	Indo-Pacific	(27.38,27.5]	-0.3165961	-0.3603377	-0.2468559
sal + silicate	Indo-Pacific	(27.5,27.62]	0.1980185	0.1592110	0.2698592
sal + silicate	Indo-Pacific	(27.62,27.75]	0.5377565	0.5024102	0.5765550
sal + silicate	Indo-Pacific	(27.75,27.8]	0.7140250	0.6937181	0.7291544
sal + silicate	Indo-Pacific	(27.8,27.85]	0.7296602	0.6791864	0.7746816
sal + silicate	Indo-Pacific	(27.85,27.9]	0.7524680	0.7496323	0.7557529
sal + silicate	Indo-Pacific	(27.9,27.95]	0.7892578	0.7783296	0.8024377
sal + silicate	Indo-Pacific	(27.95,28]	0.8085199	0.7698769	0.8475587
sal + silicate	Indo-Pacific	(28,28.05]	0.8289427	0.8199609	0.8342224
sal + silicate	Indo-Pacific	(28.05,28.07]	0.9054290	0.8972039	0.9131842
sal + silicate	Indo-Pacific	(28.07,28.1]	0.8262488	0.8151424	0.8331805
sal + silicate	Indo-Pacific	(28.1, Inf]	0.7352861	0.7218278	0.7465952
sal + temp	Atlantic	(-Inf,26]	0.6604365	0.6490670	0.6796755
sal + temp	Atlantic	(26,26.25]	0.9357338	0.9197153	0.9442163
sal + temp	Atlantic	(26.25,26.5]	0.9760281	0.9732460	0.9783116
sal + temp	Atlantic	(26.5,26.62]	0.9916504	0.9909581	0.9923212
sal + temp	Atlantic	(26.62,26.75]	0.9895609	0.9887766	0.9904270
sal + temp	Atlantic	(26.75,26.88]	0.9887007	0.9862719	0.9900927
sal + temp	Atlantic	(26.88,27]	0.9896746	0.9888460	0.9903350
sal + temp	Atlantic	(27,27.12]	0.9890571	0.9885235	0.9898149
sal + temp	Atlantic	(27.12,27.25]	0.9865154	0.9864375	0.9866025
sal + temp	Atlantic	(27.25,27.38]	0.9869096	0.9855299	0.9878873
sal + temp	Atlantic	(27.38,27.5]	0.9904275	0.9898824	0.9907999
sal + temp	Atlantic	(27.5,27.62]	0.9924955	0.9922797	0.9927579
sal + temp	Atlantic	(27.62,27.75]	0.9785801	0.9779665	0.9793034
sal + temp	Atlantic	(27.75,27.8]	0.9937891	0.9931555	0.9941465
sal + temp	Atlantic	(27.8,27.85]	0.9931959	0.9929756	0.9933828
sal + temp	Atlantic	(27.85,27.9]	0.9930393	0.9927327	0.9935314
sal + temp	Atlantic	(27.9,27.95]	0.9854607	0.9768803	0.9910053
sal + temp	Atlantic	(27.95,28]	0.9833164	0.9831107	0.9837014
sal + temp	Atlantic	(28,28.05]	0.9895805	0.9884886	0.9901395
sal + temp	Atlantic	(28.05,28.07]	0.9906948	0.9895393	0.9916660
sal + temp	Atlantic	(28.07,28.1]	0.9909655	0.9902600	0.9913396
sal + temp	Atlantic	(28.1,28.13]	0.9875307	0.9875016	0.9875478
sal + temp	Atlantic	(28.13,28.15]	0.9858604	0.9852732	0.9863416
sal + temp	Atlantic	(28.15,28.17]	0.9886939	0.9874835	0.9896947
sal + temp	Atlantic	(28.17,28.2]	0.9841251	0.9831940	0.9854004
sal + temp	Atlantic	(28.2, Inf]	0.9165717	0.9088456	0.9215384
sal + temp	Indo-Pacific	(-Inf,26]	0.8222864	0.8201284	0.8246266
sal + temp	Indo-Pacific	(26,26.25]	0.9872484	0.9867439	0.9876816
sal + temp	Indo-Pacific	(26.25,26.5]	0.9848276	0.9845751	0.9851518
sal + temp	Indo-Pacific	(26.5,26.62]	0.9921493	0.9913309	0.9931339
sal + temp	Indo-Pacific	(26.62,26.75]	0.9907895	0.9901587	0.9912495
sal + temp	Indo-Pacific	(26.75,26.88]	0.9900761	0.9895838	0.9903485
sal + temp	Indo-Pacific	(26.88,27]	0.9891624	0.9888881	0.9893083
sal + temp	Indo-Pacific	(27,27.12]	0.9917553	0.9914051	0.9920544
sal + temp	Indo-Pacific	(27.12,27.25]	0.9907293	0.9902862	0.9914236
sal + temp	Indo-Pacific	(27.25,27.38]	0.9760508	0.9753095	0.9769127
sal + temp	Indo-Pacific	(27.38,27.5]	0.9655159	0.9640998	0.9665856
sal + temp	Indo-Pacific	(27.5,27.62]	0.9419296	0.9391191	0.9443706
sal + temp	Indo-Pacific	(27.62,27.75]	0.9495817	0.9467273	0.9539268
sal + temp	Indo-Pacific	(27.75,27.8]	0.9837294	0.9822735	0.9844655
sal + temp	Indo-Pacific	(27.8,27.85]	0.9813145	0.9797472	0.9821978
sal + temp	Indo-Pacific	(27.85,27.9]	0.9840904	0.9833624	0.9845021
sal + temp	Indo-Pacific	(27.9,27.95]	0.9743722	0.9734774	0.9753941
sal + temp	Indo-Pacific	(27.95,28]	0.9694251	0.9659769	0.9739912
sal + temp	Indo-Pacific	(28,28.05]	0.9802745	0.9798848	0.9805530
sal + temp	Indo-Pacific	(28.05,28.07]	0.9820941	0.9807499	0.9839931
sal + temp	Indo-Pacific	(28.07,28.1]	0.9813365	0.9801536	0.9823447
sal + temp	Indo-Pacific	(28.1, Inf]	0.5287939	0.5131957	0.5414809
silicate + phosphate	Atlantic	(-Inf,26]	-0.1108891	-0.2206780	0.0298299
silicate + phosphate	Atlantic	(26,26.25]	-0.0294888	-0.0580014	0.0160074
silicate + phosphate	Atlantic	(26.25,26.5]	0.0270266	-0.0214669	0.0850213
silicate + phosphate	Atlantic	(26.5,26.62]	0.3448216	0.3117138	0.3825732
silicate + phosphate	Atlantic	(26.62,26.75]	0.6073698	0.5688550	0.6427804
silicate + phosphate	Atlantic	(26.75,26.88]	0.8145505	0.8045893	0.8269895
silicate + phosphate	Atlantic	(26.88,27]	0.8993037	0.8957162	0.9018010
silicate + phosphate	Atlantic	(27,27.12]	0.9250516	0.9215112	0.9275190
silicate + phosphate	Atlantic	(27.12,27.25]	0.9180282	0.9146394	0.9221401
silicate + phosphate	Atlantic	(27.25,27.38]	0.9150693	0.9124950	0.9166454
silicate + phosphate	Atlantic	(27.38,27.5]	0.9175047	0.9128971	0.9228103
silicate + phosphate	Atlantic	(27.5,27.62]	0.9178942	0.9144153	0.9216451
silicate + phosphate	Atlantic	(27.62,27.75]	0.9242988	0.9215543	0.9271698
silicate + phosphate	Atlantic	(27.75,27.8]	0.8891483	0.8825361	0.8990568
silicate + phosphate	Atlantic	(27.8,27.85]	0.9063236	0.8966835	0.9115648
silicate + phosphate	Atlantic	(27.85,27.9]	0.9290591	0.9249649	0.9325307
silicate + phosphate	Atlantic	(27.9,27.95]	0.9559447	0.9498577	0.9638177
silicate + phosphate	Atlantic	(27.95,28]	0.9722629	0.9706278	0.9741756
silicate + phosphate	Atlantic	(28,28.05]	0.9812367	0.9806774	0.9820622
silicate + phosphate	Atlantic	(28.05,28.07]	0.9824004	0.9805767	0.9833271
silicate + phosphate	Atlantic	(28.07,28.1]	0.9889050	0.9881724	0.9895938
silicate + phosphate	Atlantic	(28.1,28.13]	0.9902053	0.9897466	0.9907937
silicate + phosphate	Atlantic	(28.13,28.15]	0.9886025	0.9879131	0.9890494
silicate + phosphate	Atlantic	(28.15,28.17]	0.9884672	0.9878147	0.9892302
silicate + phosphate	Atlantic	(28.17,28.2]	0.9326632	0.9295231	0.9343700
silicate + phosphate	Atlantic	(28.2, Inf]	0.7602997	0.7531751	0.7665049
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8857214	0.8835508	0.8872260
silicate + phosphate	Indo-Pacific	(26,26.25]	0.8895347	0.8880726	0.8922842
silicate + phosphate	Indo-Pacific	(26.25,26.5]	0.8638399	0.8588461	0.8677972
silicate + phosphate	Indo-Pacific	(26.5,26.62]	0.8537601	0.8525584	0.8550585
silicate + phosphate	Indo-Pacific	(26.62,26.75]	0.8762925	0.8717421	0.8788585
silicate + phosphate	Indo-Pacific	(26.75,26.88]	0.9116495	0.9084848	0.9159887
silicate + phosphate	Indo-Pacific	(26.88,27]	0.9351221	0.9327904	0.9363800
silicate + phosphate	Indo-Pacific	(27,27.12]	0.9544045	0.9537187	0.9554326
silicate + phosphate	Indo-Pacific	(27.12,27.25]	0.9677674	0.9663387	0.9686369
silicate + phosphate	Indo-Pacific	(27.25,27.38]	0.9736625	0.9730912	0.9742817
silicate + phosphate	Indo-Pacific	(27.38,27.5]	0.9789853	0.9783345	0.9793195
silicate + phosphate	Indo-Pacific	(27.5,27.62]	0.9839655	0.9835978	0.9846525
silicate + phosphate	Indo-Pacific	(27.62,27.75]	0.9888481	0.9881377	0.9893672
silicate + phosphate	Indo-Pacific	(27.75,27.8]	0.9914150	0.9910288	0.9920524
silicate + phosphate	Indo-Pacific	(27.8,27.85]	0.9953824	0.9949388	0.9957708
silicate + phosphate	Indo-Pacific	(27.85,27.9]	0.9905467	0.9900408	0.9914161
silicate + phosphate	Indo-Pacific	(27.9,27.95]	0.9938015	0.9935176	0.9939981
silicate + phosphate	Indo-Pacific	(27.95,28]	0.9941328	0.9933553	0.9949351
silicate + phosphate	Indo-Pacific	(28,28.05]	0.9939704	0.9936933	0.9942848
silicate + phosphate	Indo-Pacific	(28.05,28.07]	0.9956145	0.9954892	0.9957404
silicate + phosphate	Indo-Pacific	(28.07,28.1]	0.9950720	0.9947961	0.9953682
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8763306	0.8758965	0.8766181
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.1622457	-0.2465395	-0.0296334
silicate + phosphate_star	Atlantic	(26,26.25]	-0.4641483	-0.5410445	-0.3940401
silicate + phosphate_star	Atlantic	(26.25,26.5]	-0.3446003	-0.3946814	-0.2822989
silicate + phosphate_star	Atlantic	(26.5,26.62]	-0.1240622	-0.1565084	-0.0978901
silicate + phosphate_star	Atlantic	(26.62,26.75]	-0.0169956	-0.1139251	0.0540807
silicate + phosphate_star	Atlantic	(26.75,26.88]	0.0011828	-0.0354191	0.0511530
silicate + phosphate_star	Atlantic	(26.88,27]	0.0921413	0.0811694	0.0999928
silicate + phosphate_star	Atlantic	(27,27.12]	0.3222543	0.2569826	0.3887987
silicate + phosphate_star	Atlantic	(27.12,27.25]	0.5837077	0.5743171	0.5933181
silicate + phosphate_star	Atlantic	(27.25,27.38]	0.6901833	0.6805359	0.7004067
silicate + phosphate_star	Atlantic	(27.38,27.5]	0.6573281	0.6504726	0.6641373
silicate + phosphate_star	Atlantic	(27.5,27.62]	0.7269031	0.7204636	0.7394092
silicate + phosphate_star	Atlantic	(27.62,27.75]	0.8638742	0.8524815	0.8735657
silicate + phosphate_star	Atlantic	(27.75,27.8]	0.8917284	0.8766330	0.9022658
silicate + phosphate_star	Atlantic	(27.8,27.85]	0.9239548	0.9028065	0.9384890
silicate + phosphate_star	Atlantic	(27.85,27.9]	0.9598746	0.9534171	0.9670204
silicate + phosphate_star	Atlantic	(27.9,27.95]	0.9683442	0.9661324	0.9711008
silicate + phosphate_star	Atlantic	(27.95,28]	0.9299934	0.9201857	0.9405506
silicate + phosphate_star	Atlantic	(28,28.05]	0.8950577	0.8874112	0.9007956
silicate + phosphate_star	Atlantic	(28.05,28.07]	0.8859244	0.8755298	0.8947994
silicate + phosphate_star	Atlantic	(28.07,28.1]	0.9235351	0.9160654	0.9305627
silicate + phosphate_star	Atlantic	(28.1,28.13]	0.9327841	0.9278454	0.9359946
silicate + phosphate_star	Atlantic	(28.13,28.15]	0.9381386	0.9331475	0.9425402
silicate + phosphate_star	Atlantic	(28.15,28.17]	0.9474637	0.9451919	0.9497429
silicate + phosphate_star	Atlantic	(28.17,28.2]	0.8522293	0.8491418	0.8544561
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6782217	0.6708205	0.6847330
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7717461	0.7693337	0.7756372
silicate + phosphate_star	Indo-Pacific	(26,26.25]	0.7560038	0.7536481	0.7591804
silicate + phosphate_star	Indo-Pacific	(26.25,26.5]	0.7718700	0.7690454	0.7745165
silicate + phosphate_star	Indo-Pacific	(26.5,26.62]	0.7720377	0.7707531	0.7738428
silicate + phosphate_star	Indo-Pacific	(26.62,26.75]	0.8001637	0.7935544	0.8051300
silicate + phosphate_star	Indo-Pacific	(26.75,26.88]	0.8065121	0.7952603	0.8229149
silicate + phosphate_star	Indo-Pacific	(26.88,27]	0.8256226	0.8210193	0.8307229
silicate + phosphate_star	Indo-Pacific	(27,27.12]	0.8587201	0.8506625	0.8629663
silicate + phosphate_star	Indo-Pacific	(27.12,27.25]	0.8400418	0.8175069	0.8631142
silicate + phosphate_star	Indo-Pacific	(27.25,27.38]	0.6975257	0.6515802	0.7403053
silicate + phosphate_star	Indo-Pacific	(27.38,27.5]	0.3660453	0.2872243	0.4277291
silicate + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.0201505	-0.1076206	0.0402659
silicate + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.3901667	-0.4436782	-0.3358815
silicate + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.5568539	-0.5725231	-0.5367058
silicate + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.4996742	-0.5178697	-0.4768310
silicate + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.5059627	-0.5367922	-0.4861750
silicate + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.3555039	-0.3752231	-0.3343973
silicate + phosphate_star	Indo-Pacific	(27.95,28]	-0.3448906	-0.3571084	-0.3290393
silicate + phosphate_star	Indo-Pacific	(28,28.05]	-0.4218597	-0.4513881	-0.3938272
silicate + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.3086222	-0.3866789	-0.2420436
silicate + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.3310420	-0.3896296	-0.2853725
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.3255520	0.2934792	0.3496408
temp + aou	Atlantic	(-Inf,26]	-0.6706962	-0.7046934	-0.6397576
temp + aou	Atlantic	(26,26.25]	-0.5599558	-0.5968156	-0.5300626
temp + aou	Atlantic	(26.25,26.5]	-0.2107768	-0.2638229	-0.1564597
temp + aou	Atlantic	(26.5,26.62]	0.1344289	0.0951844	0.1572513
temp + aou	Atlantic	(26.62,26.75]	0.3636553	0.3312242	0.3842923
temp + aou	Atlantic	(26.75,26.88]	0.4661621	0.4499751	0.4797570
temp + aou	Atlantic	(26.88,27]	0.4577007	0.4355480	0.4734962
temp + aou	Atlantic	(27,27.12]	0.4428912	0.4272801	0.4570509
temp + aou	Atlantic	(27.12,27.25]	0.3763319	0.3248949	0.4336513
temp + aou	Atlantic	(27.25,27.38]	0.3364536	0.3163686	0.3562935
temp + aou	Atlantic	(27.38,27.5]	0.5408078	0.5373596	0.5466426
temp + aou	Atlantic	(27.5,27.62]	0.6652768	0.6575806	0.6739192
temp + aou	Atlantic	(27.62,27.75]	0.7599053	0.7453848	0.7809068
temp + aou	Atlantic	(27.75,27.8]	0.7397272	0.6965666	0.7683166
temp + aou	Atlantic	(27.8,27.85]	0.6454192	0.5825610	0.7183663
temp + aou	Atlantic	(27.85,27.9]	0.3959116	0.2715457	0.4806808
temp + aou	Atlantic	(27.9,27.95]	-0.0097505	-0.1419356	0.1629106
temp + aou	Atlantic	(27.95,28]	0.0641928	-0.0065859	0.1045482
temp + aou	Atlantic	(28,28.05]	0.3706754	0.3475934	0.3975382
temp + aou	Atlantic	(28.05,28.07]	0.1850066	0.1416396	0.2632575
temp + aou	Atlantic	(28.07,28.1]	-0.2785122	-0.3699446	-0.2045174
temp + aou	Atlantic	(28.1,28.13]	-0.5642630	-0.5889285	-0.5292695
temp + aou	Atlantic	(28.13,28.15]	-0.6726553	-0.6960696	-0.6323000
temp + aou	Atlantic	(28.15,28.17]	-0.7953150	-0.7985770	-0.7925328
temp + aou	Atlantic	(28.17,28.2]	-0.7372286	-0.7544055	-0.7179986
temp + aou	Atlantic	(28.2, Inf]	-0.6364416	-0.6461099	-0.6192575
temp + aou	Indo-Pacific	(-Inf,26]	-0.3770208	-0.3786895	-0.3742847
temp + aou	Indo-Pacific	(26,26.25]	-0.1800743	-0.1858118	-0.1756213
temp + aou	Indo-Pacific	(26.25,26.5]	-0.1355202	-0.1429200	-0.1269738
temp + aou	Indo-Pacific	(26.5,26.62]	-0.1062450	-0.1227579	-0.0977010
temp + aou	Indo-Pacific	(26.62,26.75]	-0.1987581	-0.2127562	-0.1903694
temp + aou	Indo-Pacific	(26.75,26.88]	-0.2779944	-0.2929373	-0.2677910
temp + aou	Indo-Pacific	(26.88,27]	-0.4459043	-0.4600606	-0.4364932
temp + aou	Indo-Pacific	(27,27.12]	-0.6171631	-0.6247922	-0.6131173
temp + aou	Indo-Pacific	(27.12,27.25]	-0.6301054	-0.6642910	-0.5953734
temp + aou	Indo-Pacific	(27.25,27.38]	-0.4702856	-0.5203009	-0.4256394
temp + aou	Indo-Pacific	(27.38,27.5]	-0.1232134	-0.1682187	-0.0587727
temp + aou	Indo-Pacific	(27.5,27.62]	0.3123937	0.2746272	0.3802199
temp + aou	Indo-Pacific	(27.62,27.75]	0.6253416	0.5888190	0.6681945
temp + aou	Indo-Pacific	(27.75,27.8]	0.7920244	0.7796716	0.7982764
temp + aou	Indo-Pacific	(27.8,27.85]	0.7401098	0.7076718	0.7749519
temp + aou	Indo-Pacific	(27.85,27.9]	0.8085672	0.8030227	0.8186838
temp + aou	Indo-Pacific	(27.9,27.95]	0.7971680	0.7930844	0.7993990
temp + aou	Indo-Pacific	(27.95,28]	0.7805400	0.7721967	0.7969232
temp + aou	Indo-Pacific	(28,28.05]	0.8595270	0.8541750	0.8660030
temp + aou	Indo-Pacific	(28.05,28.07]	0.8756660	0.8589885	0.8938250
temp + aou	Indo-Pacific	(28.07,28.1]	0.8476028	0.8381521	0.8571747
temp + aou	Indo-Pacific	(28.1, Inf]	0.8156381	0.8060443	0.8249069
temp + nitrate	Atlantic	(-Inf,26]	-0.7485724	-0.7713420	-0.7270565
temp + nitrate	Atlantic	(26,26.25]	-0.5387073	-0.6009824	-0.5013840
temp + nitrate	Atlantic	(26.25,26.5]	-0.2526791	-0.2952433	-0.1887254
temp + nitrate	Atlantic	(26.5,26.62]	0.0498114	0.0207856	0.0684545
temp + nitrate	Atlantic	(26.62,26.75]	0.3129386	0.2708552	0.3489618
temp + nitrate	Atlantic	(26.75,26.88]	0.4340547	0.4216939	0.4536888
temp + nitrate	Atlantic	(26.88,27]	0.4217395	0.4044063	0.4384766
temp + nitrate	Atlantic	(27,27.12]	0.3650370	0.3397192	0.3873783
temp + nitrate	Atlantic	(27.12,27.25]	0.2005732	0.1347042	0.2771799
temp + nitrate	Atlantic	(27.25,27.38]	0.0015809	-0.0350792	0.0746358
temp + nitrate	Atlantic	(27.38,27.5]	0.0450888	-0.0012145	0.0779187
temp + nitrate	Atlantic	(27.5,27.62]	0.3004458	0.2597223	0.3496404
temp + nitrate	Atlantic	(27.62,27.75]	0.0838435	0.0498788	0.1242617
temp + nitrate	Atlantic	(27.75,27.8]	-0.2834005	-0.3226425	-0.2442737
temp + nitrate	Atlantic	(27.8,27.85]	-0.4308046	-0.4743642	-0.3873984
temp + nitrate	Atlantic	(27.85,27.9]	-0.5657496	-0.5917415	-0.5354663
temp + nitrate	Atlantic	(27.9,27.95]	-0.7121613	-0.7231668	-0.6978781
temp + nitrate	Atlantic	(27.95,28]	-0.7632094	-0.7734519	-0.7507965
temp + nitrate	Atlantic	(28,28.05]	-0.8470341	-0.8528603	-0.8435490
temp + nitrate	Atlantic	(28.05,28.07]	-0.8350627	-0.8405400	-0.8241468
temp + nitrate	Atlantic	(28.07,28.1]	-0.9084059	-0.9138494	-0.9055784
temp + nitrate	Atlantic	(28.1,28.13]	-0.9223784	-0.9238249	-0.9203496
temp + nitrate	Atlantic	(28.13,28.15]	-0.9212041	-0.9231502	-0.9190678
temp + nitrate	Atlantic	(28.15,28.17]	-0.9507739	-0.9573896	-0.9437879
temp + nitrate	Atlantic	(28.17,28.2]	-0.9275519	-0.9338196	-0.9190238
temp + nitrate	Atlantic	(28.2, Inf]	-0.8773801	-0.8960090	-0.8542084
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5290652	-0.5329882	-0.5259896
temp + nitrate	Indo-Pacific	(26,26.25]	-0.4209922	-0.4335072	-0.4103841
temp + nitrate	Indo-Pacific	(26.25,26.5]	-0.3868742	-0.3917399	-0.3818724
temp + nitrate	Indo-Pacific	(26.5,26.62]	-0.3797330	-0.3989534	-0.3560099
temp + nitrate	Indo-Pacific	(26.62,26.75]	-0.4308678	-0.4426573	-0.4220695
temp + nitrate	Indo-Pacific	(26.75,26.88]	-0.4381685	-0.4564863	-0.4286521
temp + nitrate	Indo-Pacific	(26.88,27]	-0.6235975	-0.6378533	-0.6140489
temp + nitrate	Indo-Pacific	(27,27.12]	-0.7494215	-0.7552133	-0.7408885
temp + nitrate	Indo-Pacific	(27.12,27.25]	-0.7397282	-0.7611444	-0.7171918
temp + nitrate	Indo-Pacific	(27.25,27.38]	-0.5778616	-0.6210192	-0.5363548
temp + nitrate	Indo-Pacific	(27.38,27.5]	-0.2313337	-0.2730422	-0.1705946
temp + nitrate	Indo-Pacific	(27.5,27.62]	0.2139124	0.1760755	0.2783578
temp + nitrate	Indo-Pacific	(27.62,27.75]	0.5431321	0.5028358	0.5858951
temp + nitrate	Indo-Pacific	(27.75,27.8]	0.7513323	0.7385455	0.7625937
temp + nitrate	Indo-Pacific	(27.8,27.85]	0.6886192	0.6420344	0.7344191
temp + nitrate	Indo-Pacific	(27.85,27.9]	0.7615152	0.7537121	0.7697181
temp + nitrate	Indo-Pacific	(27.9,27.95]	0.7464689	0.7444689	0.7495760
temp + nitrate	Indo-Pacific	(27.95,28]	0.6936670	0.6741537	0.7216015
temp + nitrate	Indo-Pacific	(28,28.05]	0.7887712	0.7842770	0.7919193
temp + nitrate	Indo-Pacific	(28.05,28.07]	0.8209303	0.7997313	0.8446116
temp + nitrate	Indo-Pacific	(28.07,28.1]	0.7629183	0.7548288	0.7723075
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.7475709	0.7333673	0.7606749
temp + phosphate	Atlantic	(-Inf,26]	-0.6888977	-0.7521368	-0.6452803
temp + phosphate	Atlantic	(26,26.25]	-0.6271651	-0.6642088	-0.5919777
temp + phosphate	Atlantic	(26.25,26.5]	-0.5535937	-0.5826868	-0.5120920
temp + phosphate	Atlantic	(26.5,26.62]	-0.1920633	-0.2178886	-0.1612001
temp + phosphate	Atlantic	(26.62,26.75]	0.1444005	0.1004783	0.1764638
temp + phosphate	Atlantic	(26.75,26.88]	0.3225036	0.3084249	0.3478175
temp + phosphate	Atlantic	(26.88,27]	0.2990822	0.2815046	0.3208180
temp + phosphate	Atlantic	(27,27.12]	0.2348178	0.2070341	0.2591115
temp + phosphate	Atlantic	(27.12,27.25]	0.0660319	-0.0023521	0.1425498
temp + phosphate	Atlantic	(27.25,27.38]	-0.1105368	-0.1496038	-0.0334911
temp + phosphate	Atlantic	(27.38,27.5]	-0.0737473	-0.1170327	-0.0409737
temp + phosphate	Atlantic	(27.5,27.62]	0.1949702	0.1542017	0.2444727
temp + phosphate	Atlantic	(27.62,27.75]	0.0024108	-0.0324071	0.0420531
temp + phosphate	Atlantic	(27.75,27.8]	-0.3583890	-0.3961497	-0.3184291
temp + phosphate	Atlantic	(27.8,27.85]	-0.4866671	-0.5269422	-0.4483379
temp + phosphate	Atlantic	(27.85,27.9]	-0.6036088	-0.6264469	-0.5755547
temp + phosphate	Atlantic	(27.9,27.95]	-0.7321332	-0.7422480	-0.7159953
temp + phosphate	Atlantic	(27.95,28]	-0.7785813	-0.7884425	-0.7653970
temp + phosphate	Atlantic	(28,28.05]	-0.8567053	-0.8624566	-0.8529055
temp + phosphate	Atlantic	(28.05,28.07]	-0.8431145	-0.8493582	-0.8313203
temp + phosphate	Atlantic	(28.07,28.1]	-0.9109188	-0.9165026	-0.9080528
temp + phosphate	Atlantic	(28.1,28.13]	-0.9228484	-0.9240051	-0.9205974
temp + phosphate	Atlantic	(28.13,28.15]	-0.9222730	-0.9242416	-0.9201317
temp + phosphate	Atlantic	(28.15,28.17]	-0.9505194	-0.9569093	-0.9440066
temp + phosphate	Atlantic	(28.17,28.2]	-0.9184530	-0.9251084	-0.9088622
temp + phosphate	Atlantic	(28.2, Inf]	-0.8308890	-0.8492777	-0.8128560
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4993205	-0.5037008	-0.4968231
temp + phosphate	Indo-Pacific	(26,26.25]	-0.3966701	-0.3987510	-0.3954025
temp + phosphate	Indo-Pacific	(26.25,26.5]	-0.3621969	-0.3690291	-0.3544571
temp + phosphate	Indo-Pacific	(26.5,26.62]	-0.3105829	-0.3145237	-0.3032610
temp + phosphate	Indo-Pacific	(26.62,26.75]	-0.3528238	-0.3623811	-0.3425237
temp + phosphate	Indo-Pacific	(26.75,26.88]	-0.3766201	-0.3935046	-0.3643716
temp + phosphate	Indo-Pacific	(26.88,27]	-0.5760192	-0.5911925	-0.5629946
temp + phosphate	Indo-Pacific	(27,27.12]	-0.6947016	-0.7018771	-0.6894369
temp + phosphate	Indo-Pacific	(27.12,27.25]	-0.6968313	-0.7227296	-0.6678602
temp + phosphate	Indo-Pacific	(27.25,27.38]	-0.5475748	-0.5969323	-0.5007830
temp + phosphate	Indo-Pacific	(27.38,27.5]	-0.2154002	-0.2587314	-0.1504177
temp + phosphate	Indo-Pacific	(27.5,27.62]	0.2192037	0.1859345	0.2852769
temp + phosphate	Indo-Pacific	(27.62,27.75]	0.5384177	0.4988031	0.5813040
temp + phosphate	Indo-Pacific	(27.75,27.8]	0.7392081	0.7253278	0.7480159
temp + phosphate	Indo-Pacific	(27.8,27.85]	0.6752010	0.6300173	0.7187648
temp + phosphate	Indo-Pacific	(27.85,27.9]	0.7623141	0.7567487	0.7703572
temp + phosphate	Indo-Pacific	(27.9,27.95]	0.7505254	0.7475145	0.7539675
temp + phosphate	Indo-Pacific	(27.95,28]	0.6944662	0.6761524	0.7210741
temp + phosphate	Indo-Pacific	(28,28.05]	0.7991786	0.7951511	0.8022930
temp + phosphate	Indo-Pacific	(28.05,28.07]	0.8276036	0.8056150	0.8512974
temp + phosphate	Indo-Pacific	(28.07,28.1]	0.7845702	0.7787407	0.7939663
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7667281	0.7508399	0.7815563
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6779711	-0.7302908	-0.6230139
temp + phosphate_star	Atlantic	(26,26.25]	-0.6097434	-0.6905961	-0.5460723
temp + phosphate_star	Atlantic	(26.25,26.5]	-0.8802545	-0.8930330	-0.8737913
temp + phosphate_star	Atlantic	(26.5,26.62]	-0.8280577	-0.8417870	-0.8144650
temp + phosphate_star	Atlantic	(26.62,26.75]	-0.7668885	-0.7922555	-0.7479649
temp + phosphate_star	Atlantic	(26.75,26.88]	-0.7463677	-0.7559974	-0.7376592
temp + phosphate_star	Atlantic	(26.88,27]	-0.7289383	-0.7658454	-0.7000222
temp + phosphate_star	Atlantic	(27,27.12]	-0.7146549	-0.7182972	-0.7127586
temp + phosphate_star	Atlantic	(27.12,27.25]	-0.7465934	-0.7830477	-0.7026350
temp + phosphate_star	Atlantic	(27.25,27.38]	-0.8092338	-0.8426868	-0.7539143
temp + phosphate_star	Atlantic	(27.38,27.5]	-0.7949805	-0.8288350	-0.7679557
temp + phosphate_star	Atlantic	(27.5,27.62]	-0.5458717	-0.5883632	-0.5018802
temp + phosphate_star	Atlantic	(27.62,27.75]	-0.6026433	-0.6240026	-0.5810458
temp + phosphate_star	Atlantic	(27.75,27.8]	-0.8662324	-0.8770836	-0.8544625
temp + phosphate_star	Atlantic	(27.8,27.85]	-0.8748359	-0.8805473	-0.8661670
temp + phosphate_star	Atlantic	(27.85,27.9]	-0.8760722	-0.8824736	-0.8702047
temp + phosphate_star	Atlantic	(27.9,27.95]	-0.8956531	-0.9133183	-0.8792563
temp + phosphate_star	Atlantic	(27.95,28]	-0.9319566	-0.9422831	-0.9198300
temp + phosphate_star	Atlantic	(28,28.05]	-0.9746613	-0.9759917	-0.9737175
temp + phosphate_star	Atlantic	(28.05,28.07]	-0.9678417	-0.9695710	-0.9663322
temp + phosphate_star	Atlantic	(28.07,28.1]	-0.9778632	-0.9807976	-0.9741485
temp + phosphate_star	Atlantic	(28.1,28.13]	-0.9776051	-0.9790340	-0.9762994
temp + phosphate_star	Atlantic	(28.13,28.15]	-0.9788297	-0.9808286	-0.9777974
temp + phosphate_star	Atlantic	(28.15,28.17]	-0.9860600	-0.9894491	-0.9836185
temp + phosphate_star	Atlantic	(28.17,28.2]	-0.9758728	-0.9805529	-0.9686515
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9086166	-0.9237497	-0.8870265
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8467833	-0.8503010	-0.8442997
temp + phosphate_star	Indo-Pacific	(26,26.25]	-0.8952626	-0.9005440	-0.8913207
temp + phosphate_star	Indo-Pacific	(26.25,26.5]	-0.9087431	-0.9109643	-0.9046948
temp + phosphate_star	Indo-Pacific	(26.5,26.62]	-0.9058096	-0.9193295	-0.8985646
temp + phosphate_star	Indo-Pacific	(26.62,26.75]	-0.8607584	-0.8709528	-0.8510901
temp + phosphate_star	Indo-Pacific	(26.75,26.88]	-0.7848897	-0.8151382	-0.7601896
temp + phosphate_star	Indo-Pacific	(26.88,27]	-0.9144597	-0.9223490	-0.9069026
temp + phosphate_star	Indo-Pacific	(27,27.12]	-0.9199448	-0.9236667	-0.9140238
temp + phosphate_star	Indo-Pacific	(27.12,27.25]	-0.9177671	-0.9241285	-0.9124681
temp + phosphate_star	Indo-Pacific	(27.25,27.38]	-0.8916066	-0.9104937	-0.8632816
temp + phosphate_star	Indo-Pacific	(27.38,27.5]	-0.8758340	-0.8859489	-0.8572734
temp + phosphate_star	Indo-Pacific	(27.5,27.62]	-0.8945266	-0.9103163	-0.8675184
temp + phosphate_star	Indo-Pacific	(27.62,27.75]	-0.9451575	-0.9530536	-0.9342214
temp + phosphate_star	Indo-Pacific	(27.75,27.8]	-0.9335094	-0.9436947	-0.9256346
temp + phosphate_star	Indo-Pacific	(27.8,27.85]	-0.9289576	-0.9359016	-0.9214017
temp + phosphate_star	Indo-Pacific	(27.85,27.9]	-0.9020042	-0.9166614	-0.8892071
temp + phosphate_star	Indo-Pacific	(27.9,27.95]	-0.8011041	-0.8146068	-0.7862200
temp + phosphate_star	Indo-Pacific	(27.95,28]	-0.8174396	-0.8322846	-0.8062007
temp + phosphate_star	Indo-Pacific	(28,28.05]	-0.8031520	-0.8204555	-0.7904165
temp + phosphate_star	Indo-Pacific	(28.05,28.07]	-0.7034316	-0.7266456	-0.6805997
temp + phosphate_star	Indo-Pacific	(28.07,28.1]	-0.7467896	-0.7742976	-0.7223859
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3611979	-0.3685599	-0.3514506
temp + silicate	Atlantic	(-Inf,26]	-0.3651392	-0.3884488	-0.3529087
temp + silicate	Atlantic	(26,26.25]	-0.1685047	-0.2586039	-0.0906500
temp + silicate	Atlantic	(26.25,26.5]	0.3318260	0.3105766	0.3733186
temp + silicate	Atlantic	(26.5,26.62]	0.3662385	0.3490226	0.3928035
temp + silicate	Atlantic	(26.62,26.75]	0.3361238	0.2988619	0.4019810
temp + silicate	Atlantic	(26.75,26.88]	0.3054036	0.2923317	0.3189969
temp + silicate	Atlantic	(26.88,27]	0.2814612	0.2705559	0.2994695
temp + silicate	Atlantic	(27,27.12]	0.1739002	0.1399866	0.2192515
temp + silicate	Atlantic	(27.12,27.25]	-0.0766720	-0.1468206	-0.0007471
temp + silicate	Atlantic	(27.25,27.38]	-0.2614348	-0.3040795	-0.1816440
temp + silicate	Atlantic	(27.38,27.5]	-0.2001388	-0.2472268	-0.1540132
temp + silicate	Atlantic	(27.5,27.62]	0.0216351	-0.0350139	0.0785825
temp + silicate	Atlantic	(27.62,27.75]	-0.2399072	-0.2753021	-0.2047633
temp + silicate	Atlantic	(27.75,27.8]	-0.6225584	-0.6588083	-0.5742212
temp + silicate	Atlantic	(27.8,27.85]	-0.6990594	-0.7315120	-0.6681037
temp + silicate	Atlantic	(27.85,27.9]	-0.7781088	-0.7946404	-0.7580666
temp + silicate	Atlantic	(27.9,27.95]	-0.8327242	-0.8541097	-0.8088552
temp + silicate	Atlantic	(27.95,28]	-0.8373738	-0.8423496	-0.8297283
temp + silicate	Atlantic	(28,28.05]	-0.8623705	-0.8667087	-0.8544526
temp + silicate	Atlantic	(28.05,28.07]	-0.8316085	-0.8430890	-0.8096398
temp + silicate	Atlantic	(28.07,28.1]	-0.8850694	-0.8912799	-0.8764568
temp + silicate	Atlantic	(28.1,28.13]	-0.8884895	-0.8934497	-0.8823811
temp + silicate	Atlantic	(28.13,28.15]	-0.8812234	-0.8865174	-0.8760688
temp + silicate	Atlantic	(28.15,28.17]	-0.9047091	-0.9137636	-0.8957082
temp + silicate	Atlantic	(28.17,28.2]	-0.7456536	-0.7532521	-0.7363231
temp + silicate	Atlantic	(28.2, Inf]	-0.3953665	-0.4063661	-0.3896145
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6017360	-0.6086808	-0.5952674
temp + silicate	Indo-Pacific	(26,26.25]	-0.5837758	-0.5847608	-0.5819667
temp + silicate	Indo-Pacific	(26.25,26.5]	-0.5831915	-0.5869154	-0.5791603
temp + silicate	Indo-Pacific	(26.5,26.62]	-0.5928970	-0.6007085	-0.5880564
temp + silicate	Indo-Pacific	(26.62,26.75]	-0.5913002	-0.5959215	-0.5828231
temp + silicate	Indo-Pacific	(26.75,26.88]	-0.5609070	-0.5737088	-0.5519290
temp + silicate	Indo-Pacific	(26.88,27]	-0.7095379	-0.7180667	-0.7022337
temp + silicate	Indo-Pacific	(27,27.12]	-0.7830983	-0.7868852	-0.7781111
temp + silicate	Indo-Pacific	(27.12,27.25]	-0.7854219	-0.8046784	-0.7656566
temp + silicate	Indo-Pacific	(27.25,27.38]	-0.6476692	-0.6907129	-0.6063881
temp + silicate	Indo-Pacific	(27.38,27.5]	-0.3196215	-0.3624467	-0.2539818
temp + silicate	Indo-Pacific	(27.5,27.62]	0.1422761	0.1060038	0.2113811
temp + silicate	Indo-Pacific	(27.62,27.75]	0.4921571	0.4503052	0.5354120
temp + silicate	Indo-Pacific	(27.75,27.8]	0.7201100	0.7033942	0.7321426
temp + silicate	Indo-Pacific	(27.8,27.85]	0.6754713	0.6319519	0.7186711
temp + silicate	Indo-Pacific	(27.85,27.9]	0.7574603	0.7533433	0.7628290
temp + silicate	Indo-Pacific	(27.9,27.95]	0.7560667	0.7531438	0.7584853
temp + silicate	Indo-Pacific	(27.95,28]	0.7162017	0.6980481	0.7407721
temp + silicate	Indo-Pacific	(28,28.05]	0.8134010	0.8080911	0.8171812
temp + silicate	Indo-Pacific	(28.05,28.07]	0.8461906	0.8289865	0.8657717
temp + silicate	Indo-Pacific	(28.07,28.1]	0.8005992	0.7958541	0.8040298
temp + silicate	Indo-Pacific	(28.1, Inf]	0.6401240	0.6178531	0.6589035

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

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

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

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

Version	Author	Date
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.3641068	0.3220785	0.4010690
aou	Atlantic	(26,26.25]	-0.0606787	-0.2252860	0.1077230
aou	Atlantic	(26.25,26.5]	-0.1745718	-0.3254972	-0.0469953
aou	Atlantic	(26.5,26.62]	-0.1853796	-0.3140651	0.0318224
aou	Atlantic	(26.62,26.75]	0.0416815	-0.1337152	0.2312990
aou	Atlantic	(26.75,26.88]	0.0355691	-0.1565936	0.2593830
aou	Atlantic	(26.88,27]	-0.2085436	-0.4271185	0.0671725
aou	Atlantic	(27,27.12]	-0.4085567	-0.5772621	-0.2475731
aou	Atlantic	(27.12,27.25]	-0.4241764	-0.5448676	-0.2676634
aou	Atlantic	(27.25,27.38]	-0.4051172	-0.5291179	-0.2587386
aou	Atlantic	(27.38,27.5]	-0.2467677	-0.3662465	-0.1150795
aou	Atlantic	(27.5,27.62]	-0.2053500	-0.2791866	-0.1363466
aou	Atlantic	(27.62,27.75]	-0.0781987	-0.1168988	-0.0221062
aou	Atlantic	(27.75,27.8]	0.0225133	-0.0587560	0.0691735
aou	Atlantic	(27.8,27.85]	-0.1076601	-0.1397481	-0.0880395
aou	Atlantic	(27.85,27.9]	-0.3916217	-0.4395252	-0.3375824
aou	Atlantic	(27.9,27.95]	-0.6418987	-0.7128160	-0.5315927
aou	Atlantic	(27.95,28]	-0.4523644	-0.5730614	-0.3522142
aou	Atlantic	(28,28.05]	-0.0340024	-0.1076066	0.0046953
aou	Atlantic	(28.05,28.07]	-0.2477417	-0.2666887	-0.2145458
aou	Atlantic	(28.07,28.1]	-0.5697470	-0.6086610	-0.5443961
aou	Atlantic	(28.1,28.13]	-0.7744871	-0.7770423	-0.7730842
aou	Atlantic	(28.13,28.15]	-0.8751066	-0.8804147	-0.8701647
aou	Atlantic	(28.15,28.17]	-0.9170534	-0.9251691	-0.9103241
aou	Atlantic	(28.17,28.2]	-0.9053315	-0.9099320	-0.9028966
aou	Atlantic	(28.2, Inf]	-0.8005904	-0.8103598	-0.7890016
aou	Indo-Pacific	(-Inf,26]	-0.0963426	-0.2619510	0.0527317
aou	Indo-Pacific	(26,26.25]	-0.4083559	-0.5496331	-0.2345426
aou	Indo-Pacific	(26.25,26.5]	-0.5113618	-0.6298409	-0.3564333
aou	Indo-Pacific	(26.5,26.62]	-0.6950193	-0.7717283	-0.5853936
aou	Indo-Pacific	(26.62,26.75]	-0.7894098	-0.8530310	-0.7012707
aou	Indo-Pacific	(26.75,26.88]	-0.7919385	-0.8564344	-0.7062991
aou	Indo-Pacific	(26.88,27]	-0.8271717	-0.8782806	-0.7602628
aou	Indo-Pacific	(27,27.12]	-0.8113785	-0.8656653	-0.7393771
aou	Indo-Pacific	(27.12,27.25]	-0.7956541	-0.8724719	-0.6904477
aou	Indo-Pacific	(27.25,27.38]	-0.7590124	-0.8728604	-0.5789850
aou	Indo-Pacific	(27.38,27.5]	-0.6416014	-0.8594361	-0.3156444
aou	Indo-Pacific	(27.5,27.62]	-0.4537165	-0.8409693	0.1498128
aou	Indo-Pacific	(27.62,27.75]	-0.1355876	-0.7156306	0.6847386
aou	Indo-Pacific	(27.75,27.8]	-0.0825829	-0.6345478	0.7077951
aou	Indo-Pacific	(27.8,27.85]	0.0418077	-0.5342644	0.6674242
aou	Indo-Pacific	(27.85,27.9]	0.0862296	-0.4554096	0.7066349
aou	Indo-Pacific	(27.9,27.95]	0.1231896	-0.3018144	0.6069234
aou	Indo-Pacific	(27.95,28]	-0.0493903	-0.3563985	0.2972186
aou	Indo-Pacific	(28,28.05]	-0.0726448	-0.4834382	0.4380098
aou	Indo-Pacific	(28.05,28.07]	0.1836354	-0.3016644	0.6912569
aou	Indo-Pacific	(28.07,28.1]	-0.1186012	-0.4486229	0.3335469
aou	Indo-Pacific	(28.1, Inf]	0.4921644	0.3588916	0.6198919
nitrate	Atlantic	(-Inf,26]	0.0269936	-0.0131800	0.0546032
nitrate	Atlantic	(26,26.25]	-0.4375807	-0.5778930	-0.2673919
nitrate	Atlantic	(26.25,26.5]	-0.4293735	-0.5716491	-0.3133272
nitrate	Atlantic	(26.5,26.62]	-0.3972102	-0.5094887	-0.1885648
nitrate	Atlantic	(26.62,26.75]	-0.1053619	-0.2777665	0.0823619
nitrate	Atlantic	(26.75,26.88]	-0.0636769	-0.2493238	0.1527510
nitrate	Atlantic	(26.88,27]	-0.3254501	-0.5355111	-0.0653837
nitrate	Atlantic	(27,27.12]	-0.5626970	-0.6968787	-0.4338654
nitrate	Atlantic	(27.12,27.25]	-0.6500652	-0.7437285	-0.5307483
nitrate	Atlantic	(27.25,27.38]	-0.7277300	-0.7956540	-0.6388545
nitrate	Atlantic	(27.38,27.5]	-0.7684217	-0.8273335	-0.7008565
nitrate	Atlantic	(27.5,27.62]	-0.8470088	-0.8815272	-0.8063876
nitrate	Atlantic	(27.62,27.75]	-0.9044488	-0.9192163	-0.8864937
nitrate	Atlantic	(27.75,27.8]	-0.9017509	-0.9207147	-0.8795846
nitrate	Atlantic	(27.8,27.85]	-0.9481585	-0.9541323	-0.9404061
nitrate	Atlantic	(27.85,27.9]	-0.9726355	-0.9732967	-0.9719283
nitrate	Atlantic	(27.9,27.95]	-0.9729817	-0.9818793	-0.9587444
nitrate	Atlantic	(27.95,28]	-0.9684783	-0.9731700	-0.9652155
nitrate	Atlantic	(28,28.05]	-0.9509925	-0.9574133	-0.9477415
nitrate	Atlantic	(28.05,28.07]	-0.9855956	-0.9874530	-0.9844895
nitrate	Atlantic	(28.07,28.1]	-0.9909203	-0.9926006	-0.9891666
nitrate	Atlantic	(28.1,28.13]	-0.9920072	-0.9935432	-0.9910399
nitrate	Atlantic	(28.13,28.15]	-0.9954056	-0.9960486	-0.9948933
nitrate	Atlantic	(28.15,28.17]	-0.9964117	-0.9978549	-0.9956637
nitrate	Atlantic	(28.17,28.2]	-0.9940235	-0.9967629	-0.9889944
nitrate	Atlantic	(28.2, Inf]	-0.9657490	-0.9718004	-0.9585585
nitrate	Indo-Pacific	(-Inf,26]	-0.1152997	-0.2783666	0.0347572
nitrate	Indo-Pacific	(26,26.25]	-0.4830914	-0.6022828	-0.3300647
nitrate	Indo-Pacific	(26.25,26.5]	-0.4568925	-0.5670058	-0.3387984
nitrate	Indo-Pacific	(26.5,26.62]	-0.6305310	-0.7033651	-0.5376661
nitrate	Indo-Pacific	(26.62,26.75]	-0.6857083	-0.7506198	-0.5979275
nitrate	Indo-Pacific	(26.75,26.88]	-0.6887134	-0.7262309	-0.6175496
nitrate	Indo-Pacific	(26.88,27]	-0.7025502	-0.7497494	-0.6384455
nitrate	Indo-Pacific	(27,27.12]	-0.7412447	-0.7923282	-0.6848083
nitrate	Indo-Pacific	(27.12,27.25]	-0.7503333	-0.8289790	-0.6375567
nitrate	Indo-Pacific	(27.25,27.38]	-0.7141382	-0.8241874	-0.5367688
nitrate	Indo-Pacific	(27.38,27.5]	-0.6167920	-0.8370613	-0.2914027
nitrate	Indo-Pacific	(27.5,27.62]	-0.4438342	-0.8245312	0.1481050
nitrate	Indo-Pacific	(27.62,27.75]	-0.1303758	-0.7011751	0.6715815
nitrate	Indo-Pacific	(27.75,27.8]	-0.0536536	-0.5973653	0.7193771
nitrate	Indo-Pacific	(27.8,27.85]	0.0820958	-0.4930568	0.6971607
nitrate	Indo-Pacific	(27.85,27.9]	0.1239007	-0.4109194	0.7225547
nitrate	Indo-Pacific	(27.9,27.95]	0.1825065	-0.2249012	0.6411148
nitrate	Indo-Pacific	(27.95,28]	0.0391445	-0.2589022	0.3696440
nitrate	Indo-Pacific	(28,28.05]	0.0173541	-0.3774160	0.5038018
nitrate	Indo-Pacific	(28.05,28.07]	0.2526439	-0.2119414	0.7303977
nitrate	Indo-Pacific	(28.07,28.1]	-0.0149769	-0.3244542	0.4105724
nitrate	Indo-Pacific	(28.1, Inf]	0.5130713	0.4033632	0.6170175
phosphate	Atlantic	(-Inf,26]	0.4402535	0.3629020	0.5016541
phosphate	Atlantic	(26,26.25]	0.1025607	-0.0410211	0.2205945
phosphate	Atlantic	(26.25,26.5]	-0.2168150	-0.3133608	-0.1494288
phosphate	Atlantic	(26.5,26.62]	-0.3372700	-0.4396632	-0.1579677
phosphate	Atlantic	(26.62,26.75]	-0.1035457	-0.2548710	0.0702127
phosphate	Atlantic	(26.75,26.88]	-0.0884934	-0.2554643	0.1045540
phosphate	Atlantic	(26.88,27]	-0.3512852	-0.5465437	-0.1167492
phosphate	Atlantic	(27,27.12]	-0.5917163	-0.7126869	-0.4735671
phosphate	Atlantic	(27.12,27.25]	-0.6881253	-0.7689039	-0.5820483
phosphate	Atlantic	(27.25,27.38]	-0.7684920	-0.8210761	-0.6954108
phosphate	Atlantic	(27.38,27.5]	-0.8070524	-0.8518185	-0.7529044
phosphate	Atlantic	(27.5,27.62]	-0.8665655	-0.8932309	-0.8342176
phosphate	Atlantic	(27.62,27.75]	-0.9234561	-0.9345315	-0.9103767
phosphate	Atlantic	(27.75,27.8]	-0.9276976	-0.9408707	-0.9108330
phosphate	Atlantic	(27.8,27.85]	-0.9608570	-0.9649574	-0.9560597
phosphate	Atlantic	(27.85,27.9]	-0.9751780	-0.9775071	-0.9730262
phosphate	Atlantic	(27.9,27.95]	-0.9710133	-0.9807638	-0.9553758
phosphate	Atlantic	(27.95,28]	-0.9672157	-0.9739549	-0.9629446
phosphate	Atlantic	(28,28.05]	-0.9544336	-0.9604728	-0.9499125
phosphate	Atlantic	(28.05,28.07]	-0.9861326	-0.9879320	-0.9843172
phosphate	Atlantic	(28.07,28.1]	-0.9907786	-0.9925503	-0.9888233
phosphate	Atlantic	(28.1,28.13]	-0.9920862	-0.9936051	-0.9910918
phosphate	Atlantic	(28.13,28.15]	-0.9951532	-0.9958152	-0.9946678
phosphate	Atlantic	(28.15,28.17]	-0.9959587	-0.9974274	-0.9951477
phosphate	Atlantic	(28.17,28.2]	-0.9924600	-0.9946854	-0.9892978
phosphate	Atlantic	(28.2, Inf]	-0.9780168	-0.9807725	-0.9762173
phosphate	Indo-Pacific	(-Inf,26]	-0.1432395	-0.3107995	0.0110294
phosphate	Indo-Pacific	(26,26.25]	-0.5490064	-0.6766924	-0.3887334
phosphate	Indo-Pacific	(26.25,26.5]	-0.6449869	-0.7492843	-0.5086630
phosphate	Indo-Pacific	(26.5,26.62]	-0.7772440	-0.8435515	-0.6760436
phosphate	Indo-Pacific	(26.62,26.75]	-0.8411941	-0.8934253	-0.7693741
phosphate	Indo-Pacific	(26.75,26.88]	-0.8445926	-0.8919680	-0.7780378
phosphate	Indo-Pacific	(26.88,27]	-0.8306431	-0.8729268	-0.7759622
phosphate	Indo-Pacific	(27,27.12]	-0.8351360	-0.8790090	-0.7783305
phosphate	Indo-Pacific	(27.12,27.25]	-0.8263979	-0.8929780	-0.7346867
phosphate	Indo-Pacific	(27.25,27.38]	-0.7874164	-0.8866510	-0.6282893
phosphate	Indo-Pacific	(27.38,27.5]	-0.6624883	-0.8616901	-0.3627854
phosphate	Indo-Pacific	(27.5,27.62]	-0.4677085	-0.8338129	0.1063122
phosphate	Indo-Pacific	(27.62,27.75]	-0.1227562	-0.6879096	0.6689755
phosphate	Indo-Pacific	(27.75,27.8]	-0.0413251	-0.5826116	0.7253865
phosphate	Indo-Pacific	(27.8,27.85]	0.0897438	-0.4777884	0.6957272
phosphate	Indo-Pacific	(27.85,27.9]	0.1239675	-0.4044438	0.7233029
phosphate	Indo-Pacific	(27.9,27.95]	0.1653492	-0.2463105	0.6277777
phosphate	Indo-Pacific	(27.95,28]	0.0442894	-0.2527147	0.3732430
phosphate	Indo-Pacific	(28,28.05]	0.0097788	-0.3839919	0.4946995
phosphate	Indo-Pacific	(28.05,28.07]	0.2500433	-0.2156097	0.7301835
phosphate	Indo-Pacific	(28.07,28.1]	-0.0438127	-0.3505143	0.3764397
phosphate	Indo-Pacific	(28.1, Inf]	0.4638316	0.3455955	0.5767606
phosphate_star	Atlantic	(-Inf,26]	0.1011514	0.0498067	0.1452297
phosphate_star	Atlantic	(26,26.25]	0.2430974	0.2121886	0.3031003
phosphate_star	Atlantic	(26.25,26.5]	-0.1405399	-0.1828482	-0.1055395
phosphate_star	Atlantic	(26.5,26.62]	-0.3722570	-0.3950175	-0.3513346
phosphate_star	Atlantic	(26.62,26.75]	-0.3527323	-0.3878359	-0.2933585
phosphate_star	Atlantic	(26.75,26.88]	-0.3576808	-0.4857951	-0.2695076
phosphate_star	Atlantic	(26.88,27]	-0.3810740	-0.5229822	-0.2861241
phosphate_star	Atlantic	(27,27.12]	-0.4600589	-0.5669114	-0.3531696
phosphate_star	Atlantic	(27.12,27.25]	-0.6290032	-0.6972724	-0.5507235
phosphate_star	Atlantic	(27.25,27.38]	-0.7508542	-0.8218588	-0.6661409
phosphate_star	Atlantic	(27.38,27.5]	-0.7560267	-0.8337613	-0.6795552
phosphate_star	Atlantic	(27.5,27.62]	-0.7419480	-0.7941236	-0.6899947
phosphate_star	Atlantic	(27.62,27.75]	-0.8568927	-0.8911550	-0.8228657
phosphate_star	Atlantic	(27.75,27.8]	-0.8866879	-0.9291072	-0.8458715
phosphate_star	Atlantic	(27.8,27.85]	-0.8864576	-0.9289707	-0.8414723
phosphate_star	Atlantic	(27.85,27.9]	-0.8927967	-0.9288090	-0.8547726
phosphate_star	Atlantic	(27.9,27.95]	-0.8994865	-0.9299311	-0.8589110
phosphate_star	Atlantic	(27.95,28]	-0.8902420	-0.9180314	-0.8734734
phosphate_star	Atlantic	(28,28.05]	-0.8813591	-0.9095066	-0.8442957
phosphate_star	Atlantic	(28.05,28.07]	-0.9136424	-0.9438973	-0.8776469
phosphate_star	Atlantic	(28.07,28.1]	-0.9489421	-0.9669914	-0.9274480
phosphate_star	Atlantic	(28.1,28.13]	-0.9624068	-0.9761810	-0.9475256
phosphate_star	Atlantic	(28.13,28.15]	-0.9680153	-0.9791522	-0.9559331
phosphate_star	Atlantic	(28.15,28.17]	-0.9811865	-0.9859474	-0.9772575
phosphate_star	Atlantic	(28.17,28.2]	-0.9755751	-0.9871017	-0.9626249
phosphate_star	Atlantic	(28.2, Inf]	-0.9694754	-0.9788690	-0.9565256
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0067078	-0.1347902	0.1158792
phosphate_star	Indo-Pacific	(26,26.25]	-0.5511038	-0.5921375	-0.4937497
phosphate_star	Indo-Pacific	(26.25,26.5]	-0.6213890	-0.6455175	-0.5988416
phosphate_star	Indo-Pacific	(26.5,26.62]	-0.5947293	-0.6188787	-0.5786256
phosphate_star	Indo-Pacific	(26.62,26.75]	-0.5785231	-0.5980691	-0.5548035
phosphate_star	Indo-Pacific	(26.75,26.88]	-0.5597932	-0.5860208	-0.5267467
phosphate_star	Indo-Pacific	(26.88,27]	-0.4932858	-0.5251431	-0.4604356
phosphate_star	Indo-Pacific	(27,27.12]	-0.6531239	-0.6670700	-0.6418881
phosphate_star	Indo-Pacific	(27.12,27.25]	-0.6900456	-0.7393448	-0.6306495
phosphate_star	Indo-Pacific	(27.25,27.38]	-0.5741876	-0.6140993	-0.5213478
phosphate_star	Indo-Pacific	(27.38,27.5]	-0.2650338	-0.3068739	-0.2392540
phosphate_star	Indo-Pacific	(27.5,27.62]	-0.0376155	-0.3002500	0.1274976
phosphate_star	Indo-Pacific	(27.62,27.75]	0.1483273	-0.4346433	0.5086084
phosphate_star	Indo-Pacific	(27.75,27.8]	0.3953382	-0.2569142	0.8008373
phosphate_star	Indo-Pacific	(27.8,27.85]	0.4053835	-0.1101429	0.7973583
phosphate_star	Indo-Pacific	(27.85,27.9]	0.3686746	-0.1111288	0.7498155
phosphate_star	Indo-Pacific	(27.9,27.95]	0.3912355	0.0359750	0.6711804
phosphate_star	Indo-Pacific	(27.95,28]	0.5555968	0.2768265	0.7691487
phosphate_star	Indo-Pacific	(28,28.05]	0.5684755	0.2179143	0.8123231
phosphate_star	Indo-Pacific	(28.05,28.07]	0.4847320	0.1238255	0.7704242
phosphate_star	Indo-Pacific	(28.07,28.1]	0.5492599	0.2647947	0.7620223
phosphate_star	Indo-Pacific	(28.1, Inf]	-0.0214844	-0.1125968	0.0691077
sal	Atlantic	(-Inf,26]	0.6329389	0.6159084	0.6581242
sal	Atlantic	(26,26.25]	0.3519967	0.2222765	0.4556912
sal	Atlantic	(26.25,26.5]	0.0564825	0.0254384	0.0836800
sal	Atlantic	(26.5,26.62]	-0.0162215	-0.0794880	0.0940270
sal	Atlantic	(26.62,26.75]	-0.0757381	-0.2316974	0.0614251
sal	Atlantic	(26.75,26.88]	-0.1397526	-0.2779565	0.0629096
sal	Atlantic	(26.88,27]	-0.2606811	-0.4209581	-0.0310542
sal	Atlantic	(27,27.12]	-0.2346180	-0.3512665	-0.1178625
sal	Atlantic	(27.12,27.25]	0.0095597	-0.1577030	0.1594643
sal	Atlantic	(27.25,27.38]	0.2774331	0.0875245	0.4260248
sal	Atlantic	(27.38,27.5]	0.2396353	0.0948481	0.4041510
sal	Atlantic	(27.5,27.62]	-0.1361054	-0.2659421	-0.0088388
sal	Atlantic	(27.62,27.75]	0.0177986	-0.0729808	0.1120368
sal	Atlantic	(27.75,27.8]	0.5338532	0.4399823	0.6349643
sal	Atlantic	(27.8,27.85]	0.5447847	0.4784051	0.6322999
sal	Atlantic	(27.85,27.9]	0.5414945	0.4586634	0.6146463
sal	Atlantic	(27.9,27.95]	0.6047987	0.5789531	0.6561721
sal	Atlantic	(27.95,28]	0.6974273	0.6323400	0.7752786
sal	Atlantic	(28,28.05]	0.8152195	0.7790200	0.8382243
sal	Atlantic	(28.05,28.07]	0.8589299	0.8201892	0.8957920
sal	Atlantic	(28.07,28.1]	0.9161243	0.8957562	0.9272765
sal	Atlantic	(28.1,28.13]	0.9393284	0.9237796	0.9598868
sal	Atlantic	(28.13,28.15]	0.9543220	0.9485012	0.9644058
sal	Atlantic	(28.15,28.17]	0.9722158	0.9675218	0.9752184
sal	Atlantic	(28.17,28.2]	0.9493690	0.9161812	0.9744010
sal	Atlantic	(28.2, Inf]	0.6762985	0.6390711	0.7033323
sal	Indo-Pacific	(-Inf,26]	-0.0632689	-0.1296836	0.0033318
sal	Indo-Pacific	(26,26.25]	0.2424978	0.2019786	0.2774357
sal	Indo-Pacific	(26.25,26.5]	0.3486947	0.3295627	0.3666067
sal	Indo-Pacific	(26.5,26.62]	0.3200127	0.3014077	0.3358232
sal	Indo-Pacific	(26.62,26.75]	0.2233978	0.1788905	0.2499129
sal	Indo-Pacific	(26.75,26.88]	0.0976721	0.0338849	0.1653763
sal	Indo-Pacific	(26.88,27]	0.2619443	0.2043689	0.3143202
sal	Indo-Pacific	(27,27.12]	0.4337964	0.4121951	0.4578131
sal	Indo-Pacific	(27.12,27.25]	0.4526762	0.3500650	0.5346099
sal	Indo-Pacific	(27.25,27.38]	0.2564049	0.1310074	0.3548381
sal	Indo-Pacific	(27.38,27.5]	-0.0148534	-0.0555076	0.0287766
sal	Indo-Pacific	(27.5,27.62]	-0.2555771	-0.3989530	0.0131049
sal	Indo-Pacific	(27.62,27.75]	-0.2679691	-0.6877765	0.3923004
sal	Indo-Pacific	(27.75,27.8]	-0.3378167	-0.7991512	0.3574168
sal	Indo-Pacific	(27.8,27.85]	-0.3529996	-0.8282328	0.2259203
sal	Indo-Pacific	(27.85,27.9]	-0.2495891	-0.7310635	0.2996993
sal	Indo-Pacific	(27.9,27.95]	-0.1677029	-0.5507515	0.3126398
sal	Indo-Pacific	(27.95,28]	-0.3853819	-0.6386687	-0.0776777
sal	Indo-Pacific	(28,28.05]	-0.3876044	-0.7313205	0.0701086
sal	Indo-Pacific	(28.05,28.07]	-0.0421579	-0.5189597	0.4919784
sal	Indo-Pacific	(28.07,28.1]	-0.4412772	-0.7141596	-0.0635319
sal	Indo-Pacific	(28.1, Inf]	-0.0200636	-0.2202403	0.1856615
silicate	Atlantic	(-Inf,26]	-0.6235293	-0.6822996	-0.5931277
silicate	Atlantic	(26,26.25]	-0.6931237	-0.7509719	-0.6136800
silicate	Atlantic	(26.25,26.5]	-0.5244095	-0.5773969	-0.4769517
silicate	Atlantic	(26.5,26.62]	-0.4513129	-0.5187411	-0.3287212
silicate	Atlantic	(26.62,26.75]	-0.3780791	-0.4930326	-0.2476472
silicate	Atlantic	(26.75,26.88]	-0.3093514	-0.4954187	-0.1079480
silicate	Atlantic	(26.88,27]	-0.4900402	-0.6603676	-0.2796274
silicate	Atlantic	(27,27.12]	-0.7255829	-0.8113584	-0.6357072
silicate	Atlantic	(27.12,27.25]	-0.8272154	-0.8790030	-0.7535660
silicate	Atlantic	(27.25,27.38]	-0.8805667	-0.9103404	-0.8357421
silicate	Atlantic	(27.38,27.5]	-0.8767533	-0.9000243	-0.8441022
silicate	Atlantic	(27.5,27.62]	-0.9059397	-0.9121544	-0.9012186
silicate	Atlantic	(27.62,27.75]	-0.9364051	-0.9413325	-0.9291328
silicate	Atlantic	(27.75,27.8]	-0.9374919	-0.9434230	-0.9341846
silicate	Atlantic	(27.8,27.85]	-0.9287357	-0.9443930	-0.9113586
silicate	Atlantic	(27.85,27.9]	-0.9153732	-0.9337126	-0.8940836
silicate	Atlantic	(27.9,27.95]	-0.9044861	-0.9308138	-0.8705584
silicate	Atlantic	(27.95,28]	-0.9165013	-0.9340604	-0.9064784
silicate	Atlantic	(28,28.05]	-0.9166822	-0.9232071	-0.9114074
silicate	Atlantic	(28.05,28.07]	-0.9577565	-0.9609177	-0.9526296
silicate	Atlantic	(28.07,28.1]	-0.9724855	-0.9750032	-0.9686057
silicate	Atlantic	(28.1,28.13]	-0.9777477	-0.9805569	-0.9749277
silicate	Atlantic	(28.13,28.15]	-0.9805190	-0.9864176	-0.9745847
silicate	Atlantic	(28.15,28.17]	-0.9810770	-0.9869059	-0.9753813
silicate	Atlantic	(28.17,28.2]	-0.9090635	-0.9209081	-0.8929006
silicate	Atlantic	(28.2, Inf]	-0.7478464	-0.7758269	-0.7087256
silicate	Indo-Pacific	(-Inf,26]	-0.1261189	-0.2814228	0.0087882
silicate	Indo-Pacific	(26,26.25]	-0.5901883	-0.6937905	-0.4681827
silicate	Indo-Pacific	(26.25,26.5]	-0.7316976	-0.8021203	-0.6392703
silicate	Indo-Pacific	(26.5,26.62]	-0.7540054	-0.8064430	-0.6724893
silicate	Indo-Pacific	(26.62,26.75]	-0.7381401	-0.7875448	-0.6663732
silicate	Indo-Pacific	(26.75,26.88]	-0.7015552	-0.7519089	-0.6303438
silicate	Indo-Pacific	(26.88,27]	-0.6650607	-0.7198962	-0.5991628
silicate	Indo-Pacific	(27,27.12]	-0.6878679	-0.7433874	-0.6191458
silicate	Indo-Pacific	(27.12,27.25]	-0.7027136	-0.7845138	-0.5912168
silicate	Indo-Pacific	(27.25,27.38]	-0.6720167	-0.7893553	-0.4870874
silicate	Indo-Pacific	(27.38,27.5]	-0.5640995	-0.7811277	-0.2467374
silicate	Indo-Pacific	(27.5,27.62]	-0.3922987	-0.7770071	0.1962496
silicate	Indo-Pacific	(27.62,27.75]	-0.0781722	-0.6434214	0.7061976
silicate	Indo-Pacific	(27.75,27.8]	-0.0149160	-0.5566485	0.7517740
silicate	Indo-Pacific	(27.8,27.85]	0.1003527	-0.4663656	0.7011009
silicate	Indo-Pacific	(27.85,27.9]	0.1295967	-0.4042695	0.7347951
silicate	Indo-Pacific	(27.9,27.95]	0.1713156	-0.2439625	0.6333714
silicate	Indo-Pacific	(27.95,28]	0.0358524	-0.2664070	0.3743231
silicate	Indo-Pacific	(28,28.05]	0.0037045	-0.3981427	0.5006795
silicate	Indo-Pacific	(28.05,28.07]	0.2444773	-0.2240508	0.7291991
silicate	Indo-Pacific	(28.07,28.1]	-0.0276698	-0.3346574	0.3976845
silicate	Indo-Pacific	(28.1, Inf]	0.3763762	0.2205045	0.5301459
temp	Atlantic	(-Inf,26]	-0.0491292	-0.0822790	-0.0015824
temp	Atlantic	(26,26.25]	0.1132073	0.0115461	0.2224037
temp	Atlantic	(26.25,26.5]	0.0009635	-0.0419110	0.0298150
temp	Atlantic	(26.5,26.62]	-0.0210610	-0.0795554	0.0766798
temp	Atlantic	(26.62,26.75]	-0.0757452	-0.2215908	0.0508412
temp	Atlantic	(26.75,26.88]	-0.1340476	-0.2582419	0.0655940
temp	Atlantic	(26.88,27]	-0.2384160	-0.3859194	-0.0168579
temp	Atlantic	(27,27.12]	-0.2348037	-0.3387051	-0.1252077
temp	Atlantic	(27.12,27.25]	-0.0138696	-0.1709213	0.1244133
temp	Atlantic	(27.25,27.38]	0.2474649	0.0461421	0.4007737
temp	Atlantic	(27.38,27.5]	0.2238791	0.0754010	0.3908964
temp	Atlantic	(27.5,27.62]	-0.1409503	-0.2624417	-0.0173926
temp	Atlantic	(27.62,27.75]	0.1146347	0.0264169	0.2056405
temp	Atlantic	(27.75,27.8]	0.5425966	0.4493267	0.6393721
temp	Atlantic	(27.8,27.85]	0.5586148	0.4847105	0.6463437
temp	Atlantic	(27.85,27.9]	0.5726756	0.4928459	0.6406567
temp	Atlantic	(27.9,27.95]	0.6303442	0.5893297	0.6787516
temp	Atlantic	(27.95,28]	0.6906197	0.6354747	0.7586668
temp	Atlantic	(28,28.05]	0.7887002	0.7438629	0.8197403
temp	Atlantic	(28.05,28.07]	0.8162432	0.7650940	0.8619395
temp	Atlantic	(28.07,28.1]	0.8857076	0.8591181	0.9001930
temp	Atlantic	(28.1,28.13]	0.9026928	0.8822247	0.9249965
temp	Atlantic	(28.13,28.15]	0.9066685	0.8935105	0.9216030
temp	Atlantic	(28.15,28.17]	0.9430509	0.9391240	0.9453118
temp	Atlantic	(28.17,28.2]	0.9170800	0.8799832	0.9471474
temp	Atlantic	(28.2, Inf]	0.8171427	0.7975944	0.8462547
temp	Indo-Pacific	(-Inf,26]	-0.3731855	-0.4629043	-0.2790149
temp	Indo-Pacific	(26,26.25]	0.2158434	0.1711056	0.2530225
temp	Indo-Pacific	(26.25,26.5]	0.3167061	0.2996028	0.3344541
temp	Indo-Pacific	(26.5,26.62]	0.2877507	0.2664054	0.3030447
temp	Indo-Pacific	(26.62,26.75]	0.1682474	0.1198234	0.1959533
temp	Indo-Pacific	(26.75,26.88]	0.0330685	-0.0335077	0.1030267
temp	Indo-Pacific	(26.88,27]	0.1852365	0.1235212	0.2419599
temp	Indo-Pacific	(27,27.12]	0.3755482	0.3474076	0.4035325
temp	Indo-Pacific	(27.12,27.25]	0.4360047	0.3374808	0.5147855
temp	Indo-Pacific	(27.25,27.38]	0.3130353	0.1918305	0.4039724
temp	Indo-Pacific	(27.38,27.5]	0.0405627	0.0170233	0.0686435
temp	Indo-Pacific	(27.5,27.62]	-0.1341120	-0.2911080	0.1345193
temp	Indo-Pacific	(27.62,27.75]	-0.1730355	-0.5705601	0.4424717
temp	Indo-Pacific	(27.75,27.8]	-0.3591699	-0.8223229	0.3482432
temp	Indo-Pacific	(27.8,27.85]	-0.3873775	-0.8367940	0.1731558
temp	Indo-Pacific	(27.85,27.9]	-0.2788286	-0.7610878	0.2869039
temp	Indo-Pacific	(27.9,27.95]	-0.2433102	-0.6192897	0.2296861
temp	Indo-Pacific	(27.95,28]	-0.4871746	-0.7427270	-0.1663584
temp	Indo-Pacific	(28,28.05]	-0.4069550	-0.7614890	0.0661350
temp	Indo-Pacific	(28.05,28.07]	-0.1307305	-0.5864541	0.3971694
temp	Indo-Pacific	(28.07,28.1]	-0.4485634	-0.7349453	-0.0546876
temp	Indo-Pacific	(28.1, Inf]	0.2410560	0.0787373	0.4021228

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

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

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

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

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

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

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

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

25 January, 2021