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Rmd	1ce10e7	jens-daniel-mueller	2020-07-23	read full GLODAP Cant data set rather than joining again
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Rmd	dc1c56e	jens-daniel-mueller	2020-07-14	tref calculated
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Rmd	ffbc2a1	jens-daniel-mueller	2020-07-13	added Cstar calculation
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Rmd	e6a2ade	jens-daniel-mueller	2020-07-13	added Cstar calculation

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

1 Required data

Required are:

clean version of GLODAPGLODAPv2.2020
observations grid of clean version of GLODAPGLODAPv2.2020
C_ant from GLODAPv2_2016b_MappedClimatologies
annual mean atmospheric pCO₂

GLODAP <- read_csv(here::here("data/GLODAPv2_2020/_summarized_data_files",
                              "GLODAPv2.2020_clean.csv"))

GLODAP_obs_grid <- read_csv(here::here("data/GLODAPv2_2020/_summarized_data_files",
                                           "GLODAPv2.2020_clean_obs_grid.csv"))

Cant_clim <- read_csv(here::here("data/GLODAPv2_2016b_MappedClimatologies/_summarized_files",
                                 "Cant.csv"))

co2_atm <- read_csv(here::here("data/pCO2_atmosphere/_summarized_data_files",
                               "co2_atm.csv"))

2 C*

C* serves as a conservative tracer of anthropogenic CO₂ uptake. It is derived from measured DIC by removing the impact of - organic matter formation and respiration - calcification and calcium carbonate dissolution

Contributions of those processes are estimated from phosphate and alkalinity concentrations.

2.1 Stoichiometric ratios

rCP <- 117
rNP <- 16

The stoichiometric nutrient ratios for the production and mineralization of organic matter were set to:

C/P: 117
N/P: 16

2.2 Calculation

C* is calculated as:

print("Cstar = tco2  + rCP_phosphate  + talk_05  + rNP_phosphate_05")

[1] "Cstar = tco2  + rCP_phosphate  + talk_05  + rNP_phosphate_05"

GLODAP <- GLODAP %>% 
  mutate(rCP_phosphate = -rCP * phosphate,
         talk_05 = -0.5 * talk,
         rNP_phosphate_05 = -0.5 * rNP * phosphate,
         Cstar = tco2  + rCP_phosphate  + talk_05  + rNP_phosphate_05)

3 PO₄* calculation

Currently, the predictor PO₄* is calculated according to Clement and Gruber (2018), ie based on oxygen rather than nitrate.

GLODAP <- GLODAP %>% 
  mutate(phosphate_star = phosphate + (oxygen / 170)  - 1.95)

GLODAP <- GLODAP %>% 
  mutate(phosphate_star = phosphate - 16*nitrate  + 2.9)

4 Reference year adjustment

The scaling factor for the reference year adjustment is an apriori estiamte of Cant at a given location and depth. Here, Cant from the GLODAP mapped Climatology was used.

Note that eq. 6 in Clement and Gruber (2018) misses pCO2 pre-industrial in the denominator. Here we use the equation published in Gruber et al. (2019).

4.1 Merge data sets

4.1.1 GLODAP + Cant

Cant_clim <- Cant_clim %>% 
  drop_na()

Cant_clim_obs <- left_join(GLODAP_obs_grid, Cant_clim) %>% 
  select(-n)

rm(Cant_clim, GLODAP_obs_grid)

GLODAP_Cant_obs <- full_join(GLODAP, Cant_clim_obs)

rm(Cant_clim_obs)

# GLODAP_Cant_full %>% write_csv(here::here("data/GLODAPv2_2020/_summarized_data_files",
#                                           "GLODAP_Cant_full.csv"))
# 
# GLODAP_Cant_full <- read_csv(here::here("data/GLODAPv2_2020/_summarized_data_files",
#                                           "GLODAP_Cant_full.csv"))

The mapped Cant product was merged with GLODAP observation by:

using an identical 1x1° horizontal grid
linear interpolation of Cant from standard to sampling depth

GLODAP_Cant_obs <- GLODAP_Cant_obs %>% 
  group_by(lat, lon) %>% 
  arrange(depth) %>% 
  mutate(Cant_int = approxfun(depth, Cant, rule = 2)(depth)) %>% 
  ungroup()

ggplot() +
    geom_path(data = GLODAP_Cant_obs %>% 
              filter(lat == 48.5, lon == 165.5, !is.na(Cant)) %>% 
              arrange(depth),
            aes(Cant, depth, col = "mapped")) +
  geom_point(data = GLODAP_Cant_obs %>% 
              filter(lat == 48.5, lon == 165.5, !is.na(Cant)) %>% 
              arrange(depth),
            aes(Cant, depth, col = "mapped")) +
  geom_point(data = GLODAP_Cant_obs %>% 
              filter(lat == 48.5, lon == 165.5, date == ymd("2018-06-27")),
            aes(Cant_int, depth, col = "interpolated")) +
  scale_y_reverse() +
  scale_color_brewer(palette = "Dark2", name = "") +
  labs(title = "Cant interpolation to sampling depth - example profile")

GLODAP <- GLODAP_Cant_obs %>% 
  filter(!is.na(Cstar)) %>% 
  mutate(Cant = Cant_int) %>% 
  select(-Cant_int)

rm(GLODAP_Cant_obs)

4.1.2 GLODAP + atm. pCO₂

GLODAP <- left_join(GLODAP, co2_atm)

4.2 Calculate adjustment

GLODAP <- GLODAP %>% 
  group_by(era) %>% 
  mutate(tref = median(year)) %>% 
  ungroup()

tref <- GLODAP %>% 
  group_by(era) %>% 
  summarise(year = median(year)) %>% 
  ungroup()

co2_atm_tref <- right_join(co2_atm, tref) %>% 
  select(-year) %>% 
  rename(pCO2_tref = pCO2)

GLODAP <- full_join(GLODAP, co2_atm_tref)

rm(co2_atm, co2_atm_tref, tref)

GLODAP <- GLODAP %>% 
  mutate(Cstar_tref_delta = 
           ((pCO2 - pCO2_tref) / (pCO2_tref - 280)) * Cant,
         Cstar_tref = Cstar - Cstar_tref_delta)

4.3 Control plots

4.3.1 Histogram

GLODAP %>% 
  ggplot(aes(Cstar_tref_delta)) +
  geom_histogram()

4.3.2 Time series

GLODAP %>% 
  sample_n(10000) %>% 
  ggplot(aes(year, Cstar_tref_delta, col = Cant)) +
  geom_point() +
  scale_color_viridis_c() +
  labs(title = "random subsample 1e4")

5 Selected section plots

Selected sections are plotted to demonstrate the magnitude of various parameters and corrections relevant to C*.

cruises_meridional <- c("1041")

GLODAP_cruise <- GLODAP %>% 
  filter(cruise %in% cruises_meridional)

bbox <- c(
  "xmin" = min(GLODAP_cruise$lat),
  "ymin" = min(GLODAP_cruise$depth),
  "xmax" = max(GLODAP_cruise$lat),
  "ymax" = max(GLODAP_cruise$depth)
)

grd_template <- expand.grid(
  lat = seq(from = bbox["xmin"], to = bbox["xmax"], by = 1),
  depth = seq(from = bbox["ymin"], to = bbox["ymax"], by = 50) # 20 m resolution
)

crs_raster_format <- " +proj=utm  +zone=33  +ellps=GRS80  +towgs84=0,0,0,0,0,0,0  +units=m  +no_defs"

grd_template_raster <- grd_template %>% 
  dplyr::mutate(Z = 0) %>% 
  raster::rasterFromXYZ( 
    crs = crs_raster_format)


# Generalized Additive Model
fit_GAM <- mgcv::gam( # using {mgcv}
  gamma ~ s(lat, depth),      # here come our X/Y/Z data - straightforward enough
  data = GLODAP_cruise      # specify in which object the data is stored
)

# Generalized Additive Model
interp_GAM <- grd_template %>% 
  mutate(Z = predict(fit_GAM, .)) %>% 
  raster::rasterFromXYZ(crs = crs_raster_format)

df <- raster::rasterToPoints(interp_GAM) %>% as_tibble()
colnames(df) <- c("X", "Y", "Z")
  
ggplot(df, aes(x = X, y = Y, fill = Z, z = Z))  +
  geom_raster()  +
  geom_contour(col="white")  +
  ggtitle(label = "interp GAM")  +
  scale_fill_viridis_c()  +
  scale_y_reverse() +
  coord_cartesian(expand = 0)

mapWorld <- borders("world", colour = "gray60", fill = "gray60")

GLODAP_cruise %>%
  arrange(date) %>% 
  ggplot(aes(lon, lat)) +
  mapWorld +
  geom_path() +
  geom_point(aes(col = date)) +
  coord_quickmap(expand = 0) +
  scale_color_viridis_c(trans = "date") +
  labs(title = paste("Cruise year:", mean(GLODAP_cruise$year))) +
  theme(legend.position = "bottom")

lat_section <- 
GLODAP_cruise %>%
  ggplot(aes(lat, depth)) +
  scale_y_reverse() +
  scale_color_viridis_c() +
  theme(legend.position = "bottom")

lat_section +
  geom_point(aes(col = tco2))

lat_section +
  geom_point(aes(col = talk))

lat_section +
  geom_point(aes(col = phosphate))

lat_section +
  geom_point(aes(col = rCP_phosphate))

lat_section +
  geom_point(aes(col = talk_05))

lat_section +
  geom_point(aes(col = rNP_phosphate_05))

lat_section +
  geom_point(aes(col = Cstar))

lat_section +
  geom_point(aes(col = Cant))

lat_section +
  geom_point(aes(col = -Cstar_tref_delta))

rm(mapWorld, lat_section, GLODAP_cruise)

6 MLR

6.1 Isoneutral slabs

slabs_Atl <- c(
-Inf,
26.00,
26.50,
26.75,
27.00,
27.25,
27.50,
27.75,
27.85,
27.95,
28.05,
28.10,
28.15,
28.20,
Inf)

slabs_Ind_Pac <- c(
-Inf,
26.00,
26.50,
26.75,
27.00,
27.25,
27.50,
27.75,
27.85,
27.95,
28.05,
28.10,
Inf)

The following boundaries for isoneutral slabs were defined:

Atlantic: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1, 28.15, 28.2,
Indo-Pacific: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1,

GLODAP_Atl <- GLODAP %>% 
  filter(basin == "Atlantic") %>% 
  mutate(gamma_slab = cut(gamma, slabs_Atl))

GLODAP_Ind_Pac <- GLODAP %>% 
  filter(basin == "Indo-Pacific") %>% 
  mutate(gamma_slab = cut(gamma, slabs_Ind_Pac))

GLODAP <- bind_rows(GLODAP_Atl, GLODAP_Ind_Pac)
rm(GLODAP_Atl, GLODAP_Ind_Pac)

GLODAP_cruise <- GLODAP %>% 
  filter(cruise %in% cruises_meridional)

lat_section <- 
GLODAP_cruise %>%
  ggplot(aes(lat, depth)) +
  scale_y_reverse() +
  theme(legend.position = "bottom")

lat_section +
  geom_point(aes(col = gamma)) +
  scale_color_viridis_c()

lat_section +
  geom_point(aes(col = gamma_slab)) +
  scale_color_viridis_d()

6.2 Predictor correlation

6.2.1 Overview

GLODAP %>% 
  sample_frac(0.01) %>% 
  ggpairs(columns = c("Cstar",
                      "salinity",
                      "temperature",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d() +
      scale_color_viridis_d() +
      labs(title = paste("Basin: all | era: all | subsample size: 1 % of", nrow(GLODAP)))

6.2.2 Grouped for basin, era, slab

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

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {

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

print(i_basin)
print(i_era)

GLODAP_basin_era <- GLODAP %>% 
  filter(basin == i_basin,
         era == i_era)

for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
  
  #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
  print(i_gamma_slab)
  
  GLODAP_highlight <- GLODAP_basin_era %>% 
  mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                   "in", "out")) %>%
    arrange(desc(gamma_highlight))
  
p <- GLODAP_highlight %>% 
  ggpairs(columns = c("Cstar",
                      "salinity",
                      "temperature",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          ggplot2::aes(col = gamma_highlight, fill = gamma_highlight, alpha = 0.01)) +
      scale_fill_manual( values = c("red", "grey")) +
      scale_color_manual(values = c("red", "grey")) +
      labs(title = paste(i_basin,
                         "| ", i_era,
                         "| Gamma slab", i_gamma_slab,
                         "| total nr", nrow(GLODAP_basin_era),
                         "| slab nr", nrow(GLODAP_highlight %>% 
                                             filter(gamma_highlight == "slab"))))
  

png(here::here("output/figure/eMLR/predictor_correlation",
               paste("predictor_correlation", i_basin, i_era, i_gamma_slab, ".png", sep = "_")),
    width = 12, height = 12, units = "in", res = 300)

print(p)

dev.off()
  
    }
  }
}

6.2.3 Correlation coeffcients

6.2.3.1 Calculation of correlation coeffcients

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {

# i_basin <- unique(GLODAP$basin)[1]
# i_era   <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)

GLODAP_basin_era <- GLODAP %>% 
  filter(basin == i_basin,
         era == i_era) %>% 
  select(basin,
         era,
         gamma_slab,
         Cstar,
         salinity,
         temperature,
         aou,
         oxygen,
         silicate,
         phosphate,
         phosphate_star)

for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
  
  # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
  print(i_gamma_slab)
  
  GLODAP_basin_era_slab <- GLODAP_basin_era %>%
    filter(gamma_slab == i_gamma_slab)

  cor_Cstar_predictor_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    focus(Cstar) %>% 
    mutate(basin = i_basin,
       era = i_era,
       gamma_slab = i_gamma_slab)
  
  if (exists("cor_Cstar_predictor")) {
        cor_Cstar_predictor <- bind_rows(cor_Cstar_predictor, cor_Cstar_predictor_temp)
      }
      
    if (!exists("cor_Cstar_predictor")) {
        cor_Cstar_predictor <- cor_Cstar_predictor_temp
    }
  
  
  cor_predictors_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    shave %>% 
    stretch() %>% 
    filter(!is.na(r),
           x != "Cstar",
           y != "Cstar") %>% 
    mutate(pair = paste(x, y, sep = " + ")) %>% 
    select(-c(x, y)) %>% 
    mutate(basin = i_basin,
       era = i_era,
       gamma_slab = i_gamma_slab)
  
    if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
    if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
    }
  
  
  
    }
  }
}


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

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

rm(cor_predictors_temp, cor_Cstar_predictor_temp)

6.2.3.2 Predictor pairs

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

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

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

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

r	pair	basin	era	gamma_slab
0.9886512	salinity + temperature	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.5297627	salinity + aou	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.3329757	salinity + oxygen	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.7294011	salinity + silicate	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.7958907	salinity + phosphate	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.6822662	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.5394586	temperature + aou	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.3410353	temperature + oxygen	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.7401620	temperature + silicate	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.8013726	temperature + phosphate	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.6975139	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.9754904	aou + oxygen	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.9291670	aou + silicate	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.9294296	aou + phosphate	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.9748982	aou + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.8436954	oxygen + silicate	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.8281720	oxygen + phosphate	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.9061182	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.9712821	silicate + phosphate	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.9690200	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
-0.9814313	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(26.5,26.75]
0.9754742	salinity + temperature	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.3370859	salinity + aou	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.0699327	salinity + oxygen	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.7960289	salinity + silicate	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.8205324	salinity + phosphate	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.7688312	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.2994314	temperature + aou	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.0234851	temperature + oxygen	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.8288195	temperature + silicate	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.7945460	temperature + phosphate	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.7397797	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.9608428	aou + oxygen	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.6853791	aou + silicate	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.8023489	aou + phosphate	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.8505337	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.4764353	oxygen + silicate	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.6095132	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.6758859	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.9280920	silicate + phosphate	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.9105063	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
-0.9935190	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27.25,27.5]
0.9609783	salinity + temperature	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.4956237	salinity + aou	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.2049111	salinity + oxygen	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.8101704	salinity + silicate	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.8291386	salinity + phosphate	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.7999244	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.4606483	temperature + aou	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.1518829	temperature + oxygen	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.8389417	temperature + silicate	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.7995899	temperature + phosphate	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.7662400	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.9470832	aou + oxygen	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.6699890	aou + silicate	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.8678536	aou + phosphate	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.8929301	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.4360723	oxygen + silicate	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.6749872	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.7151415	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.9021325	silicate + phosphate	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.8856450	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
-0.9956397	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27.5,27.75]
0.9799000	salinity + temperature	Atlantic	JGOFS_WOCE	(26.75,27]
-0.2786631	salinity + aou	Atlantic	JGOFS_WOCE	(26.75,27]
0.0825327	salinity + oxygen	Atlantic	JGOFS_WOCE	(26.75,27]
-0.5946755	salinity + silicate	Atlantic	JGOFS_WOCE	(26.75,27]
-0.6860815	salinity + phosphate	Atlantic	JGOFS_WOCE	(26.75,27]
0.5572155	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
-0.2684537	temperature + aou	Atlantic	JGOFS_WOCE	(26.75,27]
0.0678025	temperature + oxygen	Atlantic	JGOFS_WOCE	(26.75,27]
-0.6058513	temperature + silicate	Atlantic	JGOFS_WOCE	(26.75,27]
-0.6786333	temperature + phosphate	Atlantic	JGOFS_WOCE	(26.75,27]
0.5592956	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
-0.9792365	aou + oxygen	Atlantic	JGOFS_WOCE	(26.75,27]
0.8858176	aou + silicate	Atlantic	JGOFS_WOCE	(26.75,27]
0.8820843	aou + phosphate	Atlantic	JGOFS_WOCE	(26.75,27]
-0.9437747	aou + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
-0.7900722	oxygen + silicate	Atlantic	JGOFS_WOCE	(26.75,27]
-0.7708750	oxygen + phosphate	Atlantic	JGOFS_WOCE	(26.75,27]
0.8597573	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
0.9610085	silicate + phosphate	Atlantic	JGOFS_WOCE	(26.75,27]
-0.9612813	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
-0.9823968	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(26.75,27]
0.9614255	salinity + temperature	Atlantic	JGOFS_WOCE	(26,26.5]
-0.1975660	salinity + aou	Atlantic	JGOFS_WOCE	(26,26.5]
-0.2109219	salinity + oxygen	Atlantic	JGOFS_WOCE	(26,26.5]
-0.7102851	salinity + silicate	Atlantic	JGOFS_WOCE	(26,26.5]
-0.7663581	salinity + phosphate	Atlantic	JGOFS_WOCE	(26,26.5]
0.4765123	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
-0.2037537	temperature + aou	Atlantic	JGOFS_WOCE	(26,26.5]
-0.2183607	temperature + oxygen	Atlantic	JGOFS_WOCE	(26,26.5]
-0.6782082	temperature + silicate	Atlantic	JGOFS_WOCE	(26,26.5]
-0.7461798	temperature + phosphate	Atlantic	JGOFS_WOCE	(26,26.5]
0.5256601	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
-0.9107476	aou + oxygen	Atlantic	JGOFS_WOCE	(26,26.5]
0.6803750	aou + silicate	Atlantic	JGOFS_WOCE	(26,26.5]
0.7559299	aou + phosphate	Atlantic	JGOFS_WOCE	(26,26.5]
-0.9072168	aou + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
-0.3898712	oxygen + silicate	Atlantic	JGOFS_WOCE	(26,26.5]
-0.4374531	oxygen + phosphate	Atlantic	JGOFS_WOCE	(26,26.5]
0.6837530	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
0.9020743	silicate + phosphate	Atlantic	JGOFS_WOCE	(26,26.5]
-0.8130364	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
-0.8987460	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(26,26.5]
0.8381654	salinity + temperature	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.3257778	salinity + aou	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.0830958	salinity + oxygen	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.6740976	salinity + silicate	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.7820996	salinity + phosphate	Atlantic	JGOFS_WOCE	(-Inf,26]
0.3211346	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.3518914	temperature + aou	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.1206498	temperature + oxygen	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.5118555	temperature + silicate	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.6217540	temperature + phosphate	Atlantic	JGOFS_WOCE	(-Inf,26]
0.2114742	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.8863166	aou + oxygen	Atlantic	JGOFS_WOCE	(-Inf,26]
0.4145649	aou + silicate	Atlantic	JGOFS_WOCE	(-Inf,26]
0.6886229	aou + phosphate	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.8772572	aou + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.1715993	oxygen + silicate	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.4104103	oxygen + phosphate	Atlantic	JGOFS_WOCE	(-Inf,26]
0.8180245	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
0.6151173	silicate + phosphate	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.5000964	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
-0.7003933	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(-Inf,26]
0.9195421	salinity + temperature	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.7857761	salinity + aou	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.7201298	salinity + oxygen	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.8708267	salinity + silicate	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.8537034	salinity + phosphate	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.8373786	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.5223213	temperature + aou	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.4345949	temperature + oxygen	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.6456801	temperature + silicate	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.6194000	temperature + phosphate	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.5931143	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9944911	aou + oxygen	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.9752126	aou + silicate	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.9784785	aou + phosphate	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9861063	aou + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9511337	oxygen + silicate	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9588931	oxygen + phosphate	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.9702384	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.9921857	silicate + phosphate	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9900185	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
-0.9932125	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(28.1,28.15]
0.9758270	salinity + temperature	Atlantic	JGOFS_WOCE	(27,27.25]
-0.3548045	salinity + aou	Atlantic	JGOFS_WOCE	(27,27.25]
0.1542667	salinity + oxygen	Atlantic	JGOFS_WOCE	(27,27.25]
-0.7124112	salinity + silicate	Atlantic	JGOFS_WOCE	(27,27.25]
-0.7748703	salinity + phosphate	Atlantic	JGOFS_WOCE	(27,27.25]
0.6941158	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
-0.2812963	temperature + aou	Atlantic	JGOFS_WOCE	(27,27.25]
0.0727534	temperature + oxygen	Atlantic	JGOFS_WOCE	(27,27.25]
-0.6895759	temperature + silicate	Atlantic	JGOFS_WOCE	(27,27.25]
-0.7235873	temperature + phosphate	Atlantic	JGOFS_WOCE	(27,27.25]
0.6424344	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
-0.9775092	aou + oxygen	Atlantic	JGOFS_WOCE	(27,27.25]
0.8355002	aou + silicate	Atlantic	JGOFS_WOCE	(27,27.25]
0.8599479	aou + phosphate	Atlantic	JGOFS_WOCE	(27,27.25]
-0.9128106	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
-0.7169366	oxygen + silicate	Atlantic	JGOFS_WOCE	(27,27.25]
-0.7344506	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27,27.25]
0.8072162	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
0.9556204	silicate + phosphate	Atlantic	JGOFS_WOCE	(27,27.25]
-0.9493202	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
-0.9903419	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27,27.25]
0.9808720	salinity + temperature	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.4959685	salinity + aou	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.2998878	salinity + oxygen	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.7518060	salinity + silicate	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.7242229	salinity + phosphate	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.6948847	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.4812475	temperature + aou	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.2786541	temperature + oxygen	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.7626576	temperature + silicate	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.7137399	temperature + phosphate	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.6838512	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.9759298	aou + oxygen	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.8457486	aou + silicate	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.9441523	aou + phosphate	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.9561833	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.7344798	oxygen + silicate	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.8562542	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.8768768	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.9486100	silicate + phosphate	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.9439927	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
-0.9963606	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27.75,27.85]
0.9369742	salinity + temperature	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.1656048	salinity + aou	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.0268688	salinity + oxygen	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.5237283	salinity + silicate	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.4171452	salinity + phosphate	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.3908420	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.0804600	temperature + aou	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.0686148	temperature + oxygen	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.4645337	temperature + silicate	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.3343713	temperature + phosphate	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.3076263	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.9888313	aou + oxygen	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.8893889	aou + silicate	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.9552571	aou + phosphate	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.9621936	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.8204585	oxygen + silicate	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.9062869	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.9172271	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.9666891	silicate + phosphate	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.9643712	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
-0.9940222	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27.85,27.95]
0.9127320	salinity + temperature	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.6651277	salinity + aou	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.5789025	salinity + oxygen	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.7987466	salinity + silicate	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.7678284	salinity + phosphate	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.7550822	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.4385820	temperature + aou	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.3267804	temperature + oxygen	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.6125043	temperature + silicate	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.5630099	temperature + phosphate	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.5514256	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9924007	aou + oxygen	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.9687501	aou + silicate	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.9690530	aou + phosphate	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9759257	aou + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9357937	oxygen + silicate	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9437059	oxygen + phosphate	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.9521224	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.9850664	silicate + phosphate	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9862850	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
-0.9905919	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(28.05,28.1]
0.8069203	salinity + temperature	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.2117975	salinity + aou	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.1139659	salinity + oxygen	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.4777178	salinity + silicate	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.4308056	salinity + phosphate	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.4188034	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.3144163	temperature + aou	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.1904284	temperature + oxygen	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.5596467	temperature + silicate	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.4548313	temperature + phosphate	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.4399580	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.9917317	aou + oxygen	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.9415173	aou + silicate	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.9555376	aou + phosphate	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.9585927	aou + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.8988871	oxygen + silicate	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.9278761	oxygen + phosphate	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.9330892	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.9759663	silicate + phosphate	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.9750396	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
-0.9913353	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(27.95,28.05]
0.6272068	salinity + temperature	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.4183440	salinity + aou	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.2179548	salinity + oxygen	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.7751529	salinity + silicate	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.8474669	salinity + phosphate	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.8425701	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.3340795	temperature + aou	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.5357459	temperature + oxygen	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.1009406	temperature + silicate	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.1984830	temperature + phosphate	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.1975806	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.9737943	aou + oxygen	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.8681030	aou + silicate	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.8019742	aou + phosphate	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.7955165	aou + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.7458716	oxygen + silicate	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.6632504	oxygen + phosphate	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.6583356	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.9599850	silicate + phosphate	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.9538790	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
-0.9786039	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(28.2, Inf]
0.8477644	salinity + temperature	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9618965	salinity + aou	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9482794	salinity + oxygen	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9659773	salinity + silicate	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9542868	salinity + phosphate	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9590433	salinity + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.7093370	temperature + aou	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.6732370	temperature + oxygen	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.7273218	temperature + silicate	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.6943424	temperature + phosphate	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.7100942	temperature + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9986039	aou + oxygen	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9955321	aou + silicate	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9946912	aou + phosphate	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9960114	aou + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9916129	oxygen + silicate	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9933712	oxygen + phosphate	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9939642	oxygen + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9952819	silicate + phosphate	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9962577	silicate + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
-0.9963027	phosphate + phosphate_star	Atlantic	JGOFS_WOCE	(28.15,28.2]
0.9805653	salinity + temperature	Atlantic	GO_SHIP	(27.75,27.85]
-0.5327028	salinity + aou	Atlantic	GO_SHIP	(27.75,27.85]
0.3529270	salinity + oxygen	Atlantic	GO_SHIP	(27.75,27.85]
-0.7907343	salinity + silicate	Atlantic	GO_SHIP	(27.75,27.85]
-0.7581832	salinity + phosphate	Atlantic	GO_SHIP	(27.75,27.85]
0.7331159	salinity + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
-0.5189926	temperature + aou	Atlantic	GO_SHIP	(27.75,27.85]
0.3324196	temperature + oxygen	Atlantic	GO_SHIP	(27.75,27.85]
-0.8065158	temperature + silicate	Atlantic	GO_SHIP	(27.75,27.85]
-0.7510046	temperature + phosphate	Atlantic	GO_SHIP	(27.75,27.85]
0.7264815	temperature + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
-0.9786507	aou + oxygen	Atlantic	GO_SHIP	(27.75,27.85]
0.8642328	aou + silicate	Atlantic	GO_SHIP	(27.75,27.85]
0.9405605	aou + phosphate	Atlantic	GO_SHIP	(27.75,27.85]
-0.9518413	aou + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
-0.7579846	oxygen + silicate	Atlantic	GO_SHIP	(27.75,27.85]
-0.8566884	oxygen + phosphate	Atlantic	GO_SHIP	(27.75,27.85]
0.8750420	oxygen + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
0.9653637	silicate + phosphate	Atlantic	GO_SHIP	(27.75,27.85]
-0.9588018	silicate + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
-0.9965227	phosphate + phosphate_star	Atlantic	GO_SHIP	(27.75,27.85]
0.9794429	salinity + temperature	Atlantic	GO_SHIP	(27,27.25]
0.0243317	salinity + aou	Atlantic	GO_SHIP	(27,27.25]
-0.2848910	salinity + oxygen	Atlantic	GO_SHIP	(27,27.25]
-0.6219032	salinity + silicate	Atlantic	GO_SHIP	(27,27.25]
-0.7048025	salinity + phosphate	Atlantic	GO_SHIP	(27,27.25]
0.5942318	salinity + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
0.0747144	temperature + aou	Atlantic	GO_SHIP	(27,27.25]
-0.3379192	temperature + oxygen	Atlantic	GO_SHIP	(27,27.25]
-0.6139537	temperature + silicate	Atlantic	GO_SHIP	(27,27.25]
-0.6678190	temperature + phosphate	Atlantic	GO_SHIP	(27,27.25]
0.5599910	temperature + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
-0.9637201	aou + oxygen	Atlantic	GO_SHIP	(27,27.25]
0.6532535	aou + silicate	Atlantic	GO_SHIP	(27,27.25]
0.6776659	aou + phosphate	Atlantic	GO_SHIP	(27,27.25]
-0.7698567	aou + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
-0.4522280	oxygen + silicate	Atlantic	GO_SHIP	(27,27.25]
-0.4603906	oxygen + phosphate	Atlantic	GO_SHIP	(27,27.25]
0.5760302	oxygen + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
0.9296485	silicate + phosphate	Atlantic	GO_SHIP	(27,27.25]
-0.9137595	silicate + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
-0.9843432	phosphate + phosphate_star	Atlantic	GO_SHIP	(27,27.25]
0.9717127	salinity + temperature	Atlantic	GO_SHIP	(26,26.5]
0.0334238	salinity + aou	Atlantic	GO_SHIP	(26,26.5]
-0.4586109	salinity + oxygen	Atlantic	GO_SHIP	(26,26.5]
-0.7243435	salinity + silicate	Atlantic	GO_SHIP	(26,26.5]
-0.7694493	salinity + phosphate	Atlantic	GO_SHIP	(26,26.5]
0.4252582	salinity + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
-0.0257882	temperature + aou	Atlantic	GO_SHIP	(26,26.5]
-0.4148047	temperature + oxygen	Atlantic	GO_SHIP	(26,26.5]
-0.7324635	temperature + silicate	Atlantic	GO_SHIP	(26,26.5]
-0.7977219	temperature + phosphate	Atlantic	GO_SHIP	(26,26.5]
0.5079708	temperature + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
-0.8987570	aou + oxygen	Atlantic	GO_SHIP	(26,26.5]
0.5172910	aou + silicate	Atlantic	GO_SHIP	(26,26.5]
0.5753655	aou + phosphate	Atlantic	GO_SHIP	(26,26.5]
-0.8343264	aou + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
-0.1482352	oxygen + silicate	Atlantic	GO_SHIP	(26,26.5]
-0.1724774	oxygen + phosphate	Atlantic	GO_SHIP	(26,26.5]
0.5374254	oxygen + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
0.9252630	silicate + phosphate	Atlantic	GO_SHIP	(26,26.5]
-0.8257622	silicate + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
-0.8893376	phosphate + phosphate_star	Atlantic	GO_SHIP	(26,26.5]
0.9453265	salinity + temperature	Atlantic	GO_SHIP	(-Inf,26]
0.3355069	salinity + aou	Atlantic	GO_SHIP	(-Inf,26]
-0.5824114	salinity + oxygen	Atlantic	GO_SHIP	(-Inf,26]
-0.7950883	salinity + silicate	Atlantic	GO_SHIP	(-Inf,26]
-0.5133885	salinity + phosphate	Atlantic	GO_SHIP	(-Inf,26]
-0.0441654	salinity + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
0.3120683	temperature + aou	Atlantic	GO_SHIP	(-Inf,26]
-0.5749811	temperature + oxygen	Atlantic	GO_SHIP	(-Inf,26]
-0.7356100	temperature + silicate	Atlantic	GO_SHIP	(-Inf,26]
-0.4305033	temperature + phosphate	Atlantic	GO_SHIP	(-Inf,26]
-0.0653365	temperature + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
-0.9566141	aou + oxygen	Atlantic	GO_SHIP	(-Inf,26]
0.0884202	aou + silicate	Atlantic	GO_SHIP	(-Inf,26]
0.5161554	aou + phosphate	Atlantic	GO_SHIP	(-Inf,26]
-0.9183924	aou + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
0.1534811	oxygen + silicate	Atlantic	GO_SHIP	(-Inf,26]
-0.3072346	oxygen + phosphate	Atlantic	GO_SHIP	(-Inf,26]
0.8089207	oxygen + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
0.7736760	silicate + phosphate	Atlantic	GO_SHIP	(-Inf,26]
-0.3528730	silicate + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
-0.7603510	phosphate + phosphate_star	Atlantic	GO_SHIP	(-Inf,26]
0.9843463	salinity + temperature	Atlantic	GO_SHIP	(26.75,27]
-0.1798969	salinity + aou	Atlantic	GO_SHIP	(26.75,27]
-0.0618028	salinity + oxygen	Atlantic	GO_SHIP	(26.75,27]
-0.5532660	salinity + silicate	Atlantic	GO_SHIP	(26.75,27]
-0.7056194	salinity + phosphate	Atlantic	GO_SHIP	(26.75,27]
0.5683795	salinity + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
-0.1748759	temperature + aou	Atlantic	GO_SHIP	(26.75,27]
-0.0706434	temperature + oxygen	Atlantic	GO_SHIP	(26.75,27]
-0.5660587	temperature + silicate	Atlantic	GO_SHIP	(26.75,27]
-0.7005508	temperature + phosphate	Atlantic	GO_SHIP	(26.75,27]
0.5714517	temperature + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
-0.9697365	aou + oxygen	Atlantic	GO_SHIP	(26.75,27]
0.8429220	aou + silicate	Atlantic	GO_SHIP	(26.75,27]
0.8170427	aou + phosphate	Atlantic	GO_SHIP	(26.75,27]
-0.9014717	aou + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
-0.7139144	oxygen + silicate	Atlantic	GO_SHIP	(26.75,27]
-0.6537454	oxygen + phosphate	Atlantic	GO_SHIP	(26.75,27]
0.7712405	oxygen + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
0.9345927	silicate + phosphate	Atlantic	GO_SHIP	(26.75,27]
-0.9358391	silicate + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
-0.9801916	phosphate + phosphate_star	Atlantic	GO_SHIP	(26.75,27]
0.9473765	salinity + temperature	Atlantic	GO_SHIP	(27.85,27.95]
-0.4016230	salinity + aou	Atlantic	GO_SHIP	(27.85,27.95]
0.2622776	salinity + oxygen	Atlantic	GO_SHIP	(27.85,27.95]
-0.7148037	salinity + silicate	Atlantic	GO_SHIP	(27.85,27.95]
-0.6355136	salinity + phosphate	Atlantic	GO_SHIP	(27.85,27.95]
0.6226011	salinity + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
-0.3759325	temperature + aou	Atlantic	GO_SHIP	(27.85,27.95]
0.2247161	temperature + oxygen	Atlantic	GO_SHIP	(27.85,27.95]
-0.7117429	temperature + silicate	Atlantic	GO_SHIP	(27.85,27.95]
-0.6156074	temperature + phosphate	Atlantic	GO_SHIP	(27.85,27.95]
0.6040043	temperature + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
-0.9873376	aou + oxygen	Atlantic	GO_SHIP	(27.85,27.95]
0.8917637	aou + silicate	Atlantic	GO_SHIP	(27.85,27.95]
0.9478591	aou + phosphate	Atlantic	GO_SHIP	(27.85,27.95]
-0.9520253	aou + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
-0.8161961	oxygen + silicate	Atlantic	GO_SHIP	(27.85,27.95]
-0.8915953	oxygen + phosphate	Atlantic	GO_SHIP	(27.85,27.95]
0.8980476	oxygen + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
0.9776300	silicate + phosphate	Atlantic	GO_SHIP	(27.85,27.95]
-0.9748126	silicate + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
-0.9948492	phosphate + phosphate_star	Atlantic	GO_SHIP	(27.85,27.95]
0.9902331	salinity + temperature	Atlantic	GO_SHIP	(26.5,26.75]
-0.3074515	salinity + aou	Atlantic	GO_SHIP	(26.5,26.75]
-0.0014674	salinity + oxygen	Atlantic	GO_SHIP	(26.5,26.75]
-0.6700651	salinity + silicate	Atlantic	GO_SHIP	(26.5,26.75]
-0.7640728	salinity + phosphate	Atlantic	GO_SHIP	(26.5,26.75]
0.5878533	salinity + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
-0.3205605	temperature + aou	Atlantic	GO_SHIP	(26.5,26.75]
0.0094767	temperature + oxygen	Atlantic	GO_SHIP	(26.5,26.75]
-0.6811311	temperature + silicate	Atlantic	GO_SHIP	(26.5,26.75]
-0.7725723	temperature + phosphate	Atlantic	GO_SHIP	(26.5,26.75]
0.6071778	temperature + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
-0.9501770	aou + oxygen	Atlantic	GO_SHIP	(26.5,26.75]
0.8608648	aou + silicate	Atlantic	GO_SHIP	(26.5,26.75]
0.8385999	aou + phosphate	Atlantic	GO_SHIP	(26.5,26.75]
-0.9362400	aou + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
-0.6846121	oxygen + silicate	Atlantic	GO_SHIP	(26.5,26.75]
-0.6306966	oxygen + phosphate	Atlantic	GO_SHIP	(26.5,26.75]
0.7883927	oxygen + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
0.9625265	silicate + phosphate	Atlantic	GO_SHIP	(26.5,26.75]
-0.9601052	silicate + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
-0.9666308	phosphate + phosphate_star	Atlantic	GO_SHIP	(26.5,26.75]
0.9731938	salinity + temperature	Atlantic	GO_SHIP	(27.25,27.5]
-0.0600930	salinity + aou	Atlantic	GO_SHIP	(27.25,27.5]
-0.2755115	salinity + oxygen	Atlantic	GO_SHIP	(27.25,27.5]
-0.8097390	salinity + silicate	Atlantic	GO_SHIP	(27.25,27.5]
-0.8005881	salinity + phosphate	Atlantic	GO_SHIP	(27.25,27.5]
0.7435387	salinity + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
-0.0069762	temperature + aou	Atlantic	GO_SHIP	(27.25,27.5]
-0.3351416	temperature + oxygen	Atlantic	GO_SHIP	(27.25,27.5]
-0.8392335	temperature + silicate	Atlantic	GO_SHIP	(27.25,27.5]
-0.7648593	temperature + phosphate	Atlantic	GO_SHIP	(27.25,27.5]
0.7034939	temperature + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
-0.9397143	aou + oxygen	Atlantic	GO_SHIP	(27.25,27.5]
0.4038500	aou + silicate	Atlantic	GO_SHIP	(27.25,27.5]
0.6277934	aou + phosphate	Atlantic	GO_SHIP	(27.25,27.5]
-0.6946999	aou + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
-0.0923371	oxygen + silicate	Atlantic	GO_SHIP	(27.25,27.5]
-0.3297344	oxygen + phosphate	Atlantic	GO_SHIP	(27.25,27.5]
0.4135220	oxygen + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
0.8933178	silicate + phosphate	Atlantic	GO_SHIP	(27.25,27.5]
-0.8621273	silicate + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
-0.9920554	phosphate + phosphate_star	Atlantic	GO_SHIP	(27.25,27.5]
0.9622929	salinity + temperature	Atlantic	GO_SHIP	(27.5,27.75]
-0.4140142	salinity + aou	Atlantic	GO_SHIP	(27.5,27.75]
0.0007210	salinity + oxygen	Atlantic	GO_SHIP	(27.5,27.75]
-0.8105493	salinity + silicate	Atlantic	GO_SHIP	(27.5,27.75]
-0.8445523	salinity + phosphate	Atlantic	GO_SHIP	(27.5,27.75]
0.8184019	salinity + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
-0.3507414	temperature + aou	Atlantic	GO_SHIP	(27.5,27.75]
-0.0852544	temperature + oxygen	Atlantic	GO_SHIP	(27.5,27.75]
-0.8534352	temperature + silicate	Atlantic	GO_SHIP	(27.5,27.75]
-0.8089097	temperature + phosphate	Atlantic	GO_SHIP	(27.5,27.75]
0.7779957	temperature + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
-0.9028461	aou + oxygen	Atlantic	GO_SHIP	(27.5,27.75]
0.5720276	aou + silicate	Atlantic	GO_SHIP	(27.5,27.75]
0.7895234	aou + phosphate	Atlantic	GO_SHIP	(27.5,27.75]
-0.8168445	aou + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
-0.2092809	oxygen + silicate	Atlantic	GO_SHIP	(27.5,27.75]
-0.4653694	oxygen + phosphate	Atlantic	GO_SHIP	(27.5,27.75]
0.5085658	oxygen + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
0.8970470	silicate + phosphate	Atlantic	GO_SHIP	(27.5,27.75]
-0.8785458	silicate + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
-0.9956456	phosphate + phosphate_star	Atlantic	GO_SHIP	(27.5,27.75]
0.9685717	salinity + temperature	Atlantic	GO_SHIP	(28.05,28.1]
-0.7105555	salinity + aou	Atlantic	GO_SHIP	(28.05,28.1]
0.5677434	salinity + oxygen	Atlantic	GO_SHIP	(28.05,28.1]
-0.8512527	salinity + silicate	Atlantic	GO_SHIP	(28.05,28.1]
-0.8593537	salinity + phosphate	Atlantic	GO_SHIP	(28.05,28.1]
0.8449183	salinity + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
-0.5736554	temperature + aou	Atlantic	GO_SHIP	(28.05,28.1]
0.4065376	temperature + oxygen	Atlantic	GO_SHIP	(28.05,28.1]
-0.7492650	temperature + silicate	Atlantic	GO_SHIP	(28.05,28.1]
-0.7566494	temperature + phosphate	Atlantic	GO_SHIP	(28.05,28.1]
0.7395130	temperature + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
-0.9813655	aou + oxygen	Atlantic	GO_SHIP	(28.05,28.1]
0.9618608	aou + silicate	Atlantic	GO_SHIP	(28.05,28.1]
0.9555563	aou + phosphate	Atlantic	GO_SHIP	(28.05,28.1]
-0.9608342	aou + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
-0.8975675	oxygen + silicate	Atlantic	GO_SHIP	(28.05,28.1]
-0.8890527	oxygen + phosphate	Atlantic	GO_SHIP	(28.05,28.1]
0.8985993	oxygen + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
0.9911994	silicate + phosphate	Atlantic	GO_SHIP	(28.05,28.1]
-0.9908217	silicate + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
-0.9940815	phosphate + phosphate_star	Atlantic	GO_SHIP	(28.05,28.1]
0.9317987	salinity + temperature	Atlantic	GO_SHIP	(27.95,28.05]
-0.6291418	salinity + aou	Atlantic	GO_SHIP	(27.95,28.05]
0.4877248	salinity + oxygen	Atlantic	GO_SHIP	(27.95,28.05]
-0.8263109	salinity + silicate	Atlantic	GO_SHIP	(27.95,28.05]
-0.8052978	salinity + phosphate	Atlantic	GO_SHIP	(27.95,28.05]
0.7969926	salinity + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
-0.5312915	temperature + aou	Atlantic	GO_SHIP	(27.95,28.05]
0.3637876	temperature + oxygen	Atlantic	GO_SHIP	(27.95,28.05]
-0.7653295	temperature + silicate	Atlantic	GO_SHIP	(27.95,28.05]
-0.7227962	temperature + phosphate	Atlantic	GO_SHIP	(27.95,28.05]
0.7114051	temperature + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
-0.9823756	aou + oxygen	Atlantic	GO_SHIP	(27.95,28.05]
0.9366867	aou + silicate	Atlantic	GO_SHIP	(27.95,28.05]
0.9511925	aou + phosphate	Atlantic	GO_SHIP	(27.95,28.05]
-0.9533034	aou + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
-0.8615934	oxygen + silicate	Atlantic	GO_SHIP	(27.95,28.05]
-0.8866843	oxygen + phosphate	Atlantic	GO_SHIP	(27.95,28.05]
0.8914315	oxygen + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
0.9866261	silicate + phosphate	Atlantic	GO_SHIP	(27.95,28.05]
-0.9851869	silicate + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
-0.9948597	phosphate + phosphate_star	Atlantic	GO_SHIP	(27.95,28.05]
0.9706795	salinity + temperature	Atlantic	GO_SHIP	(28.1,28.15]
-0.8416693	salinity + aou	Atlantic	GO_SHIP	(28.1,28.15]
0.7710921	salinity + oxygen	Atlantic	GO_SHIP	(28.1,28.15]
-0.9067462	salinity + silicate	Atlantic	GO_SHIP	(28.1,28.15]
-0.9149390	salinity + phosphate	Atlantic	GO_SHIP	(28.1,28.15]
0.9045802	salinity + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
-0.7330619	temperature + aou	Atlantic	GO_SHIP	(28.1,28.15]
0.6456231	temperature + oxygen	Atlantic	GO_SHIP	(28.1,28.15]
-0.8142664	temperature + silicate	Atlantic	GO_SHIP	(28.1,28.15]
-0.8216944	temperature + phosphate	Atlantic	GO_SHIP	(28.1,28.15]
0.8075016	temperature + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
-0.9923620	aou + oxygen	Atlantic	GO_SHIP	(28.1,28.15]
0.9792466	aou + silicate	Atlantic	GO_SHIP	(28.1,28.15]
0.9790581	aou + phosphate	Atlantic	GO_SHIP	(28.1,28.15]
-0.9811148	aou + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
-0.9528684	oxygen + silicate	Atlantic	GO_SHIP	(28.1,28.15]
-0.9515113	oxygen + phosphate	Atlantic	GO_SHIP	(28.1,28.15]
0.9564225	oxygen + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
0.9936384	silicate + phosphate	Atlantic	GO_SHIP	(28.1,28.15]
-0.9920310	silicate + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
-0.9961567	phosphate + phosphate_star	Atlantic	GO_SHIP	(28.1,28.15]
0.8963677	salinity + temperature	Atlantic	GO_SHIP	(28.15,28.2]
-0.9232777	salinity + aou	Atlantic	GO_SHIP	(28.15,28.2]
0.8965298	salinity + oxygen	Atlantic	GO_SHIP	(28.15,28.2]
-0.9307135	salinity + silicate	Atlantic	GO_SHIP	(28.15,28.2]
-0.9548184	salinity + phosphate	Atlantic	GO_SHIP	(28.15,28.2]
0.9479875	salinity + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
-0.7395570	temperature + aou	Atlantic	GO_SHIP	(28.15,28.2]
0.6919807	temperature + oxygen	Atlantic	GO_SHIP	(28.15,28.2]
-0.7364249	temperature + silicate	Atlantic	GO_SHIP	(28.15,28.2]
-0.7744065	temperature + phosphate	Atlantic	GO_SHIP	(28.15,28.2]
0.7622892	temperature + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
-0.9974366	aou + oxygen	Atlantic	GO_SHIP	(28.15,28.2]
0.9862753	aou + silicate	Atlantic	GO_SHIP	(28.15,28.2]
0.9889823	aou + phosphate	Atlantic	GO_SHIP	(28.15,28.2]
-0.9883376	aou + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
-0.9808054	oxygen + silicate	Atlantic	GO_SHIP	(28.15,28.2]
-0.9803690	oxygen + phosphate	Atlantic	GO_SHIP	(28.15,28.2]
0.9809134	oxygen + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
0.9898345	silicate + phosphate	Atlantic	GO_SHIP	(28.15,28.2]
-0.9910553	silicate + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
-0.9968057	phosphate + phosphate_star	Atlantic	GO_SHIP	(28.15,28.2]
0.4049584	salinity + temperature	Atlantic	GO_SHIP	(28.2, Inf]
-0.4596312	salinity + aou	Atlantic	GO_SHIP	(28.2, Inf]
0.3126618	salinity + oxygen	Atlantic	GO_SHIP	(28.2, Inf]
-0.8233194	salinity + silicate	Atlantic	GO_SHIP	(28.2, Inf]
-0.9003940	salinity + phosphate	Atlantic	GO_SHIP	(28.2, Inf]
0.8917156	salinity + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
0.4736749	temperature + aou	Atlantic	GO_SHIP	(28.2, Inf]
-0.6164468	temperature + oxygen	Atlantic	GO_SHIP	(28.2, Inf]
0.0039567	temperature + silicate	Atlantic	GO_SHIP	(28.2, Inf]
-0.0519485	temperature + phosphate	Atlantic	GO_SHIP	(28.2, Inf]
0.0295041	temperature + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
-0.9837852	aou + oxygen	Atlantic	GO_SHIP	(28.2, Inf]
0.7792842	aou + silicate	Atlantic	GO_SHIP	(28.2, Inf]
0.7760113	aou + phosphate	Atlantic	GO_SHIP	(28.2, Inf]
-0.7796276	aou + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
-0.6760719	oxygen + silicate	Atlantic	GO_SHIP	(28.2, Inf]
-0.6661361	oxygen + phosphate	Atlantic	GO_SHIP	(28.2, Inf]
0.6723802	oxygen + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
0.9599882	silicate + phosphate	Atlantic	GO_SHIP	(28.2, Inf]
-0.9616542	silicate + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
-0.9933199	phosphate + phosphate_star	Atlantic	GO_SHIP	(28.2, Inf]
0.9767452	salinity + temperature	Atlantic	new_era	(27,27.25]
-0.1863448	salinity + aou	Atlantic	new_era	(27,27.25]
0.0019459	salinity + oxygen	Atlantic	new_era	(27,27.25]
-0.6480686	salinity + silicate	Atlantic	new_era	(27,27.25]
-0.6639096	salinity + phosphate	Atlantic	new_era	(27,27.25]
0.5573508	salinity + phosphate_star	Atlantic	new_era	(27,27.25]
-0.1283799	temperature + aou	Atlantic	new_era	(27,27.25]
-0.0607947	temperature + oxygen	Atlantic	new_era	(27,27.25]
-0.6282113	temperature + silicate	Atlantic	new_era	(27,27.25]
-0.6197743	temperature + phosphate	Atlantic	new_era	(27,27.25]
0.5126821	temperature + phosphate_star	Atlantic	new_era	(27,27.25]
-0.9820587	aou + oxygen	Atlantic	new_era	(27,27.25]
0.7875083	aou + silicate	Atlantic	new_era	(27,27.25]
0.8508903	aou + phosphate	Atlantic	new_era	(27,27.25]
-0.9116336	aou + phosphate_star	Atlantic	new_era	(27,27.25]
-0.6734450	oxygen + silicate	Atlantic	new_era	(27,27.25]
-0.7382896	oxygen + phosphate	Atlantic	new_era	(27,27.25]
0.8197204	oxygen + phosphate_star	Atlantic	new_era	(27,27.25]
0.9488353	silicate + phosphate	Atlantic	new_era	(27,27.25]
-0.9253013	silicate + phosphate_star	Atlantic	new_era	(27,27.25]
-0.9881051	phosphate + phosphate_star	Atlantic	new_era	(27,27.25]
0.9786562	salinity + temperature	Atlantic	new_era	(-Inf,26]
-0.1454775	salinity + aou	Atlantic	new_era	(-Inf,26]
-0.2673848	salinity + oxygen	Atlantic	new_era	(-Inf,26]
-0.6725144	salinity + silicate	Atlantic	new_era	(-Inf,26]
-0.3151151	salinity + phosphate	Atlantic	new_era	(-Inf,26]
0.3224651	salinity + phosphate_star	Atlantic	new_era	(-Inf,26]
-0.1664849	temperature + aou	Atlantic	new_era	(-Inf,26]
-0.2534828	temperature + oxygen	Atlantic	new_era	(-Inf,26]
-0.5701898	temperature + silicate	Atlantic	new_era	(-Inf,26]
-0.2872539	temperature + phosphate	Atlantic	new_era	(-Inf,26]
0.3096019	temperature + phosphate_star	Atlantic	new_era	(-Inf,26]
-0.9115529	aou + oxygen	Atlantic	new_era	(-Inf,26]
0.2933777	aou + silicate	Atlantic	new_era	(-Inf,26]
0.7417322	aou + phosphate	Atlantic	new_era	(-Inf,26]
-0.8815219	aou + phosphate_star	Atlantic	new_era	(-Inf,26]
-0.0427593	oxygen + silicate	Atlantic	new_era	(-Inf,26]
-0.6061311	oxygen + phosphate	Atlantic	new_era	(-Inf,26]
0.7327100	oxygen + phosphate_star	Atlantic	new_era	(-Inf,26]
0.5417703	silicate + phosphate	Atlantic	new_era	(-Inf,26]
-0.5262541	silicate + phosphate_star	Atlantic	new_era	(-Inf,26]
-0.7132512	phosphate + phosphate_star	Atlantic	new_era	(-Inf,26]
0.9811261	salinity + temperature	Atlantic	new_era	(26.5,26.75]
-0.1936560	salinity + aou	Atlantic	new_era	(26.5,26.75]
-0.0452345	salinity + oxygen	Atlantic	new_era	(26.5,26.75]
-0.5055632	salinity + silicate	Atlantic	new_era	(26.5,26.75]
-0.6260673	salinity + phosphate	Atlantic	new_era	(26.5,26.75]
0.4822478	salinity + phosphate_star	Atlantic	new_era	(26.5,26.75]
-0.2278605	temperature + aou	Atlantic	new_era	(26.5,26.75]
-0.0150026	temperature + oxygen	Atlantic	new_era	(26.5,26.75]
-0.5514632	temperature + silicate	Atlantic	new_era	(26.5,26.75]
-0.6584993	temperature + phosphate	Atlantic	new_era	(26.5,26.75]
0.5279889	temperature + phosphate_star	Atlantic	new_era	(26.5,26.75]
-0.9701345	aou + oxygen	Atlantic	new_era	(26.5,26.75]
0.8960620	aou + silicate	Atlantic	new_era	(26.5,26.75]
0.8717738	aou + phosphate	Atlantic	new_era	(26.5,26.75]
-0.9366258	aou + phosphate_star	Atlantic	new_era	(26.5,26.75]
-0.7820878	oxygen + silicate	Atlantic	new_era	(26.5,26.75]
-0.7311497	oxygen + phosphate	Atlantic	new_era	(26.5,26.75]
0.8301308	oxygen + phosphate_star	Atlantic	new_era	(26.5,26.75]
0.9664275	silicate + phosphate	Atlantic	new_era	(26.5,26.75]
-0.9766017	silicate + phosphate_star	Atlantic	new_era	(26.5,26.75]
-0.9818145	phosphate + phosphate_star	Atlantic	new_era	(26.5,26.75]
0.9741859	salinity + temperature	Atlantic	new_era	(26.75,27]
-0.2238464	salinity + aou	Atlantic	new_era	(26.75,27]
0.0608401	salinity + oxygen	Atlantic	new_era	(26.75,27]
-0.5155890	salinity + silicate	Atlantic	new_era	(26.75,27]
-0.6198328	salinity + phosphate	Atlantic	new_era	(26.75,27]
0.4969719	salinity + phosphate_star	Atlantic	new_era	(26.75,27]
-0.2343477	temperature + aou	Atlantic	new_era	(26.75,27]
0.0671831	temperature + oxygen	Atlantic	new_era	(26.75,27]
-0.5474068	temperature + silicate	Atlantic	new_era	(26.75,27]
-0.6280295	temperature + phosphate	Atlantic	new_era	(26.75,27]
0.5154852	temperature + phosphate_star	Atlantic	new_era	(26.75,27]
-0.9856810	aou + oxygen	Atlantic	new_era	(26.75,27]
0.9015240	aou + silicate	Atlantic	new_era	(26.75,27]
0.8970329	aou + phosphate	Atlantic	new_era	(26.75,27]
-0.9493338	aou + phosphate_star	Atlantic	new_era	(26.75,27]
-0.8302180	oxygen + silicate	Atlantic	new_era	(26.75,27]
-0.8115376	oxygen + phosphate	Atlantic	new_era	(26.75,27]
0.8848335	oxygen + phosphate_star	Atlantic	new_era	(26.75,27]
0.9592610	silicate + phosphate	Atlantic	new_era	(26.75,27]
-0.9588142	silicate + phosphate_star	Atlantic	new_era	(26.75,27]
-0.9850995	phosphate + phosphate_star	Atlantic	new_era	(26.75,27]
0.9698213	salinity + temperature	Atlantic	new_era	(27.25,27.5]
-0.1178634	salinity + aou	Atlantic	new_era	(27.25,27.5]
-0.1687498	salinity + oxygen	Atlantic	new_era	(27.25,27.5]
-0.7859144	salinity + silicate	Atlantic	new_era	(27.25,27.5]
-0.7418126	salinity + phosphate	Atlantic	new_era	(27.25,27.5]
0.6672941	salinity + phosphate_star	Atlantic	new_era	(27.25,27.5]
-0.0776639	temperature + aou	Atlantic	new_era	(27.25,27.5]
-0.2171166	temperature + oxygen	Atlantic	new_era	(27.25,27.5]
-0.8331496	temperature + silicate	Atlantic	new_era	(27.25,27.5]
-0.7146478	temperature + phosphate	Atlantic	new_era	(27.25,27.5]
0.6336130	temperature + phosphate_star	Atlantic	new_era	(27.25,27.5]
-0.9562757	aou + oxygen	Atlantic	new_era	(27.25,27.5]
0.4653306	aou + silicate	Atlantic	new_era	(27.25,27.5]
0.7343534	aou + phosphate	Atlantic	new_era	(27.25,27.5]
-0.8022534	aou + phosphate_star	Atlantic	new_era	(27.25,27.5]
-0.2101416	oxygen + silicate	Atlantic	new_era	(27.25,27.5]
-0.5088610	oxygen + phosphate	Atlantic	new_era	(27.25,27.5]
0.5990035	oxygen + phosphate_star	Atlantic	new_era	(27.25,27.5]
0.8721677	silicate + phosphate	Atlantic	new_era	(27.25,27.5]
-0.8263441	silicate + phosphate_star	Atlantic	new_era	(27.25,27.5]
-0.9909282	phosphate + phosphate_star	Atlantic	new_era	(27.25,27.5]
0.9556522	salinity + temperature	Atlantic	new_era	(27.5,27.75]
-0.4872939	salinity + aou	Atlantic	new_era	(27.5,27.75]
0.1800919	salinity + oxygen	Atlantic	new_era	(27.5,27.75]
-0.8386444	salinity + silicate	Atlantic	new_era	(27.5,27.75]
-0.8319248	salinity + phosphate	Atlantic	new_era	(27.5,27.75]
0.8101333	salinity + phosphate_star	Atlantic	new_era	(27.5,27.75]
-0.4376922	temperature + aou	Atlantic	new_era	(27.5,27.75]
0.1086093	temperature + oxygen	Atlantic	new_era	(27.5,27.75]
-0.8796812	temperature + silicate	Atlantic	new_era	(27.5,27.75]
-0.7910859	temperature + phosphate	Atlantic	new_era	(27.5,27.75]
0.7645013	temperature + phosphate_star	Atlantic	new_era	(27.5,27.75]
-0.9412088	aou + oxygen	Atlantic	new_era	(27.5,27.75]
0.5839041	aou + silicate	Atlantic	new_era	(27.5,27.75]
0.8579658	aou + phosphate	Atlantic	new_era	(27.5,27.75]
-0.8771573	aou + phosphate_star	Atlantic	new_era	(27.5,27.75]
-0.3102826	oxygen + silicate	Atlantic	new_era	(27.5,27.75]
-0.6496862	oxygen + phosphate	Atlantic	new_era	(27.5,27.75]
0.6810937	oxygen + phosphate_star	Atlantic	new_era	(27.5,27.75]
0.8694482	silicate + phosphate	Atlantic	new_era	(27.5,27.75]
-0.8506583	silicate + phosphate_star	Atlantic	new_era	(27.5,27.75]
-0.9964220	phosphate + phosphate_star	Atlantic	new_era	(27.5,27.75]
0.9753679	salinity + temperature	Atlantic	new_era	(27.75,27.85]
-0.6028770	salinity + aou	Atlantic	new_era	(27.75,27.85]
0.4260460	salinity + oxygen	Atlantic	new_era	(27.75,27.85]
-0.8228682	salinity + silicate	Atlantic	new_era	(27.75,27.85]
-0.7831275	salinity + phosphate	Atlantic	new_era	(27.75,27.85]
0.7727746	salinity + phosphate_star	Atlantic	new_era	(27.75,27.85]
-0.5682867	temperature + aou	Atlantic	new_era	(27.75,27.85]
0.3801715	temperature + oxygen	Atlantic	new_era	(27.75,27.85]
-0.8434315	temperature + silicate	Atlantic	new_era	(27.75,27.85]
-0.7630549	temperature + phosphate	Atlantic	new_era	(27.75,27.85]
0.7517880	temperature + phosphate_star	Atlantic	new_era	(27.75,27.85]
-0.9770587	aou + oxygen	Atlantic	new_era	(27.75,27.85]
0.8448051	aou + silicate	Atlantic	new_era	(27.75,27.85]
0.9553219	aou + phosphate	Atlantic	new_era	(27.75,27.85]
-0.9597149	aou + phosphate_star	Atlantic	new_era	(27.75,27.85]
-0.7298223	oxygen + silicate	Atlantic	new_era	(27.75,27.85]
-0.8760309	oxygen + phosphate	Atlantic	new_era	(27.75,27.85]
0.8839863	oxygen + phosphate_star	Atlantic	new_era	(27.75,27.85]
0.9423096	silicate + phosphate	Atlantic	new_era	(27.75,27.85]
-0.9372276	silicate + phosphate_star	Atlantic	new_era	(27.75,27.85]
-0.9977268	phosphate + phosphate_star	Atlantic	new_era	(27.75,27.85]
0.9480091	salinity + temperature	Atlantic	new_era	(27.85,27.95]
-0.5027073	salinity + aou	Atlantic	new_era	(27.85,27.95]
0.3965104	salinity + oxygen	Atlantic	new_era	(27.85,27.95]
-0.7465839	salinity + silicate	Atlantic	new_era	(27.85,27.95]
-0.6726756	salinity + phosphate	Atlantic	new_era	(27.85,27.95]
0.6585912	salinity + phosphate_star	Atlantic	new_era	(27.85,27.95]
-0.4569619	temperature + aou	Atlantic	new_era	(27.85,27.95]
0.3399528	temperature + oxygen	Atlantic	new_era	(27.85,27.95]
-0.7301266	temperature + silicate	Atlantic	new_era	(27.85,27.95]
-0.6256550	temperature + phosphate	Atlantic	new_era	(27.85,27.95]
0.6091582	temperature + phosphate_star	Atlantic	new_era	(27.85,27.95]
-0.9918342	aou + oxygen	Atlantic	new_era	(27.85,27.95]
0.9121609	aou + silicate	Atlantic	new_era	(27.85,27.95]
0.9688590	aou + phosphate	Atlantic	new_era	(27.85,27.95]
-0.9712720	aou + phosphate_star	Atlantic	new_era	(27.85,27.95]
-0.8599509	oxygen + silicate	Atlantic	new_era	(27.85,27.95]
-0.9348224	oxygen + phosphate	Atlantic	new_era	(27.85,27.95]
0.9397390	oxygen + phosphate_star	Atlantic	new_era	(27.85,27.95]
0.9700935	silicate + phosphate	Atlantic	new_era	(27.85,27.95]
-0.9656529	silicate + phosphate_star	Atlantic	new_era	(27.85,27.95]
-0.9958776	phosphate + phosphate_star	Atlantic	new_era	(27.85,27.95]
0.9083079	salinity + temperature	Atlantic	new_era	(27.95,28.05]
-0.7924660	salinity + aou	Atlantic	new_era	(27.95,28.05]
0.7289259	salinity + oxygen	Atlantic	new_era	(27.95,28.05]
-0.8883221	salinity + silicate	Atlantic	new_era	(27.95,28.05]
-0.8503110	salinity + phosphate	Atlantic	new_era	(27.95,28.05]
0.8436039	salinity + phosphate_star	Atlantic	new_era	(27.95,28.05]
-0.7151551	temperature + aou	Atlantic	new_era	(27.95,28.05]
0.6256963	temperature + oxygen	Atlantic	new_era	(27.95,28.05]
-0.8518541	temperature + silicate	Atlantic	new_era	(27.95,28.05]
-0.7702004	temperature + phosphate	Atlantic	new_era	(27.95,28.05]
0.7593713	temperature + phosphate_star	Atlantic	new_era	(27.95,28.05]
-0.9926695	aou + oxygen	Atlantic	new_era	(27.95,28.05]
0.9638062	aou + silicate	Atlantic	new_era	(27.95,28.05]
0.9862507	aou + phosphate	Atlantic	new_era	(27.95,28.05]
-0.9857587	aou + phosphate_star	Atlantic	new_era	(27.95,28.05]
-0.9290503	oxygen + silicate	Atlantic	new_era	(27.95,28.05]
-0.9680297	oxygen + phosphate	Atlantic	new_era	(27.95,28.05]
0.9693612	oxygen + phosphate_star	Atlantic	new_era	(27.95,28.05]
0.9795334	silicate + phosphate	Atlantic	new_era	(27.95,28.05]
-0.9761667	silicate + phosphate_star	Atlantic	new_era	(27.95,28.05]
-0.9953857	phosphate + phosphate_star	Atlantic	new_era	(27.95,28.05]
0.9679754	salinity + temperature	Atlantic	new_era	(28.05,28.1]
-0.8681681	salinity + aou	Atlantic	new_era	(28.05,28.1]
0.8196414	salinity + oxygen	Atlantic	new_era	(28.05,28.1]
-0.9274773	salinity + silicate	Atlantic	new_era	(28.05,28.1]
-0.9056577	salinity + phosphate	Atlantic	new_era	(28.05,28.1]
0.8997839	salinity + phosphate_star	Atlantic	new_era	(28.05,28.1]
-0.8064307	temperature + aou	Atlantic	new_era	(28.05,28.1]
0.7418371	temperature + oxygen	Atlantic	new_era	(28.05,28.1]
-0.8802581	temperature + silicate	Atlantic	new_era	(28.05,28.1]
-0.8442823	temperature + phosphate	Atlantic	new_era	(28.05,28.1]
0.8374482	temperature + phosphate_star	Atlantic	new_era	(28.05,28.1]
-0.9942939	aou + oxygen	Atlantic	new_era	(28.05,28.1]
0.9826435	aou + silicate	Atlantic	new_era	(28.05,28.1]
0.9871036	aou + phosphate	Atlantic	new_era	(28.05,28.1]
-0.9844808	aou + phosphate_star	Atlantic	new_era	(28.05,28.1]
-0.9616389	oxygen + silicate	Atlantic	new_era	(28.05,28.1]
-0.9742818	oxygen + phosphate	Atlantic	new_era	(28.05,28.1]
0.9724058	oxygen + phosphate_star	Atlantic	new_era	(28.05,28.1]
0.9907714	silicate + phosphate	Atlantic	new_era	(28.05,28.1]
-0.9880729	silicate + phosphate_star	Atlantic	new_era	(28.05,28.1]
-0.9939141	phosphate + phosphate_star	Atlantic	new_era	(28.05,28.1]
0.9470189	salinity + temperature	Atlantic	new_era	(26,26.5]
-0.2309276	salinity + aou	Atlantic	new_era	(26,26.5]
-0.0978965	salinity + oxygen	Atlantic	new_era	(26,26.5]
-0.6125911	salinity + silicate	Atlantic	new_era	(26,26.5]
-0.5227085	salinity + phosphate	Atlantic	new_era	(26,26.5]
0.4991462	salinity + phosphate_star	Atlantic	new_era	(26,26.5]
-0.3782715	temperature + aou	Atlantic	new_era	(26,26.5]
0.0427067	temperature + oxygen	Atlantic	new_era	(26,26.5]
-0.6713966	temperature + silicate	Atlantic	new_era	(26,26.5]
-0.6318815	temperature + phosphate	Atlantic	new_era	(26,26.5]
0.6251879	temperature + phosphate_star	Atlantic	new_era	(26,26.5]
-0.9409620	aou + oxygen	Atlantic	new_era	(26,26.5]
0.8265329	aou + silicate	Atlantic	new_era	(26,26.5]
0.9216757	aou + phosphate	Atlantic	new_era	(26,26.5]
-0.9384669	aou + phosphate_star	Atlantic	new_era	(26,26.5]
-0.6443663	oxygen + silicate	Atlantic	new_era	(26,26.5]
-0.7627491	oxygen + phosphate	Atlantic	new_era	(26,26.5]
0.7834098	oxygen + phosphate_star	Atlantic	new_era	(26,26.5]
0.9319463	silicate + phosphate	Atlantic	new_era	(26,26.5]
-0.9335528	silicate + phosphate_star	Atlantic	new_era	(26,26.5]
-0.9886250	phosphate + phosphate_star	Atlantic	new_era	(26,26.5]
0.9556497	salinity + temperature	Atlantic	new_era	(28.1,28.15]
-0.8705770	salinity + aou	Atlantic	new_era	(28.1,28.15]
0.8169252	salinity + oxygen	Atlantic	new_era	(28.1,28.15]
-0.9385148	salinity + silicate	Atlantic	new_era	(28.1,28.15]
-0.9129398	salinity + phosphate	Atlantic	new_era	(28.1,28.15]
0.8979354	salinity + phosphate_star	Atlantic	new_era	(28.1,28.15]
-0.7237350	temperature + aou	Atlantic	new_era	(28.1,28.15]
0.6498435	temperature + oxygen	Atlantic	new_era	(28.1,28.15]
-0.8231982	temperature + silicate	Atlantic	new_era	(28.1,28.15]
-0.7839219	temperature + phosphate	Atlantic	new_era	(28.1,28.15]
0.7630011	temperature + phosphate_star	Atlantic	new_era	(28.1,28.15]
-0.9945634	aou + oxygen	Atlantic	new_era	(28.1,28.15]
0.9761153	aou + silicate	Atlantic	new_era	(28.1,28.15]
0.9841974	aou + phosphate	Atlantic	new_era	(28.1,28.15]
-0.9886459	aou + phosphate_star	Atlantic	new_era	(28.1,28.15]
-0.9527213	oxygen + silicate	Atlantic	new_era	(28.1,28.15]
-0.9679879	oxygen + phosphate	Atlantic	new_era	(28.1,28.15]
0.9760167	oxygen + phosphate_star	Atlantic	new_era	(28.1,28.15]
0.9941494	silicate + phosphate	Atlantic	new_era	(28.1,28.15]
-0.9912764	silicate + phosphate_star	Atlantic	new_era	(28.1,28.15]
-0.9964594	phosphate + phosphate_star	Atlantic	new_era	(28.1,28.15]
0.9035039	salinity + temperature	Atlantic	new_era	(28.15,28.2]
-0.9757986	salinity + aou	Atlantic	new_era	(28.15,28.2]
0.9637406	salinity + oxygen	Atlantic	new_era	(28.15,28.2]
-0.9729301	salinity + silicate	Atlantic	new_era	(28.15,28.2]
-0.9685939	salinity + phosphate	Atlantic	new_era	(28.15,28.2]
0.9635437	salinity + phosphate_star	Atlantic	new_era	(28.15,28.2]
-0.8202708	temperature + aou	Atlantic	new_era	(28.15,28.2]
0.7888052	temperature + oxygen	Atlantic	new_era	(28.15,28.2]
-0.8073258	temperature + silicate	Atlantic	new_era	(28.15,28.2]
-0.7961936	temperature + phosphate	Atlantic	new_era	(28.15,28.2]
0.7864352	temperature + phosphate_star	Atlantic	new_era	(28.15,28.2]
-0.9983746	aou + oxygen	Atlantic	new_era	(28.15,28.2]
0.9915039	aou + silicate	Atlantic	new_era	(28.15,28.2]
0.9931822	aou + phosphate	Atlantic	new_era	(28.15,28.2]
-0.9918162	aou + phosphate_star	Atlantic	new_era	(28.15,28.2]
-0.9885568	oxygen + silicate	Atlantic	new_era	(28.15,28.2]
-0.9921462	oxygen + phosphate	Atlantic	new_era	(28.15,28.2]
0.9915141	oxygen + phosphate_star	Atlantic	new_era	(28.15,28.2]
0.9973286	silicate + phosphate	Atlantic	new_era	(28.15,28.2]
-0.9971700	silicate + phosphate_star	Atlantic	new_era	(28.15,28.2]
-0.9977864	phosphate + phosphate_star	Atlantic	new_era	(28.15,28.2]
0.3653252	salinity + temperature	Atlantic	new_era	(28.2, Inf]
-0.7118279	salinity + aou	Atlantic	new_era	(28.2, Inf]
0.5646201	salinity + oxygen	Atlantic	new_era	(28.2, Inf]
-0.9653379	salinity + silicate	Atlantic	new_era	(28.2, Inf]
-0.9415770	salinity + phosphate	Atlantic	new_era	(28.2, Inf]
0.9411809	salinity + phosphate_star	Atlantic	new_era	(28.2, Inf]
0.2491837	temperature + aou	Atlantic	new_era	(28.2, Inf]
-0.4358133	temperature + oxygen	Atlantic	new_era	(28.2, Inf]
-0.1558594	temperature + silicate	Atlantic	new_era	(28.2, Inf]
-0.0833668	temperature + phosphate	Atlantic	new_era	(28.2, Inf]
0.0766957	temperature + phosphate_star	Atlantic	new_era	(28.2, Inf]
-0.9780766	aou + oxygen	Atlantic	new_era	(28.2, Inf]
0.8389327	aou + silicate	Atlantic	new_era	(28.2, Inf]
0.8773826	aou + phosphate	Atlantic	new_era	(28.2, Inf]
-0.8785730	aou + phosphate_star	Atlantic	new_era	(28.2, Inf]
-0.7271690	oxygen + silicate	Atlantic	new_era	(28.2, Inf]
-0.7805874	oxygen + phosphate	Atlantic	new_era	(28.2, Inf]
0.7831452	oxygen + phosphate_star	Atlantic	new_era	(28.2, Inf]
0.9887272	silicate + phosphate	Atlantic	new_era	(28.2, Inf]
-0.9898211	silicate + phosphate_star	Atlantic	new_era	(28.2, Inf]
-0.9949464	phosphate + phosphate_star	Atlantic	new_era	(28.2, Inf]
0.9581021	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.2680199	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.4282238	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.0950205	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.0567469	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.1447959	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.2506184	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.4206513	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.1549767	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.0170352	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.1763220	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.9836315	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.8537286	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.9521979	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.8784866	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.7707499	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.8953701	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.7910453	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.8594089	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.8463520	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
-0.9618725	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
0.9706486	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.1440841	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.3319775	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.3358847	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.1086066	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.2323994	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.0541017	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.2509850	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.4284266	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.2190449	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.3291164	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.9800836	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.8075377	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.9484321	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.8992842	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.6962955	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.8755487	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.8076549	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.8740174	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.8660194	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
-0.9666320	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27,27.25]
0.8692827	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.1322621	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.0409348	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.2184840	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.1799031	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.3152134	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.0530825	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.1561502	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.1009276	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.0132564	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.1269636	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9946008	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.9545940	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.9705015	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9566904	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9328229	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9581609	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.9331442	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.9518321	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9412126	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
-0.9618418	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
0.8192591	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.2601785	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.1635871	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.3621739	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.4036067	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.4778548	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.0687610	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.1814952	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.1330721	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.1054087	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.1635605	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9934380	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.9417607	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.9566842	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9434983	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9110657	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9304693	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.9109182	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.9507325	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9335446	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
-0.9679415	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
0.9146415	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.2344463	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.3816878	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.0648291	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.0984362	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.1322493	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.2585448	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.4195962	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.1254418	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.1160272	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.1050416	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.9852991	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.8681200	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.9605167	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.8940225	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.7938492	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.9229040	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.8215828	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.8465955	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.8448965	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
-0.9503567	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
0.8179872	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.1262622	salinity + aou	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.1039456	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.4445816	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.2046886	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.3120799	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.2204801	temperature + aou	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.0465741	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.4490039	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.2930051	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.3768165	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.9636779	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.7899518	aou + silicate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.9670963	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.9574697	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.6825358	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.9067335	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.8744642	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.8126822	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.8778179	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
-0.9750018	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
0.9536617	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.0251807	salinity + aou	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.1475330	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.4641915	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.2424215	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.3210536	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.0456246	temperature + aou	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.1347216	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.4810773	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.2747163	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.3421980	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.9836450	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.7487756	aou + silicate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.9627786	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.9135530	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.6549671	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.9048178	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.8444527	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.8319689	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.8743525	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
-0.9449940	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26,26.5]
0.9787808	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.0263806	salinity + aou	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.1962625	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.4979258	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.2396882	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.2878244	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.0314426	temperature + aou	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.1431829	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.5519163	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.3132553	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.3498097	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.9846370	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.7712348	aou + silicate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.9499443	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.9322686	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.6650304	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.8855926	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.8628740	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.8787578	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.8708138	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
-0.9794968	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.75,27]
0.9827168	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.0554024	salinity + aou	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.0977748	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.5696984	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.2766101	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.3389498	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.0486420	temperature + aou	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.1072733	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.5740942	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.2799772	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.3378076	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.9877960	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.7315507	aou + silicate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.9626975	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.9296737	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.6371103	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.9140662	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.8728586	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.8379373	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.8667745	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
-0.9595614	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
0.9380027	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.0905928	salinity + aou	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.2068707	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.0574093	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.0420360	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.1595270	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.1848164	temperature + aou	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.3064867	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.0014025	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.1257444	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.0560087	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9921026	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.9511809	aou + silicate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.9735339	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9399568	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9212389	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9587606	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.9035454	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.9310040	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9167089	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
-0.9519170	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
0.7976297	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.4225462	salinity + aou	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.3427114	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.5429854	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.5739376	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.6299554	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.0330026	temperature + aou	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.1209645	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.1020876	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.1526343	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.1989754	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9956101	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.9460695	aou + silicate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.9442222	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9313015	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9237752	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9221487	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.9040335	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.9482752	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9483914	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
-0.9619713	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
0.8277495	salinity + temperature	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.4833991	salinity + aou	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.5910869	salinity + oxygen	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.1716903	salinity + silicate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.1017654	salinity + phosphate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.1045979	salinity + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.8007045	temperature + aou	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.8763236	temperature + oxygen	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.0668675	temperature + silicate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.2669475	temperature + phosphate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.2671908	temperature + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.9887596	aou + oxygen	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.5387657	aou + silicate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.7279375	aou + phosphate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.7202049	aou + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.4282915	oxygen + silicate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.6356990	oxygen + phosphate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.6288998	oxygen + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.7638105	silicate + phosphate	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.7736768	silicate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
-0.8777533	phosphate + phosphate_star	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
0.9480205	salinity + temperature	Indo-Pacific	GO_SHIP	(26,26.5]
-0.2595400	salinity + aou	Indo-Pacific	GO_SHIP	(26,26.5]
0.0406246	salinity + oxygen	Indo-Pacific	GO_SHIP	(26,26.5]
-0.6927174	salinity + silicate	Indo-Pacific	GO_SHIP	(26,26.5]
-0.5082835	salinity + phosphate	Indo-Pacific	GO_SHIP	(26,26.5]
0.5846635	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
-0.3087069	temperature + aou	Indo-Pacific	GO_SHIP	(26,26.5]
0.0803955	temperature + oxygen	Indo-Pacific	GO_SHIP	(26,26.5]
-0.7251983	temperature + silicate	Indo-Pacific	GO_SHIP	(26,26.5]
-0.5663897	temperature + phosphate	Indo-Pacific	GO_SHIP	(26,26.5]
0.6380389	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
-0.9728250	aou + oxygen	Indo-Pacific	GO_SHIP	(26,26.5]
0.6646367	aou + silicate	Indo-Pacific	GO_SHIP	(26,26.5]
0.9481344	aou + phosphate	Indo-Pacific	GO_SHIP	(26,26.5]
-0.8951554	aou + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
-0.5181571	oxygen + silicate	Indo-Pacific	GO_SHIP	(26,26.5]
-0.8555408	oxygen + phosphate	Indo-Pacific	GO_SHIP	(26,26.5]
0.7826821	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
0.7794055	silicate + phosphate	Indo-Pacific	GO_SHIP	(26,26.5]
-0.8349661	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
-0.9589393	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(26,26.5]
0.9799861	salinity + temperature	Indo-Pacific	GO_SHIP	(26.75,27]
-0.3700368	salinity + aou	Indo-Pacific	GO_SHIP	(26.75,27]
0.1972547	salinity + oxygen	Indo-Pacific	GO_SHIP	(26.75,27]
-0.7747210	salinity + silicate	Indo-Pacific	GO_SHIP	(26.75,27]
-0.6195949	salinity + phosphate	Indo-Pacific	GO_SHIP	(26.75,27]
0.6060416	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
-0.3633119	temperature + aou	Indo-Pacific	GO_SHIP	(26.75,27]
0.1863308	temperature + oxygen	Indo-Pacific	GO_SHIP	(26.75,27]
-0.7655022	temperature + silicate	Indo-Pacific	GO_SHIP	(26.75,27]
-0.6253158	temperature + phosphate	Indo-Pacific	GO_SHIP	(26.75,27]
0.6178270	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
-0.9829894	aou + oxygen	Indo-Pacific	GO_SHIP	(26.75,27]
0.7813525	aou + silicate	Indo-Pacific	GO_SHIP	(26.75,27]
0.9461165	aou + phosphate	Indo-Pacific	GO_SHIP	(26.75,27]
-0.9427793	aou + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
-0.6716084	oxygen + silicate	Indo-Pacific	GO_SHIP	(26.75,27]
-0.8745155	oxygen + phosphate	Indo-Pacific	GO_SHIP	(26.75,27]
0.8728512	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
0.8756556	silicate + phosphate	Indo-Pacific	GO_SHIP	(26.75,27]
-0.8648946	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
-0.9894226	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(26.75,27]
0.9451017	salinity + temperature	Indo-Pacific	GO_SHIP	(27,27.25]
-0.2071071	salinity + aou	Indo-Pacific	GO_SHIP	(27,27.25]
0.0959141	salinity + oxygen	Indo-Pacific	GO_SHIP	(27,27.25]
-0.5228192	salinity + silicate	Indo-Pacific	GO_SHIP	(27,27.25]
-0.3794062	salinity + phosphate	Indo-Pacific	GO_SHIP	(27,27.25]
0.3686490	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
-0.2529193	temperature + aou	Indo-Pacific	GO_SHIP	(27,27.25]
0.1368289	temperature + oxygen	Indo-Pacific	GO_SHIP	(27,27.25]
-0.5567103	temperature + silicate	Indo-Pacific	GO_SHIP	(27,27.25]
-0.4445069	temperature + phosphate	Indo-Pacific	GO_SHIP	(27,27.25]
0.4425757	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
-0.9929829	aou + oxygen	Indo-Pacific	GO_SHIP	(27,27.25]
0.9105990	aou + silicate	Indo-Pacific	GO_SHIP	(27,27.25]
0.9708622	aou + phosphate	Indo-Pacific	GO_SHIP	(27,27.25]
-0.9679206	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
-0.8639831	oxygen + silicate	Indo-Pacific	GO_SHIP	(27,27.25]
-0.9398809	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27,27.25]
0.9371386	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
0.9339553	silicate + phosphate	Indo-Pacific	GO_SHIP	(27,27.25]
-0.9260981	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
-0.9919245	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27,27.25]
0.7535118	salinity + temperature	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.0319685	salinity + aou	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.3359558	salinity + oxygen	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.5805799	salinity + silicate	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.2020443	salinity + phosphate	Indo-Pacific	GO_SHIP	(-Inf,26]
0.3771063	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.1750756	temperature + aou	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.2916973	temperature + oxygen	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.6246212	temperature + silicate	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.4121234	temperature + phosphate	Indo-Pacific	GO_SHIP	(-Inf,26]
0.5330535	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.8894647	aou + oxygen	Indo-Pacific	GO_SHIP	(-Inf,26]
0.6365610	aou + silicate	Indo-Pacific	GO_SHIP	(-Inf,26]
0.9073617	aou + phosphate	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.8775887	aou + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.3169944	oxygen + silicate	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.6823081	oxygen + phosphate	Indo-Pacific	GO_SHIP	(-Inf,26]
0.5980200	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
0.7391622	silicate + phosphate	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.8557107	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
-0.9589024	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(-Inf,26]
0.9833196	salinity + temperature	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.3767854	salinity + aou	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.1974485	salinity + oxygen	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.8161866	salinity + silicate	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.6118401	salinity + phosphate	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.6479394	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.3460052	temperature + aou	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.1616372	temperature + oxygen	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.8085773	temperature + silicate	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.5942870	temperature + phosphate	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.6317235	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.9817863	aou + oxygen	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.6955915	aou + silicate	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.9513971	aou + phosphate	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.9210510	aou + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.5667434	oxygen + silicate	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.8802418	oxygen + phosphate	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.8409418	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.8209651	silicate + phosphate	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.8459145	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
-0.9698630	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(26.5,26.75]
0.6812261	salinity + temperature	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.0179803	salinity + aou	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.0439202	salinity + oxygen	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.0818654	salinity + silicate	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.0732762	salinity + phosphate	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.1237496	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.0456084	temperature + aou	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.1346823	temperature + oxygen	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.1647955	temperature + silicate	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.0165849	temperature + phosphate	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.0699138	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9959920	aou + oxygen	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.9540944	aou + silicate	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.9825862	aou + phosphate	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9757112	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9316797	oxygen + silicate	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9731749	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.9616752	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.9317081	silicate + phosphate	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9293685	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
-0.9921913	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27.5,27.75]
0.8372404	salinity + temperature	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.1891090	salinity + aou	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.1269253	salinity + oxygen	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.2370054	salinity + silicate	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.2313455	salinity + phosphate	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.2827414	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.0101154	temperature + aou	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.0637030	temperature + oxygen	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.1265162	temperature + silicate	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.0528244	temperature + phosphate	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.0998364	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9972634	aou + oxygen	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.9740055	aou + silicate	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.9851217	aou + phosphate	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9819510	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9624686	oxygen + silicate	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9792433	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.9727973	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.9641457	silicate + phosphate	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9602744	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
-0.9911533	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27.75,27.85]
0.7145348	salinity + temperature	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.4118839	salinity + aou	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.3420613	salinity + oxygen	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.4641120	salinity + silicate	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.5556191	salinity + phosphate	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.5729130	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.0745424	temperature + aou	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.1652786	temperature + oxygen	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.1052211	temperature + silicate	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.0798521	temperature + phosphate	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.0983707	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9957120	aou + oxygen	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.9528445	aou + silicate	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.9696267	aou + phosphate	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9639351	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9303589	oxygen + silicate	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9503977	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.9432069	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.9638756	silicate + phosphate	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9476498	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
-0.9846927	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27.95,28.05]
0.7739151	salinity + temperature	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.3097489	salinity + aou	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.2477605	salinity + oxygen	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.3531180	salinity + silicate	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.3918190	salinity + phosphate	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.4242827	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.0000449	temperature + aou	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.0788958	temperature + oxygen	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.1344136	temperature + silicate	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.0831540	temperature + phosphate	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.1119014	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9968658	aou + oxygen	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.9680589	aou + silicate	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.9806964	aou + phosphate	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9785548	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9537162	oxygen + silicate	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9707214	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.9665522	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.9716657	silicate + phosphate	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9649155	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
-0.9908483	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27.85,27.95]
0.7221579	salinity + temperature	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.3719058	salinity + aou	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.2817047	salinity + oxygen	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.4790016	salinity + silicate	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.5713107	salinity + phosphate	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.5886579	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.2601188	temperature + aou	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.3522109	temperature + oxygen	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.1151647	temperature + silicate	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.0485644	temperature + phosphate	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.0220437	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9946222	aou + oxygen	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.9532193	aou + silicate	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.9564867	aou + phosphate	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9534509	aou + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9269820	oxygen + silicate	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9272804	oxygen + phosphate	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.9218884	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.9622640	silicate + phosphate	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9554473	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
-0.9827915	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(28.05,28.1]
0.8478761	salinity + temperature	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.0465227	salinity + aou	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.1274698	salinity + oxygen	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.1733279	salinity + silicate	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.0358510	salinity + phosphate	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.0522756	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.0155813	temperature + aou	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.0793657	temperature + oxygen	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.2805313	temperature + silicate	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.1307047	temperature + phosphate	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.1530143	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9954821	aou + oxygen	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.9387602	aou + silicate	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.9808396	aou + phosphate	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9751938	aou + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9092098	oxygen + silicate	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9655162	oxygen + phosphate	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.9578198	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.9287864	silicate + phosphate	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9230089	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
-0.9926872	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(27.25,27.5]
0.7138372	salinity + temperature	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.4392725	salinity + aou	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.5254787	salinity + oxygen	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.0723564	salinity + silicate	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.0763846	salinity + phosphate	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.1103652	salinity + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.8554032	temperature + aou	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.9106061	temperature + oxygen	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.3358980	temperature + silicate	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.4369239	temperature + phosphate	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.4005627	temperature + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.9914839	aou + oxygen	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.6688490	aou + silicate	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.7825955	aou + phosphate	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.7672088	aou + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.5919324	oxygen + silicate	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.7078274	oxygen + phosphate	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.6883640	oxygen + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.7877710	silicate + phosphate	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.7869685	silicate + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
-0.9538571	phosphate + phosphate_star	Indo-Pacific	GO_SHIP	(28.1, Inf]
0.7410815	salinity + temperature	Indo-Pacific	new_era	(-Inf,26]
-0.1346395	salinity + aou	Indo-Pacific	new_era	(-Inf,26]
-0.2073376	salinity + oxygen	Indo-Pacific	new_era	(-Inf,26]
-0.5731307	salinity + silicate	Indo-Pacific	new_era	(-Inf,26]
-0.2517569	salinity + phosphate	Indo-Pacific	new_era	(-Inf,26]
0.3794176	salinity + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
-0.4106364	temperature + aou	Indo-Pacific	new_era	(-Inf,26]
-0.0104878	temperature + oxygen	Indo-Pacific	new_era	(-Inf,26]
-0.7261407	temperature + silicate	Indo-Pacific	new_era	(-Inf,26]
-0.5907832	temperature + phosphate	Indo-Pacific	new_era	(-Inf,26]
0.6777656	temperature + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
-0.9068249	aou + oxygen	Indo-Pacific	new_era	(-Inf,26]
0.7376536	aou + silicate	Indo-Pacific	new_era	(-Inf,26]
0.9465917	aou + phosphate	Indo-Pacific	new_era	(-Inf,26]
-0.9189914	aou + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
-0.4656883	oxygen + silicate	Indo-Pacific	new_era	(-Inf,26]
-0.7628294	oxygen + phosphate	Indo-Pacific	new_era	(-Inf,26]
0.6922917	oxygen + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
0.8112074	silicate + phosphate	Indo-Pacific	new_era	(-Inf,26]
-0.8928076	silicate + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
-0.9714693	phosphate + phosphate_star	Indo-Pacific	new_era	(-Inf,26]
0.6545628	salinity + temperature	Indo-Pacific	new_era	(27.75,27.85]
-0.4051461	salinity + aou	Indo-Pacific	new_era	(27.75,27.85]
0.3778925	salinity + oxygen	Indo-Pacific	new_era	(27.75,27.85]
-0.3571247	salinity + silicate	Indo-Pacific	new_era	(27.75,27.85]
-0.3793168	salinity + phosphate	Indo-Pacific	new_era	(27.75,27.85]
0.4227808	salinity + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
-0.1982387	temperature + aou	Indo-Pacific	new_era	(27.75,27.85]
0.1534029	temperature + oxygen	Indo-Pacific	new_era	(27.75,27.85]
-0.2532228	temperature + silicate	Indo-Pacific	new_era	(27.75,27.85]
-0.1669361	temperature + phosphate	Indo-Pacific	new_era	(27.75,27.85]
0.2175226	temperature + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
-0.9989585	aou + oxygen	Indo-Pacific	new_era	(27.75,27.85]
0.9761360	aou + silicate	Indo-Pacific	new_era	(27.75,27.85]
0.9883639	aou + phosphate	Indo-Pacific	new_era	(27.75,27.85]
-0.9908660	aou + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
-0.9721552	oxygen + silicate	Indo-Pacific	new_era	(27.75,27.85]
-0.9887694	oxygen + phosphate	Indo-Pacific	new_era	(27.75,27.85]
0.9889471	oxygen + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
0.9582789	silicate + phosphate	Indo-Pacific	new_era	(27.75,27.85]
-0.9583425	silicate + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
-0.9939804	phosphate + phosphate_star	Indo-Pacific	new_era	(27.75,27.85]
0.4548127	salinity + temperature	Indo-Pacific	new_era	(27.85,27.95]
-0.6902419	salinity + aou	Indo-Pacific	new_era	(27.85,27.95]
0.6777124	salinity + oxygen	Indo-Pacific	new_era	(27.85,27.95]
-0.6239515	salinity + silicate	Indo-Pacific	new_era	(27.85,27.95]
-0.6925250	salinity + phosphate	Indo-Pacific	new_era	(27.85,27.95]
0.7065521	salinity + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
-0.2789347	temperature + aou	Indo-Pacific	new_era	(27.85,27.95]
0.2362149	temperature + oxygen	Indo-Pacific	new_era	(27.85,27.95]
-0.3604705	temperature + silicate	Indo-Pacific	new_era	(27.85,27.95]
-0.2780650	temperature + phosphate	Indo-Pacific	new_era	(27.85,27.95]
0.2972145	temperature + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
-0.9990057	aou + oxygen	Indo-Pacific	new_era	(27.85,27.95]
0.9707377	aou + silicate	Indo-Pacific	new_era	(27.85,27.95]
0.9891580	aou + phosphate	Indo-Pacific	new_era	(27.85,27.95]
-0.9916509	aou + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
-0.9648651	oxygen + silicate	Indo-Pacific	new_era	(27.85,27.95]
-0.9878715	oxygen + phosphate	Indo-Pacific	new_era	(27.85,27.95]
0.9896092	oxygen + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
0.9698579	silicate + phosphate	Indo-Pacific	new_era	(27.85,27.95]
-0.9685465	silicate + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
-0.9951048	phosphate + phosphate_star	Indo-Pacific	new_era	(27.85,27.95]
0.6298824	salinity + temperature	Indo-Pacific	new_era	(27.95,28.05]
-0.4619637	salinity + aou	Indo-Pacific	new_era	(27.95,28.05]
0.4038045	salinity + oxygen	Indo-Pacific	new_era	(27.95,28.05]
-0.4910533	salinity + silicate	Indo-Pacific	new_era	(27.95,28.05]
-0.5966346	salinity + phosphate	Indo-Pacific	new_era	(27.95,28.05]
0.5871297	salinity + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
0.1173523	temperature + aou	Indo-Pacific	new_era	(27.95,28.05]
-0.1995946	temperature + oxygen	Indo-Pacific	new_era	(27.95,28.05]
-0.0704056	temperature + silicate	Indo-Pacific	new_era	(27.95,28.05]
-0.0398646	temperature + phosphate	Indo-Pacific	new_era	(27.95,28.05]
0.0319698	temperature + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
-0.9964353	aou + oxygen	Indo-Pacific	new_era	(27.95,28.05]
0.9533539	aou + silicate	Indo-Pacific	new_era	(27.95,28.05]
0.9761508	aou + phosphate	Indo-Pacific	new_era	(27.95,28.05]
-0.9786594	aou + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
-0.9323370	oxygen + silicate	Indo-Pacific	new_era	(27.95,28.05]
-0.9591235	oxygen + phosphate	Indo-Pacific	new_era	(27.95,28.05]
0.9621106	oxygen + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
0.9634491	silicate + phosphate	Indo-Pacific	new_era	(27.95,28.05]
-0.9665294	silicate + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
-0.9931431	phosphate + phosphate_star	Indo-Pacific	new_era	(27.95,28.05]
0.9720313	salinity + temperature	Indo-Pacific	new_era	(26.75,27]
-0.1380664	salinity + aou	Indo-Pacific	new_era	(26.75,27]
-0.0387928	salinity + oxygen	Indo-Pacific	new_era	(26.75,27]
-0.7291152	salinity + silicate	Indo-Pacific	new_era	(26.75,27]
-0.3873487	salinity + phosphate	Indo-Pacific	new_era	(26.75,27]
0.3835768	salinity + phosphate_star	Indo-Pacific	new_era	(26.75,27]
-0.1370721	temperature + aou	Indo-Pacific	new_era	(26.75,27]
-0.0447396	temperature + oxygen	Indo-Pacific	new_era	(26.75,27]
-0.7167405	temperature + silicate	Indo-Pacific	new_era	(26.75,27]
-0.4041336	temperature + phosphate	Indo-Pacific	new_era	(26.75,27]
0.4057567	temperature + phosphate_star	Indo-Pacific	new_era	(26.75,27]
-0.9833915	aou + oxygen	Indo-Pacific	new_era	(26.75,27]
0.6938246	aou + silicate	Indo-Pacific	new_era	(26.75,27]
0.9539790	aou + phosphate	Indo-Pacific	new_era	(26.75,27]
-0.9409969	aou + phosphate_star	Indo-Pacific	new_era	(26.75,27]
-0.5683559	oxygen + silicate	Indo-Pacific	new_era	(26.75,27]
-0.8880642	oxygen + phosphate	Indo-Pacific	new_era	(26.75,27]
0.8750640	oxygen + phosphate_star	Indo-Pacific	new_era	(26.75,27]
0.8041063	silicate + phosphate	Indo-Pacific	new_era	(26.75,27]
-0.8017950	silicate + phosphate_star	Indo-Pacific	new_era	(26.75,27]
-0.9806332	phosphate + phosphate_star	Indo-Pacific	new_era	(26.75,27]
0.8853113	salinity + temperature	Indo-Pacific	new_era	(26,26.5]
0.1341664	salinity + aou	Indo-Pacific	new_era	(26,26.5]
-0.2879960	salinity + oxygen	Indo-Pacific	new_era	(26,26.5]
-0.5467319	salinity + silicate	Indo-Pacific	new_era	(26,26.5]
-0.1021091	salinity + phosphate	Indo-Pacific	new_era	(26,26.5]
0.1968814	salinity + phosphate_star	Indo-Pacific	new_era	(26,26.5]
-0.0170725	temperature + aou	Indo-Pacific	new_era	(26,26.5]
-0.1580104	temperature + oxygen	Indo-Pacific	new_era	(26,26.5]
-0.6468236	temperature + silicate	Indo-Pacific	new_era	(26,26.5]
-0.2834352	temperature + phosphate	Indo-Pacific	new_era	(26,26.5]
0.3704116	temperature + phosphate_star	Indo-Pacific	new_era	(26,26.5]
-0.9845577	aou + oxygen	Indo-Pacific	new_era	(26,26.5]
0.5381656	aou + silicate	Indo-Pacific	new_era	(26,26.5]
0.9526655	aou + phosphate	Indo-Pacific	new_era	(26,26.5]
-0.9034062	aou + phosphate_star	Indo-Pacific	new_era	(26,26.5]
-0.4175494	oxygen + silicate	Indo-Pacific	new_era	(26,26.5]
-0.8911009	oxygen + phosphate	Indo-Pacific	new_era	(26,26.5]
0.8274335	oxygen + phosphate_star	Indo-Pacific	new_era	(26,26.5]
0.6608833	silicate + phosphate	Indo-Pacific	new_era	(26,26.5]
-0.7409978	silicate + phosphate_star	Indo-Pacific	new_era	(26,26.5]
-0.9510704	phosphate + phosphate_star	Indo-Pacific	new_era	(26,26.5]
0.9690919	salinity + temperature	Indo-Pacific	new_era	(26.5,26.75]
0.2662912	salinity + aou	Indo-Pacific	new_era	(26.5,26.75]
-0.4189153	salinity + oxygen	Indo-Pacific	new_era	(26.5,26.75]
-0.6366060	salinity + silicate	Indo-Pacific	new_era	(26.5,26.75]
-0.0366340	salinity + phosphate	Indo-Pacific	new_era	(26.5,26.75]
0.0794106	salinity + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
0.2570151	temperature + aou	Indo-Pacific	new_era	(26.5,26.75]
-0.4160528	temperature + oxygen	Indo-Pacific	new_era	(26.5,26.75]
-0.6375188	temperature + silicate	Indo-Pacific	new_era	(26.5,26.75]
-0.0615034	temperature + phosphate	Indo-Pacific	new_era	(26.5,26.75]
0.1038031	temperature + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
-0.9856819	aou + oxygen	Indo-Pacific	new_era	(26.5,26.75]
0.4093259	aou + silicate	Indo-Pacific	new_era	(26.5,26.75]
0.9393080	aou + phosphate	Indo-Pacific	new_era	(26.5,26.75]
-0.8962566	aou + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
-0.2746742	oxygen + silicate	Indo-Pacific	new_era	(26.5,26.75]
-0.8726298	oxygen + phosphate	Indo-Pacific	new_era	(26.5,26.75]
0.8253500	oxygen + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
0.5908688	silicate + phosphate	Indo-Pacific	new_era	(26.5,26.75]
-0.6272799	silicate + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
-0.9479436	phosphate + phosphate_star	Indo-Pacific	new_era	(26.5,26.75]
0.9326539	salinity + temperature	Indo-Pacific	new_era	(27,27.25]
-0.1869272	salinity + aou	Indo-Pacific	new_era	(27,27.25]
0.0755114	salinity + oxygen	Indo-Pacific	new_era	(27,27.25]
-0.5470162	salinity + silicate	Indo-Pacific	new_era	(27,27.25]
-0.3076058	salinity + phosphate	Indo-Pacific	new_era	(27,27.25]
0.3134566	salinity + phosphate_star	Indo-Pacific	new_era	(27,27.25]
-0.2850675	temperature + aou	Indo-Pacific	new_era	(27,27.25]
0.1689748	temperature + oxygen	Indo-Pacific	new_era	(27,27.25]
-0.6256717	temperature + silicate	Indo-Pacific	new_era	(27,27.25]
-0.4219542	temperature + phosphate	Indo-Pacific	new_era	(27,27.25]
0.4398328	temperature + phosphate_star	Indo-Pacific	new_era	(27,27.25]
-0.9928849	aou + oxygen	Indo-Pacific	new_era	(27,27.25]
0.8763339	aou + silicate	Indo-Pacific	new_era	(27,27.25]
0.9806798	aou + phosphate	Indo-Pacific	new_era	(27,27.25]
-0.9705723	aou + phosphate_star	Indo-Pacific	new_era	(27,27.25]
-0.8234051	oxygen + silicate	Indo-Pacific	new_era	(27,27.25]
-0.9561043	oxygen + phosphate	Indo-Pacific	new_era	(27,27.25]
0.9435023	oxygen + phosphate_star	Indo-Pacific	new_era	(27,27.25]
0.8896089	silicate + phosphate	Indo-Pacific	new_era	(27,27.25]
-0.8852269	silicate + phosphate_star	Indo-Pacific	new_era	(27,27.25]
-0.9870233	phosphate + phosphate_star	Indo-Pacific	new_era	(27,27.25]
0.5144167	salinity + temperature	Indo-Pacific	new_era	(27.5,27.75]
-0.0757758	salinity + aou	Indo-Pacific	new_era	(27.5,27.75]
0.0324730	salinity + oxygen	Indo-Pacific	new_era	(27.5,27.75]
-0.1062914	salinity + silicate	Indo-Pacific	new_era	(27.5,27.75]
-0.0585167	salinity + phosphate	Indo-Pacific	new_era	(27.5,27.75]
0.0936756	salinity + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
0.0131166	temperature + aou	Indo-Pacific	new_era	(27.5,27.75]
-0.0938038	temperature + oxygen	Indo-Pacific	new_era	(27.5,27.75]
-0.2391804	temperature + silicate	Indo-Pacific	new_era	(27.5,27.75]
0.0198198	temperature + phosphate	Indo-Pacific	new_era	(27.5,27.75]
0.0292266	temperature + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
-0.9967320	aou + oxygen	Indo-Pacific	new_era	(27.5,27.75]
0.9360585	aou + silicate	Indo-Pacific	new_era	(27.5,27.75]
0.9823181	aou + phosphate	Indo-Pacific	new_era	(27.5,27.75]
-0.9817387	aou + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
-0.9128079	oxygen + silicate	Indo-Pacific	new_era	(27.5,27.75]
-0.9797089	oxygen + phosphate	Indo-Pacific	new_era	(27.5,27.75]
0.9751664	oxygen + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
0.8928198	silicate + phosphate	Indo-Pacific	new_era	(27.5,27.75]
-0.8995731	silicate + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
-0.9935614	phosphate + phosphate_star	Indo-Pacific	new_era	(27.5,27.75]
0.8219365	salinity + temperature	Indo-Pacific	new_era	(27.25,27.5]
0.0311502	salinity + aou	Indo-Pacific	new_era	(27.25,27.5]
-0.1152695	salinity + oxygen	Indo-Pacific	new_era	(27.25,27.5]
-0.2354897	salinity + silicate	Indo-Pacific	new_era	(27.25,27.5]
-0.0025400	salinity + phosphate	Indo-Pacific	new_era	(27.25,27.5]
0.0209922	salinity + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
0.0203293	temperature + aou	Indo-Pacific	new_era	(27.25,27.5]
-0.1214682	temperature + oxygen	Indo-Pacific	new_era	(27.25,27.5]
-0.3118250	temperature + silicate	Indo-Pacific	new_era	(27.25,27.5]
-0.0573247	temperature + phosphate	Indo-Pacific	new_era	(27.25,27.5]
0.0860420	temperature + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
-0.9948543	aou + oxygen	Indo-Pacific	new_era	(27.25,27.5]
0.9056720	aou + silicate	Indo-Pacific	new_era	(27.25,27.5]
0.9803252	aou + phosphate	Indo-Pacific	new_era	(27.25,27.5]
-0.9739603	aou + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
-0.8676486	oxygen + silicate	Indo-Pacific	new_era	(27.25,27.5]
-0.9674903	oxygen + phosphate	Indo-Pacific	new_era	(27.25,27.5]
0.9583043	oxygen + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
0.8776636	silicate + phosphate	Indo-Pacific	new_era	(27.25,27.5]
-0.8766241	silicate + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
-0.9907360	phosphate + phosphate_star	Indo-Pacific	new_era	(27.25,27.5]
0.5756878	salinity + temperature	Indo-Pacific	new_era	(28.05,28.1]
-0.5848017	salinity + aou	Indo-Pacific	new_era	(28.05,28.1]
0.5276693	salinity + oxygen	Indo-Pacific	new_era	(28.05,28.1]
-0.6170559	salinity + silicate	Indo-Pacific	new_era	(28.05,28.1]
-0.7160040	salinity + phosphate	Indo-Pacific	new_era	(28.05,28.1]
0.7125517	salinity + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
0.1774842	temperature + aou	Indo-Pacific	new_era	(28.05,28.1]
-0.2443741	temperature + oxygen	Indo-Pacific	new_era	(28.05,28.1]
0.0857269	temperature + silicate	Indo-Pacific	new_era	(28.05,28.1]
0.0139278	temperature + phosphate	Indo-Pacific	new_era	(28.05,28.1]
-0.0248495	temperature + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
-0.9966147	aou + oxygen	Indo-Pacific	new_era	(28.05,28.1]
0.9470405	aou + silicate	Indo-Pacific	new_era	(28.05,28.1]
0.9715225	aou + phosphate	Indo-Pacific	new_era	(28.05,28.1]
-0.9739551	aou + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
-0.9262014	oxygen + silicate	Indo-Pacific	new_era	(28.05,28.1]
-0.9526139	oxygen + phosphate	Indo-Pacific	new_era	(28.05,28.1]
0.9550349	oxygen + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
0.9569547	silicate + phosphate	Indo-Pacific	new_era	(28.05,28.1]
-0.9610554	silicate + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
-0.9880526	phosphate + phosphate_star	Indo-Pacific	new_era	(28.05,28.1]
0.5996297	salinity + temperature	Indo-Pacific	new_era	(28.1, Inf]
0.2765693	salinity + aou	Indo-Pacific	new_era	(28.1, Inf]
-0.3703990	salinity + oxygen	Indo-Pacific	new_era	(28.1, Inf]
-0.1233433	salinity + silicate	Indo-Pacific	new_era	(28.1, Inf]
-0.2265805	salinity + phosphate	Indo-Pacific	new_era	(28.1, Inf]
0.1682807	salinity + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]
0.8667850	temperature + aou	Indo-Pacific	new_era	(28.1, Inf]
-0.9172228	temperature + oxygen	Indo-Pacific	new_era	(28.1, Inf]
0.3188999	temperature + silicate	Indo-Pacific	new_era	(28.1, Inf]
0.4779643	temperature + phosphate	Indo-Pacific	new_era	(28.1, Inf]
-0.5302868	temperature + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]
-0.9923555	aou + oxygen	Indo-Pacific	new_era	(28.1, Inf]
0.6694329	aou + silicate	Indo-Pacific	new_era	(28.1, Inf]
0.8296450	aou + phosphate	Indo-Pacific	new_era	(28.1, Inf]
-0.8642836	aou + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]
-0.5896207	oxygen + silicate	Indo-Pacific	new_era	(28.1, Inf]
-0.7608328	oxygen + phosphate	Indo-Pacific	new_era	(28.1, Inf]
0.7991590	oxygen + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]
0.8300839	silicate + phosphate	Indo-Pacific	new_era	(28.1, Inf]
-0.8556006	silicate + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]
-0.9730936	phosphate + phosphate_star	Indo-Pacific	new_era	(28.1, Inf]

rm(cor_predictors, cor_predictors_stats)

6.2.3.3 C* vs individual predictors

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

cor_Cstar_predictor_stats <- cor_Cstar_predictor %>% 
  group_by(rowname, basin, gamma_slab) %>% 
  summarise(mean_r = mean(Cstar),
            min_r = min(Cstar),
            max_r = max(Cstar)) %>% 
  ungroup()

cor_Cstar_predictor_stats %>% 
  mutate(rowname = reorder(rowname, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = rowname, 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")

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

rowname	Cstar	basin	era	gamma_slab
salinity	0.8880440	Atlantic	JGOFS_WOCE	(26.5,26.75]
temperature	0.8735358	Atlantic	JGOFS_WOCE	(26.5,26.75]
aou	-0.6700148	Atlantic	JGOFS_WOCE	(26.5,26.75]
oxygen	0.5192255	Atlantic	JGOFS_WOCE	(26.5,26.75]
silicate	-0.8354718	Atlantic	JGOFS_WOCE	(26.5,26.75]
phosphate	-0.8694455	Atlantic	JGOFS_WOCE	(26.5,26.75]
phosphate_star	0.7853190	Atlantic	JGOFS_WOCE	(26.5,26.75]
salinity	0.9378890	Atlantic	JGOFS_WOCE	(27.25,27.5]
temperature	0.9128891	Atlantic	JGOFS_WOCE	(27.25,27.5]
aou	-0.5716618	Atlantic	JGOFS_WOCE	(27.25,27.5]
oxygen	0.3328796	Atlantic	JGOFS_WOCE	(27.25,27.5]
silicate	-0.8945185	Atlantic	JGOFS_WOCE	(27.25,27.5]
phosphate	-0.9420302	Atlantic	JGOFS_WOCE	(27.25,27.5]
phosphate_star	0.9080173	Atlantic	JGOFS_WOCE	(27.25,27.5]
salinity	0.8585736	Atlantic	JGOFS_WOCE	(27.5,27.75]
temperature	0.8219969	Atlantic	JGOFS_WOCE	(27.5,27.75]
aou	-0.7974762	Atlantic	JGOFS_WOCE	(27.5,27.75]
oxygen	0.5875933	Atlantic	JGOFS_WOCE	(27.5,27.75]
silicate	-0.9051178	Atlantic	JGOFS_WOCE	(27.5,27.75]
phosphate	-0.9853712	Atlantic	JGOFS_WOCE	(27.5,27.75]
phosphate_star	0.9739620	Atlantic	JGOFS_WOCE	(27.5,27.75]
salinity	0.9075023	Atlantic	JGOFS_WOCE	(26.75,27]
temperature	0.8875189	Atlantic	JGOFS_WOCE	(26.75,27]
aou	-0.4872630	Atlantic	JGOFS_WOCE	(26.75,27]
oxygen	0.3178295	Atlantic	JGOFS_WOCE	(26.75,27]
silicate	-0.7496485	Atlantic	JGOFS_WOCE	(26.75,27]
phosphate	-0.8225758	Atlantic	JGOFS_WOCE	(26.75,27]
phosphate_star	0.7184803	Atlantic	JGOFS_WOCE	(26.75,27]
salinity	0.8666493	Atlantic	JGOFS_WOCE	(26,26.5]
temperature	0.8169447	Atlantic	JGOFS_WOCE	(26,26.5]
aou	-0.3032882	Atlantic	JGOFS_WOCE	(26,26.5]
oxygen	-0.0436001	Atlantic	JGOFS_WOCE	(26,26.5]
silicate	-0.7531360	Atlantic	JGOFS_WOCE	(26,26.5]
phosphate	-0.8074601	Atlantic	JGOFS_WOCE	(26,26.5]
phosphate_star	0.5596210	Atlantic	JGOFS_WOCE	(26,26.5]
salinity	0.3269860	Atlantic	JGOFS_WOCE	(-Inf,26]
temperature	-0.0827931	Atlantic	JGOFS_WOCE	(-Inf,26]
aou	0.1225860	Atlantic	JGOFS_WOCE	(-Inf,26]
oxygen	-0.1117546	Atlantic	JGOFS_WOCE	(-Inf,26]
silicate	-0.3340292	Atlantic	JGOFS_WOCE	(-Inf,26]
phosphate	-0.3846978	Atlantic	JGOFS_WOCE	(-Inf,26]
phosphate_star	0.0984103	Atlantic	JGOFS_WOCE	(-Inf,26]
salinity	0.7724322	Atlantic	JGOFS_WOCE	(28.1,28.15]
temperature	0.5370767	Atlantic	JGOFS_WOCE	(28.1,28.15]
aou	-0.9162489	Atlantic	JGOFS_WOCE	(28.1,28.15]
oxygen	0.9012301	Atlantic	JGOFS_WOCE	(28.1,28.15]
silicate	-0.9364640	Atlantic	JGOFS_WOCE	(28.1,28.15]
phosphate	-0.9601698	Atlantic	JGOFS_WOCE	(28.1,28.15]
phosphate_star	0.9445157	Atlantic	JGOFS_WOCE	(28.1,28.15]
salinity	0.9429090	Atlantic	JGOFS_WOCE	(27,27.25]
temperature	0.9066721	Atlantic	JGOFS_WOCE	(27,27.25]
aou	-0.5506422	Atlantic	JGOFS_WOCE	(27,27.25]
oxygen	0.3720205	Atlantic	JGOFS_WOCE	(27,27.25]
silicate	-0.8390693	Atlantic	JGOFS_WOCE	(27,27.25]
phosphate	-0.8881820	Atlantic	JGOFS_WOCE	(27,27.25]
phosphate_star	0.8256805	Atlantic	JGOFS_WOCE	(27,27.25]
salinity	0.7081495	Atlantic	JGOFS_WOCE	(27.75,27.85]
temperature	0.6959796	Atlantic	JGOFS_WOCE	(27.75,27.85]
aou	-0.9249823	Atlantic	JGOFS_WOCE	(27.75,27.85]
oxygen	0.8398607	Atlantic	JGOFS_WOCE	(27.75,27.85]
silicate	-0.9140943	Atlantic	JGOFS_WOCE	(27.75,27.85]
phosphate	-0.9849870	Atlantic	JGOFS_WOCE	(27.75,27.85]
phosphate_star	0.9779407	Atlantic	JGOFS_WOCE	(27.75,27.85]
salinity	0.3090975	Atlantic	JGOFS_WOCE	(27.85,27.95]
temperature	0.2476208	Atlantic	JGOFS_WOCE	(27.85,27.95]
aou	-0.9359087	Atlantic	JGOFS_WOCE	(27.85,27.95]
oxygen	0.8996411	Atlantic	JGOFS_WOCE	(27.85,27.95]
silicate	-0.8982983	Atlantic	JGOFS_WOCE	(27.85,27.95]
phosphate	-0.9657019	Atlantic	JGOFS_WOCE	(27.85,27.95]
phosphate_star	0.9536722	Atlantic	JGOFS_WOCE	(27.85,27.95]
salinity	0.6613456	Atlantic	JGOFS_WOCE	(28.05,28.1]
temperature	0.4727863	Atlantic	JGOFS_WOCE	(28.05,28.1]
aou	-0.8806348	Atlantic	JGOFS_WOCE	(28.05,28.1]
oxygen	0.8617207	Atlantic	JGOFS_WOCE	(28.05,28.1]
silicate	-0.8980040	Atlantic	JGOFS_WOCE	(28.05,28.1]
phosphate	-0.9436942	Atlantic	JGOFS_WOCE	(28.05,28.1]
phosphate_star	0.9217391	Atlantic	JGOFS_WOCE	(28.05,28.1]
salinity	0.2690369	Atlantic	JGOFS_WOCE	(27.95,28.05]
temperature	0.3266584	Atlantic	JGOFS_WOCE	(27.95,28.05]
aou	-0.9168232	Atlantic	JGOFS_WOCE	(27.95,28.05]
oxygen	0.9042052	Atlantic	JGOFS_WOCE	(27.95,28.05]
silicate	-0.8943427	Atlantic	JGOFS_WOCE	(27.95,28.05]
phosphate	-0.9517664	Atlantic	JGOFS_WOCE	(27.95,28.05]
phosphate_star	0.9359551	Atlantic	JGOFS_WOCE	(27.95,28.05]
salinity	0.8621840	Atlantic	JGOFS_WOCE	(28.2, Inf]
temperature	0.3122400	Atlantic	JGOFS_WOCE	(28.2, Inf]
aou	-0.6205950	Atlantic	JGOFS_WOCE	(28.2, Inf]
oxygen	0.4729743	Atlantic	JGOFS_WOCE	(28.2, Inf]
silicate	-0.8445701	Atlantic	JGOFS_WOCE	(28.2, Inf]
phosphate	-0.9387764	Atlantic	JGOFS_WOCE	(28.2, Inf]
phosphate_star	0.9097462	Atlantic	JGOFS_WOCE	(28.2, Inf]
salinity	0.9045379	Atlantic	JGOFS_WOCE	(28.15,28.2]
temperature	0.6118608	Atlantic	JGOFS_WOCE	(28.15,28.2]
aou	-0.9658962	Atlantic	JGOFS_WOCE	(28.15,28.2]
oxygen	0.9686129	Atlantic	JGOFS_WOCE	(28.15,28.2]
silicate	-0.9688662	Atlantic	JGOFS_WOCE	(28.15,28.2]
phosphate	-0.9823491	Atlantic	JGOFS_WOCE	(28.15,28.2]
phosphate_star	0.9733010	Atlantic	JGOFS_WOCE	(28.15,28.2]
salinity	0.7376723	Atlantic	GO_SHIP	(27.75,27.85]
temperature	0.7246136	Atlantic	GO_SHIP	(27.75,27.85]
aou	-0.9343561	Atlantic	GO_SHIP	(27.75,27.85]
oxygen	0.8564868	Atlantic	GO_SHIP	(27.75,27.85]
silicate	-0.9314085	Atlantic	GO_SHIP	(27.75,27.85]
phosphate	-0.9876438	Atlantic	GO_SHIP	(27.75,27.85]
phosphate_star	0.9834257	Atlantic	GO_SHIP	(27.75,27.85]
salinity	0.9088279	Atlantic	GO_SHIP	(27,27.25]
temperature	0.8842125	Atlantic	GO_SHIP	(27,27.25]
aou	-0.2911704	Atlantic	GO_SHIP	(27,27.25]
oxygen	0.0372186	Atlantic	GO_SHIP	(27,27.25]
silicate	-0.8191915	Atlantic	GO_SHIP	(27,27.25]
phosphate	-0.8890103	Atlantic	GO_SHIP	(27,27.25]
phosphate_star	0.8104400	Atlantic	GO_SHIP	(27,27.25]
salinity	0.8028545	Atlantic	GO_SHIP	(26,26.5]
temperature	0.7905538	Atlantic	GO_SHIP	(26,26.5]
aou	0.0545390	Atlantic	GO_SHIP	(26,26.5]
oxygen	-0.3966024	Atlantic	GO_SHIP	(26,26.5]
silicate	-0.6270016	Atlantic	GO_SHIP	(26,26.5]
phosphate	-0.6799348	Atlantic	GO_SHIP	(26,26.5]
phosphate_star	0.4056159	Atlantic	GO_SHIP	(26,26.5]
salinity	0.3181033	Atlantic	GO_SHIP	(-Inf,26]
temperature	0.1328243	Atlantic	GO_SHIP	(-Inf,26]
aou	0.5332243	Atlantic	GO_SHIP	(-Inf,26]
oxygen	-0.5051495	Atlantic	GO_SHIP	(-Inf,26]
silicate	-0.0825164	Atlantic	GO_SHIP	(-Inf,26]
phosphate	-0.0480374	Atlantic	GO_SHIP	(-Inf,26]
phosphate_star	-0.3107099	Atlantic	GO_SHIP	(-Inf,26]
salinity	0.9146719	Atlantic	GO_SHIP	(26.75,27]
temperature	0.9019147	Atlantic	GO_SHIP	(26.75,27]
aou	-0.4583983	Atlantic	GO_SHIP	(26.75,27]
oxygen	0.2401203	Atlantic	GO_SHIP	(26.75,27]
silicate	-0.7632888	Atlantic	GO_SHIP	(26.75,27]
phosphate	-0.8702323	Atlantic	GO_SHIP	(26.75,27]
phosphate_star	0.7711912	Atlantic	GO_SHIP	(26.75,27]
salinity	0.5254259	Atlantic	GO_SHIP	(27.85,27.95]
temperature	0.5283781	Atlantic	GO_SHIP	(27.85,27.95]
aou	-0.9419851	Atlantic	GO_SHIP	(27.85,27.95]
oxygen	0.8995165	Atlantic	GO_SHIP	(27.85,27.95]
silicate	-0.9219478	Atlantic	GO_SHIP	(27.85,27.95]
phosphate	-0.9716584	Atlantic	GO_SHIP	(27.85,27.95]
phosphate_star	0.9656760	Atlantic	GO_SHIP	(27.85,27.95]
salinity	0.8758676	Atlantic	GO_SHIP	(26.5,26.75]
temperature	0.8676896	Atlantic	GO_SHIP	(26.5,26.75]
aou	-0.5064340	Atlantic	GO_SHIP	(26.5,26.75]
oxygen	0.2477960	Atlantic	GO_SHIP	(26.5,26.75]
silicate	-0.7891525	Atlantic	GO_SHIP	(26.5,26.75]
phosphate	-0.8542561	Atlantic	GO_SHIP	(26.5,26.75]
phosphate_star	0.7341827	Atlantic	GO_SHIP	(26.5,26.75]
salinity	0.9136279	Atlantic	GO_SHIP	(27.25,27.5]
temperature	0.8779847	Atlantic	GO_SHIP	(27.25,27.5]
aou	-0.4010756	Atlantic	GO_SHIP	(27.25,27.5]
oxygen	0.0774325	Atlantic	GO_SHIP	(27.25,27.5]
silicate	-0.8971697	Atlantic	GO_SHIP	(27.25,27.5]
phosphate	-0.9579696	Atlantic	GO_SHIP	(27.25,27.5]
phosphate_star	0.9253392	Atlantic	GO_SHIP	(27.25,27.5]
salinity	0.8667822	Atlantic	GO_SHIP	(27.5,27.75]
temperature	0.8216975	Atlantic	GO_SHIP	(27.5,27.75]
aou	-0.7382048	Atlantic	GO_SHIP	(27.5,27.75]
oxygen	0.4050772	Atlantic	GO_SHIP	(27.5,27.75]
silicate	-0.8805822	Atlantic	GO_SHIP	(27.5,27.75]
phosphate	-0.9892846	Atlantic	GO_SHIP	(27.5,27.75]
phosphate_star	0.9815307	Atlantic	GO_SHIP	(27.5,27.75]
salinity	0.7730548	Atlantic	GO_SHIP	(28.05,28.1]
temperature	0.6745071	Atlantic	GO_SHIP	(28.05,28.1]
aou	-0.9069869	Atlantic	GO_SHIP	(28.05,28.1]
oxygen	0.8516523	Atlantic	GO_SHIP	(28.05,28.1]
silicate	-0.9356242	Atlantic	GO_SHIP	(28.05,28.1]
phosphate	-0.9587959	Atlantic	GO_SHIP	(28.05,28.1]
phosphate_star	0.9505445	Atlantic	GO_SHIP	(28.05,28.1]
salinity	0.7159448	Atlantic	GO_SHIP	(27.95,28.05]
temperature	0.6577087	Atlantic	GO_SHIP	(27.95,28.05]
aou	-0.9128789	Atlantic	GO_SHIP	(27.95,28.05]
oxygen	0.8577963	Atlantic	GO_SHIP	(27.95,28.05]
silicate	-0.9327048	Atlantic	GO_SHIP	(27.95,28.05]
phosphate	-0.9649152	Atlantic	GO_SHIP	(27.95,28.05]
phosphate_star	0.9573361	Atlantic	GO_SHIP	(27.95,28.05]
salinity	0.8443428	Atlantic	GO_SHIP	(28.1,28.15]
temperature	0.7289768	Atlantic	GO_SHIP	(28.1,28.15]
aou	-0.9396740	Atlantic	GO_SHIP	(28.1,28.15]
oxygen	0.9210954	Atlantic	GO_SHIP	(28.1,28.15]
silicate	-0.9562571	Atlantic	GO_SHIP	(28.1,28.15]
phosphate	-0.9684832	Atlantic	GO_SHIP	(28.1,28.15]
phosphate_star	0.9638225	Atlantic	GO_SHIP	(28.1,28.15]
salinity	0.9326793	Atlantic	GO_SHIP	(28.15,28.2]
temperature	0.7276289	Atlantic	GO_SHIP	(28.15,28.2]
aou	-0.9692194	Atlantic	GO_SHIP	(28.15,28.2]
oxygen	0.9632797	Atlantic	GO_SHIP	(28.15,28.2]
silicate	-0.9773359	Atlantic	GO_SHIP	(28.15,28.2]
phosphate	-0.9883310	Atlantic	GO_SHIP	(28.15,28.2]
phosphate_star	0.9848328	Atlantic	GO_SHIP	(28.15,28.2]
salinity	0.9295343	Atlantic	GO_SHIP	(28.2, Inf]
temperature	0.1894210	Atlantic	GO_SHIP	(28.2, Inf]
aou	-0.6366149	Atlantic	GO_SHIP	(28.2, Inf]
oxygen	0.5112632	Atlantic	GO_SHIP	(28.2, Inf]
silicate	-0.9245780	Atlantic	GO_SHIP	(28.2, Inf]
phosphate	-0.9682725	Atlantic	GO_SHIP	(28.2, Inf]
phosphate_star	0.9596670	Atlantic	GO_SHIP	(28.2, Inf]
salinity	0.8999376	Atlantic	new_era	(27,27.25]
temperature	0.8729674	Atlantic	new_era	(27,27.25]
aou	-0.5297401	Atlantic	new_era	(27,27.25]
oxygen	0.3666852	Atlantic	new_era	(27,27.25]
silicate	-0.8716919	Atlantic	new_era	(27,27.25]
phosphate	-0.8895507	Atlantic	new_era	(27,27.25]
phosphate_star	0.8159959	Atlantic	new_era	(27,27.25]
salinity	0.2228703	Atlantic	new_era	(-Inf,26]
temperature	0.1465154	Atlantic	new_era	(-Inf,26]
aou	-0.3711871	Atlantic	new_era	(-Inf,26]
oxygen	0.2983873	Atlantic	new_era	(-Inf,26]
silicate	-0.5522968	Atlantic	new_era	(-Inf,26]
phosphate	-0.8052489	Atlantic	new_era	(-Inf,26]
phosphate_star	0.4679325	Atlantic	new_era	(-Inf,26]
salinity	0.8063865	Atlantic	new_era	(26.5,26.75]
temperature	0.8275488	Atlantic	new_era	(26.5,26.75]
aou	-0.6224350	Atlantic	new_era	(26.5,26.75]
oxygen	0.4333521	Atlantic	new_era	(26.5,26.75]
silicate	-0.8391818	Atlantic	new_era	(26.5,26.75]
phosphate	-0.9092614	Atlantic	new_era	(26.5,26.75]
phosphate_star	0.8316432	Atlantic	new_era	(26.5,26.75]
salinity	0.8699793	Atlantic	new_era	(26.75,27]
temperature	0.8656686	Atlantic	new_era	(26.75,27]
aou	-0.5703139	Atlantic	new_era	(26.75,27]
oxygen	0.4345322	Atlantic	new_era	(26.75,27]
silicate	-0.7871720	Atlantic	new_era	(26.75,27]
phosphate	-0.8648141	Atlantic	new_era	(26.75,27]
phosphate_star	0.7776726	Atlantic	new_era	(26.75,27]
salinity	0.8814810	Atlantic	new_era	(27.25,27.5]
temperature	0.8608731	Atlantic	new_era	(27.25,27.5]
aou	-0.5045333	Atlantic	new_era	(27.25,27.5]
oxygen	0.2407196	Atlantic	new_era	(27.25,27.5]
silicate	-0.9059750	Atlantic	new_era	(27.25,27.5]
phosphate	-0.9516682	Atlantic	new_era	(27.25,27.5]
phosphate_star	0.9088382	Atlantic	new_era	(27.25,27.5]
salinity	0.8418518	Atlantic	new_era	(27.5,27.75]
temperature	0.7950602	Atlantic	new_era	(27.5,27.75]
aou	-0.8211551	Atlantic	new_era	(27.5,27.75]
oxygen	0.6073790	Atlantic	new_era	(27.5,27.75]
silicate	-0.8630863	Atlantic	new_era	(27.5,27.75]
phosphate	-0.9907126	Atlantic	new_era	(27.5,27.75]
phosphate_star	0.9833678	Atlantic	new_era	(27.5,27.75]
salinity	0.7436290	Atlantic	new_era	(27.75,27.85]
temperature	0.7102555	Atlantic	new_era	(27.75,27.85]
aou	-0.9470128	Atlantic	new_era	(27.75,27.85]
oxygen	0.8807056	Atlantic	new_era	(27.75,27.85]
silicate	-0.8764643	Atlantic	new_era	(27.75,27.85]
phosphate	-0.9756229	Atlantic	new_era	(27.75,27.85]
phosphate_star	0.9743759	Atlantic	new_era	(27.75,27.85]
salinity	0.5387157	Atlantic	new_era	(27.85,27.95]
temperature	0.4995182	Atlantic	new_era	(27.85,27.95]
aou	-0.9628294	Atlantic	new_era	(27.85,27.95]
oxygen	0.9460879	Atlantic	new_era	(27.85,27.95]
silicate	-0.8890345	Atlantic	new_era	(27.85,27.95]
phosphate	-0.9627816	Atlantic	new_era	(27.85,27.95]
phosphate_star	0.9608534	Atlantic	new_era	(27.85,27.95]
salinity	0.6799392	Atlantic	new_era	(27.95,28.05]
temperature	0.6168936	Atlantic	new_era	(27.95,28.05]
aou	-0.9271593	Atlantic	new_era	(27.95,28.05]
oxygen	0.9269719	Atlantic	new_era	(27.95,28.05]
silicate	-0.8740608	Atlantic	new_era	(27.95,28.05]
phosphate	-0.9339718	Atlantic	new_era	(27.95,28.05]
phosphate_star	0.9326019	Atlantic	new_era	(27.95,28.05]
salinity	0.7358229	Atlantic	new_era	(28.05,28.1]
temperature	0.6544401	Atlantic	new_era	(28.05,28.1]
aou	-0.9131254	Atlantic	new_era	(28.05,28.1]
oxygen	0.9197717	Atlantic	new_era	(28.05,28.1]
silicate	-0.8911054	Atlantic	new_era	(28.05,28.1]
phosphate	-0.9251717	Atlantic	new_era	(28.05,28.1]
phosphate_star	0.9220872	Atlantic	new_era	(28.05,28.1]
salinity	0.5226450	Atlantic	new_era	(26,26.5]
temperature	0.5595250	Atlantic	new_era	(26,26.5]
aou	-0.6933099	Atlantic	new_era	(26,26.5]
oxygen	0.5419770	Atlantic	new_era	(26,26.5]
silicate	-0.8267582	Atlantic	new_era	(26,26.5]
phosphate	-0.8659538	Atlantic	new_era	(26,26.5]
phosphate_star	0.8207026	Atlantic	new_era	(26,26.5]
salinity	0.7755035	Atlantic	new_era	(28.1,28.15]
temperature	0.6016538	Atlantic	new_era	(28.1,28.15]
aou	-0.9286133	Atlantic	new_era	(28.1,28.15]
oxygen	0.9322195	Atlantic	new_era	(28.1,28.15]
silicate	-0.9230594	Atlantic	new_era	(28.1,28.15]
phosphate	-0.9464709	Atlantic	new_era	(28.1,28.15]
phosphate_star	0.9460524	Atlantic	new_era	(28.1,28.15]
salinity	0.8925141	Atlantic	new_era	(28.15,28.2]
temperature	0.6551936	Atlantic	new_era	(28.15,28.2]
aou	-0.9510549	Atlantic	new_era	(28.15,28.2]
oxygen	0.9592676	Atlantic	new_era	(28.15,28.2]
silicate	-0.9651271	Atlantic	new_era	(28.15,28.2]
phosphate	-0.9724947	Atlantic	new_era	(28.15,28.2]
phosphate_star	0.9722670	Atlantic	new_era	(28.15,28.2]
salinity	0.9166820	Atlantic	new_era	(28.2, Inf]
temperature	0.0586055	Atlantic	new_era	(28.2, Inf]
aou	-0.8195458	Atlantic	new_era	(28.2, Inf]
oxygen	0.7272496	Atlantic	new_era	(28.2, Inf]
silicate	-0.9642570	Atlantic	new_era	(28.2, Inf]
phosphate	-0.9790526	Atlantic	new_era	(28.2, Inf]
phosphate_star	0.9702612	Atlantic	new_era	(28.2, Inf]
salinity	-0.2106017	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
temperature	-0.1887612	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
aou	0.0183026	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
oxygen	0.0205076	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
silicate	0.2863804	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
phosphate	-0.1047596	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
phosphate_star	0.0514872	Indo-Pacific	JGOFS_WOCE	(27.25,27.5]
salinity	-0.0469887	Indo-Pacific	JGOFS_WOCE	(27,27.25]
temperature	0.0706028	Indo-Pacific	JGOFS_WOCE	(27,27.25]
aou	-0.5706964	Indo-Pacific	JGOFS_WOCE	(27,27.25]
oxygen	0.5409389	Indo-Pacific	JGOFS_WOCE	(27,27.25]
silicate	-0.3808500	Indo-Pacific	JGOFS_WOCE	(27,27.25]
phosphate	-0.6694928	Indo-Pacific	JGOFS_WOCE	(27,27.25]
phosphate_star	0.6238687	Indo-Pacific	JGOFS_WOCE	(27,27.25]
salinity	-0.3579383	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
temperature	-0.3684845	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
aou	0.1623772	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
oxygen	-0.1233800	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
silicate	0.1630961	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
phosphate	0.0061840	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
phosphate_star	-0.1619114	Indo-Pacific	JGOFS_WOCE	(27.85,27.95]
salinity	0.0558813	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
temperature	-0.0145886	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
aou	-0.1796131	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
oxygen	0.1780208	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
silicate	-0.2173759	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
phosphate	-0.3596965	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
phosphate_star	0.2510032	Indo-Pacific	JGOFS_WOCE	(27.95,28.05]
salinity	-0.3320477	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
temperature	-0.3868133	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
aou	0.2950276	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
oxygen	-0.2077907	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
silicate	0.5432704	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
phosphate	0.1797954	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
phosphate_star	-0.3015698	Indo-Pacific	JGOFS_WOCE	(27.5,27.75]
salinity	0.1479616	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
temperature	-0.0063958	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
aou	-0.6193266	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
oxygen	0.6262807	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
silicate	-0.6084832	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
phosphate	-0.6878116	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
phosphate_star	0.6687399	Indo-Pacific	JGOFS_WOCE	(-Inf,26]
salinity	0.3319257	Indo-Pacific	JGOFS_WOCE	(26,26.5]
temperature	0.3284862	Indo-Pacific	JGOFS_WOCE	(26,26.5]
aou	-0.8466087	Indo-Pacific	JGOFS_WOCE	(26,26.5]
oxygen	0.7792208	Indo-Pacific	JGOFS_WOCE	(26,26.5]
silicate	-0.8099400	Indo-Pacific	JGOFS_WOCE	(26,26.5]
phosphate	-0.9206850	Indo-Pacific	JGOFS_WOCE	(26,26.5]
phosphate_star	0.8734572	Indo-Pacific	JGOFS_WOCE	(26,26.5]
salinity	0.3190997	Indo-Pacific	JGOFS_WOCE	(26.75,27]
temperature	0.3992145	Indo-Pacific	JGOFS_WOCE	(26.75,27]
aou	-0.8147475	Indo-Pacific	JGOFS_WOCE	(26.75,27]
oxygen	0.7374483	Indo-Pacific	JGOFS_WOCE	(26.75,27]
silicate	-0.7877104	Indo-Pacific	JGOFS_WOCE	(26.75,27]
phosphate	-0.9182553	Indo-Pacific	JGOFS_WOCE	(26.75,27]
phosphate_star	0.8988875	Indo-Pacific	JGOFS_WOCE	(26.75,27]
salinity	0.3879273	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
temperature	0.3840282	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
aou	-0.8584880	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
oxygen	0.7937860	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
silicate	-0.8394297	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
phosphate	-0.9449676	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
phosphate_star	0.9075492	Indo-Pacific	JGOFS_WOCE	(26.5,26.75]
salinity	-0.4647102	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
temperature	-0.4594316	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
aou	0.2840598	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
oxygen	-0.2167310	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
silicate	0.3788004	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
phosphate	0.1603515	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
phosphate_star	-0.3206379	Indo-Pacific	JGOFS_WOCE	(27.75,27.85]
salinity	0.2278978	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
temperature	0.1252990	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
aou	-0.1783939	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
oxygen	0.1646883	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
silicate	-0.2551072	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
phosphate	-0.4092585	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
phosphate_star	0.3036180	Indo-Pacific	JGOFS_WOCE	(28.05,28.1]
salinity	0.2545246	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
temperature	0.2081172	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
aou	0.0644558	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
oxygen	-0.1132588	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
silicate	-0.2303180	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
phosphate	-0.4098604	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
phosphate_star	0.1959193	Indo-Pacific	JGOFS_WOCE	(28.1, Inf]
salinity	0.6357848	Indo-Pacific	GO_SHIP	(26,26.5]
temperature	0.6438857	Indo-Pacific	GO_SHIP	(26,26.5]
aou	-0.8184451	Indo-Pacific	GO_SHIP	(26,26.5]
oxygen	0.6998708	Indo-Pacific	GO_SHIP	(26,26.5]
silicate	-0.7924809	Indo-Pacific	GO_SHIP	(26,26.5]
phosphate	-0.9313231	Indo-Pacific	GO_SHIP	(26,26.5]
phosphate_star	0.9085217	Indo-Pacific	GO_SHIP	(26,26.5]
salinity	0.6789589	Indo-Pacific	GO_SHIP	(26.75,27]
temperature	0.6959193	Indo-Pacific	GO_SHIP	(26.75,27]
aou	-0.8301883	Indo-Pacific	GO_SHIP	(26.75,27]
oxygen	0.7390515	Indo-Pacific	GO_SHIP	(26.75,27]
silicate	-0.7989565	Indo-Pacific	GO_SHIP	(26.75,27]
phosphate	-0.9473696	Indo-Pacific	GO_SHIP	(26.75,27]
phosphate_star	0.9361859	Indo-Pacific	GO_SHIP	(26.75,27]
salinity	0.2012728	Indo-Pacific	GO_SHIP	(27,27.25]
temperature	0.3437092	Indo-Pacific	GO_SHIP	(27,27.25]
aou	-0.6252008	Indo-Pacific	GO_SHIP	(27,27.25]
oxygen	0.5995863	Indo-Pacific	GO_SHIP	(27,27.25]
silicate	-0.5067920	Indo-Pacific	GO_SHIP	(27,27.25]
phosphate	-0.7254511	Indo-Pacific	GO_SHIP	(27,27.25]
phosphate_star	0.7088997	Indo-Pacific	GO_SHIP	(27,27.25]
salinity	0.1490515	Indo-Pacific	GO_SHIP	(-Inf,26]
temperature	-0.0853838	Indo-Pacific	GO_SHIP	(-Inf,26]
aou	-0.4220052	Indo-Pacific	GO_SHIP	(-Inf,26]
oxygen	0.4248754	Indo-Pacific	GO_SHIP	(-Inf,26]
silicate	-0.4353253	Indo-Pacific	GO_SHIP	(-Inf,26]
phosphate	-0.4972373	Indo-Pacific	GO_SHIP	(-Inf,26]
phosphate_star	0.4941161	Indo-Pacific	GO_SHIP	(-Inf,26]
salinity	0.7191236	Indo-Pacific	GO_SHIP	(26.5,26.75]
temperature	0.6994812	Indo-Pacific	GO_SHIP	(26.5,26.75]
aou	-0.8454959	Indo-Pacific	GO_SHIP	(26.5,26.75]
oxygen	0.7476119	Indo-Pacific	GO_SHIP	(26.5,26.75]
silicate	-0.8222425	Indo-Pacific	GO_SHIP	(26.5,26.75]
phosphate	-0.9544130	Indo-Pacific	GO_SHIP	(26.5,26.75]
phosphate_star	0.9333089	Indo-Pacific	GO_SHIP	(26.5,26.75]
salinity	-0.2781870	Indo-Pacific	GO_SHIP	(27.5,27.75]
temperature	-0.3667787	Indo-Pacific	GO_SHIP	(27.5,27.75]
aou	0.5018787	Indo-Pacific	GO_SHIP	(27.5,27.75]
oxygen	-0.4647683	Indo-Pacific	GO_SHIP	(27.5,27.75]
silicate	0.6447086	Indo-Pacific	GO_SHIP	(27.5,27.75]
phosphate	0.3997344	Indo-Pacific	GO_SHIP	(27.5,27.75]
phosphate_star	-0.4301631	Indo-Pacific	GO_SHIP	(27.5,27.75]
salinity	-0.3402807	Indo-Pacific	GO_SHIP	(27.75,27.85]
temperature	-0.3402104	Indo-Pacific	GO_SHIP	(27.75,27.85]
aou	0.5026923	Indo-Pacific	GO_SHIP	(27.75,27.85]
oxygen	-0.4769130	Indo-Pacific	GO_SHIP	(27.75,27.85]
silicate	0.5419332	Indo-Pacific	GO_SHIP	(27.75,27.85]
phosphate	0.3978835	Indo-Pacific	GO_SHIP	(27.75,27.85]
phosphate_star	-0.4466879	Indo-Pacific	GO_SHIP	(27.75,27.85]
salinity	0.3305911	Indo-Pacific	GO_SHIP	(27.95,28.05]
temperature	0.0670336	Indo-Pacific	GO_SHIP	(27.95,28.05]
aou	-0.2021546	Indo-Pacific	GO_SHIP	(27.95,28.05]
oxygen	0.1906271	Indo-Pacific	GO_SHIP	(27.95,28.05]
silicate	-0.2390264	Indo-Pacific	GO_SHIP	(27.95,28.05]
phosphate	-0.3647272	Indo-Pacific	GO_SHIP	(27.95,28.05]
phosphate_star	0.3055780	Indo-Pacific	GO_SHIP	(27.95,28.05]
salinity	-0.1096441	Indo-Pacific	GO_SHIP	(27.85,27.95]
temperature	-0.1852648	Indo-Pacific	GO_SHIP	(27.85,27.95]
aou	0.2868172	Indo-Pacific	GO_SHIP	(27.85,27.95]
oxygen	-0.2726044	Indo-Pacific	GO_SHIP	(27.85,27.95]
silicate	0.2698094	Indo-Pacific	GO_SHIP	(27.85,27.95]
phosphate	0.1543371	Indo-Pacific	GO_SHIP	(27.85,27.95]
phosphate_star	-0.2062227	Indo-Pacific	GO_SHIP	(27.85,27.95]
salinity	0.4117443	Indo-Pacific	GO_SHIP	(28.05,28.1]
temperature	0.1022677	Indo-Pacific	GO_SHIP	(28.05,28.1]
aou	-0.3866125	Indo-Pacific	GO_SHIP	(28.05,28.1]
oxygen	0.3569015	Indo-Pacific	GO_SHIP	(28.05,28.1]
silicate	-0.4332697	Indo-Pacific	GO_SHIP	(28.05,28.1]
phosphate	-0.5487571	Indo-Pacific	GO_SHIP	(28.05,28.1]
phosphate_star	0.4731932	Indo-Pacific	GO_SHIP	(28.05,28.1]
salinity	-0.4078425	Indo-Pacific	GO_SHIP	(27.25,27.5]
temperature	-0.3153560	Indo-Pacific	GO_SHIP	(27.25,27.5]
aou	0.1150447	Indo-Pacific	GO_SHIP	(27.25,27.5]
oxygen	-0.0838439	Indo-Pacific	GO_SHIP	(27.25,27.5]
silicate	0.3359707	Indo-Pacific	GO_SHIP	(27.25,27.5]
phosphate	0.0186200	Indo-Pacific	GO_SHIP	(27.25,27.5]
phosphate_star	-0.0351924	Indo-Pacific	GO_SHIP	(27.25,27.5]
salinity	0.2759262	Indo-Pacific	GO_SHIP	(28.1, Inf]
temperature	0.1220996	Indo-Pacific	GO_SHIP	(28.1, Inf]
aou	-0.0382601	Indo-Pacific	GO_SHIP	(28.1, Inf]
oxygen	-0.0123509	Indo-Pacific	GO_SHIP	(28.1, Inf]
silicate	-0.3356880	Indo-Pacific	GO_SHIP	(28.1, Inf]
phosphate	-0.4373891	Indo-Pacific	GO_SHIP	(28.1, Inf]
phosphate_star	0.3075097	Indo-Pacific	GO_SHIP	(28.1, Inf]
salinity	0.1302355	Indo-Pacific	new_era	(-Inf,26]
temperature	0.0630388	Indo-Pacific	new_era	(-Inf,26]
aou	-0.4574993	Indo-Pacific	new_era	(-Inf,26]
oxygen	0.4610371	Indo-Pacific	new_era	(-Inf,26]
silicate	-0.4688853	Indo-Pacific	new_era	(-Inf,26]
phosphate	-0.5064227	Indo-Pacific	new_era	(-Inf,26]
phosphate_star	0.5143849	Indo-Pacific	new_era	(-Inf,26]
salinity	-0.5218193	Indo-Pacific	new_era	(27.75,27.85]
temperature	-0.5549833	Indo-Pacific	new_era	(27.75,27.85]
aou	0.5841937	Indo-Pacific	new_era	(27.75,27.85]
oxygen	-0.5629082	Indo-Pacific	new_era	(27.75,27.85]
silicate	0.6335329	Indo-Pacific	new_era	(27.75,27.85]
phosphate	0.4817711	Indo-Pacific	new_era	(27.75,27.85]
phosphate_star	-0.5307686	Indo-Pacific	new_era	(27.75,27.85]
salinity	-0.3276408	Indo-Pacific	new_era	(27.85,27.95]
temperature	-0.4395518	Indo-Pacific	new_era	(27.85,27.95]
aou	0.4147307	Indo-Pacific	new_era	(27.85,27.95]
oxygen	-0.4000667	Indo-Pacific	new_era	(27.85,27.95]
silicate	0.4182219	Indo-Pacific	new_era	(27.85,27.95]
phosphate	0.3154189	Indo-Pacific	new_era	(27.85,27.95]
phosphate_star	-0.3579772	Indo-Pacific	new_era	(27.85,27.95]
salinity	0.1818753	Indo-Pacific	new_era	(27.95,28.05]
temperature	0.0479729	Indo-Pacific	new_era	(27.95,28.05]
aou	0.0217023	Indo-Pacific	new_era	(27.95,28.05]
oxygen	-0.0268951	Indo-Pacific	new_era	(27.95,28.05]
silicate	0.0164143	Indo-Pacific	new_era	(27.95,28.05]
phosphate	-0.0880230	Indo-Pacific	new_era	(27.95,28.05]
phosphate_star	0.0370836	Indo-Pacific	new_era	(27.95,28.05]
salinity	0.3811258	Indo-Pacific	new_era	(26.75,27]
temperature	0.4102516	Indo-Pacific	new_era	(26.75,27]
aou	-0.8923007	Indo-Pacific	new_era	(26.75,27]
oxygen	0.8254535	Indo-Pacific	new_era	(26.75,27]
silicate	-0.7199367	Indo-Pacific	new_era	(26.75,27]
phosphate	-0.9637762	Indo-Pacific	new_era	(26.75,27]
phosphate_star	0.9488903	Indo-Pacific	new_era	(26.75,27]
salinity	0.2672732	Indo-Pacific	new_era	(26,26.5]
temperature	0.3867395	Indo-Pacific	new_era	(26,26.5]
aou	-0.8483028	Indo-Pacific	new_era	(26,26.5]
oxygen	0.7699126	Indo-Pacific	new_era	(26,26.5]
silicate	-0.7136697	Indo-Pacific	new_era	(26,26.5]
phosphate	-0.9444061	Indo-Pacific	new_era	(26,26.5]
phosphate_star	0.9120232	Indo-Pacific	new_era	(26,26.5]
salinity	0.2122471	Indo-Pacific	new_era	(26.5,26.75]
temperature	0.2238553	Indo-Pacific	new_era	(26.5,26.75]
aou	-0.8156240	Indo-Pacific	new_era	(26.5,26.75]
oxygen	0.7280525	Indo-Pacific	new_era	(26.5,26.75]
silicate	-0.6332848	Indo-Pacific	new_era	(26.5,26.75]
phosphate	-0.9445690	Indo-Pacific	new_era	(26.5,26.75]
phosphate_star	0.9060975	Indo-Pacific	new_era	(26.5,26.75]
salinity	-0.1171006	Indo-Pacific	new_era	(27,27.25]
temperature	0.0539126	Indo-Pacific	new_era	(27,27.25]
aou	-0.6922140	Indo-Pacific	new_era	(27,27.25]
oxygen	0.7060918	Indo-Pacific	new_era	(27,27.25]
silicate	-0.3990296	Indo-Pacific	new_era	(27,27.25]
phosphate	-0.7337122	Indo-Pacific	new_era	(27,27.25]
phosphate_star	0.7077853	Indo-Pacific	new_era	(27,27.25]
salinity	-0.4420790	Indo-Pacific	new_era	(27.5,27.75]
temperature	-0.5502807	Indo-Pacific	new_era	(27.5,27.75]
aou	0.4703617	Indo-Pacific	new_era	(27.5,27.75]
oxygen	-0.4235624	Indo-Pacific	new_era	(27.5,27.75]
silicate	0.6742328	Indo-Pacific	new_era	(27.5,27.75]
phosphate	0.3454678	Indo-Pacific	new_era	(27.5,27.75]
phosphate_star	-0.3865339	Indo-Pacific	new_era	(27.5,27.75]
salinity	-0.6169920	Indo-Pacific	new_era	(27.25,27.5]
temperature	-0.5112289	Indo-Pacific	new_era	(27.25,27.5]
aou	0.0954519	Indo-Pacific	new_era	(27.25,27.5]
oxygen	-0.0424974	Indo-Pacific	new_era	(27.25,27.5]
silicate	0.4238548	Indo-Pacific	new_era	(27.25,27.5]
phosphate	-0.0080011	Indo-Pacific	new_era	(27.25,27.5]
phosphate_star	-0.0179683	Indo-Pacific	new_era	(27.25,27.5]
salinity	0.2448466	Indo-Pacific	new_era	(28.05,28.1]
temperature	0.1150810	Indo-Pacific	new_era	(28.05,28.1]
aou	-0.1958765	Indo-Pacific	new_era	(28.05,28.1]
oxygen	0.1793332	Indo-Pacific	new_era	(28.05,28.1]
silicate	-0.2382106	Indo-Pacific	new_era	(28.05,28.1]
phosphate	-0.3012822	Indo-Pacific	new_era	(28.05,28.1]
phosphate_star	0.2318912	Indo-Pacific	new_era	(28.05,28.1]
salinity	0.4136392	Indo-Pacific	new_era	(28.1, Inf]
temperature	0.5486616	Indo-Pacific	new_era	(28.1, Inf]
aou	0.3660777	Indo-Pacific	new_era	(28.1, Inf]
oxygen	-0.4177864	Indo-Pacific	new_era	(28.1, Inf]
silicate	-0.0587563	Indo-Pacific	new_era	(28.1, Inf]
phosphate	-0.0213370	Indo-Pacific	new_era	(28.1, Inf]
phosphate_star	-0.0859155	Indo-Pacific	new_era	(28.1, Inf]

rm(cor_Cstar_predictor, cor_Cstar_predictor_stats)

6.3 Model fitting

GLODAP %>% write_csv(here::here("data/GLODAPv2_2020/_summarized_data_files",
                                "GLODAP_MLR_fitting_ready.csv"))

6.3.1 Predictor selection

# gamma_slab_max <- GLODAP %>%
#   filter(basin == "Atlantic", era == "new_era") %>% 
#   group_by(gamma_slab) %>% 
#   count() %>% 
#   ungroup() %>% 
#   filter(n == max(n)) %>% 
#   pull(1)


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

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

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

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

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


# all_lm_stats <- all_lm_stats %>% 
#   rename(sigma = rmse)

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

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

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

# all_lm_stats %>% 
#   ggplot(aes(rmse, predictors, col = gamma_slab)) +
#   geom_point(shape = 21) +
#   facet_grid(.~basin)

n_predictors_max <- 5
n_predictors_min <- 2

all_lm_stats <- all_lm_stats %>% 
  filter(n >= n_predictors_min,
         n <= n_predictors_max) %>% 
  select(basin, era, gamma_slab, predictors, rmse)

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

all_lm_stats_wide <- all_lm_stats_wide %>% 
  mutate(rmse_sum = rmse_JGOFS_WOCE + rmse_GO_SHIP + rmse_new_era)

lm_best <- all_lm_stats_wide %>% 
  group_by(basin, gamma_slab) %>% 
  slice_min(rmse_sum, n = 10) %>% 
  ungroup()

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

basin	gamma_slab	predictors	rmse_JGOFS_WOCE	rmse_GO_SHIP	rmse_new_era	rmse_sum
Atlantic	(-Inf,26]	salinity temperature aou oxygen phosphate	7.233104	6.424028	2.765130	16.422262
Atlantic	(-Inf,26]	temperature aou oxygen phosphate phosphate_star	7.238731	6.515207	2.671672	16.425610
Atlantic	(-Inf,26]	temperature oxygen silicate phosphate phosphate_star	7.342865	6.367196	2.734672	16.444733
Atlantic	(-Inf,26]	salinity aou oxygen silicate phosphate	7.363174	6.256378	2.875347	16.494899
Atlantic	(-Inf,26]	salinity temperature oxygen silicate phosphate	7.246124	6.404483	2.852778	16.503385
Atlantic	(-Inf,26]	salinity temperature aou silicate phosphate	7.276259	6.370141	2.857798	16.504198
Atlantic	(-Inf,26]	temperature aou silicate phosphate phosphate_star	7.399728	6.385907	2.744721	16.530356
Atlantic	(-Inf,26]	temperature aou oxygen silicate phosphate	7.055656	6.789733	2.766765	16.612154
Atlantic	(-Inf,26]	salinity temperature oxygen phosphate phosphate_star	7.594469	6.323889	2.711688	16.630046
Atlantic	(-Inf,26]	salinity temperature aou phosphate phosphate_star	7.637863	6.281897	2.717708	16.637469
Atlantic	(26,26.5]	temperature aou oxygen silicate phosphate	5.363576	6.786906	3.120245	15.270727
Atlantic	(26,26.5]	temperature aou oxygen phosphate phosphate_star	5.437464	6.819617	3.180828	15.437908
Atlantic	(26,26.5]	salinity temperature aou oxygen phosphate	5.453636	6.837398	3.164633	15.455668
Atlantic	(26,26.5]	aou oxygen silicate phosphate phosphate_star	5.394684	6.892097	3.178032	15.464813
Atlantic	(26,26.5]	temperature aou oxygen phosphate	5.456491	6.837548	3.181060	15.475099
Atlantic	(26,26.5]	temperature aou silicate phosphate phosphate_star	5.430921	6.955271	3.193715	15.579907
Atlantic	(26,26.5]	salinity aou oxygen phosphate phosphate_star	5.443918	6.941283	3.196238	15.581438
Atlantic	(26,26.5]	salinity aou oxygen silicate phosphate	5.432267	6.973621	3.182424	15.588312
Atlantic	(26,26.5]	aou oxygen phosphate phosphate_star	5.467333	6.943299	3.206234	15.616865
Atlantic	(26,26.5]	aou oxygen silicate phosphate	5.439014	7.001567	3.184956	15.625537
Atlantic	(26.5,26.75]	temperature aou oxygen silicate phosphate	5.219837	5.589322	3.704869	14.514028
Atlantic	(26.5,26.75]	salinity temperature aou silicate phosphate	5.156094	5.583682	3.805535	14.545311
Atlantic	(26.5,26.75]	salinity temperature oxygen silicate phosphate	5.145692	5.566412	3.838208	14.550311
Atlantic	(26.5,26.75]	temperature oxygen silicate phosphate phosphate_star	5.211439	5.585131	3.758446	14.555017
Atlantic	(26.5,26.75]	temperature aou silicate phosphate phosphate_star	5.228077	5.603867	3.730283	14.562227
Atlantic	(26.5,26.75]	aou oxygen silicate phosphate phosphate_star	5.263529	5.643834	3.699733	14.607095
Atlantic	(26.5,26.75]	salinity aou oxygen silicate phosphate	5.201822	5.640533	3.769774	14.612130
Atlantic	(26.5,26.75]	salinity temperature aou oxygen phosphate	5.359083	5.561143	3.703778	14.624004
Atlantic	(26.5,26.75]	temperature aou oxygen phosphate phosphate_star	5.397508	5.580509	3.646853	14.624871
Atlantic	(26.5,26.75]	salinity temperature oxygen phosphate phosphate_star	5.369848	5.574805	3.734403	14.679057
Atlantic	(26.75,27]	salinity temperature oxygen silicate phosphate	4.683879	5.085526	3.618918	13.388323
Atlantic	(26.75,27]	salinity temperature aou silicate phosphate	4.703334	5.094493	3.629813	13.427639
Atlantic	(26.75,27]	salinity temperature oxygen phosphate phosphate_star	4.729705	5.146821	3.618566	13.495093
Atlantic	(26.75,27]	temperature oxygen silicate phosphate phosphate_star	4.734490	5.134443	3.633381	13.502314
Atlantic	(26.75,27]	salinity temperature aou phosphate phosphate_star	4.749608	5.152628	3.629477	13.531713
Atlantic	(26.75,27]	salinity temperature aou oxygen phosphate	4.742004	5.170997	3.622653	13.535654
Atlantic	(26.75,27]	salinity temperature oxygen phosphate	4.742309	5.171062	3.623176	13.536547
Atlantic	(26.75,27]	temperature aou silicate phosphate phosphate_star	4.761655	5.140782	3.647651	13.550089
Atlantic	(26.75,27]	temperature aou oxygen phosphate phosphate_star	4.757625	5.161932	3.641829	13.561385
Atlantic	(26.75,27]	salinity temperature aou phosphate	4.758055	5.173299	3.634027	13.565381
Atlantic	(27,27.25]	temperature oxygen silicate phosphate phosphate_star	5.150199	4.920376	4.425074	14.495649
Atlantic	(27,27.25]	temperature aou oxygen phosphate phosphate_star	5.155952	4.955575	4.485850	14.597377
Atlantic	(27,27.25]	temperature aou silicate phosphate phosphate_star	5.201088	4.956303	4.448113	14.605505
Atlantic	(27,27.25]	salinity temperature oxygen phosphate phosphate_star	5.205096	4.944247	4.501528	14.650871
Atlantic	(27,27.25]	temperature oxygen phosphate phosphate_star	5.243274	4.975377	4.507371	14.726023
Atlantic	(27,27.25]	salinity temperature oxygen silicate phosphate	5.025839	5.042443	4.665827	14.734108
Atlantic	(27,27.25]	salinity temperature aou phosphate phosphate_star	5.259815	4.977166	4.519119	14.756100
Atlantic	(27,27.25]	salinity temperature aou silicate phosphate	5.086705	5.064103	4.676695	14.827503
Atlantic	(27,27.25]	temperature aou phosphate phosphate_star	5.294046	5.010556	4.526341	14.830943
Atlantic	(27,27.25]	aou oxygen silicate phosphate phosphate_star	5.340125	5.046883	4.477069	14.864077
Atlantic	(27.25,27.5]	salinity temperature oxygen phosphate phosphate_star	4.784084	4.325538	3.661619	12.771241
Atlantic	(27.25,27.5]	salinity temperature aou phosphate phosphate_star	4.831010	4.335440	3.672001	12.838450
Atlantic	(27.25,27.5]	temperature aou oxygen phosphate phosphate_star	4.778594	4.486817	3.662943	12.928355
Atlantic	(27.25,27.5]	temperature oxygen silicate phosphate phosphate_star	4.815587	4.464644	3.651525	12.931757
Atlantic	(27.25,27.5]	salinity aou oxygen phosphate phosphate_star	4.909921	4.380487	3.693874	12.984282
Atlantic	(27.25,27.5]	temperature aou silicate phosphate phosphate_star	4.864184	4.466131	3.654361	12.984677
Atlantic	(27.25,27.5]	temperature oxygen phosphate phosphate_star	4.836475	4.492731	3.663888	12.993095
Atlantic	(27.25,27.5]	salinity temperature aou oxygen phosphate	4.690176	4.375626	3.957693	13.023495
Atlantic	(27.25,27.5]	temperature aou phosphate phosphate_star	4.877589	4.486869	3.672726	13.037184
Atlantic	(27.25,27.5]	salinity temperature oxygen silicate phosphate	4.785817	4.370284	3.888408	13.044510
Atlantic	(27.5,27.75]	temperature aou silicate phosphate phosphate_star	4.178798	4.405750	4.230958	12.815506
Atlantic	(27.5,27.75]	temperature oxygen silicate phosphate phosphate_star	4.171250	4.419163	4.233864	12.824277
Atlantic	(27.5,27.75]	aou oxygen silicate phosphate phosphate_star	4.197885	4.399525	4.230411	12.827821
Atlantic	(27.5,27.75]	salinity temperature oxygen silicate phosphate	4.179766	4.394406	4.324356	12.898528
Atlantic	(27.5,27.75]	salinity temperature aou silicate phosphate	4.191718	4.383035	4.326416	12.901169
Atlantic	(27.5,27.75]	salinity aou oxygen silicate phosphate	4.210252	4.376137	4.327749	12.914138
Atlantic	(27.5,27.75]	temperature aou oxygen silicate phosphate	4.183773	4.409376	4.344048	12.937196
Atlantic	(27.5,27.75]	temperature aou silicate phosphate	4.197530	4.418293	4.345437	12.961259
Atlantic	(27.5,27.75]	temperature oxygen silicate phosphate	4.186794	4.431777	4.344048	12.962619
Atlantic	(27.5,27.75]	aou oxygen silicate phosphate	4.219326	4.412680	4.348932	12.980938
Atlantic	(27.75,27.85]	salinity aou oxygen silicate phosphate	4.155188	4.343314	6.006423	14.504925
Atlantic	(27.75,27.85]	salinity temperature oxygen silicate phosphate	4.152518	4.345415	6.018195	14.516128
Atlantic	(27.75,27.85]	salinity oxygen silicate phosphate phosphate_star	4.148845	4.341301	6.027563	14.517708
Atlantic	(27.75,27.85]	salinity temperature aou silicate phosphate	4.156656	4.348980	6.020016	14.525652
Atlantic	(27.75,27.85]	salinity aou silicate phosphate phosphate_star	4.141199	4.359680	6.036728	14.537608
Atlantic	(27.75,27.85]	salinity oxygen silicate phosphate	4.165017	4.346978	6.027909	14.539904
Atlantic	(27.75,27.85]	temperature aou oxygen silicate phosphate	4.221683	4.350846	5.972594	14.545123
Atlantic	(27.75,27.85]	salinity aou silicate phosphate	4.158893	4.364303	6.036854	14.560050
Atlantic	(27.75,27.85]	temperature oxygen silicate phosphate phosphate_star	4.213737	4.380967	6.023641	14.618345
Atlantic	(27.75,27.85]	temperature aou silicate phosphate phosphate_star	4.216149	4.387433	6.025514	14.629095
Atlantic	(27.85,27.95]	salinity aou oxygen silicate phosphate	3.727889	4.172888	4.843709	12.744486
Atlantic	(27.85,27.95]	salinity temperature oxygen silicate phosphate	3.739892	4.187911	4.879615	12.807418
Atlantic	(27.85,27.95]	salinity temperature aou silicate phosphate	3.750570	4.193737	4.879217	12.823524
Atlantic	(27.85,27.95]	salinity temperature silicate phosphate phosphate_star	3.882773	4.290264	4.849271	13.022309
Atlantic	(27.85,27.95]	salinity temperature silicate phosphate	3.980800	4.290271	4.879951	13.151023
Atlantic	(27.85,27.95]	salinity oxygen silicate phosphate phosphate_star	3.771723	4.412669	5.319665	13.504056
Atlantic	(27.85,27.95]	salinity oxygen silicate phosphate	3.788228	4.442442	5.332826	13.563495
Atlantic	(27.85,27.95]	salinity aou silicate phosphate phosphate_star	3.896036	4.600259	5.378794	13.875090
Atlantic	(27.85,27.95]	salinity aou silicate phosphate	3.924500	4.616418	5.383425	13.924343
Atlantic	(27.85,27.95]	temperature aou oxygen silicate phosphate	4.214755	4.849638	5.263138	14.327531
Atlantic	(27.95,28.05]	salinity aou oxygen silicate phosphate	3.487770	4.416875	4.820087	12.724732
Atlantic	(27.95,28.05]	salinity temperature oxygen silicate phosphate	3.498901	4.435697	4.910557	12.845155
Atlantic	(27.95,28.05]	salinity oxygen silicate phosphate phosphate_star	3.570396	4.433626	4.875191	12.879213
Atlantic	(27.95,28.05]	salinity temperature aou silicate phosphate	3.508118	4.459459	4.931814	12.899391
Atlantic	(27.95,28.05]	salinity temperature aou oxygen phosphate	3.755336	4.422690	4.799080	12.977106
Atlantic	(27.95,28.05]	salinity oxygen silicate phosphate	3.570686	4.452825	5.020607	13.044118
Atlantic	(27.95,28.05]	salinity temperature silicate phosphate phosphate_star	3.755808	4.829486	4.861915	13.447209
Atlantic	(27.95,28.05]	salinity aou silicate phosphate phosphate_star	3.750648	4.607306	5.100329	13.458284
Atlantic	(27.95,28.05]	salinity aou silicate phosphate	3.757788	4.616897	5.190912	13.565597
Atlantic	(27.95,28.05]	salinity temperature silicate phosphate	3.758011	4.835232	4.988962	13.582204
Atlantic	(28.05,28.1]	salinity temperature aou oxygen phosphate	3.539499	4.427871	4.144983	12.112354
Atlantic	(28.05,28.1]	temperature aou oxygen silicate phosphate	3.643192	4.386906	4.117142	12.147240
Atlantic	(28.05,28.1]	temperature aou oxygen phosphate phosphate_star	3.737328	4.517341	4.186888	12.441557
Atlantic	(28.05,28.1]	temperature aou oxygen phosphate	3.737933	4.520827	4.228193	12.486953
Atlantic	(28.05,28.1]	salinity temperature oxygen silicate phosphate	3.531111	4.629803	4.415293	12.576206
Atlantic	(28.05,28.1]	salinity temperature oxygen phosphate phosphate_star	3.554312	4.684188	4.356252	12.594752
Atlantic	(28.05,28.1]	salinity oxygen silicate phosphate phosphate_star	3.548422	4.631248	4.447473	12.627143
Atlantic	(28.05,28.1]	salinity temperature oxygen phosphate	3.557078	4.688580	4.416199	12.661857
Atlantic	(28.05,28.1]	salinity aou oxygen silicate phosphate	3.554108	4.635135	4.529410	12.718653
Atlantic	(28.05,28.1]	salinity oxygen silicate phosphate	3.555467	4.648734	4.534233	12.738434
Atlantic	(28.1,28.15]	salinity temperature oxygen silicate phosphate	3.349308	4.010613	4.254217	11.614139
Atlantic	(28.1,28.15]	salinity temperature aou oxygen phosphate	3.440411	4.008819	4.211635	11.660865
Atlantic	(28.1,28.15]	temperature aou oxygen silicate phosphate	3.436793	4.025910	4.216057	11.678759
Atlantic	(28.1,28.15]	temperature oxygen silicate phosphate phosphate_star	3.430280	4.041063	4.243363	11.714706
Atlantic	(28.1,28.15]	salinity temperature oxygen phosphate phosphate_star	3.448754	4.022449	4.243864	11.715066
Atlantic	(28.1,28.15]	salinity temperature oxygen phosphate	3.449525	4.022451	4.254795	11.726772
Atlantic	(28.1,28.15]	temperature oxygen silicate phosphate	3.437071	4.041093	4.255279	11.733443
Atlantic	(28.1,28.15]	salinity temperature aou silicate phosphate	3.390856	4.077688	4.319062	11.787606
Atlantic	(28.1,28.15]	temperature aou oxygen phosphate phosphate_star	3.542289	4.045605	4.211446	11.799340
Atlantic	(28.1,28.15]	temperature aou oxygen phosphate	3.542305	4.046629	4.220084	11.809018
Atlantic	(28.15,28.2]	salinity temperature aou oxygen phosphate	3.719163	3.681081	2.836143	10.236388
Atlantic	(28.15,28.2]	salinity temperature aou silicate phosphate	3.739761	3.698785	2.835064	10.273611
Atlantic	(28.15,28.2]	salinity temperature aou phosphate phosphate_star	3.727244	3.710071	2.837066	10.274381
Atlantic	(28.15,28.2]	salinity temperature aou phosphate	3.740143	3.711047	2.837785	10.288975
Atlantic	(28.15,28.2]	salinity aou oxygen silicate phosphate	3.713912	3.687702	2.914045	10.315659
Atlantic	(28.15,28.2]	salinity temperature oxygen silicate phosphate	3.775192	3.734735	2.836415	10.346342
Atlantic	(28.15,28.2]	salinity aou oxygen phosphate phosphate_star	3.705570	3.688287	2.955392	10.349249
Atlantic	(28.15,28.2]	salinity aou oxygen phosphate	3.719217	3.688379	2.956477	10.364073
Atlantic	(28.15,28.2]	salinity temperature oxygen phosphate phosphate_star	3.777038	3.755312	2.835243	10.367592
Atlantic	(28.15,28.2]	salinity temperature oxygen phosphate	3.784450	3.757169	2.836701	10.378319
Atlantic	(28.2, Inf]	salinity temperature aou oxygen phosphate	3.337999	3.143686	2.685083	9.166769
Atlantic	(28.2, Inf]	salinity aou oxygen silicate phosphate	3.358320	3.145049	2.767527	9.270896
Atlantic	(28.2, Inf]	salinity temperature aou silicate phosphate	3.425561	3.148993	2.696506	9.271059
Atlantic	(28.2, Inf]	salinity aou oxygen phosphate phosphate_star	3.376522	3.141055	2.763926	9.281502
Atlantic	(28.2, Inf]	salinity aou oxygen phosphate	3.378104	3.145072	2.767543	9.290719
Atlantic	(28.2, Inf]	salinity temperature aou phosphate phosphate_star	3.471029	3.143746	2.692778	9.307553
Atlantic	(28.2, Inf]	salinity temperature aou phosphate	3.472721	3.149181	2.700720	9.322622
Atlantic	(28.2, Inf]	salinity temperature oxygen silicate phosphate	3.502342	3.144268	2.676045	9.322655
Atlantic	(28.2, Inf]	temperature aou oxygen silicate phosphate	3.361576	3.278500	2.736479	9.376555
Atlantic	(28.2, Inf]	temperature aou oxygen phosphate phosphate_star	3.384056	3.283704	2.751414	9.419175
Indo-Pacific	(-Inf,26]	salinity aou oxygen phosphate phosphate_star	11.652593	6.872465	4.747255	23.272313
Indo-Pacific	(-Inf,26]	salinity temperature aou phosphate phosphate_star	11.725349	6.849543	4.968075	23.542968
Indo-Pacific	(-Inf,26]	salinity temperature oxygen phosphate phosphate_star	11.771329	6.883678	5.114532	23.769539
Indo-Pacific	(-Inf,26]	salinity aou oxygen silicate phosphate	11.591824	7.146475	5.644898	24.383197
Indo-Pacific	(-Inf,26]	salinity temperature aou silicate phosphate	11.662658	7.221472	5.848813	24.732943
Indo-Pacific	(-Inf,26]	salinity temperature aou oxygen phosphate_star	12.532453	7.048097	5.305447	24.885997
Indo-Pacific	(-Inf,26]	salinity temperature oxygen silicate phosphate	11.701156	7.270085	5.949523	24.920764
Indo-Pacific	(-Inf,26]	salinity temperature oxygen silicate phosphate_star	12.564249	7.054970	5.319566	24.938785
Indo-Pacific	(-Inf,26]	salinity temperature aou silicate phosphate_star	12.593023	7.092992	5.270621	24.956636
Indo-Pacific	(-Inf,26]	salinity temperature oxygen phosphate_star	12.574223	7.054989	5.382004	25.011216
Indo-Pacific	(26,26.5]	salinity temperature aou phosphate phosphate_star	7.884709	5.129658	3.991869	17.006237
Indo-Pacific	(26,26.5]	salinity aou oxygen phosphate phosphate_star	7.825697	5.232341	3.950876	17.008915
Indo-Pacific	(26,26.5]	salinity aou oxygen silicate phosphate	7.863872	5.215921	3.936596	17.016389
Indo-Pacific	(26,26.5]	salinity temperature oxygen phosphate phosphate_star	7.925778	5.121998	4.024452	17.072228
Indo-Pacific	(26,26.5]	salinity temperature aou silicate phosphate	7.935808	5.171091	4.013896	17.120795
Indo-Pacific	(26,26.5]	salinity temperature oxygen silicate phosphate	7.972957	5.179160	4.053536	17.205653
Indo-Pacific	(26,26.5]	salinity temperature aou oxygen phosphate	7.969753	5.311089	4.249030	17.529872
Indo-Pacific	(26,26.5]	salinity temperature aou phosphate	8.020770	5.323834	4.291014	17.635619
Indo-Pacific	(26,26.5]	salinity aou oxygen phosphate	7.970078	5.414262	4.254610	17.638950
Indo-Pacific	(26,26.5]	salinity temperature oxygen phosphate	8.051221	5.312575	4.311661	17.675457
Indo-Pacific	(26.5,26.75]	salinity aou oxygen phosphate phosphate_star	5.643270	5.441635	4.201758	15.286663
Indo-Pacific	(26.5,26.75]	salinity temperature aou phosphate phosphate_star	5.744701	5.481610	4.285316	15.511626
Indo-Pacific	(26.5,26.75]	salinity temperature oxygen phosphate phosphate_star	5.810017	5.522181	4.347636	15.679835
Indo-Pacific	(26.5,26.75]	salinity aou oxygen silicate phosphate	5.905584	5.702333	4.562541	16.170458
Indo-Pacific	(26.5,26.75]	salinity temperature aou oxygen phosphate	5.986932	5.709024	4.619676	16.315632
Indo-Pacific	(26.5,26.75]	salinity aou oxygen phosphate	5.988940	5.709065	4.635932	16.333936
Indo-Pacific	(26.5,26.75]	salinity temperature aou silicate phosphate	6.048583	5.719303	4.660956	16.428842
Indo-Pacific	(26.5,26.75]	aou oxygen silicate phosphate phosphate_star	6.137998	5.852677	4.450257	16.440932
Indo-Pacific	(26.5,26.75]	salinity temperature aou phosphate	6.075088	5.745923	4.716630	16.537642
Indo-Pacific	(26.5,26.75]	temperature aou oxygen phosphate phosphate_star	6.114876	5.850423	4.573040	16.538338
Indo-Pacific	(26.75,27]	temperature aou oxygen phosphate phosphate_star	6.512153	4.907927	4.030310	15.450390
Indo-Pacific	(26.75,27]	salinity aou oxygen phosphate phosphate_star	6.562262	4.957194	4.045916	15.565373
Indo-Pacific	(26.75,27]	aou oxygen silicate phosphate phosphate_star	6.519772	4.958933	4.154753	15.633458
Indo-Pacific	(26.75,27]	temperature aou oxygen silicate phosphate	6.525639	4.983289	4.221813	15.730741
Indo-Pacific	(26.75,27]	aou oxygen phosphate phosphate_star	6.598292	5.006942	4.154785	15.760018
Indo-Pacific	(26.75,27]	salinity temperature aou oxygen phosphate	6.549695	5.020274	4.249159	15.819127
Indo-Pacific	(26.75,27]	temperature aou oxygen phosphate	6.552943	5.020844	4.262915	15.836701
Indo-Pacific	(26.75,27]	temperature aou silicate phosphate phosphate_star	6.552474	5.026245	4.289949	15.868669
Indo-Pacific	(26.75,27]	temperature oxygen silicate phosphate phosphate_star	6.589732	5.091516	4.384008	16.065256
Indo-Pacific	(26.75,27]	salinity temperature aou phosphate phosphate_star	6.677586	5.136264	4.252461	16.066312
Indo-Pacific	(27,27.25]	temperature aou oxygen silicate phosphate	6.057890	4.532863	4.048207	14.638960
Indo-Pacific	(27,27.25]	salinity temperature aou oxygen phosphate	6.083955	4.607439	4.166144	14.857539
Indo-Pacific	(27,27.25]	temperature aou oxygen phosphate phosphate_star	6.113241	4.648067	4.163487	14.924795
Indo-Pacific	(27,27.25]	salinity aou oxygen silicate phosphate	6.431710	4.541014	4.107446	15.080171
Indo-Pacific	(27,27.25]	temperature aou oxygen phosphate	6.115680	4.747192	4.304603	15.167475
Indo-Pacific	(27,27.25]	salinity aou silicate phosphate phosphate_star	6.509533	4.544592	4.121767	15.175892
Indo-Pacific	(27,27.25]	salinity temperature aou silicate phosphate	6.562627	4.548385	4.119478	15.230490
Indo-Pacific	(27,27.25]	salinity aou silicate phosphate	6.576878	4.548729	4.126122	15.251729
Indo-Pacific	(27,27.25]	salinity aou oxygen phosphate phosphate_star	6.431281	4.709064	4.174627	15.314973
Indo-Pacific	(27,27.25]	salinity temperature oxygen silicate phosphate	6.676758	4.583771	4.146776	15.407305
Indo-Pacific	(27.25,27.5]	temperature aou oxygen silicate phosphate	4.835968	3.913969	3.527790	12.277728
Indo-Pacific	(27.25,27.5]	salinity aou oxygen silicate phosphate	5.251519	3.924282	3.243081	12.418882
Indo-Pacific	(27.25,27.5]	temperature aou oxygen phosphate phosphate_star	4.863065	4.084331	3.647515	12.594911
Indo-Pacific	(27.25,27.5]	salinity temperature aou oxygen phosphate	4.862194	4.131183	3.627177	12.620554
Indo-Pacific	(27.25,27.5]	salinity temperature aou silicate phosphate	5.578168	3.945800	3.247152	12.771119
Indo-Pacific	(27.25,27.5]	temperature aou oxygen phosphate	4.866519	4.177465	3.729263	12.773247
Indo-Pacific	(27.25,27.5]	salinity aou oxygen phosphate phosphate_star	5.202101	4.189161	3.564507	12.955770
Indo-Pacific	(27.25,27.5]	salinity temperature oxygen silicate phosphate	5.801738	3.975890	3.253916	13.031545
Indo-Pacific	(27.25,27.5]	aou oxygen silicate phosphate phosphate_star	5.231115	4.179514	3.679102	13.089731
Indo-Pacific	(27.25,27.5]	salinity aou silicate phosphate phosphate_star	5.925597	3.952449	3.239888	13.117934
Indo-Pacific	(27.5,27.75]	salinity aou oxygen silicate phosphate	4.688828	3.618102	2.968149	11.275080
Indo-Pacific	(27.5,27.75]	salinity temperature aou silicate phosphate	4.857991	3.616196	2.966581	11.440767
Indo-Pacific	(27.5,27.75]	temperature aou oxygen silicate phosphate	4.414022	3.841294	3.290961	11.546277
Indo-Pacific	(27.5,27.75]	salinity temperature oxygen silicate phosphate	4.986342	3.619099	2.965966	11.571407
Indo-Pacific	(27.5,27.75]	salinity temperature aou oxygen phosphate	4.436909	3.849001	3.371011	11.656920
Indo-Pacific	(27.5,27.75]	temperature aou oxygen phosphate phosphate_star	4.435934	3.911470	3.405050	11.752454
Indo-Pacific	(27.5,27.75]	temperature aou oxygen phosphate	4.437170	3.916272	3.429891	11.783332
Indo-Pacific	(27.5,27.75]	salinity aou oxygen phosphate phosphate_star	4.689603	3.835711	3.334569	11.859882
Indo-Pacific	(27.5,27.75]	salinity aou oxygen phosphate	4.689770	3.851583	3.372534	11.913887
Indo-Pacific	(27.5,27.75]	aou oxygen silicate phosphate phosphate_star	4.694510	3.840147	3.409260	11.943917
Indo-Pacific	(27.75,27.85]	temperature aou oxygen silicate phosphate	4.269432	3.241574	2.903747	10.414753
Indo-Pacific	(27.75,27.85]	salinity temperature oxygen silicate phosphate	4.308811	3.258512	2.865015	10.432338
Indo-Pacific	(27.75,27.85]	salinity temperature aou silicate phosphate	4.285667	3.281811	2.876268	10.443746
Indo-Pacific	(27.75,27.85]	salinity aou oxygen silicate phosphate	4.262144	3.320317	2.896917	10.479378
Indo-Pacific	(27.75,27.85]	temperature aou silicate phosphate phosphate_star	4.300544	3.271219	2.918998	10.490761
Indo-Pacific	(27.75,27.85]	temperature oxygen silicate phosphate phosphate_star	4.326772	3.254352	2.911216	10.492339
Indo-Pacific	(27.75,27.85]	aou oxygen silicate phosphate phosphate_star	4.272132	3.304968	2.938537	10.515636
Indo-Pacific	(27.75,27.85]	temperature oxygen silicate phosphate	4.327841	3.271370	2.916579	10.515790
Indo-Pacific	(27.75,27.85]	temperature aou silicate phosphate	4.302407	3.293390	2.924736	10.520533
Indo-Pacific	(27.75,27.85]	temperature aou oxygen phosphate phosphate_star	4.261066	3.299139	3.000201	10.560406
Indo-Pacific	(27.85,27.95]	temperature aou silicate phosphate phosphate_star	4.303730	2.964754	2.889269	10.157754
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate phosphate_star	4.288887	2.967361	2.903249	10.159496
Indo-Pacific	(27.85,27.95]	salinity temperature aou silicate phosphate	4.321113	2.980023	2.878668	10.179804
Indo-Pacific	(27.85,27.95]	temperature oxygen silicate phosphate phosphate_star	4.322979	2.972074	2.886339	10.181392
Indo-Pacific	(27.85,27.95]	salinity aou oxygen silicate phosphate	4.308082	2.987020	2.896438	10.191540
Indo-Pacific	(27.85,27.95]	temperature aou oxygen silicate phosphate	4.314832	2.983036	2.896340	10.194207
Indo-Pacific	(27.85,27.95]	salinity temperature oxygen silicate phosphate	4.340586	2.984254	2.870691	10.195531
Indo-Pacific	(27.85,27.95]	temperature aou silicate phosphate	4.326316	2.983354	2.899097	10.208768
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate	4.314868	2.989308	2.913618	10.217794
Indo-Pacific	(27.85,27.95]	salinity aou oxygen phosphate phosphate_star	4.271402	2.998071	2.959829	10.229302
Indo-Pacific	(27.95,28.05]	salinity aou oxygen silicate phosphate	4.380825	2.852408	3.078449	10.311682
Indo-Pacific	(27.95,28.05]	salinity aou oxygen phosphate phosphate_star	4.381490	2.878636	3.076442	10.336569
Indo-Pacific	(27.95,28.05]	aou oxygen silicate phosphate phosphate_star	4.398487	2.860645	3.079305	10.338437
Indo-Pacific	(27.95,28.05]	salinity temperature aou silicate phosphate	4.399293	2.875842	3.067839	10.342974
Indo-Pacific	(27.95,28.05]	temperature aou oxygen phosphate phosphate_star	4.399165	2.871522	3.076308	10.346995
Indo-Pacific	(27.95,28.05]	aou oxygen phosphate phosphate_star	4.399784	2.878684	3.080077	10.358546
Indo-Pacific	(27.95,28.05]	salinity temperature aou oxygen phosphate	4.381680	2.872244	3.110001	10.363925
Indo-Pacific	(27.95,28.05]	salinity aou oxygen phosphate	4.381858	2.881876	3.110180	10.373914
Indo-Pacific	(27.95,28.05]	temperature aou silicate phosphate phosphate_star	4.422479	2.885926	3.068729	10.377135
Indo-Pacific	(27.95,28.05]	temperature aou oxygen silicate phosphate	4.402331	2.868436	3.112341	10.383108
Indo-Pacific	(28.05,28.1]	salinity aou oxygen phosphate phosphate_star	4.234297	2.857998	2.800839	9.893134
Indo-Pacific	(28.05,28.1]	salinity aou oxygen silicate phosphate	4.231465	2.843034	2.829063	9.903562
Indo-Pacific	(28.05,28.1]	salinity temperature aou oxygen phosphate	4.230598	2.861453	2.819898	9.911949
Indo-Pacific	(28.05,28.1]	salinity aou oxygen phosphate	4.234300	2.864288	2.831678	9.930266
Indo-Pacific	(28.05,28.1]	aou oxygen silicate phosphate phosphate_star	4.232564	2.871417	2.826666	9.930646
Indo-Pacific	(28.05,28.1]	temperature aou oxygen phosphate phosphate_star	4.232111	2.872811	2.844050	9.948973
Indo-Pacific	(28.05,28.1]	salinity temperature aou silicate phosphate	4.271623	2.848117	2.838349	9.958088
Indo-Pacific	(28.05,28.1]	aou oxygen phosphate phosphate_star	4.237606	2.873181	2.851534	9.962321
Indo-Pacific	(28.05,28.1]	temperature aou oxygen silicate phosphate	4.231850	2.881579	2.863461	9.976889
Indo-Pacific	(28.05,28.1]	aou oxygen silicate phosphate	4.233558	2.883351	2.872585	9.989494
Indo-Pacific	(28.1, Inf]	salinity aou oxygen silicate phosphate	3.567664	3.090883	2.618254	9.276801
Indo-Pacific	(28.1, Inf]	temperature aou oxygen silicate phosphate	3.599744	3.042637	2.653758	9.296139
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate phosphate_star	3.633084	2.982321	2.697944	9.313349
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate	3.638971	3.091267	2.706785	9.437024
Indo-Pacific	(28.1, Inf]	salinity aou oxygen phosphate phosphate_star	3.596967	3.202683	2.651638	9.451287
Indo-Pacific	(28.1, Inf]	salinity temperature aou phosphate phosphate_star	3.537341	3.234509	2.701246	9.473096
Indo-Pacific	(28.1, Inf]	salinity temperature aou oxygen phosphate	3.537528	3.314768	2.641163	9.493459
Indo-Pacific	(28.1, Inf]	salinity aou oxygen phosphate	3.597324	3.320281	2.652926	9.570531
Indo-Pacific	(28.1, Inf]	salinity temperature aou silicate phosphate	3.538830	3.348288	2.712252	9.599369
Indo-Pacific	(28.1, Inf]	salinity temperature oxygen phosphate phosphate_star	3.590808	3.275252	2.761419	9.627479

rm(n_predictors_max, n_predictors_min)

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

# test_lm <- lm_best %>% 
#   slice_min(rmse_sum) %>% 
#   select(lm_coeff) %>% 
#   pull()
# 
# class(test_lm)
# test_lm_formula <- as.formula(test_lm)
# class(test_lm_formula)

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

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

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

      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>% 
        filter(gamma_slab == i_gamma_slab)
      
      lm_best_basin_slab <- lm_best_basin %>% 
        filter(gamma_slab == i_gamma_slab)
      
      for (i_rmse_sum in unique(lm_best_basin_slab$rmse_sum)) {
        
        # i_rmse_sum <- unique(lm_best_basin_slab$rmse_sum)[2]
        
        lm_best_single <- lm_best %>%
          filter(rmse_sum == i_rmse_sum) %>%
          select(lm_coeff) %>%
          pull()
        
        lm_formula <- as.formula(lm_best_single)
        
        model_single <- lm(lm_formula, 
              data = GLODAP_basin_era_slab)
        
        coefficients <- tidy(model_single)
        coefficients <- coefficients %>% 
          mutate(basin = i_basin,
                 era = i_era,
                 gamma_slab = i_gamma_slab,
                 model = lm_best_single,
                 rmse = i_rmse_sum)
        
        print(lm_best_single)
      
      if (exists("all_lm")) {
        all_lm <- bind_rows(all_lm, coefficients)
      }
      
      if (!exists("all_lm")) {
        all_lm <- coefficients
      }
      
      rm(lm_formula, model_single, coefficients)
        
      }
      
 
    }
    
  }
  
}


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

6.3.2 All predictors

MLRs <- GLODAP %>%
  nest(data = -c(basin, era, gamma_slab)) %>% 
  mutate(
    fit = map(data, ~ lm(Cstar ~ salinity  + temperature  + aou  + oxygen  + silicate  + phosphate  + phosphate_star,
                         data = .x)),
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment)
  )

MLRs_tidied <- MLRs %>% 
  unnest(tidied)

MLRs_tidied

MLRs_tidied <- MLRs_tidied %>% 
  select(era, basin, gamma_slab, term, estimate, p.value)

MLRs_tidied_wide <- MLRs_tidied %>% 
  select(-p.value) %>% 
  pivot_wider(names_from = era, values_from = estimate, names_prefix = "coeff_")

MLRs_tidied_wide <- MLRs_tidied_wide %>% 
  mutate(delta_coeff_J_G = coeff_GO_SHIP - coeff_JGOFS_WOCE,
         delta_coeff_G_n = coeff_new_era - coeff_GO_SHIP,
         delta_coeff_n_G = coeff_new_era - coeff_JGOFS_WOCE)

MLRs_tidied %>% 
  ggplot(aes(p.value, term, col = gamma_slab)) +
  geom_point() +
  facet_grid(basin~era)

MLRs_tidied %>% 
  filter(p.value < 0.05) %>% 
  ggplot(aes(p.value, term, col = gamma_slab)) +
  geom_point() +
  facet_grid(basin~era)

MLRs_tidied %>% 
  ggplot(aes(p.value, term)) +
  geom_boxplot() +
  facet_grid(basin~era)

MLRs %>% 
  unnest(glanced)

MLRs %>% 
  unnest(augmented)

7 Open tasks

Check if intercept is modeled

sessionInfo()

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

Matrix products: default

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

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

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

loaded via a namespace (and not attached):
 [1] fs_1.4.2           webshot_0.5.2      RColorBrewer_1.1-2 httr_1.4.2        
 [5] rprojroot_1.3-2    tools_4.0.2        backports_1.1.8    R6_2.4.1          
 [9] nortest_1.0-4      DBI_1.1.0          colorspace_1.4-1   withr_2.2.0       
[13] tidyselect_1.1.0   gridExtra_2.3      curl_4.3           compiler_4.0.2    
[17] git2r_0.27.1       cli_2.0.2          rvest_0.3.6        xml2_1.3.2        
[21] labeling_0.3       scales_1.1.1       goftest_1.2-2      digest_0.6.25     
[25] foreign_0.8-80     rmarkdown_2.3      rio_0.5.16         pkgconfig_2.0.3   
[29] htmltools_0.5.0    highr_0.8          dbplyr_1.4.4       maps_3.3.0        
[33] rlang_0.4.7        readxl_1.3.1       rstudioapi_0.11    generics_0.0.2    
[37] farver_2.0.3       jsonlite_1.7.0     zip_2.0.4          car_3.0-8         
[41] magrittr_1.5       Rcpp_1.0.5         munsell_0.5.0      fansi_0.4.1       
[45] abind_1.4-5        lifecycle_0.2.0    stringi_1.4.6      whisker_0.4       
[49] yaml_2.2.1         carData_3.0-4      plyr_1.8.6         grid_4.0.2        
[53] blob_1.2.1         promises_1.1.1     crayon_1.3.4       haven_2.3.1       
[57] hms_0.5.3          pillar_1.4.6       reprex_0.3.0       glue_1.4.1        
[61] evaluate_0.14      data.table_1.13.0  modelr_0.1.8       vctrs_0.3.2       
[65] httpuv_1.5.4       cellranger_1.1.0   gtable_0.3.0       reshape_0.8.8     
[69] assertthat_0.2.1   xfun_0.16          openxlsx_4.1.5     later_1.1.0.1     
[73] viridisLite_0.3.0  ellipsis_0.3.1     here_0.1

Data base

Jens Daniel Müller

30 July, 2020

1 Required data

2 C*

2.1 Stoichiometric ratios

2.2 Calculation

3 PO₄* calculation

4 Reference year adjustment

4.1 Merge data sets

4.1.1 GLODAP + Cant

4.1.2 GLODAP + atm. pCO₂

4.2 Calculate adjustment

4.3 Control plots

4.3.1 Histogram

4.3.2 Time series

5 Selected section plots

6 MLR

6.1 Isoneutral slabs

6.2 Predictor correlation

6.2.1 Overview

6.2.2 Grouped for basin, era, slab

6.2.3 Correlation coeffcients

6.2.3.1 Calculation of correlation coeffcients

6.2.3.2 Predictor pairs

6.2.3.3 C* vs individual predictors

6.3 Model fitting

6.3.1 Predictor selection

6.3.2 All predictors

7 Open tasks

Data base

Jens Daniel Müller

30 July, 2020

1 Required data

2 C*

2.1 Stoichiometric ratios

2.2 Calculation

3 PO4* calculation

4 Reference year adjustment

4.1 Merge data sets

4.1.1 GLODAP + Cant

4.1.2 GLODAP + atm. pCO2

4.2 Calculate adjustment

4.3 Control plots

4.3.1 Histogram

4.3.2 Time series

5 Selected section plots

6 MLR

6.1 Isoneutral slabs

6.2 Predictor correlation

6.2.1 Overview

6.2.2 Grouped for basin, era, slab

6.2.3 Correlation coeffcients

6.2.3.1 Calculation of correlation coeffcients

6.2.3.2 Predictor pairs

6.2.3.3 C* vs individual predictors

6.3 Model fitting

6.3.1 Predictor selection

6.3.2 All predictors

7 Open tasks

3 PO₄* calculation

4.1.2 GLODAP + atm. pCO₂