eMLR - model fitting
Jens Daniel Müller
02 September, 2020
Last updated: 2020-09-02
Checks: 7 0
Knit directory: Cant_eMLR/
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library(tidyverse)
library(lubridate)
library(patchwork)
library(GGally)
library(olsrr)
library(knitr)
library(kableExtra)
library(broom)
library(corrr)1 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 file
GLODAP <-
read_csv(
here::here(
"data/GLODAPv2_2020/_summarized_data_files",
"GLODAP_MLR_fitting_ready.csv"
)
)2 Model fitting
Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_full <- lm(Cstar ~
sal +
tem +
aou +
oxygen +
silicate +
phosphate +
phosphate_star,
data = GLODAP_basin_era_slab)
lm_all <- ols_step_all_possible(lm_full)
temp <- as_tibble(lm_all$result)
temp <- temp %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("all_lm_stats")) {
all_lm_stats <- bind_rows(all_lm_stats, temp)
}
if (!exists("all_lm_stats")) {
all_lm_stats <- temp
}
rm(lm_full, lm_all, temp)
}
}
}
all_lm_stats %>%
write_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
rm(i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab,
all_lm_stats)RMSE was plotted against the number of predictors (limited to 2 - 5).
all_lm_stats <- read_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
all_lm_stats <- all_lm_stats %>%
filter(n >= parameters$predictors_min,
n <= parameters$predictors_max)
all_lm_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
2.1 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
all_lm_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
2.2 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.
all_lm_stats <- all_lm_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
all_lm_stats_wide <- all_lm_stats %>%
pivot_wider(names_from = era,
values_from = rmse,
names_prefix = "rmse_")
all_lm_stats_wide <- all_lm_stats_wide %>%
mutate(
rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
)
all_lm_stats <- all_lm_stats_wide %>%
pivot_longer(
c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
names_to = "eras",
values_to = "rmse_sum",
names_prefix = "rmse_sum_"
)
lm_best <- all_lm_stats %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = parameters$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, predictors)
kable(lm_best) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | predictors | rmse_JGOFS_WOCE | rmse_GO_SHIP | rmse_new_era | eras | rmse_sum |
|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 7.585679 | 8.298620 | 7.109713 | GO_new | 15.408333 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 7.585679 | 8.298620 | 7.109713 | GO_new | 15.408333 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 7.585679 | 8.298620 | 7.109713 | GO_new | 15.408333 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 7.505868 | 8.235518 | 7.238295 | GO_new | 15.473813 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 7.505868 | 8.235518 | 7.238295 | GO_new | 15.473813 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.505868 | 8.235518 | 7.238295 | GO_new | 15.473813 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 7.526163 | 8.368389 | 7.112168 | GO_new | 15.480557 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 7.513481 | 8.374739 | 7.112953 | GO_new | 15.487693 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 7.505457 | 8.383040 | 7.112674 | GO_new | 15.495714 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 7.505457 | 8.383040 | 7.112674 | GO_new | 15.495714 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 7.585679 | 8.298620 | 7.109713 | JGOFS_GO | 15.884300 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 7.585679 | 8.298620 | 7.109713 | JGOFS_GO | 15.884300 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 7.585679 | 8.298620 | 7.109713 | JGOFS_GO | 15.884300 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 7.505868 | 8.235518 | 7.238295 | JGOFS_GO | 15.741386 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 7.505868 | 8.235518 | 7.238295 | JGOFS_GO | 15.741386 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.505868 | 8.235518 | 7.238295 | JGOFS_GO | 15.741386 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 7.513481 | 8.374739 | 7.112953 | JGOFS_GO | 15.888220 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 7.505457 | 8.383040 | 7.112674 | JGOFS_GO | 15.888497 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 7.505457 | 8.383040 | 7.112674 | JGOFS_GO | 15.888497 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 7.505457 | 8.383040 | 7.112674 | JGOFS_GO | 15.888497 |
| Atlantic | (26,26.5] | sal aou oxygen phosphate | 5.800617 | 7.678071 | 7.512413 | GO_new | 15.190483 |
| Atlantic | (26,26.5] | sal aou oxygen phosphate_star | 5.800617 | 7.678071 | 7.512413 | GO_new | 15.190483 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate | 5.703667 | 7.670106 | 7.498651 | GO_new | 15.168757 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate_star | 5.703667 | 7.670106 | 7.498651 | GO_new | 15.168757 |
| Atlantic | (26,26.5] | sal aou phosphate phosphate_star | 5.800617 | 7.678071 | 7.512413 | GO_new | 15.190483 |
| Atlantic | (26,26.5] | sal aou silicate phosphate phosphate_star | 5.703667 | 7.670106 | 7.498651 | GO_new | 15.168757 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.759407 | 7.605413 | 7.512060 | GO_new | 15.117473 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.759407 | 7.605413 | 7.512060 | GO_new | 15.117473 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.759407 | 7.605413 | 7.512060 | GO_new | 15.117473 |
| Atlantic | (26,26.5] | sal tem aou silicate phosphate | 5.724120 | 7.669747 | 7.499795 | GO_new | 15.169542 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate | 5.703667 | 7.670106 | 7.498651 | JGOFS_GO | 13.373773 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate_star | 5.703667 | 7.670106 | 7.498651 | JGOFS_GO | 13.373773 |
| Atlantic | (26,26.5] | sal aou silicate phosphate phosphate_star | 5.703667 | 7.670106 | 7.498651 | JGOFS_GO | 13.373773 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.759407 | 7.605413 | 7.512060 | JGOFS_GO | 13.364820 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.759407 | 7.605413 | 7.512060 | JGOFS_GO | 13.364820 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.759407 | 7.605413 | 7.512060 | JGOFS_GO | 13.364820 |
| Atlantic | (26,26.5] | sal tem aou silicate phosphate | 5.724120 | 7.669747 | 7.499795 | JGOFS_GO | 13.393867 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.660262 | 7.712598 | 7.515494 | JGOFS_GO | 13.372860 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.660262 | 7.712598 | 7.515494 | JGOFS_GO | 13.372860 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.660262 | 7.712598 | 7.515494 | JGOFS_GO | 13.372860 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 5.396209 | 6.885847 | 7.998321 | GO_new | 14.884168 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.396209 | 6.885847 | 7.998321 | GO_new | 14.884168 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.396209 | 6.885847 | 7.998321 | GO_new | 14.884168 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate | 5.438232 | 6.915472 | 7.998633 | GO_new | 14.914105 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate phosphate_star | 5.438232 | 6.915472 | 7.998633 | GO_new | 14.914105 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate_star | 5.438232 | 6.915472 | 7.998633 | GO_new | 14.914105 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 5.277064 | 6.831481 | 7.991917 | GO_new | 14.823398 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 5.277064 | 6.831481 | 7.991917 | GO_new | 14.823398 |
| Atlantic | (26.5,26.75] | tem aou phosphate phosphate_star | 5.438232 | 6.915472 | 7.998633 | GO_new | 14.914105 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 5.277064 | 6.831481 | 7.991917 | GO_new | 14.823398 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate | 5.223591 | 6.902695 | 8.096247 | JGOFS_GO | 12.126286 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 5.208798 | 6.872659 | 8.079579 | JGOFS_GO | 12.081456 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 5.206984 | 6.870741 | 8.083225 | JGOFS_GO | 12.077726 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 5.206984 | 6.870741 | 8.083225 | JGOFS_GO | 12.077726 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 5.206984 | 6.870741 | 8.083225 | JGOFS_GO | 12.077726 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 5.277064 | 6.831481 | 7.991917 | JGOFS_GO | 12.108545 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 5.277064 | 6.831481 | 7.991917 | JGOFS_GO | 12.108545 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 5.277064 | 6.831481 | 7.991917 | JGOFS_GO | 12.108545 |
| Atlantic | (26.5,26.75] | tem oxygen silicate phosphate | 5.299775 | 6.925792 | 8.084101 | JGOFS_GO | 12.225567 |
| Atlantic | (26.5,26.75] | tem oxygen silicate phosphate phosphate_star | 5.299775 | 6.925792 | 8.084101 | JGOFS_GO | 12.225567 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 5.246178 | 5.726395 | 6.017813 | GO_new | 11.744208 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 5.244528 | 5.684657 | 5.995184 | GO_new | 11.679841 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 5.244224 | 5.688043 | 5.997326 | GO_new | 11.685369 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 5.244224 | 5.688043 | 5.997326 | GO_new | 11.685369 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 5.244224 | 5.688043 | 5.997326 | GO_new | 11.685369 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 5.346045 | 5.702341 | 5.989528 | GO_new | 11.691869 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 5.346045 | 5.702341 | 5.989528 | GO_new | 11.691869 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 5.346045 | 5.702341 | 5.989528 | GO_new | 11.691869 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 5.347829 | 5.755566 | 6.005484 | GO_new | 11.761050 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 5.347348 | 5.758959 | 6.007619 | GO_new | 11.766578 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 5.246178 | 5.726395 | 6.017813 | JGOFS_GO | 10.972573 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 5.244528 | 5.684657 | 5.995184 | JGOFS_GO | 10.929185 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 5.244224 | 5.688043 | 5.997326 | JGOFS_GO | 10.932267 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 5.244224 | 5.688043 | 5.997326 | JGOFS_GO | 10.932267 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 5.244224 | 5.688043 | 5.997326 | JGOFS_GO | 10.932267 |
| Atlantic | (26.75,27] | sal tem silicate phosphate_star | 5.260385 | 5.811389 | 6.142458 | JGOFS_GO | 11.071774 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 5.346045 | 5.702341 | 5.989528 | JGOFS_GO | 11.048385 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 5.346045 | 5.702341 | 5.989528 | JGOFS_GO | 11.048385 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 5.346045 | 5.702341 | 5.989528 | JGOFS_GO | 11.048385 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 5.347829 | 5.755566 | 6.005484 | JGOFS_GO | 11.103396 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 5.408836 | 5.660247 | 7.639718 | GO_new | 13.299964 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 5.363428 | 5.613821 | 7.620136 | GO_new | 13.233956 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.367468 | 5.620133 | 7.622276 | GO_new | 13.242409 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 5.367468 | 5.620133 | 7.622276 | GO_new | 13.242409 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 5.367468 | 5.620133 | 7.622276 | GO_new | 13.242409 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 5.587258 | 5.629173 | 7.635445 | GO_new | 13.264617 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.587258 | 5.629173 | 7.635445 | GO_new | 13.264617 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.587258 | 5.629173 | 7.635445 | GO_new | 13.264617 |
| Atlantic | (27,27.25] | tem aou silicate phosphate_star | 5.633073 | 5.643966 | 7.654842 | GO_new | 13.298808 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate | 5.638817 | 5.650377 | 7.657995 | GO_new | 13.308372 |
| Atlantic | (27,27.25] | sal tem aou oxygen phosphate | 5.462923 | 5.774979 | 7.852303 | JGOFS_GO | 11.237902 |
| Atlantic | (27,27.25] | sal tem aou oxygen phosphate_star | 5.462923 | 5.774979 | 7.852303 | JGOFS_GO | 11.237902 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 5.408836 | 5.660247 | 7.639718 | JGOFS_GO | 11.069083 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 5.363428 | 5.613821 | 7.620136 | JGOFS_GO | 10.977248 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.367468 | 5.620133 | 7.622276 | JGOFS_GO | 10.987601 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 5.367468 | 5.620133 | 7.622276 | JGOFS_GO | 10.987601 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 5.367468 | 5.620133 | 7.622276 | JGOFS_GO | 10.987601 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 5.587258 | 5.629173 | 7.635445 | JGOFS_GO | 11.216430 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.587258 | 5.629173 | 7.635445 | JGOFS_GO | 11.216430 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.587258 | 5.629173 | 7.635445 | JGOFS_GO | 11.216430 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate | 5.133318 | 4.802846 | 7.488351 | GO_new | 12.291196 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 5.133318 | 4.802846 | 7.488351 | GO_new | 12.291196 |
| Atlantic | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 5.133318 | 4.802846 | 7.488351 | GO_new | 12.291196 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.911614 | 4.784725 | 7.450640 | GO_new | 12.235365 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.911614 | 4.784725 | 7.450640 | GO_new | 12.235365 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.911614 | 4.784725 | 7.450640 | GO_new | 12.235365 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate | 5.030749 | 4.775054 | 7.517004 | GO_new | 12.292058 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.964888 | 4.854577 | 7.432324 | GO_new | 12.286901 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.964888 | 4.854577 | 7.432324 | GO_new | 12.286901 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.964888 | 4.854577 | 7.432324 | GO_new | 12.286901 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.911614 | 4.784725 | 7.450640 | JGOFS_GO | 9.696340 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.911614 | 4.784725 | 7.450640 | JGOFS_GO | 9.696340 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.911614 | 4.784725 | 7.450640 | JGOFS_GO | 9.696340 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate_star | 4.958243 | 4.795052 | 7.570942 | JGOFS_GO | 9.753295 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate_star | 4.958213 | 4.790572 | 7.562919 | JGOFS_GO | 9.748785 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate | 4.976882 | 4.786412 | 7.552294 | JGOFS_GO | 9.763295 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate_star | 4.976882 | 4.786412 | 7.552294 | JGOFS_GO | 9.763295 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.976431 | 4.779581 | 7.543587 | JGOFS_GO | 9.756012 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.976431 | 4.779581 | 7.543587 | JGOFS_GO | 9.756012 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.976431 | 4.779581 | 7.543587 | JGOFS_GO | 9.756012 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate | 4.779344 | 4.597469 | 6.451681 | GO_new | 11.049150 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate_star | 4.779344 | 4.597469 | 6.451681 | GO_new | 11.049150 |
| Atlantic | (27.5,27.75] | aou silicate phosphate phosphate_star | 4.779344 | 4.597469 | 6.451681 | GO_new | 11.049150 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.779320 | 4.578110 | 6.441451 | GO_new | 11.019561 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.779320 | 4.578110 | 6.441451 | GO_new | 11.019561 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.779320 | 4.578110 | 6.441451 | GO_new | 11.019561 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.753964 | 4.600572 | 6.444776 | GO_new | 11.045348 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.737787 | 4.563135 | 6.439246 | GO_new | 11.002381 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.737787 | 4.563135 | 6.439246 | GO_new | 11.002381 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.737787 | 4.563135 | 6.439246 | GO_new | 11.002381 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.779320 | 4.578110 | 6.441451 | JGOFS_GO | 9.357430 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.779320 | 4.578110 | 6.441451 | JGOFS_GO | 9.357430 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.779320 | 4.578110 | 6.441451 | JGOFS_GO | 9.357430 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.753964 | 4.600572 | 6.444776 | JGOFS_GO | 9.354536 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.737899 | 4.621254 | 6.451287 | JGOFS_GO | 9.359153 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.737899 | 4.621254 | 6.451287 | JGOFS_GO | 9.359153 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.737899 | 4.621254 | 6.451287 | JGOFS_GO | 9.359153 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.737787 | 4.563135 | 6.439246 | JGOFS_GO | 9.300922 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.737787 | 4.563135 | 6.439246 | JGOFS_GO | 9.300922 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.737787 | 4.563135 | 6.439246 | JGOFS_GO | 9.300922 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.651801 | 4.757264 | 7.640187 | GO_new | 12.397451 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.651801 | 4.757264 | 7.640187 | GO_new | 12.397451 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.651801 | 4.757264 | 7.640187 | GO_new | 12.397451 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.659054 | 4.766216 | 7.678577 | GO_new | 12.444793 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.659054 | 4.766216 | 7.678577 | GO_new | 12.444793 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.649108 | 4.756817 | 7.647501 | GO_new | 12.404319 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.665575 | 4.775218 | 7.638828 | GO_new | 12.414046 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.654915 | 4.761201 | 7.646948 | GO_new | 12.408149 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.654915 | 4.761201 | 7.646948 | GO_new | 12.408149 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.654915 | 4.761201 | 7.646948 | GO_new | 12.408149 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.651801 | 4.757264 | 7.640187 | JGOFS_GO | 9.409065 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.651801 | 4.757264 | 7.640187 | JGOFS_GO | 9.409065 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate | 4.657471 | 4.757264 | 7.689283 | JGOFS_GO | 9.414735 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.651801 | 4.757264 | 7.640187 | JGOFS_GO | 9.409065 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.659054 | 4.766216 | 7.678577 | JGOFS_GO | 9.425270 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.659054 | 4.766216 | 7.678577 | JGOFS_GO | 9.425270 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.649108 | 4.756817 | 7.647501 | JGOFS_GO | 9.405925 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.654915 | 4.761201 | 7.646948 | JGOFS_GO | 9.416116 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.654915 | 4.761201 | 7.646948 | JGOFS_GO | 9.416116 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.654915 | 4.761201 | 7.646948 | JGOFS_GO | 9.416116 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.128465 | 4.864220 | 5.396819 | GO_new | 10.261039 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.128465 | 4.864220 | 5.396819 | GO_new | 10.261039 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.128465 | 4.864220 | 5.396819 | GO_new | 10.261039 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.128489 | 4.925430 | 5.445717 | GO_new | 10.371147 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.146748 | 4.878049 | 5.399525 | GO_new | 10.277573 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.128112 | 4.864547 | 5.396257 | GO_new | 10.260804 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.139722 | 4.875174 | 5.399726 | GO_new | 10.274899 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.139722 | 4.875174 | 5.399726 | GO_new | 10.274899 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.315316 | 4.936631 | 5.402117 | GO_new | 10.338748 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.139722 | 4.875174 | 5.399726 | GO_new | 10.274899 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.128465 | 4.864220 | 5.396819 | JGOFS_GO | 8.992685 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.128465 | 4.864220 | 5.396819 | JGOFS_GO | 8.992685 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.128465 | 4.864220 | 5.396819 | JGOFS_GO | 8.992685 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.128489 | 4.925430 | 5.445717 | JGOFS_GO | 9.053919 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.146748 | 4.878049 | 5.399525 | JGOFS_GO | 9.024797 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.128112 | 4.864547 | 5.396257 | JGOFS_GO | 8.992659 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.139722 | 4.875174 | 5.399726 | JGOFS_GO | 9.014895 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.139722 | 4.875174 | 5.399726 | JGOFS_GO | 9.014895 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.315316 | 4.936631 | 5.402117 | JGOFS_GO | 9.251947 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.139722 | 4.875174 | 5.399726 | JGOFS_GO | 9.014895 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.890282 | 5.813276 | 6.265407 | GO_new | 12.078682 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.890282 | 5.813276 | 6.265407 | GO_new | 12.078682 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.890282 | 5.813276 | 6.265407 | GO_new | 12.078682 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 3.890613 | 5.815148 | 6.281387 | GO_new | 12.096535 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 4.077523 | 5.866809 | 6.109993 | GO_new | 11.976802 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate_star | 4.077523 | 5.866809 | 6.109993 | GO_new | 11.976802 |
| Atlantic | (27.95,28.05] | sal tem aou phosphate phosphate_star | 4.077523 | 5.866809 | 6.109993 | GO_new | 11.976802 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 3.888475 | 5.808639 | 6.278835 | GO_new | 12.087474 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 3.908526 | 5.831252 | 6.321339 | GO_new | 12.152590 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 3.908526 | 5.831252 | 6.321339 | GO_new | 12.152590 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.890282 | 5.813276 | 6.265407 | JGOFS_GO | 9.703558 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.890282 | 5.813276 | 6.265407 | JGOFS_GO | 9.703558 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.890282 | 5.813276 | 6.265407 | JGOFS_GO | 9.703558 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 3.890613 | 5.815148 | 6.281387 | JGOFS_GO | 9.705761 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate_star | 3.961357 | 5.858095 | 6.381055 | JGOFS_GO | 9.819452 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate | 3.923045 | 5.847639 | 6.343877 | JGOFS_GO | 9.770684 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 3.888475 | 5.808639 | 6.278835 | JGOFS_GO | 9.697114 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 3.908526 | 5.831252 | 6.321339 | JGOFS_GO | 9.739778 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 3.908526 | 5.831252 | 6.321339 | JGOFS_GO | 9.739778 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 3.908526 | 5.831252 | 6.321339 | JGOFS_GO | 9.739778 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 3.809659 | 5.904752 | 6.658402 | GO_new | 12.563154 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 3.809659 | 5.904752 | 6.658402 | GO_new | 12.563154 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 3.809659 | 5.904752 | 6.658402 | GO_new | 12.563154 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 3.939182 | 5.987527 | 6.912867 | GO_new | 12.900394 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 3.939182 | 5.987527 | 6.912867 | GO_new | 12.900394 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 3.939182 | 5.987527 | 6.912867 | GO_new | 12.900394 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 3.908486 | 5.907490 | 6.774747 | GO_new | 12.682238 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 3.908486 | 5.907490 | 6.774747 | GO_new | 12.682238 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 3.939182 | 5.987527 | 6.912867 | GO_new | 12.900394 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 3.908486 | 5.907490 | 6.774747 | GO_new | 12.682238 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 3.809659 | 5.904752 | 6.658402 | JGOFS_GO | 9.714411 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 3.809659 | 5.904752 | 6.658402 | JGOFS_GO | 9.714411 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 3.809659 | 5.904752 | 6.658402 | JGOFS_GO | 9.714411 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 3.939182 | 5.987527 | 6.912867 | JGOFS_GO | 9.926709 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 3.939182 | 5.987527 | 6.912867 | JGOFS_GO | 9.926709 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 3.939182 | 5.987527 | 6.912867 | JGOFS_GO | 9.926709 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 3.908486 | 5.907490 | 6.774747 | JGOFS_GO | 9.815976 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 3.908486 | 5.907490 | 6.774747 | JGOFS_GO | 9.815976 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 3.939182 | 5.987527 | 6.912867 | JGOFS_GO | 9.926709 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 3.908486 | 5.907490 | 6.774747 | JGOFS_GO | 9.815976 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 3.635482 | 6.718400 | 8.193651 | GO_new | 14.912051 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 3.635482 | 6.718400 | 8.193651 | GO_new | 14.912051 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 3.635482 | 6.718400 | 8.193651 | GO_new | 14.912051 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate | 3.665835 | 6.756703 | 8.194763 | GO_new | 14.951466 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate phosphate_star | 3.665835 | 6.756703 | 8.194763 | GO_new | 14.951466 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate_star | 3.665835 | 6.756703 | 8.194763 | GO_new | 14.951466 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 3.618898 | 6.729711 | 8.131601 | GO_new | 14.861312 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 3.618898 | 6.729711 | 8.131601 | GO_new | 14.861312 |
| Atlantic | (28.1,28.15] | tem aou phosphate phosphate_star | 3.665835 | 6.756703 | 8.194763 | GO_new | 14.951466 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 3.618898 | 6.729711 | 8.131601 | GO_new | 14.861312 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 3.635482 | 6.718400 | 8.193651 | JGOFS_GO | 10.353882 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 3.635482 | 6.718400 | 8.193651 | JGOFS_GO | 10.353882 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 3.635482 | 6.718400 | 8.193651 | JGOFS_GO | 10.353882 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 3.595662 | 6.725275 | 8.480492 | JGOFS_GO | 10.320937 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 3.594751 | 6.734160 | 8.461651 | JGOFS_GO | 10.328911 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 3.594751 | 6.734160 | 8.461651 | JGOFS_GO | 10.328911 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 3.594751 | 6.734160 | 8.461651 | JGOFS_GO | 10.328911 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 3.618898 | 6.729711 | 8.131601 | JGOFS_GO | 10.348610 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 3.618898 | 6.729711 | 8.131601 | JGOFS_GO | 10.348610 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 3.618898 | 6.729711 | 8.131601 | JGOFS_GO | 10.348610 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 4.106332 | 3.637564 | 2.797044 | GO_new | 6.434607 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 4.106332 | 3.637564 | 2.797044 | GO_new | 6.434607 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 4.092581 | 3.622557 | 2.781153 | GO_new | 6.403710 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 4.092581 | 3.622557 | 2.781153 | GO_new | 6.403710 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate | 4.111819 | 3.644506 | 2.781582 | GO_new | 6.426089 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 4.092581 | 3.622557 | 2.781153 | GO_new | 6.403710 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 4.074971 | 3.627078 | 2.770299 | GO_new | 6.397377 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 4.086442 | 3.658136 | 2.774955 | GO_new | 6.433091 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 4.086442 | 3.658136 | 2.774955 | GO_new | 6.433091 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 4.086442 | 3.658136 | 2.774955 | GO_new | 6.433091 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 4.092581 | 3.622557 | 2.781153 | JGOFS_GO | 7.715138 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 4.092581 | 3.622557 | 2.781153 | JGOFS_GO | 7.715138 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 4.092581 | 3.622557 | 2.781153 | JGOFS_GO | 7.715138 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 4.074971 | 3.627078 | 2.770299 | JGOFS_GO | 7.702049 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate | 4.095205 | 3.628981 | 2.932215 | JGOFS_GO | 7.724185 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate phosphate_star | 4.095205 | 3.628981 | 2.932215 | JGOFS_GO | 7.724185 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate_star | 4.095205 | 3.628981 | 2.932215 | JGOFS_GO | 7.724185 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate | 4.076553 | 3.622298 | 2.927845 | JGOFS_GO | 7.698850 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate_star | 4.076553 | 3.622298 | 2.927845 | JGOFS_GO | 7.698850 |
| Atlantic | (28.15,28.2] | tem aou silicate phosphate phosphate_star | 4.076553 | 3.622298 | 2.927845 | JGOFS_GO | 7.698850 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.299639 | 3.252530 | 3.177198 | GO_new | 6.429728 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.299639 | 3.252530 | 3.177198 | GO_new | 6.429728 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.401155 | 3.260373 | 3.146467 | GO_new | 6.406840 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.401155 | 3.260373 | 3.146467 | GO_new | 6.406840 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.401155 | 3.260373 | 3.146467 | GO_new | 6.406840 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate_star | 3.520559 | 3.270010 | 3.147193 | GO_new | 6.417203 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.332731 | 3.242175 | 3.118844 | GO_new | 6.361018 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.300149 | 3.244566 | 3.141618 | GO_new | 6.386185 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.300149 | 3.244566 | 3.141618 | GO_new | 6.386185 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.300149 | 3.244566 | 3.141618 | GO_new | 6.386185 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.299639 | 3.252530 | 3.177198 | JGOFS_GO | 6.552169 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.299639 | 3.252530 | 3.177198 | JGOFS_GO | 6.552169 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.299639 | 3.252530 | 3.177198 | JGOFS_GO | 6.552169 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.401155 | 3.260373 | 3.146467 | JGOFS_GO | 6.661529 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.401155 | 3.260373 | 3.146467 | JGOFS_GO | 6.661529 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate | 3.288745 | 3.277090 | 3.225333 | JGOFS_GO | 6.565835 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.332731 | 3.242175 | 3.118844 | JGOFS_GO | 6.574906 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.300149 | 3.244566 | 3.141618 | JGOFS_GO | 6.544715 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.300149 | 3.244566 | 3.141618 | JGOFS_GO | 6.544715 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.300149 | 3.244566 | 3.141618 | JGOFS_GO | 6.544715 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.400975 | 6.939470 | 5.748717 | GO_new | 12.688187 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 11.400975 | 6.939470 | 5.748717 | GO_new | 12.688187 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 11.400975 | 6.939470 | 5.748717 | GO_new | 12.688187 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate_star | 11.868408 | 7.304620 | 6.076198 | GO_new | 13.380818 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 11.463535 | 7.015657 | 5.953808 | GO_new | 12.969465 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 11.502492 | 7.058812 | 6.032000 | GO_new | 13.090812 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.506171 | 7.063772 | 6.052620 | GO_new | 13.116392 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 11.506171 | 7.063772 | 6.052620 | GO_new | 13.116392 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 11.506171 | 7.063772 | 6.052620 | GO_new | 13.116392 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 11.534560 | 7.088982 | 6.185906 | GO_new | 13.274888 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.400975 | 6.939470 | 5.748717 | JGOFS_GO | 18.340445 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 11.400975 | 6.939470 | 5.748717 | JGOFS_GO | 18.340445 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 11.400975 | 6.939470 | 5.748717 | JGOFS_GO | 18.340445 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate_star | 11.868408 | 7.304620 | 6.076198 | JGOFS_GO | 19.173028 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 11.463535 | 7.015657 | 5.953808 | JGOFS_GO | 18.479192 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 11.502492 | 7.058812 | 6.032000 | JGOFS_GO | 18.561305 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.506171 | 7.063772 | 6.052620 | JGOFS_GO | 18.569943 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 11.506171 | 7.063772 | 6.052620 | JGOFS_GO | 18.569943 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 11.506171 | 7.063772 | 6.052620 | JGOFS_GO | 18.569943 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 11.534560 | 7.088982 | 6.185906 | JGOFS_GO | 18.623542 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 7.660563 | 5.385007 | 4.088784 | GO_new | 9.473791 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 7.660563 | 5.385007 | 4.088784 | GO_new | 9.473791 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 7.660563 | 5.385007 | 4.088784 | GO_new | 9.473791 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 7.824108 | 5.483391 | 4.394553 | GO_new | 9.877944 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate_star | 7.824108 | 5.483391 | 4.394553 | GO_new | 9.877944 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 7.843358 | 5.357013 | 4.169918 | GO_new | 9.526931 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 7.950155 | 5.371138 | 4.221270 | GO_new | 9.592408 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 7.951175 | 5.367731 | 4.208574 | GO_new | 9.576306 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 7.951175 | 5.367731 | 4.208574 | GO_new | 9.576306 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 7.951175 | 5.367731 | 4.208574 | GO_new | 9.576306 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 7.660563 | 5.385007 | 4.088784 | JGOFS_GO | 13.045571 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 7.660563 | 5.385007 | 4.088784 | JGOFS_GO | 13.045571 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 7.660563 | 5.385007 | 4.088784 | JGOFS_GO | 13.045571 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 7.824108 | 5.483391 | 4.394553 | JGOFS_GO | 13.307500 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate_star | 7.824108 | 5.483391 | 4.394553 | JGOFS_GO | 13.307500 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 7.824108 | 5.483391 | 4.394553 | JGOFS_GO | 13.307500 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 7.843358 | 5.357013 | 4.169918 | JGOFS_GO | 13.200371 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 7.951175 | 5.367731 | 4.208574 | JGOFS_GO | 13.318907 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 7.951175 | 5.367731 | 4.208574 | JGOFS_GO | 13.318907 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 7.951175 | 5.367731 | 4.208574 | JGOFS_GO | 13.318907 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 6.503893 | 5.875019 | 5.012827 | GO_new | 10.887846 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 6.503893 | 5.875019 | 5.012827 | GO_new | 10.887846 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 6.503893 | 5.875019 | 5.012827 | GO_new | 10.887846 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 6.338003 | 5.870364 | 4.927808 | GO_new | 10.798172 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 6.338003 | 5.870364 | 4.927808 | GO_new | 10.798172 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 6.503893 | 5.875019 | 5.012827 | GO_new | 10.887846 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 6.338003 | 5.870364 | 4.927808 | GO_new | 10.798172 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 6.465560 | 5.873920 | 5.001235 | GO_new | 10.875155 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 6.465560 | 5.873920 | 5.001235 | GO_new | 10.875155 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 6.465560 | 5.873920 | 5.001235 | GO_new | 10.875155 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 6.503893 | 5.875019 | 5.012827 | JGOFS_GO | 12.378912 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 6.503893 | 5.875019 | 5.012827 | JGOFS_GO | 12.378912 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 6.503893 | 5.875019 | 5.012827 | JGOFS_GO | 12.378912 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 6.338003 | 5.870364 | 4.927808 | JGOFS_GO | 12.208367 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 6.338003 | 5.870364 | 4.927808 | JGOFS_GO | 12.208367 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 6.503893 | 5.875019 | 5.012827 | JGOFS_GO | 12.378912 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 6.338003 | 5.870364 | 4.927808 | JGOFS_GO | 12.208367 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 6.465560 | 5.873920 | 5.001235 | JGOFS_GO | 12.339480 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 6.465560 | 5.873920 | 5.001235 | JGOFS_GO | 12.339480 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 6.465560 | 5.873920 | 5.001235 | JGOFS_GO | 12.339480 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 7.111253 | 5.526191 | 4.494254 | GO_new | 10.020445 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 7.111253 | 5.526191 | 4.494254 | GO_new | 10.020445 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 7.111253 | 5.526191 | 4.494254 | GO_new | 10.020445 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 7.148092 | 5.527264 | 4.504614 | GO_new | 10.031879 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 7.148092 | 5.527264 | 4.504614 | GO_new | 10.031879 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 7.148092 | 5.527264 | 4.504614 | GO_new | 10.031879 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 7.081733 | 5.462091 | 4.499348 | GO_new | 9.961439 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 7.081733 | 5.462091 | 4.499348 | GO_new | 9.961439 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 7.148092 | 5.527264 | 4.504614 | GO_new | 10.031879 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 7.081733 | 5.462091 | 4.499348 | GO_new | 9.961439 |
| Indo-Pacific | (26.75,27] | sal aou oxygen silicate phosphate | 7.126364 | 5.542956 | 4.632738 | JGOFS_GO | 12.669320 |
| Indo-Pacific | (26.75,27] | sal aou oxygen silicate phosphate_star | 7.126364 | 5.542956 | 4.632738 | JGOFS_GO | 12.669320 |
| Indo-Pacific | (26.75,27] | sal aou silicate phosphate phosphate_star | 7.126364 | 5.542956 | 4.632738 | JGOFS_GO | 12.669320 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 7.111253 | 5.526191 | 4.494254 | JGOFS_GO | 12.637444 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 7.111253 | 5.526191 | 4.494254 | JGOFS_GO | 12.637444 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 7.111253 | 5.526191 | 4.494254 | JGOFS_GO | 12.637444 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 7.081733 | 5.462091 | 4.499348 | JGOFS_GO | 12.543824 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 7.081733 | 5.462091 | 4.499348 | JGOFS_GO | 12.543824 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 7.148092 | 5.527264 | 4.504614 | JGOFS_GO | 12.675356 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 7.081733 | 5.462091 | 4.499348 | JGOFS_GO | 12.543824 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 6.670055 | 4.781085 | 4.157160 | GO_new | 8.938246 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 6.670055 | 4.781085 | 4.157160 | GO_new | 8.938246 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 6.670055 | 4.781085 | 4.157160 | GO_new | 8.938246 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 6.446397 | 4.810344 | 4.165676 | GO_new | 8.976020 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 6.446397 | 4.810344 | 4.165676 | GO_new | 8.976020 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 6.446397 | 4.810344 | 4.165676 | GO_new | 8.976020 |
| Indo-Pacific | (27,27.25] | sal tem aou silicate phosphate | 6.808051 | 4.796989 | 4.180960 | GO_new | 8.977950 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 6.467626 | 4.730055 | 4.169982 | GO_new | 8.900037 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 6.467626 | 4.730055 | 4.169982 | GO_new | 8.900037 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 6.467626 | 4.730055 | 4.169982 | GO_new | 8.900037 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 6.446397 | 4.810344 | 4.165676 | JGOFS_GO | 11.256741 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 6.446397 | 4.810344 | 4.165676 | JGOFS_GO | 11.256741 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 6.446397 | 4.810344 | 4.165676 | JGOFS_GO | 11.256741 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate | 6.470031 | 4.932683 | 4.318564 | JGOFS_GO | 11.402715 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate phosphate_star | 6.470031 | 4.932683 | 4.318564 | JGOFS_GO | 11.402715 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate_star | 6.470031 | 4.932683 | 4.318564 | JGOFS_GO | 11.402715 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 6.467626 | 4.730055 | 4.169982 | JGOFS_GO | 11.197681 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 6.467626 | 4.730055 | 4.169982 | JGOFS_GO | 11.197681 |
| Indo-Pacific | (27,27.25] | tem aou phosphate phosphate_star | 6.470031 | 4.932683 | 4.318564 | JGOFS_GO | 11.402715 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 6.467626 | 4.730055 | 4.169982 | JGOFS_GO | 11.197681 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 5.351079 | 4.323003 | 3.558381 | GO_new | 7.881384 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 5.351079 | 4.323003 | 3.558381 | GO_new | 7.881384 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 5.351079 | 4.323003 | 3.558381 | GO_new | 7.881384 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate | 5.599454 | 4.367121 | 3.580124 | GO_new | 7.947245 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate | 5.789699 | 4.410320 | 3.599223 | GO_new | 8.009543 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 5.789699 | 4.410320 | 3.599223 | GO_new | 8.009543 |
| Indo-Pacific | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 5.789699 | 4.410320 | 3.599223 | GO_new | 8.009543 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 5.063510 | 4.191460 | 3.646638 | GO_new | 7.838099 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 5.063510 | 4.191460 | 3.646638 | GO_new | 7.838099 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 5.063510 | 4.191460 | 3.646638 | GO_new | 7.838099 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 5.070415 | 4.376164 | 3.660826 | JGOFS_GO | 9.446579 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 5.070415 | 4.376164 | 3.660826 | JGOFS_GO | 9.446579 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 5.070415 | 4.376164 | 3.660826 | JGOFS_GO | 9.446579 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate | 5.084048 | 4.404777 | 3.760696 | JGOFS_GO | 9.488825 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 5.084048 | 4.404777 | 3.760696 | JGOFS_GO | 9.488825 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate_star | 5.084048 | 4.404777 | 3.760696 | JGOFS_GO | 9.488825 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 5.063510 | 4.191460 | 3.646638 | JGOFS_GO | 9.254971 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 5.063510 | 4.191460 | 3.646638 | JGOFS_GO | 9.254971 |
| Indo-Pacific | (27.25,27.5] | tem aou phosphate phosphate_star | 5.084048 | 4.404777 | 3.760696 | JGOFS_GO | 9.488825 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 5.063510 | 4.191460 | 3.646638 | JGOFS_GO | 9.254971 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.812202 | 4.125661 | 3.590752 | GO_new | 7.716412 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.812202 | 4.125661 | 3.590752 | GO_new | 7.716412 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.812202 | 4.125661 | 3.590752 | GO_new | 7.716412 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate | 5.141953 | 4.117477 | 3.686895 | GO_new | 7.804372 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate_star | 5.272577 | 4.169268 | 3.623099 | GO_new | 7.792367 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate | 5.271029 | 4.186807 | 3.638795 | GO_new | 7.825602 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate phosphate_star | 5.271029 | 4.186807 | 3.638795 | GO_new | 7.825602 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate | 5.270319 | 4.163040 | 3.627660 | GO_new | 7.790701 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 5.270319 | 4.163040 | 3.627660 | GO_new | 7.790701 |
| Indo-Pacific | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 5.270319 | 4.163040 | 3.627660 | GO_new | 7.790701 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.812202 | 4.125661 | 3.590752 | JGOFS_GO | 8.937863 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.812202 | 4.125661 | 3.590752 | JGOFS_GO | 8.937863 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.812202 | 4.125661 | 3.590752 | JGOFS_GO | 8.937863 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate | 4.812575 | 4.204897 | 3.840747 | JGOFS_GO | 9.017471 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate phosphate_star | 4.812575 | 4.204897 | 3.840747 | JGOFS_GO | 9.017471 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate_star | 4.812575 | 4.204897 | 3.840747 | JGOFS_GO | 9.017471 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.812526 | 4.204561 | 3.817952 | JGOFS_GO | 9.017088 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.812526 | 4.204561 | 3.817952 | JGOFS_GO | 9.017088 |
| Indo-Pacific | (27.5,27.75] | tem aou phosphate phosphate_star | 4.812575 | 4.204897 | 3.840747 | JGOFS_GO | 9.017471 |
| Indo-Pacific | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.812526 | 4.204561 | 3.817952 | JGOFS_GO | 9.017088 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 4.392596 | 3.546106 | 2.914979 | GO_new | 6.461085 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.415173 | 3.526397 | 2.902185 | GO_new | 6.428583 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.415610 | 3.528122 | 2.904076 | GO_new | 6.432198 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.415610 | 3.528122 | 2.904076 | GO_new | 6.432198 |
| Indo-Pacific | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.415610 | 3.528122 | 2.904076 | GO_new | 6.432198 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.363857 | 3.518213 | 2.944097 | GO_new | 6.462310 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.363857 | 3.518213 | 2.944097 | GO_new | 6.462310 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.363857 | 3.518213 | 2.944097 | GO_new | 6.462310 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate_star | 4.427739 | 3.535561 | 2.956759 | GO_new | 6.492320 |
| Indo-Pacific | (27.75,27.85] | tem silicate phosphate phosphate_star | 4.427639 | 3.536827 | 2.957547 | GO_new | 6.494374 |
| Indo-Pacific | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.363568 | 3.576451 | 2.934931 | JGOFS_GO | 7.940019 |
| Indo-Pacific | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.363568 | 3.576451 | 2.934931 | JGOFS_GO | 7.940019 |
| Indo-Pacific | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.363568 | 3.576451 | 2.934931 | JGOFS_GO | 7.940019 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 4.392596 | 3.546106 | 2.914979 | JGOFS_GO | 7.938702 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.415173 | 3.526397 | 2.902185 | JGOFS_GO | 7.941570 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.415610 | 3.528122 | 2.904076 | JGOFS_GO | 7.943732 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.415610 | 3.528122 | 2.904076 | JGOFS_GO | 7.943732 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.363857 | 3.518213 | 2.944097 | JGOFS_GO | 7.882070 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.363857 | 3.518213 | 2.944097 | JGOFS_GO | 7.882070 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.363857 | 3.518213 | 2.944097 | JGOFS_GO | 7.882070 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate | 4.477943 | 3.150297 | 2.933166 | GO_new | 6.083463 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.493281 | 3.154056 | 2.922278 | GO_new | 6.076335 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.493890 | 3.153386 | 2.923580 | GO_new | 6.076966 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.493890 | 3.153386 | 2.923580 | GO_new | 6.076966 |
| Indo-Pacific | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.493890 | 3.153386 | 2.923580 | GO_new | 6.076966 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.467585 | 3.151963 | 2.948854 | GO_new | 6.100817 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 4.467585 | 3.151963 | 2.948854 | GO_new | 6.100817 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 4.467585 | 3.151963 | 2.948854 | GO_new | 6.100817 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate | 4.494144 | 3.156312 | 2.950521 | GO_new | 6.106833 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate phosphate_star | 4.494144 | 3.156312 | 2.950521 | GO_new | 6.106833 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 4.467668 | 3.158929 | 2.973036 | JGOFS_GO | 7.626597 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 4.467668 | 3.158929 | 2.973036 | JGOFS_GO | 7.626597 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate_star | 4.467668 | 3.158929 | 2.973036 | JGOFS_GO | 7.626597 |
| Indo-Pacific | (27.85,27.95] | aou silicate phosphate phosphate_star | 4.467668 | 3.158929 | 2.973036 | JGOFS_GO | 7.626597 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.467500 | 3.157743 | 2.951926 | JGOFS_GO | 7.625243 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.467500 | 3.157743 | 2.951926 | JGOFS_GO | 7.625243 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.467500 | 3.157743 | 2.951926 | JGOFS_GO | 7.625243 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.467585 | 3.151963 | 2.948854 | JGOFS_GO | 7.619548 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 4.467585 | 3.151963 | 2.948854 | JGOFS_GO | 7.619548 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 4.467585 | 3.151963 | 2.948854 | JGOFS_GO | 7.619548 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.450675 | 2.953914 | 3.064690 | GO_new | 6.018604 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.450675 | 2.953914 | 3.064690 | GO_new | 6.018604 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.450675 | 2.953914 | 3.064690 | GO_new | 6.018604 |
| Indo-Pacific | (27.95,28.05] | sal tem aou silicate phosphate | 4.481207 | 2.976063 | 3.053333 | GO_new | 6.029396 |
| Indo-Pacific | (27.95,28.05] | sal tem oxygen silicate phosphate | 4.522889 | 3.010122 | 3.051535 | GO_new | 6.061657 |
| Indo-Pacific | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 4.522889 | 3.010122 | 3.051535 | GO_new | 6.061657 |
| Indo-Pacific | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 4.522889 | 3.010122 | 3.051535 | GO_new | 6.061657 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 4.486080 | 2.965907 | 3.095435 | GO_new | 6.061343 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate_star | 4.486080 | 2.965907 | 3.095435 | GO_new | 6.061343 |
| Indo-Pacific | (27.95,28.05] | tem aou silicate phosphate phosphate_star | 4.486080 | 2.965907 | 3.095435 | GO_new | 6.061343 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate | 4.456111 | 2.976856 | 3.094638 | JGOFS_GO | 7.432967 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 4.456111 | 2.976856 | 3.094638 | JGOFS_GO | 7.432967 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate_star | 4.456111 | 2.976856 | 3.094638 | JGOFS_GO | 7.432967 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.450675 | 2.953914 | 3.064690 | JGOFS_GO | 7.404589 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.450675 | 2.953914 | 3.064690 | JGOFS_GO | 7.404589 |
| Indo-Pacific | (27.95,28.05] | sal aou phosphate phosphate_star | 4.456111 | 2.976856 | 3.094638 | JGOFS_GO | 7.432967 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.450675 | 2.953914 | 3.064690 | JGOFS_GO | 7.404589 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 4.445549 | 2.970661 | 3.094589 | JGOFS_GO | 7.416209 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 4.445549 | 2.970661 | 3.094589 | JGOFS_GO | 7.416209 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 4.445549 | 2.970661 | 3.094589 | JGOFS_GO | 7.416209 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 4.112095 | 2.899829 | 2.839694 | GO_new | 5.739522 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 4.112095 | 2.899829 | 2.839694 | GO_new | 5.739522 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.110559 | 2.883672 | 2.836807 | GO_new | 5.720479 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 4.110559 | 2.883672 | 2.836807 | GO_new | 5.720479 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 4.112095 | 2.899829 | 2.839694 | GO_new | 5.739522 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.110559 | 2.883672 | 2.836807 | GO_new | 5.720479 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 4.109105 | 2.897004 | 2.829897 | GO_new | 5.726901 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 4.109105 | 2.897004 | 2.829897 | GO_new | 5.726901 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 4.109105 | 2.897004 | 2.829897 | GO_new | 5.726901 |
| Indo-Pacific | (28.05,28.1] | sal tem aou silicate phosphate | 4.128948 | 2.894374 | 2.844472 | GO_new | 5.738846 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 4.112095 | 2.899829 | 2.839694 | JGOFS_GO | 7.011924 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 4.112095 | 2.899829 | 2.839694 | JGOFS_GO | 7.011924 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 4.112095 | 2.899829 | 2.839694 | JGOFS_GO | 7.011924 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.110559 | 2.883672 | 2.836807 | JGOFS_GO | 6.994231 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 4.110559 | 2.883672 | 2.836807 | JGOFS_GO | 6.994231 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 4.112095 | 2.899829 | 2.839694 | JGOFS_GO | 7.011924 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.110559 | 2.883672 | 2.836807 | JGOFS_GO | 6.994231 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 4.109105 | 2.897004 | 2.829897 | JGOFS_GO | 7.006108 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 4.109105 | 2.897004 | 2.829897 | JGOFS_GO | 7.006108 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 4.109105 | 2.897004 | 2.829897 | JGOFS_GO | 7.006108 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.964129 | 3.061130 | 2.736140 | GO_new | 5.797270 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.964129 | 3.061130 | 2.736140 | GO_new | 5.797270 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.964129 | 3.061130 | 2.736140 | GO_new | 5.797270 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.964129 | 3.061130 | 2.736140 | GO_new | 5.797270 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.964019 | 3.061123 | 2.642867 | GO_new | 5.703989 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.964019 | 3.061123 | 2.642867 | GO_new | 5.703989 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.964019 | 3.061123 | 2.642867 | GO_new | 5.703989 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.908049 | 3.012583 | 2.692997 | GO_new | 5.705580 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.908049 | 3.012583 | 2.692997 | GO_new | 5.705580 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.908049 | 3.012583 | 2.692997 | GO_new | 5.705580 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.964129 | 3.061130 | 2.736140 | JGOFS_GO | 7.025259 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.964129 | 3.061130 | 2.736140 | JGOFS_GO | 7.025259 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.964129 | 3.061130 | 2.736140 | JGOFS_GO | 7.025259 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.964129 | 3.061130 | 2.736140 | JGOFS_GO | 7.025259 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.964019 | 3.061123 | 2.642867 | JGOFS_GO | 7.025142 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.964019 | 3.061123 | 2.642867 | JGOFS_GO | 7.025142 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.964019 | 3.061123 | 2.642867 | JGOFS_GO | 7.025142 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.908049 | 3.012583 | 2.692997 | JGOFS_GO | 6.920632 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.908049 | 3.012583 | 2.692997 | JGOFS_GO | 6.920632 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.908049 | 3.012583 | 2.692997 | JGOFS_GO | 6.920632 |
2.3 Correlations RMSE between eras
2.3.1 All models
all_lm_stats %>%
ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras ~ basin)
# rm(all_lm_stats, all_lm_stats_wide)2.3.2 10 best models
lm_best %>%
ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras ~ basin)
#rm(all_lm_stats, all_lm_stats_wide)lm_1 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(Cstar ~ sal + tem + aou + oxygen + phosphate_star, data = .)
lm_2 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(Cstar ~ sal + tem + aou + oxygen + phosphate, data = .)
lm_1
lm_2
sqrt(mean(lm_1$residuals^2))
sqrt(mean(lm_2$residuals^2))2.4 Fitting best models
After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.
lm_best <- lm_best %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste("Cstar ~", lm_coeff))
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
lm_best_basin <- lm_best %>%
filter(basin == i_basin)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_best_basin_slab <- lm_best_basin %>%
filter(gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_slab$eras)) {
# i_eras <- unique(lm_best_basin_slab$eras)[1]
lm_best_basin_slab_eras <- lm_best_basin_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_slab_eras$predictors)) {
# i_predictors <- unique(lm_best_basin_slab_eras$predictors)[1]
lm_best_single <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
i_rmse_sum <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(rmse_sum) %>%
pull()
lm_formula <- as.formula(lm_best_single)
model_single <- lm(lm_formula,
data = GLODAP_basin_era_slab)
coefficients <- tidy(model_single)
coefficients <- coefficients %>%
mutate(basin = i_basin,
era = i_era,
eras = i_eras,
gamma_slab = i_gamma_slab,
model = lm_best_single,
rmse = i_rmse_sum)
print(lm_best_single)
if (exists("all_lm")) {
all_lm <- bind_rows(all_lm, coefficients)
}
if (!exists("all_lm")) {
all_lm <- coefficients
}
}
}
}
}
}
rm(lm_formula, model_single, coefficients, i_rmse_sum,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_best, lm_best_basin, lm_best_basin_slab, lm_best_single,
i_basin, i_era, i_gamma_slab, i_predictors)
all_lm %>%
write_csv(here::here("data/eMLR",
"all_lm.csv"))
# Prepare model coefficients for mapping
all_lm <- all_lm %>%
select(term, estimate, basin, era, eras, gamma_slab, model)
all_lm <- all_lm %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
all_lm_wide <- all_lm %>%
pivot_wider(names_from = era, values_from = estimate,
names_prefix = "coeff_")
all_lm_wide <- all_lm_wide %>%
mutate(JGOFS_GO = coeff_GO_SHIP - coeff_JGOFS_WOCE,
GO_new = coeff_new_era - coeff_GO_SHIP) %>%
select(-c(coeff_JGOFS_WOCE,
coeff_GO_SHIP,
coeff_new_era))
all_lm_long <- all_lm_wide %>%
pivot_longer(JGOFS_GO:GO_new, names_to = "eras_fit", values_to = "delta_coeff")
all_lm_long <- all_lm_long %>%
filter(eras == eras_fit) %>%
select(-eras_fit)
all_lm_wide <- all_lm_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
all_lm_wide %>%
write_csv(here::here("data/eMLR",
"all_lm_wide.csv"))
rm(all_lm_long, all_lm_wide)3 Open tasks
- combine correlation, rmse and model calculation into one routine, ideally using the purrr map approach
- select exactly best 10 models, even if same rmse sum appears more than once (currently, selection is set two ten, even if doublicated rmse occur)
- check (phosphate_star) NA’s in coeffcients -> cases of exact colinearity?
- test model selection based on AIC
4 Open questions
sessionInfo()R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18363)
Matrix products: default
locale:
[1] LC_COLLATE=English_Germany.1252 LC_CTYPE=English_Germany.1252
[3] LC_MONETARY=English_Germany.1252 LC_NUMERIC=C
[5] LC_TIME=English_Germany.1252
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.2 broom_0.7.0 kableExtra_1.1.0 knitr_1.29
[5] olsrr_0.5.3.9000 GGally_2.0.0 patchwork_1.0.1 lubridate_1.7.9
[9] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.0 purrr_0.3.4
[13] readr_1.3.1 tidyr_1.1.0 tibble_3.0.3 ggplot2_3.3.2
[17] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.4.2 webshot_0.5.2 RColorBrewer_1.1-2 httr_1.4.2
[5] rprojroot_1.3-2 tools_4.0.2 backports_1.1.8 R6_2.4.1
[9] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1 withr_2.2.0
[13] tidyselect_1.1.0 gridExtra_2.3 curl_4.3 compiler_4.0.2
[17] git2r_0.27.1 cli_2.0.2 rvest_0.3.6 xml2_1.3.2
[21] labeling_0.3 scales_1.1.1 goftest_1.2-2 digest_0.6.25
[25] foreign_0.8-80 rmarkdown_2.3 rio_0.5.16 pkgconfig_2.0.3
[29] htmltools_0.5.0 dbplyr_1.4.4 highr_0.8 rlang_0.4.7
[33] readxl_1.3.1 rstudioapi_0.11 generics_0.0.2 farver_2.0.3
[37] jsonlite_1.7.0 zip_2.0.4 car_3.0-8 magrittr_1.5
[41] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[45] lifecycle_0.2.0 stringi_1.4.6 whisker_0.4 yaml_2.2.1
[49] carData_3.0-4 plyr_1.8.6 grid_4.0.2 blob_1.2.1
[53] promises_1.1.1 crayon_1.3.4 haven_2.3.1 hms_0.5.3
[57] pillar_1.4.6 reprex_0.3.0 glue_1.4.1 evaluate_0.14
[61] data.table_1.13.0 modelr_0.1.8 vctrs_0.3.2 httpuv_1.5.4
[65] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[69] xfun_0.16 openxlsx_4.1.5 later_1.1.0.1 viridisLite_0.3.0
[73] ellipsis_0.3.1 here_0.1