eMLR - model fitting
Jens Daniel Müller
10 September, 2020
Last updated: 2020-09-10
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)
lm_all <- as_tibble(lm_all$result)
lm_all <- lm_all %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("lm_all_stats")) {
lm_all_stats <- bind_rows(lm_all_stats, lm_all)
}
if (!exists("lm_all_stats")) {
lm_all_stats <- lm_all
}
rm(lm_full, lm_all)
}
}
}
lm_all_stats %>%
write_csv(here::here("data/eMLR",
"lm_all_stats.csv"))
rm(i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_all_stats)RMSE was plotted against the number of predictors (limited to 2 - 5).
lm_all_stats <- read_csv(here::here("data/eMLR",
"lm_all_stats.csv"))
lm_all_stats <- lm_all_stats %>%
filter(n >= parameters$predictors_min,
n <= parameters$predictors_max)
lm_all_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
2.1 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
2.2 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.
lm_all_stats <- lm_all_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
lm_all_stats_wide <- lm_all_stats %>%
pivot_wider(names_from = era,
values_from = rmse,
names_prefix = "rmse_")
lm_all_stats_wide <- lm_all_stats_wide %>%
mutate(
rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
)
lm_all_stats <- lm_all_stats_wide %>%
pivot_longer(
c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
names_to = "eras",
values_to = "rmse_sum",
names_prefix = "rmse_sum_"
)
lm_best <- lm_all_stats %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = parameters$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_GO_SHIP | rmse_JGOFS_WOCE | rmse_new_era | eras | rmse_sum |
|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 6.160389 | 6.728917 | 2.842487 | GO_new | 9.002876 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.160389 | 6.728917 | 2.842487 | GO_new | 9.002876 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.160389 | 6.728917 | 2.842487 | GO_new | 9.002876 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.248103 | 6.329892 | 2.662329 | GO_new | 8.910432 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.248103 | 6.329892 | 2.662329 | GO_new | 8.910432 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.248103 | 6.329892 | 2.662329 | GO_new | 8.910432 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.220950 | 6.652514 | 2.796887 | GO_new | 9.017837 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.230838 | 6.631436 | 2.789398 | GO_new | 9.020235 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 6.234065 | 6.612049 | 2.789657 | GO_new | 9.023722 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.234065 | 6.612049 | 2.789657 | GO_new | 9.023722 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 6.160389 | 6.728917 | 2.842487 | JGOFS_GO | 12.889305 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.160389 | 6.728917 | 2.842487 | JGOFS_GO | 12.889305 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.248103 | 6.329892 | 2.662329 | JGOFS_GO | 12.577995 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.248103 | 6.329892 | 2.662329 | JGOFS_GO | 12.577995 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.248103 | 6.329892 | 2.662329 | JGOFS_GO | 12.577995 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.220950 | 6.652514 | 2.796887 | JGOFS_GO | 12.873464 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.230838 | 6.631436 | 2.789398 | JGOFS_GO | 12.862274 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 6.234065 | 6.612049 | 2.789657 | JGOFS_GO | 12.846114 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.234065 | 6.612049 | 2.789657 | JGOFS_GO | 12.846114 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.234065 | 6.612049 | 2.789657 | JGOFS_GO | 12.846114 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.137049 | 4.965733 | 2.768148 | GO_new | 7.905197 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.137049 | 4.965733 | 2.768148 | GO_new | 7.905197 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.137049 | 4.965733 | 2.768148 | GO_new | 7.905197 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.149529 | 4.966232 | 2.845997 | GO_new | 7.995526 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.149529 | 4.966232 | 2.845997 | GO_new | 7.995526 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.149529 | 4.966232 | 2.845997 | GO_new | 7.995526 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.136999 | 4.940282 | 2.837104 | GO_new | 7.974103 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.136999 | 4.940282 | 2.837104 | GO_new | 7.974103 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.149529 | 4.966232 | 2.845997 | GO_new | 7.995526 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.136999 | 4.940282 | 2.837104 | GO_new | 7.974103 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.137049 | 4.965733 | 2.768148 | JGOFS_GO | 10.102783 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.137049 | 4.965733 | 2.768148 | JGOFS_GO | 10.102783 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.137049 | 4.965733 | 2.768148 | JGOFS_GO | 10.102783 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.149529 | 4.966232 | 2.845997 | JGOFS_GO | 10.115761 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.149529 | 4.966232 | 2.845997 | JGOFS_GO | 10.115761 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.149529 | 4.966232 | 2.845997 | JGOFS_GO | 10.115761 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.136999 | 4.940282 | 2.837104 | JGOFS_GO | 10.077281 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.136999 | 4.940282 | 2.837104 | JGOFS_GO | 10.077281 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.149529 | 4.966232 | 2.845997 | JGOFS_GO | 10.115761 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.136999 | 4.940282 | 2.837104 | JGOFS_GO | 10.077281 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 4.271043 | 3.941102 | 3.117246 | GO_new | 7.388289 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.271043 | 3.941102 | 3.117246 | GO_new | 7.388289 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.271043 | 3.941102 | 3.117246 | GO_new | 7.388289 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 4.230715 | 4.161314 | 3.172113 | GO_new | 7.402828 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 4.230389 | 4.158561 | 3.168777 | GO_new | 7.399165 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 4.230389 | 4.158561 | 3.168777 | GO_new | 7.399165 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 4.230389 | 4.158561 | 3.168777 | GO_new | 7.399165 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.250824 | 4.005819 | 3.111001 | GO_new | 7.361825 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.250824 | 4.005819 | 3.111001 | GO_new | 7.361825 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.250824 | 4.005819 | 3.111001 | GO_new | 7.361825 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 4.271043 | 3.941102 | 3.117246 | JGOFS_GO | 8.212145 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.271043 | 3.941102 | 3.117246 | JGOFS_GO | 8.212145 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.271043 | 3.941102 | 3.117246 | JGOFS_GO | 8.212145 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate | 4.314429 | 4.008422 | 3.122133 | JGOFS_GO | 8.322851 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate phosphate_star | 4.314429 | 4.008422 | 3.122133 | JGOFS_GO | 8.322851 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate_star | 4.314429 | 4.008422 | 3.122133 | JGOFS_GO | 8.322851 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.250824 | 4.005819 | 3.111001 | JGOFS_GO | 8.256643 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.250824 | 4.005819 | 3.111001 | JGOFS_GO | 8.256643 |
| Atlantic | (26.5,26.75] | tem aou phosphate phosphate_star | 4.314429 | 4.008422 | 3.122133 | JGOFS_GO | 8.322851 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.250824 | 4.005819 | 3.111001 | JGOFS_GO | 8.256643 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.185894 | 4.435241 | 3.451453 | GO_new | 7.637347 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.157792 | 4.413007 | 3.454854 | GO_new | 7.612646 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.160586 | 4.413698 | 3.454367 | GO_new | 7.614953 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.160586 | 4.413698 | 3.454367 | GO_new | 7.614953 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.160586 | 4.413698 | 3.454367 | GO_new | 7.614953 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 4.197997 | 4.467420 | 3.478218 | GO_new | 7.676216 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.197997 | 4.467420 | 3.478218 | GO_new | 7.676216 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.197997 | 4.467420 | 3.478218 | GO_new | 7.676216 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 4.201125 | 4.469360 | 3.482471 | GO_new | 7.683596 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.202616 | 4.470287 | 3.481853 | GO_new | 7.684469 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate | 4.221009 | 4.420567 | 3.612473 | JGOFS_GO | 8.641577 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate_star | 4.221009 | 4.420567 | 3.612473 | JGOFS_GO | 8.641577 |
| Atlantic | (26.75,27] | sal tem aou phosphate phosphate_star | 4.221009 | 4.420567 | 3.612473 | JGOFS_GO | 8.641577 |
| Atlantic | (26.75,27] | sal tem aou phosphate_star | 4.226805 | 4.422096 | 3.619989 | JGOFS_GO | 8.648901 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.185894 | 4.435241 | 3.451453 | JGOFS_GO | 8.621135 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.157792 | 4.413007 | 3.454854 | JGOFS_GO | 8.570799 |
| Atlantic | (26.75,27] | sal tem oxygen phosphate | 4.229363 | 4.422993 | 3.618372 | JGOFS_GO | 8.652356 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.160586 | 4.413698 | 3.454367 | JGOFS_GO | 8.574284 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.160586 | 4.413698 | 3.454367 | JGOFS_GO | 8.574284 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.160586 | 4.413698 | 3.454367 | JGOFS_GO | 8.574284 |
| Atlantic | (27,27.25] | sal aou oxygen silicate phosphate | 4.945148 | 5.198495 | 4.683626 | GO_new | 9.628774 |
| Atlantic | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.945148 | 5.198495 | 4.683626 | GO_new | 9.628774 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 4.777951 | 5.057579 | 4.705613 | GO_new | 9.483564 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.708263 | 5.032544 | 4.733357 | GO_new | 9.441620 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.719452 | 5.033536 | 4.727819 | GO_new | 9.447271 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.719452 | 5.033536 | 4.727819 | GO_new | 9.447271 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.719452 | 5.033536 | 4.727819 | GO_new | 9.447271 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.713719 | 5.085937 | 4.788515 | GO_new | 9.502234 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.713719 | 5.085937 | 4.788515 | GO_new | 9.502234 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.713719 | 5.085937 | 4.788515 | GO_new | 9.502234 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.708263 | 5.032544 | 4.733357 | JGOFS_GO | 9.740807 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.719452 | 5.033536 | 4.727819 | JGOFS_GO | 9.752988 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.719452 | 5.033536 | 4.727819 | JGOFS_GO | 9.752988 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.719452 | 5.033536 | 4.727819 | JGOFS_GO | 9.752988 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.713719 | 5.085937 | 4.788515 | JGOFS_GO | 9.799656 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.713719 | 5.085937 | 4.788515 | JGOFS_GO | 9.799656 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.713719 | 5.085937 | 4.788515 | JGOFS_GO | 9.799656 |
| Atlantic | (27,27.25] | tem aou silicate phosphate_star | 4.736763 | 5.086003 | 4.911803 | JGOFS_GO | 9.822766 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate | 4.746909 | 5.086330 | 4.902086 | JGOFS_GO | 9.833239 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate phosphate_star | 4.746909 | 5.086330 | 4.902086 | JGOFS_GO | 9.833239 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.167633 | 4.430996 | 3.758875 | GO_new | 7.926508 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.167633 | 4.430996 | 3.758875 | GO_new | 7.926508 |
| Atlantic | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.167633 | 4.430996 | 3.758875 | GO_new | 7.926508 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate | 4.115679 | 4.411391 | 3.794375 | GO_new | 7.910054 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.108144 | 4.411632 | 3.826942 | GO_new | 7.935087 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.108144 | 4.411632 | 3.826942 | GO_new | 7.935087 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.108144 | 4.411632 | 3.826942 | GO_new | 7.935087 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.192502 | 4.466503 | 3.741606 | GO_new | 7.934108 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.192502 | 4.466503 | 3.741606 | GO_new | 7.934108 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.192502 | 4.466503 | 3.741606 | GO_new | 7.934108 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.108282 | 4.410719 | 3.855292 | JGOFS_GO | 8.519001 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.108282 | 4.410719 | 3.855292 | JGOFS_GO | 8.519001 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.108282 | 4.410719 | 3.855292 | JGOFS_GO | 8.519001 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate | 4.108283 | 4.413136 | 3.925682 | JGOFS_GO | 8.521419 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate phosphate_star | 4.108283 | 4.413136 | 3.925682 | JGOFS_GO | 8.521419 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate_star | 4.108283 | 4.413136 | 3.925682 | JGOFS_GO | 8.521419 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.108144 | 4.411632 | 3.826942 | JGOFS_GO | 8.519777 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.108144 | 4.411632 | 3.826942 | JGOFS_GO | 8.519777 |
| Atlantic | (27.25,27.5] | sal tem phosphate phosphate_star | 4.108283 | 4.413136 | 3.925682 | JGOFS_GO | 8.521419 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.108144 | 4.411632 | 3.826942 | JGOFS_GO | 8.519777 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.242111 | 4.324658 | 4.271630 | GO_new | 8.513741 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.242111 | 4.324658 | 4.271630 | GO_new | 8.513741 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.242111 | 4.324658 | 4.271630 | GO_new | 8.513741 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.259602 | 4.324378 | 4.266571 | GO_new | 8.526173 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.276293 | 4.328081 | 4.260744 | GO_new | 8.537036 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.276293 | 4.328081 | 4.260744 | GO_new | 8.537036 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.276293 | 4.328081 | 4.260744 | GO_new | 8.537036 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.246123 | 4.349540 | 4.263688 | GO_new | 8.509811 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.246123 | 4.349540 | 4.263688 | GO_new | 8.509811 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.246123 | 4.349540 | 4.263688 | GO_new | 8.509811 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.242111 | 4.324658 | 4.271630 | JGOFS_GO | 8.566769 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.242111 | 4.324658 | 4.271630 | JGOFS_GO | 8.566769 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.242111 | 4.324658 | 4.271630 | JGOFS_GO | 8.566769 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.259602 | 4.324378 | 4.266571 | JGOFS_GO | 8.583980 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.276293 | 4.328081 | 4.260744 | JGOFS_GO | 8.604374 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.276293 | 4.328081 | 4.260744 | JGOFS_GO | 8.604374 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.276293 | 4.328081 | 4.260744 | JGOFS_GO | 8.604374 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.246123 | 4.349540 | 4.263688 | JGOFS_GO | 8.595663 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.246123 | 4.349540 | 4.263688 | JGOFS_GO | 8.595663 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.246123 | 4.349540 | 4.263688 | JGOFS_GO | 8.595663 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.593290 | 4.603641 | 6.665366 | GO_new | 11.258656 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.593290 | 4.603641 | 6.665366 | GO_new | 11.258656 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.593290 | 4.603641 | 6.665366 | GO_new | 11.258656 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.592846 | 4.604445 | 6.684251 | GO_new | 11.277097 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.612850 | 4.604515 | 6.653446 | GO_new | 11.266296 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.597807 | 4.603645 | 6.682193 | GO_new | 11.280000 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.597807 | 4.603645 | 6.682193 | GO_new | 11.280000 |
| Atlantic | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.611145 | 4.631797 | 6.564013 | GO_new | 11.175158 |
| Atlantic | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.611145 | 4.631797 | 6.564013 | GO_new | 11.175158 |
| Atlantic | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.611145 | 4.631797 | 6.564013 | GO_new | 11.175158 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.593290 | 4.603641 | 6.665366 | JGOFS_GO | 9.196931 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.593290 | 4.603641 | 6.665366 | JGOFS_GO | 9.196931 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.593290 | 4.603641 | 6.665366 | JGOFS_GO | 9.196931 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.603731 | 4.603645 | 6.692482 | JGOFS_GO | 9.207376 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate phosphate_star | 4.603731 | 4.603645 | 6.692482 | JGOFS_GO | 9.207376 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.603731 | 4.603645 | 6.692482 | JGOFS_GO | 9.207376 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.592846 | 4.604445 | 6.684251 | JGOFS_GO | 9.197291 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.597807 | 4.603645 | 6.682193 | JGOFS_GO | 9.201452 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.597807 | 4.603645 | 6.682193 | JGOFS_GO | 9.201452 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.597807 | 4.603645 | 6.682193 | JGOFS_GO | 9.201452 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.787324 | 4.207919 | 4.863849 | GO_new | 9.651174 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.787324 | 4.207919 | 4.863849 | GO_new | 9.651174 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.787324 | 4.207919 | 4.863849 | GO_new | 9.651174 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.822416 | 4.268790 | 4.953851 | GO_new | 9.776267 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.807515 | 4.211974 | 4.896482 | GO_new | 9.703997 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.789439 | 4.205685 | 4.875286 | GO_new | 9.664724 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.803054 | 4.211556 | 4.897588 | GO_new | 9.700642 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.803054 | 4.211556 | 4.897588 | GO_new | 9.700642 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.896443 | 4.213583 | 4.902023 | GO_new | 9.798466 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.803054 | 4.211556 | 4.897588 | GO_new | 9.700642 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.787324 | 4.207919 | 4.863849 | JGOFS_GO | 8.995243 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.787324 | 4.207919 | 4.863849 | JGOFS_GO | 8.995243 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.787324 | 4.207919 | 4.863849 | JGOFS_GO | 8.995243 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.822416 | 4.268790 | 4.953851 | JGOFS_GO | 9.091205 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.807515 | 4.211974 | 4.896482 | JGOFS_GO | 9.019488 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.789439 | 4.205685 | 4.875286 | JGOFS_GO | 8.995123 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.803054 | 4.211556 | 4.897588 | JGOFS_GO | 9.014610 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.803054 | 4.211556 | 4.897588 | JGOFS_GO | 9.014610 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.896443 | 4.213583 | 4.902023 | JGOFS_GO | 9.110025 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.803054 | 4.211556 | 4.897588 | JGOFS_GO | 9.014610 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.748827 | 3.912832 | 5.194033 | GO_new | 10.942860 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.748827 | 3.912832 | 5.194033 | GO_new | 10.942860 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.748827 | 3.912832 | 5.194033 | GO_new | 10.942860 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.748901 | 3.912882 | 5.204215 | GO_new | 10.953116 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 5.838260 | 4.282803 | 4.909140 | GO_new | 10.747399 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate_star | 5.838260 | 4.282803 | 4.909140 | GO_new | 10.747399 |
| Atlantic | (27.95,28.05] | sal tem aou phosphate phosphate_star | 5.838260 | 4.282803 | 4.909140 | GO_new | 10.747399 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.746818 | 3.912682 | 5.203708 | GO_new | 10.950527 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 5.770346 | 3.931134 | 5.286645 | GO_new | 11.056991 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.770346 | 3.931134 | 5.286645 | GO_new | 11.056991 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.748827 | 3.912832 | 5.194033 | JGOFS_GO | 9.661658 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.748827 | 3.912832 | 5.194033 | JGOFS_GO | 9.661658 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.748827 | 3.912832 | 5.194033 | JGOFS_GO | 9.661658 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.748901 | 3.912882 | 5.204215 | JGOFS_GO | 9.661782 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate | 5.811028 | 4.019446 | 5.334702 | JGOFS_GO | 9.830474 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate | 5.786173 | 3.939374 | 5.310418 | JGOFS_GO | 9.725547 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.746818 | 3.912682 | 5.203708 | JGOFS_GO | 9.659501 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 5.770346 | 3.931134 | 5.286645 | JGOFS_GO | 9.701479 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 5.770346 | 3.931134 | 5.286645 | JGOFS_GO | 9.701479 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.770346 | 3.931134 | 5.286645 | JGOFS_GO | 9.701479 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.933433 | 3.836348 | 4.578838 | GO_new | 10.512271 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.933433 | 3.836348 | 4.578838 | GO_new | 10.512271 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.933433 | 3.836348 | 4.578838 | GO_new | 10.512271 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 6.025589 | 3.937726 | 4.579287 | GO_new | 10.604877 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 6.025589 | 3.937726 | 4.579287 | GO_new | 10.604877 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 6.025589 | 3.937726 | 4.579287 | GO_new | 10.604877 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.941908 | 3.841447 | 4.516824 | GO_new | 10.458732 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.941908 | 3.841447 | 4.516824 | GO_new | 10.458732 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 6.025589 | 3.937726 | 4.579287 | GO_new | 10.604877 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.941908 | 3.841447 | 4.516824 | GO_new | 10.458732 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.933433 | 3.836348 | 4.578838 | JGOFS_GO | 9.769780 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.933433 | 3.836348 | 4.578838 | JGOFS_GO | 9.769780 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.933433 | 3.836348 | 4.578838 | JGOFS_GO | 9.769780 |
| Atlantic | (28.05,28.1] | sal tem aou silicate phosphate_star | 6.096704 | 3.865378 | 5.099493 | JGOFS_GO | 9.962082 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 6.025589 | 3.937726 | 4.579287 | JGOFS_GO | 9.963315 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 6.025589 | 3.937726 | 4.579287 | JGOFS_GO | 9.963315 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 6.025589 | 3.937726 | 4.579287 | JGOFS_GO | 9.963315 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.941908 | 3.841447 | 4.516824 | JGOFS_GO | 9.783355 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.941908 | 3.841447 | 4.516824 | JGOFS_GO | 9.783355 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.941908 | 3.841447 | 4.516824 | JGOFS_GO | 9.783355 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 6.701200 | 3.770239 | 4.763091 | GO_new | 11.464292 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 6.701200 | 3.770239 | 4.763091 | GO_new | 11.464292 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 6.701200 | 3.770239 | 4.763091 | GO_new | 11.464292 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate | 6.742367 | 3.811082 | 4.763140 | GO_new | 11.505508 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate phosphate_star | 6.742367 | 3.811082 | 4.763140 | GO_new | 11.505508 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate_star | 6.742367 | 3.811082 | 4.763140 | GO_new | 11.505508 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 6.717725 | 3.740541 | 4.757712 | GO_new | 11.475437 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 6.717725 | 3.740541 | 4.757712 | GO_new | 11.475437 |
| Atlantic | (28.1,28.15] | tem aou phosphate phosphate_star | 6.742367 | 3.811082 | 4.763140 | GO_new | 11.505508 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 6.717725 | 3.740541 | 4.757712 | GO_new | 11.475437 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 6.701200 | 3.770239 | 4.763091 | JGOFS_GO | 10.471439 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 6.701200 | 3.770239 | 4.763091 | JGOFS_GO | 10.471439 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 6.701200 | 3.770239 | 4.763091 | JGOFS_GO | 10.471439 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 6.704238 | 3.710930 | 4.824162 | JGOFS_GO | 10.415168 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 6.712185 | 3.711873 | 4.836057 | JGOFS_GO | 10.424058 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 6.712185 | 3.711873 | 4.836057 | JGOFS_GO | 10.424058 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 6.712185 | 3.711873 | 4.836057 | JGOFS_GO | 10.424058 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 6.717725 | 3.740541 | 4.757712 | JGOFS_GO | 10.458266 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 6.717725 | 3.740541 | 4.757712 | JGOFS_GO | 10.458266 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 6.717725 | 3.740541 | 4.757712 | JGOFS_GO | 10.458266 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.594599 | 3.699819 | 2.909110 | GO_new | 6.503709 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.594599 | 3.699819 | 2.909110 | GO_new | 6.503709 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.594599 | 3.699819 | 2.909110 | GO_new | 6.503709 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.579646 | 3.625627 | 2.900054 | GO_new | 6.479700 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.579646 | 3.625627 | 2.900054 | GO_new | 6.479700 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.579646 | 3.625627 | 2.900054 | GO_new | 6.479700 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.577689 | 3.622704 | 2.886798 | GO_new | 6.464486 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 3.606933 | 3.622652 | 2.894339 | GO_new | 6.501271 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.606933 | 3.622652 | 2.894339 | GO_new | 6.501271 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.606933 | 3.622652 | 2.894339 | GO_new | 6.501271 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.579646 | 3.625627 | 2.900054 | JGOFS_GO | 7.205273 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.579646 | 3.625627 | 2.900054 | JGOFS_GO | 7.205273 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.579646 | 3.625627 | 2.900054 | JGOFS_GO | 7.205273 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.577689 | 3.622704 | 2.886798 | JGOFS_GO | 7.200392 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 3.606933 | 3.622652 | 2.894339 | JGOFS_GO | 7.229584 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.606933 | 3.622652 | 2.894339 | JGOFS_GO | 7.229584 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.606933 | 3.622652 | 2.894339 | JGOFS_GO | 7.229584 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate | 3.570494 | 3.642753 | 3.101195 | JGOFS_GO | 7.213247 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate_star | 3.570494 | 3.642753 | 3.101195 | JGOFS_GO | 7.213247 |
| Atlantic | (28.15,28.2] | tem aou silicate phosphate phosphate_star | 3.570494 | 3.642753 | 3.101195 | JGOFS_GO | 7.213247 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.258372 | 3.308644 | 3.108072 | GO_new | 6.366443 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.258372 | 3.308644 | 3.108072 | GO_new | 6.366443 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.258372 | 3.308644 | 3.108072 | GO_new | 6.366443 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate_star | 3.262134 | 3.360989 | 3.120311 | GO_new | 6.382445 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.225153 | 3.150194 | 3.102451 | GO_new | 6.327604 |
| Atlantic | (28.2, Inf] | sal tem oxygen phosphate_star | 3.260353 | 3.337291 | 3.166157 | GO_new | 6.426510 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.237237 | 3.145271 | 3.144065 | GO_new | 6.381301 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.237237 | 3.145271 | 3.144065 | GO_new | 6.381301 |
| Atlantic | (28.2, Inf] | sal tem phosphate phosphate_star | 3.260353 | 3.337291 | 3.166157 | GO_new | 6.426510 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.237237 | 3.145271 | 3.144065 | GO_new | 6.381301 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.251961 | 3.210128 | 3.212827 | JGOFS_GO | 6.462089 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.251961 | 3.210128 | 3.212827 | JGOFS_GO | 6.462089 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.251961 | 3.210128 | 3.212827 | JGOFS_GO | 6.462089 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.258372 | 3.308644 | 3.108072 | JGOFS_GO | 6.567015 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.258372 | 3.308644 | 3.108072 | JGOFS_GO | 6.567015 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate | 3.286315 | 3.171048 | 3.249967 | JGOFS_GO | 6.457363 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.225153 | 3.150194 | 3.102451 | JGOFS_GO | 6.375347 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.237237 | 3.145271 | 3.144065 | JGOFS_GO | 6.382508 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.237237 | 3.145271 | 3.144065 | JGOFS_GO | 6.382508 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.237237 | 3.145271 | 3.144065 | JGOFS_GO | 6.382508 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.403829 | 11.429187 | 5.453222 | GO_new | 11.857050 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.403829 | 11.429187 | 5.453222 | GO_new | 11.857050 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.403829 | 11.429187 | 5.453222 | GO_new | 11.857050 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.792715 | 11.766037 | 5.858923 | GO_new | 12.651638 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.525238 | 11.458710 | 5.687936 | GO_new | 12.213174 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.581090 | 11.482032 | 5.777319 | GO_new | 12.358409 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.582734 | 11.480645 | 5.799399 | GO_new | 12.382133 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.582734 | 11.480645 | 5.799399 | GO_new | 12.382133 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.582734 | 11.480645 | 5.799399 | GO_new | 12.382133 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.584001 | 11.489017 | 5.934816 | GO_new | 12.518816 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.403829 | 11.429187 | 5.453222 | JGOFS_GO | 17.833016 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.403829 | 11.429187 | 5.453222 | JGOFS_GO | 17.833016 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.403829 | 11.429187 | 5.453222 | JGOFS_GO | 17.833016 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.792715 | 11.766037 | 5.858923 | JGOFS_GO | 18.558753 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.525238 | 11.458710 | 5.687936 | JGOFS_GO | 17.983947 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.581090 | 11.482032 | 5.777319 | JGOFS_GO | 18.063122 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.582734 | 11.480645 | 5.799399 | JGOFS_GO | 18.063380 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.582734 | 11.480645 | 5.799399 | JGOFS_GO | 18.063380 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.582734 | 11.480645 | 5.799399 | JGOFS_GO | 18.063380 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.584001 | 11.489017 | 5.934816 | JGOFS_GO | 18.073017 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.704033 | 7.450605 | 3.976100 | GO_new | 8.680134 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.704033 | 7.450605 | 3.976100 | GO_new | 8.680134 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.704033 | 7.450605 | 3.976100 | GO_new | 8.680134 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.925129 | 7.645860 | 4.294651 | GO_new | 9.219780 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 4.925129 | 7.645860 | 4.294651 | GO_new | 9.219780 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.722233 | 7.516094 | 4.068187 | GO_new | 8.790421 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.760926 | 7.559459 | 4.126987 | GO_new | 8.887913 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.754107 | 7.551471 | 4.113404 | GO_new | 8.867511 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.754107 | 7.551471 | 4.113404 | GO_new | 8.867511 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.754107 | 7.551471 | 4.113404 | GO_new | 8.867511 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.704033 | 7.450605 | 3.976100 | JGOFS_GO | 12.154639 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.704033 | 7.450605 | 3.976100 | JGOFS_GO | 12.154639 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.704033 | 7.450605 | 3.976100 | JGOFS_GO | 12.154639 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.925129 | 7.645860 | 4.294651 | JGOFS_GO | 12.570989 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 4.925129 | 7.645860 | 4.294651 | JGOFS_GO | 12.570989 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.722233 | 7.516094 | 4.068187 | JGOFS_GO | 12.238328 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.760926 | 7.559459 | 4.126987 | JGOFS_GO | 12.320385 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.754107 | 7.551471 | 4.113404 | JGOFS_GO | 12.305578 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.754107 | 7.551471 | 4.113404 | JGOFS_GO | 12.305578 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.754107 | 7.551471 | 4.113404 | JGOFS_GO | 12.305578 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.330305 | 5.670609 | 4.645302 | GO_new | 9.975607 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.330305 | 5.670609 | 4.645302 | GO_new | 9.975607 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.330305 | 5.670609 | 4.645302 | GO_new | 9.975607 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.329938 | 5.580853 | 4.573100 | GO_new | 9.903039 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.329938 | 5.580853 | 4.573100 | GO_new | 9.903039 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.330305 | 5.670609 | 4.645302 | GO_new | 9.975607 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.329938 | 5.580853 | 4.573100 | GO_new | 9.903039 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.329793 | 5.670607 | 4.632953 | GO_new | 9.962746 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.329793 | 5.670607 | 4.632953 | GO_new | 9.962746 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.329793 | 5.670607 | 4.632953 | GO_new | 9.962746 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.330305 | 5.670609 | 4.645302 | JGOFS_GO | 11.000914 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.330305 | 5.670609 | 4.645302 | JGOFS_GO | 11.000914 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.330305 | 5.670609 | 4.645302 | JGOFS_GO | 11.000914 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.329938 | 5.580853 | 4.573100 | JGOFS_GO | 10.910792 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.329938 | 5.580853 | 4.573100 | JGOFS_GO | 10.910792 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.330305 | 5.670609 | 4.645302 | JGOFS_GO | 11.000914 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.329938 | 5.580853 | 4.573100 | JGOFS_GO | 10.910792 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.329793 | 5.670607 | 4.632953 | JGOFS_GO | 11.000400 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.329793 | 5.670607 | 4.632953 | JGOFS_GO | 11.000400 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.329793 | 5.670607 | 4.632953 | JGOFS_GO | 11.000400 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 4.942340 | 6.301988 | 4.305316 | GO_new | 9.247656 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 4.942340 | 6.301988 | 4.305316 | GO_new | 9.247656 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 4.942340 | 6.301988 | 4.305316 | GO_new | 9.247656 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 4.947284 | 6.302060 | 4.313863 | GO_new | 9.261147 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 4.947284 | 6.302060 | 4.313863 | GO_new | 9.261147 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 4.947284 | 6.302060 | 4.313863 | GO_new | 9.261147 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.918097 | 6.285908 | 4.297647 | GO_new | 9.215744 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.918097 | 6.285908 | 4.297647 | GO_new | 9.215744 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 4.947284 | 6.302060 | 4.313863 | GO_new | 9.261147 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.918097 | 6.285908 | 4.297647 | GO_new | 9.215744 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 4.942340 | 6.301988 | 4.305316 | JGOFS_GO | 11.244328 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 4.942340 | 6.301988 | 4.305316 | JGOFS_GO | 11.244328 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 4.942340 | 6.301988 | 4.305316 | JGOFS_GO | 11.244328 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 4.947284 | 6.302060 | 4.313863 | JGOFS_GO | 11.249344 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 4.947284 | 6.302060 | 4.313863 | JGOFS_GO | 11.249344 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 4.947284 | 6.302060 | 4.313863 | JGOFS_GO | 11.249344 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.918097 | 6.285908 | 4.297647 | JGOFS_GO | 11.204004 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.918097 | 6.285908 | 4.297647 | JGOFS_GO | 11.204004 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 4.947284 | 6.302060 | 4.313863 | JGOFS_GO | 11.249344 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.918097 | 6.285908 | 4.297647 | JGOFS_GO | 11.204004 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.714129 | 6.131647 | 4.157948 | GO_new | 8.872078 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.714129 | 6.131647 | 4.157948 | GO_new | 8.872078 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.714129 | 6.131647 | 4.157948 | GO_new | 8.872078 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.699665 | 5.970789 | 4.150975 | GO_new | 8.850640 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.699665 | 5.970789 | 4.150975 | GO_new | 8.850640 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.699665 | 5.970789 | 4.150975 | GO_new | 8.850640 |
| Indo-Pacific | (27,27.25] | sal tem aou silicate phosphate | 4.724386 | 6.165718 | 4.183422 | GO_new | 8.907808 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.657425 | 5.911778 | 4.124515 | GO_new | 8.781940 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.657425 | 5.911778 | 4.124515 | GO_new | 8.781940 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.657425 | 5.911778 | 4.124515 | GO_new | 8.781940 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.714129 | 6.131647 | 4.157948 | JGOFS_GO | 10.845776 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.714129 | 6.131647 | 4.157948 | JGOFS_GO | 10.845776 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.714129 | 6.131647 | 4.157948 | JGOFS_GO | 10.845776 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.699665 | 5.970789 | 4.150975 | JGOFS_GO | 10.670454 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.699665 | 5.970789 | 4.150975 | JGOFS_GO | 10.670454 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.699665 | 5.970789 | 4.150975 | JGOFS_GO | 10.670454 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate_star | 4.841838 | 6.030000 | 4.299682 | JGOFS_GO | 10.871838 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.657425 | 5.911778 | 4.124515 | JGOFS_GO | 10.569203 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.657425 | 5.911778 | 4.124515 | JGOFS_GO | 10.569203 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.657425 | 5.911778 | 4.124515 | JGOFS_GO | 10.569203 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.258529 | 5.175619 | 3.531860 | GO_new | 7.790389 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.258529 | 5.175619 | 3.531860 | GO_new | 7.790389 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.258529 | 5.175619 | 3.531860 | GO_new | 7.790389 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.273172 | 4.846028 | 3.641628 | GO_new | 7.914799 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.273172 | 4.846028 | 3.641628 | GO_new | 7.914799 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.273172 | 4.846028 | 3.641628 | GO_new | 7.914799 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate | 4.306032 | 5.427632 | 3.553833 | GO_new | 7.859865 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.102018 | 4.801386 | 3.636721 | GO_new | 7.738739 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.102018 | 4.801386 | 3.636721 | GO_new | 7.738739 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.102018 | 4.801386 | 3.636721 | GO_new | 7.738739 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.273172 | 4.846028 | 3.641628 | JGOFS_GO | 9.119200 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.273172 | 4.846028 | 3.641628 | JGOFS_GO | 9.119200 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.273172 | 4.846028 | 3.641628 | JGOFS_GO | 9.119200 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate | 4.309957 | 4.859196 | 3.758876 | JGOFS_GO | 9.169153 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.309957 | 4.859196 | 3.758876 | JGOFS_GO | 9.169153 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate_star | 4.309957 | 4.859196 | 3.758876 | JGOFS_GO | 9.169153 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.102018 | 4.801386 | 3.636721 | JGOFS_GO | 8.903404 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.102018 | 4.801386 | 3.636721 | JGOFS_GO | 8.903404 |
| Indo-Pacific | (27.25,27.5] | tem aou phosphate phosphate_star | 4.309957 | 4.859196 | 3.758876 | JGOFS_GO | 9.169153 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.102018 | 4.801386 | 3.636721 | JGOFS_GO | 8.903404 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.063560 | 4.519058 | 3.562242 | GO_new | 7.625801 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.063560 | 4.519058 | 3.562242 | GO_new | 7.625801 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.063560 | 4.519058 | 3.562242 | GO_new | 7.625801 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate_star | 4.125875 | 5.056981 | 3.612439 | GO_new | 7.738314 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate | 4.056359 | 4.906124 | 3.674099 | GO_new | 7.730457 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate_star | 4.107616 | 5.042681 | 3.604409 | GO_new | 7.712026 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate | 4.122352 | 5.055638 | 3.616020 | GO_new | 7.738372 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.101487 | 5.035638 | 3.609043 | GO_new | 7.710530 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.101487 | 5.035638 | 3.609043 | GO_new | 7.710530 |
| Indo-Pacific | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.101487 | 5.035638 | 3.609043 | GO_new | 7.710530 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.063560 | 4.519058 | 3.562242 | JGOFS_GO | 8.582618 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.063560 | 4.519058 | 3.562242 | JGOFS_GO | 8.582618 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.063560 | 4.519058 | 3.562242 | JGOFS_GO | 8.582618 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate | 4.156256 | 4.519071 | 3.806529 | JGOFS_GO | 8.675326 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate phosphate_star | 4.156256 | 4.519071 | 3.806529 | JGOFS_GO | 8.675326 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate_star | 4.156256 | 4.519071 | 3.806529 | JGOFS_GO | 8.675326 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.156252 | 4.496293 | 3.779497 | JGOFS_GO | 8.652545 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.156252 | 4.496293 | 3.779497 | JGOFS_GO | 8.652545 |
| Indo-Pacific | (27.5,27.75] | tem aou phosphate phosphate_star | 4.156256 | 4.519071 | 3.806529 | JGOFS_GO | 8.675326 |
| Indo-Pacific | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.156252 | 4.496293 | 3.779497 | JGOFS_GO | 8.652545 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 3.345638 | 4.180152 | 2.878290 | GO_new | 6.223929 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 3.320750 | 4.203495 | 2.866218 | GO_new | 6.186968 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 3.322417 | 4.204233 | 2.867944 | GO_new | 6.190360 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 3.322417 | 4.204233 | 2.867944 | GO_new | 6.190360 |
| Indo-Pacific | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 3.322417 | 4.204233 | 2.867944 | GO_new | 6.190360 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.298472 | 4.153444 | 2.911384 | GO_new | 6.209856 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.298472 | 4.153444 | 2.911384 | GO_new | 6.209856 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.298472 | 4.153444 | 2.911384 | GO_new | 6.209856 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate_star | 3.326760 | 4.218053 | 2.920683 | GO_new | 6.247443 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate_star | 3.328013 | 4.218235 | 2.921327 | GO_new | 6.249340 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate | 3.356269 | 4.146421 | 3.009532 | JGOFS_GO | 7.502690 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate_star | 3.356269 | 4.146421 | 3.009532 | JGOFS_GO | 7.502690 |
| Indo-Pacific | (27.75,27.85] | sal tem aou phosphate phosphate_star | 3.356269 | 4.146421 | 3.009532 | JGOFS_GO | 7.502690 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate | 3.356546 | 4.154512 | 3.011344 | JGOFS_GO | 7.511058 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate phosphate_star | 3.356546 | 4.154512 | 3.011344 | JGOFS_GO | 7.511058 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate_star | 3.356546 | 4.154512 | 3.011344 | JGOFS_GO | 7.511058 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.298472 | 4.153444 | 2.911384 | JGOFS_GO | 7.451917 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.298472 | 4.153444 | 2.911384 | JGOFS_GO | 7.451917 |
| Indo-Pacific | (27.75,27.85] | tem aou phosphate phosphate_star | 3.356546 | 4.154512 | 3.011344 | JGOFS_GO | 7.511058 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.298472 | 4.153444 | 2.911384 | JGOFS_GO | 7.451917 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate | 3.004722 | 4.330545 | 2.875711 | GO_new | 5.880433 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate_star | 3.010852 | 4.349568 | 2.865867 | GO_new | 5.876719 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate | 3.010100 | 4.350453 | 2.866922 | GO_new | 5.877022 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 3.010100 | 4.350453 | 2.866922 | GO_new | 5.877022 |
| Indo-Pacific | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 3.010100 | 4.350453 | 2.866922 | GO_new | 5.877022 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.004543 | 4.313829 | 2.888001 | GO_new | 5.892544 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.004543 | 4.313829 | 2.888001 | GO_new | 5.892544 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate | 3.004740 | 4.330561 | 2.893745 | GO_new | 5.898485 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.004543 | 4.313829 | 2.888001 | GO_new | 5.892544 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate | 3.010420 | 4.350539 | 2.888933 | GO_new | 5.899353 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 3.010731 | 4.314017 | 2.910248 | JGOFS_GO | 7.324748 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 3.010731 | 4.314017 | 2.910248 | JGOFS_GO | 7.324748 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate_star | 3.010731 | 4.314017 | 2.910248 | JGOFS_GO | 7.324748 |
| Indo-Pacific | (27.85,27.95] | aou silicate phosphate phosphate_star | 3.010731 | 4.314017 | 2.910248 | JGOFS_GO | 7.324748 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.010709 | 4.313266 | 2.894437 | JGOFS_GO | 7.323975 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.010709 | 4.313266 | 2.894437 | JGOFS_GO | 7.323975 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.010709 | 4.313266 | 2.894437 | JGOFS_GO | 7.323975 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.004543 | 4.313829 | 2.888001 | JGOFS_GO | 7.318372 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.004543 | 4.313829 | 2.888001 | JGOFS_GO | 7.318372 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.004543 | 4.313829 | 2.888001 | JGOFS_GO | 7.318372 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.863599 | 4.271229 | 3.068090 | GO_new | 5.931689 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.863599 | 4.271229 | 3.068090 | GO_new | 5.931689 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.863599 | 4.271229 | 3.068090 | GO_new | 5.931689 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.877950 | 4.263939 | 3.091004 | GO_new | 5.968954 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.877950 | 4.263939 | 3.091004 | GO_new | 5.968954 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.877950 | 4.263939 | 3.091004 | GO_new | 5.968954 |
| Indo-Pacific | (27.95,28.05] | sal tem aou silicate phosphate | 2.890282 | 4.308274 | 3.053809 | GO_new | 5.944090 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 2.873013 | 4.300048 | 3.092956 | GO_new | 5.965969 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate_star | 2.873013 | 4.300048 | 3.092956 | GO_new | 5.965969 |
| Indo-Pacific | (27.95,28.05] | tem aou silicate phosphate phosphate_star | 2.873013 | 4.300048 | 3.092956 | GO_new | 5.965969 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate | 2.885346 | 4.273290 | 3.091294 | JGOFS_GO | 7.158636 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 2.885346 | 4.273290 | 3.091294 | JGOFS_GO | 7.158636 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate_star | 2.885346 | 4.273290 | 3.091294 | JGOFS_GO | 7.158636 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.863599 | 4.271229 | 3.068090 | JGOFS_GO | 7.134828 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.863599 | 4.271229 | 3.068090 | JGOFS_GO | 7.134828 |
| Indo-Pacific | (27.95,28.05] | sal aou phosphate phosphate_star | 2.885346 | 4.273290 | 3.091294 | JGOFS_GO | 7.158636 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.863599 | 4.271229 | 3.068090 | JGOFS_GO | 7.134828 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.877950 | 4.263939 | 3.091004 | JGOFS_GO | 7.141889 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.877950 | 4.263939 | 3.091004 | JGOFS_GO | 7.141889 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.877950 | 4.263939 | 3.091004 | JGOFS_GO | 7.141889 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.834107 | 4.074612 | 2.815629 | GO_new | 5.649736 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.834107 | 4.074612 | 2.815629 | GO_new | 5.649736 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.834107 | 4.074612 | 2.815629 | GO_new | 5.649736 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.814969 | 4.068576 | 2.814528 | GO_new | 5.629496 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.814969 | 4.068576 | 2.814528 | GO_new | 5.629496 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.834107 | 4.074612 | 2.815629 | GO_new | 5.649736 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.814969 | 4.068576 | 2.814528 | GO_new | 5.629496 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.830958 | 4.069029 | 2.808550 | GO_new | 5.639507 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.830958 | 4.069029 | 2.808550 | GO_new | 5.639507 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.830958 | 4.069029 | 2.808550 | GO_new | 5.639507 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.834107 | 4.074612 | 2.815629 | JGOFS_GO | 6.908719 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.834107 | 4.074612 | 2.815629 | JGOFS_GO | 6.908719 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.834107 | 4.074612 | 2.815629 | JGOFS_GO | 6.908719 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.814969 | 4.068576 | 2.814528 | JGOFS_GO | 6.883545 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.814969 | 4.068576 | 2.814528 | JGOFS_GO | 6.883545 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.834107 | 4.074612 | 2.815629 | JGOFS_GO | 6.908719 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.814969 | 4.068576 | 2.814528 | JGOFS_GO | 6.883545 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.830958 | 4.069029 | 2.808550 | JGOFS_GO | 6.899986 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.830958 | 4.069029 | 2.808550 | JGOFS_GO | 6.899986 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.830958 | 4.069029 | 2.808550 | JGOFS_GO | 6.899986 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.083595 | 3.869560 | 2.675569 | GO_new | 5.759164 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.083595 | 3.869560 | 2.675569 | GO_new | 5.759164 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.083595 | 3.869560 | 2.675569 | GO_new | 5.759164 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.083595 | 3.869560 | 2.675569 | GO_new | 5.759164 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.083590 | 3.854526 | 2.563527 | GO_new | 5.647118 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.083590 | 3.854526 | 2.563527 | GO_new | 5.647118 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.083590 | 3.854526 | 2.563527 | GO_new | 5.647118 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.034597 | 3.822844 | 2.640376 | GO_new | 5.674974 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.034597 | 3.822844 | 2.640376 | GO_new | 5.674974 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.034597 | 3.822844 | 2.640376 | GO_new | 5.674974 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.083595 | 3.869560 | 2.675569 | JGOFS_GO | 6.953155 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.083595 | 3.869560 | 2.675569 | JGOFS_GO | 6.953155 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.083595 | 3.869560 | 2.675569 | JGOFS_GO | 6.953155 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.083595 | 3.869560 | 2.675569 | JGOFS_GO | 6.953155 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.083590 | 3.854526 | 2.563527 | JGOFS_GO | 6.938117 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.083590 | 3.854526 | 2.563527 | JGOFS_GO | 6.938117 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.083590 | 3.854526 | 2.563527 | JGOFS_GO | 6.938117 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.034597 | 3.822844 | 2.640376 | JGOFS_GO | 6.857441 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.034597 | 3.822844 | 2.640376 | JGOFS_GO | 6.857441 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.034597 | 3.822844 | 2.640376 | JGOFS_GO | 6.857441 |
2.3 Correlations RMSE between eras
2.3.1 All models
lm_all_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(lm_all_stats, lm_all_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)
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))
eras_era <-
tibble(
eras = c("JGOFS_GO", "GO_new", "JGOFS_GO", "GO_new"),
era = c("JGOFS_WOCE", "GO_SHIP", "GO_SHIP", "new_era")
)
lm_best <- full_join(lm_best, eras_era)
rm(eras_era)lm_best <- lm_best %>%
select(basin, gamma_slab, era, eras, predictors, lm_coeff, rmse_sum)
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_era <- lm_best %>%
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_best_basin_era_slab <- lm_best_basin_era %>%
filter(gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_era_slab$eras)) {
# i_eras <- unique(lm_best_basin_era_slab$eras)[1]
lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
# i_predictors <- unique(lm_best_basin_era_slab_eras$predictors)[1]
lm_best_single <- lm_best_basin_era_slab_eras %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
i_rmse_sum <- lm_best_basin_era_slab_eras %>%
filter(predictors == i_predictors) %>%
select(rmse_sum) %>%
pull()
lm_best_single_formula <- as.formula(lm_best_single)
lm_fit_single <- lm(lm_best_single_formula,
data = GLODAP_basin_era_slab)
coefficients <- tidy(lm_fit_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("lm_all")) {
lm_all <- bind_rows(lm_all, coefficients)
}
if (!exists("lm_all")) {
lm_all <- coefficients
}
}
}
}
}
}
rm(lm_fit_single, coefficients, i_rmse_sum,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_best, lm_best_basin_era, lm_best_basin_era_slab, lm_best_basin_era_slab_eras,
lm_best_single, lm_best_single_formula,
i_basin, i_era, i_gamma_slab, i_predictors)
lm_all <- lm_all %>%
select(basin, gamma_slab, era, eras, model, term, estimate)
lm_all <- lm_all %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
lm_all %>%
write_csv(here::here("data/eMLR",
"lm_all.csv"))
# Prepare model coefficients for mapping of Cstar
lm_all_wide_Cstar <- lm_all %>%
pivot_wider(values_from = estimate,
names_from = term,
names_prefix = "coeff_",
values_fill = 0)
lm_all_wide_Cstar %>%
write_csv(here::here("data/eMLR",
"lm_all_wide_Cstar.csv"))
rm(lm_all_wide_Cstar)
# Prepare model coefficients differences for mapping of Cant
lm_all_wide <- lm_all %>%
pivot_wider(names_from = era, values_from = estimate,
names_prefix = "coeff_")
lm_all_wide <- lm_all_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))
lm_all_long <- lm_all_wide %>%
pivot_longer(JGOFS_GO:GO_new, names_to = "eras_fit", values_to = "delta_coeff")
lm_all_long <- lm_all_long %>%
filter(eras == eras_fit) %>%
select(-eras_fit)
lm_all_wide <- lm_all_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
lm_all_wide %>%
write_csv(here::here("data/eMLR",
"lm_all_wide.csv"))
rm(lm_all_long, lm_all_wide)
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):
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[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
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[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