eMLR - model fitting
Jens Daniel Müller
20 November, 2020
Last updated: 2020-11-20
Checks: 7 0
Knit directory: Cant_eMLR/
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1 Libraries
Loading libraries specific to the the analysis performed in this section.
library(lubridate)
library(GGally)
library(olsrr)
library(knitr)
library(kableExtra)
library(broom)
library(corrr)
library(GGally)2 Required data
Required are:
- cleaned and prepared GLODAPv2_2020 file
GLODAP <-
read_csv(
here::here(
"data/interim",
"GLODAPv2.2020_MLR_fitting_ready.csv"
)
)3 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$predictors_max)
lm_all_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
3.1 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
3.2 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.
lm_all_stats <- lm_all_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
lm_all_stats_wide <- lm_all_stats %>%
pivot_wider(names_from = era,
values_from = rmse,
names_prefix = "rmse_")
lm_all_stats_wide <- lm_all_stats_wide %>%
mutate(
rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
)
lm_all_stats <- lm_all_stats_wide %>%
pivot_longer(
c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
names_to = "eras",
values_to = "rmse_sum",
names_prefix = "rmse_sum_"
)
lm_best <- lm_all_stats %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = parameters$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 | 6.443592 | 6.690887 | 2.723262 | GO_new | 9.166854 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.443592 | 6.690887 | 2.723262 | GO_new | 9.166854 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.443592 | 6.690887 | 2.723262 | GO_new | 9.166854 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.570724 | 6.262613 | 2.593086 | GO_new | 9.163810 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.570724 | 6.262613 | 2.593086 | GO_new | 9.163810 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.570724 | 6.262613 | 2.593086 | GO_new | 9.163810 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.507397 | 6.607697 | 2.685329 | GO_new | 9.192726 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.517881 | 6.584181 | 2.678819 | GO_new | 9.196700 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.520974 | 6.563492 | 2.679213 | GO_new | 9.200188 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.520974 | 6.563492 | 2.679213 | GO_new | 9.200188 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 6.443592 | 6.690887 | 2.723262 | JGOFS_GO | 13.134479 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.443592 | 6.690887 | 2.723262 | JGOFS_GO | 13.134479 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.570724 | 6.262613 | 2.593086 | JGOFS_GO | 12.833337 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.570724 | 6.262613 | 2.593086 | JGOFS_GO | 12.833337 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.570724 | 6.262613 | 2.593086 | JGOFS_GO | 12.833337 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.507397 | 6.607697 | 2.685329 | JGOFS_GO | 13.115094 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.517881 | 6.584181 | 2.678819 | JGOFS_GO | 13.102062 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 6.520974 | 6.563492 | 2.679213 | JGOFS_GO | 13.084466 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.520974 | 6.563492 | 2.679213 | JGOFS_GO | 13.084466 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.520974 | 6.563492 | 2.679213 | JGOFS_GO | 13.084466 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.119954 | 4.879713 | 2.725092 | GO_new | 7.845046 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.119954 | 4.879713 | 2.725092 | GO_new | 7.845046 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.119954 | 4.879713 | 2.725092 | GO_new | 7.845046 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.125667 | 4.884808 | 2.805619 | GO_new | 7.931286 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.125667 | 4.884808 | 2.805619 | GO_new | 7.931286 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.125667 | 4.884808 | 2.805619 | GO_new | 7.931286 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.114177 | 4.843389 | 2.799017 | GO_new | 7.913194 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.114177 | 4.843389 | 2.799017 | GO_new | 7.913194 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.125667 | 4.884808 | 2.805619 | GO_new | 7.931286 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.114177 | 4.843389 | 2.799017 | GO_new | 7.913194 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.119954 | 4.879713 | 2.725092 | JGOFS_GO | 9.999667 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.119954 | 4.879713 | 2.725092 | JGOFS_GO | 9.999667 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.119954 | 4.879713 | 2.725092 | JGOFS_GO | 9.999667 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.125667 | 4.884808 | 2.805619 | JGOFS_GO | 10.010475 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.125667 | 4.884808 | 2.805619 | JGOFS_GO | 10.010475 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.125667 | 4.884808 | 2.805619 | JGOFS_GO | 10.010475 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.114177 | 4.843389 | 2.799017 | JGOFS_GO | 9.957565 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.114177 | 4.843389 | 2.799017 | JGOFS_GO | 9.957565 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.125667 | 4.884808 | 2.805619 | JGOFS_GO | 10.010475 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.114177 | 4.843389 | 2.799017 | JGOFS_GO | 9.957565 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 4.236994 | 3.838780 | 3.119611 | GO_new | 7.356605 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.236994 | 3.838780 | 3.119611 | GO_new | 7.356605 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.236994 | 3.838780 | 3.119611 | GO_new | 7.356605 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 4.190807 | 3.959117 | 3.167058 | GO_new | 7.357865 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 4.190769 | 3.955370 | 3.163997 | GO_new | 7.354767 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 4.190769 | 3.955370 | 3.163997 | GO_new | 7.354767 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 4.190769 | 3.955370 | 3.163997 | GO_new | 7.354767 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.224299 | 3.865710 | 3.114482 | GO_new | 7.338782 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.224299 | 3.865710 | 3.114482 | GO_new | 7.338782 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.224299 | 3.865710 | 3.114482 | GO_new | 7.338782 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 4.236994 | 3.838780 | 3.119611 | JGOFS_GO | 8.075774 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.236994 | 3.838780 | 3.119611 | JGOFS_GO | 8.075774 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.236994 | 3.838780 | 3.119611 | JGOFS_GO | 8.075774 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 4.190807 | 3.959117 | 3.167058 | JGOFS_GO | 8.149924 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 4.190769 | 3.955370 | 3.163997 | JGOFS_GO | 8.146139 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 4.190769 | 3.955370 | 3.163997 | JGOFS_GO | 8.146139 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 4.190769 | 3.955370 | 3.163997 | JGOFS_GO | 8.146139 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.224299 | 3.865710 | 3.114482 | JGOFS_GO | 8.090010 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.224299 | 3.865710 | 3.114482 | JGOFS_GO | 8.090010 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.224299 | 3.865710 | 3.114482 | JGOFS_GO | 8.090010 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.356890 | 4.437273 | 3.681709 | GO_new | 8.038600 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.331698 | 4.414428 | 3.685812 | GO_new | 8.017510 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.334399 | 4.414898 | 3.685259 | GO_new | 8.019658 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.334399 | 4.414898 | 3.685259 | GO_new | 8.019658 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.334399 | 4.414898 | 3.685259 | GO_new | 8.019658 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 4.367859 | 4.472974 | 3.699599 | GO_new | 8.067458 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.367859 | 4.472974 | 3.699599 | GO_new | 8.067458 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.367859 | 4.472974 | 3.699599 | GO_new | 8.067458 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 4.368996 | 4.473575 | 3.703951 | GO_new | 8.072947 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.370117 | 4.474040 | 3.703325 | GO_new | 8.073442 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate | 4.360002 | 4.429072 | 3.792996 | JGOFS_GO | 8.789075 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate_star | 4.360002 | 4.429072 | 3.792996 | JGOFS_GO | 8.789075 |
| Atlantic | (26.75,27] | sal tem aou phosphate phosphate_star | 4.360002 | 4.429072 | 3.792996 | JGOFS_GO | 8.789075 |
| Atlantic | (26.75,27] | sal tem aou phosphate_star | 4.364832 | 4.429663 | 3.798562 | JGOFS_GO | 8.794495 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.356890 | 4.437273 | 3.681709 | JGOFS_GO | 8.794164 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.331698 | 4.414428 | 3.685812 | JGOFS_GO | 8.746126 |
| Atlantic | (26.75,27] | sal tem oxygen phosphate_star | 4.367237 | 4.430224 | 3.797318 | JGOFS_GO | 8.797460 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.334399 | 4.414898 | 3.685259 | JGOFS_GO | 8.749298 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.334399 | 4.414898 | 3.685259 | JGOFS_GO | 8.749298 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.334399 | 4.414898 | 3.685259 | JGOFS_GO | 8.749298 |
| Atlantic | (27,27.25] | sal aou oxygen silicate phosphate | 4.968892 | 5.285521 | 4.739592 | GO_new | 9.708484 |
| Atlantic | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.968892 | 5.285521 | 4.739592 | GO_new | 9.708484 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 4.788056 | 5.136310 | 4.763216 | GO_new | 9.551272 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.707344 | 5.107561 | 4.790733 | GO_new | 9.498077 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.721445 | 5.108732 | 4.785806 | GO_new | 9.507251 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.721445 | 5.108732 | 4.785806 | GO_new | 9.507251 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.721445 | 5.108732 | 4.785806 | GO_new | 9.507251 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.707474 | 5.158136 | 4.873179 | GO_new | 9.580653 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.707474 | 5.158136 | 4.873179 | GO_new | 9.580653 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.707474 | 5.158136 | 4.873179 | GO_new | 9.580653 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.707344 | 5.107561 | 4.790733 | JGOFS_GO | 9.814905 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.721445 | 5.108732 | 4.785806 | JGOFS_GO | 9.830177 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.721445 | 5.108732 | 4.785806 | JGOFS_GO | 9.830177 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.721445 | 5.108732 | 4.785806 | JGOFS_GO | 9.830177 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.707474 | 5.158136 | 4.873179 | JGOFS_GO | 9.865609 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.707474 | 5.158136 | 4.873179 | JGOFS_GO | 9.865609 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.707474 | 5.158136 | 4.873179 | JGOFS_GO | 9.865609 |
| Atlantic | (27,27.25] | tem aou silicate phosphate_star | 4.742552 | 5.158848 | 5.006370 | JGOFS_GO | 9.901400 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate_star | 4.755685 | 5.159542 | 4.997198 | JGOFS_GO | 9.915227 |
| Atlantic | (27,27.25] | tem silicate phosphate phosphate_star | 4.755685 | 5.159542 | 4.997198 | JGOFS_GO | 9.915227 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.272246 | 4.532203 | 3.863654 | GO_new | 8.135900 |
| Atlantic | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.272246 | 4.532203 | 3.863654 | GO_new | 8.135900 |
| Atlantic | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.272246 | 4.532203 | 3.863654 | GO_new | 8.135900 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate | 4.208929 | 4.510777 | 3.905331 | GO_new | 8.114260 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.190035 | 4.509306 | 3.940069 | GO_new | 8.130105 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.190035 | 4.509306 | 3.940069 | GO_new | 8.130105 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.190035 | 4.509306 | 3.940069 | GO_new | 8.130105 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.278962 | 4.558877 | 3.847627 | GO_new | 8.126589 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.278962 | 4.558877 | 3.847627 | GO_new | 8.126589 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.278962 | 4.558877 | 3.847627 | GO_new | 8.126589 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.187124 | 4.509827 | 3.985409 | JGOFS_GO | 8.696952 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.187124 | 4.509827 | 3.985409 | JGOFS_GO | 8.696952 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.187124 | 4.509827 | 3.985409 | JGOFS_GO | 8.696952 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate_star | 4.186174 | 4.512357 | 3.960480 | JGOFS_GO | 8.698531 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate | 4.190387 | 4.511502 | 4.064790 | JGOFS_GO | 8.701889 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate phosphate_star | 4.190387 | 4.511502 | 4.064790 | JGOFS_GO | 8.701889 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate_star | 4.190387 | 4.511502 | 4.064790 | JGOFS_GO | 8.701889 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.190035 | 4.509306 | 3.940069 | JGOFS_GO | 8.699342 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.190035 | 4.509306 | 3.940069 | JGOFS_GO | 8.699342 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.190035 | 4.509306 | 3.940069 | JGOFS_GO | 8.699342 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.356329 | 4.416547 | 4.458187 | GO_new | 8.814516 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.356329 | 4.416547 | 4.458187 | GO_new | 8.814516 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.345371 | 4.417100 | 4.446332 | GO_new | 8.791704 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate_star | 4.365838 | 4.438431 | 4.413150 | GO_new | 8.778989 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.346890 | 4.424845 | 4.431690 | GO_new | 8.778580 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.346890 | 4.424845 | 4.431690 | GO_new | 8.778580 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.346890 | 4.424845 | 4.431690 | GO_new | 8.778580 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.387136 | 4.441152 | 4.408584 | GO_new | 8.795720 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.387136 | 4.441152 | 4.408584 | GO_new | 8.795720 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.387136 | 4.441152 | 4.408584 | GO_new | 8.795720 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.356329 | 4.416547 | 4.458187 | JGOFS_GO | 8.772877 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.356329 | 4.416547 | 4.458187 | JGOFS_GO | 8.772877 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.356329 | 4.416547 | 4.458187 | JGOFS_GO | 8.772877 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.345371 | 4.417100 | 4.446332 | JGOFS_GO | 8.762471 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate_star | 4.365838 | 4.438431 | 4.413150 | JGOFS_GO | 8.804269 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.346890 | 4.424845 | 4.431690 | JGOFS_GO | 8.771735 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.346890 | 4.424845 | 4.431690 | JGOFS_GO | 8.771735 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.346890 | 4.424845 | 4.431690 | JGOFS_GO | 8.771735 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.387136 | 4.441152 | 4.408584 | JGOFS_GO | 8.828288 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.387136 | 4.441152 | 4.408584 | JGOFS_GO | 8.828288 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.698470 | 4.595052 | 6.733110 | GO_new | 11.431580 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.698470 | 4.595052 | 6.733110 | GO_new | 11.431580 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.698470 | 4.595052 | 6.733110 | GO_new | 11.431580 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.698226 | 4.594896 | 6.764984 | GO_new | 11.463209 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.706344 | 4.598592 | 6.724646 | GO_new | 11.430989 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.699260 | 4.595098 | 6.764729 | GO_new | 11.463989 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.699260 | 4.595098 | 6.764729 | GO_new | 11.463989 |
| Atlantic | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.724860 | 4.630976 | 6.653574 | GO_new | 11.378434 |
| Atlantic | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.724860 | 4.630976 | 6.653574 | GO_new | 11.378434 |
| Atlantic | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.724860 | 4.630976 | 6.653574 | GO_new | 11.378434 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.698470 | 4.595052 | 6.733110 | JGOFS_GO | 9.293523 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.698470 | 4.595052 | 6.733110 | JGOFS_GO | 9.293523 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.698470 | 4.595052 | 6.733110 | JGOFS_GO | 9.293523 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.703764 | 4.595129 | 6.786839 | JGOFS_GO | 9.298893 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.703764 | 4.595129 | 6.786839 | JGOFS_GO | 9.298893 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.703764 | 4.595129 | 6.786839 | JGOFS_GO | 9.298893 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.698226 | 4.594896 | 6.764984 | JGOFS_GO | 9.293121 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.699260 | 4.595098 | 6.764729 | JGOFS_GO | 9.294357 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.699260 | 4.595098 | 6.764729 | JGOFS_GO | 9.294357 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.699260 | 4.595098 | 6.764729 | JGOFS_GO | 9.294357 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.891497 | 3.942064 | 4.896287 | GO_new | 9.787783 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.891497 | 3.942064 | 4.896287 | GO_new | 9.787783 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.891497 | 3.942064 | 4.896287 | GO_new | 9.787783 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.922570 | 3.992602 | 4.990023 | GO_new | 9.912593 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.893816 | 3.949801 | 4.931832 | GO_new | 9.825648 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.890751 | 3.943447 | 4.909190 | GO_new | 9.799941 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.892756 | 3.949398 | 4.933393 | GO_new | 9.826149 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.892756 | 3.949398 | 4.933393 | GO_new | 9.826149 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.987923 | 3.952715 | 4.941563 | GO_new | 9.929486 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.892756 | 3.949398 | 4.933393 | GO_new | 9.826149 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.891497 | 3.942064 | 4.896287 | JGOFS_GO | 8.833560 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.891497 | 3.942064 | 4.896287 | JGOFS_GO | 8.833560 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.891497 | 3.942064 | 4.896287 | JGOFS_GO | 8.833560 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 4.922570 | 3.992602 | 4.990023 | JGOFS_GO | 8.915172 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 4.893816 | 3.949801 | 4.931832 | JGOFS_GO | 8.843617 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.890751 | 3.943447 | 4.909190 | JGOFS_GO | 8.834199 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.892756 | 3.949398 | 4.933393 | JGOFS_GO | 8.842154 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.892756 | 3.949398 | 4.933393 | JGOFS_GO | 8.842154 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 4.987923 | 3.952715 | 4.941563 | JGOFS_GO | 8.940638 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.892756 | 3.949398 | 4.933393 | JGOFS_GO | 8.842154 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.739076 | 3.718335 | 5.080115 | GO_new | 10.819190 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.739076 | 3.718335 | 5.080115 | GO_new | 10.819190 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.739076 | 3.718335 | 5.080115 | GO_new | 10.819190 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.739109 | 3.718339 | 5.088156 | GO_new | 10.827265 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 5.849683 | 4.062895 | 4.910700 | GO_new | 10.760383 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate_star | 5.849683 | 4.062895 | 4.910700 | GO_new | 10.760383 |
| Atlantic | (27.95,28.05] | sal tem aou phosphate phosphate_star | 5.849683 | 4.062895 | 4.910700 | GO_new | 10.760383 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.737730 | 3.718002 | 5.088058 | GO_new | 10.825788 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 5.757884 | 3.735580 | 5.153075 | GO_new | 10.910958 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.757884 | 3.735580 | 5.153075 | GO_new | 10.910958 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.739076 | 3.718335 | 5.080115 | JGOFS_GO | 9.457411 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.739076 | 3.718335 | 5.080115 | JGOFS_GO | 9.457411 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.739076 | 3.718335 | 5.080115 | JGOFS_GO | 9.457411 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.739109 | 3.718339 | 5.088156 | JGOFS_GO | 9.457448 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate_star | 5.802526 | 3.820603 | 5.205036 | JGOFS_GO | 9.623129 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate | 5.770819 | 3.744744 | 5.174879 | JGOFS_GO | 9.515563 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.737730 | 3.718002 | 5.088058 | JGOFS_GO | 9.455732 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 5.757884 | 3.735580 | 5.153075 | JGOFS_GO | 9.493463 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 5.757884 | 3.735580 | 5.153075 | JGOFS_GO | 9.493463 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.757884 | 3.735580 | 5.153075 | JGOFS_GO | 9.493463 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.932727 | 3.594746 | 4.579861 | GO_new | 10.512589 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.932727 | 3.594746 | 4.579861 | GO_new | 10.512589 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.932727 | 3.594746 | 4.579861 | GO_new | 10.512589 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 6.026656 | 3.736781 | 4.580902 | GO_new | 10.607558 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 6.026656 | 3.736781 | 4.580902 | GO_new | 10.607558 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 6.026656 | 3.736781 | 4.580902 | GO_new | 10.607558 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.936735 | 3.680960 | 4.520107 | GO_new | 10.456843 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.936735 | 3.680960 | 4.520107 | GO_new | 10.456843 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 6.026656 | 3.736781 | 4.580902 | GO_new | 10.607558 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.936735 | 3.680960 | 4.520107 | GO_new | 10.456843 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.932727 | 3.594746 | 4.579861 | JGOFS_GO | 9.527473 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.932727 | 3.594746 | 4.579861 | JGOFS_GO | 9.527473 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.932727 | 3.594746 | 4.579861 | JGOFS_GO | 9.527473 |
| Atlantic | (28.05,28.1] | sal tem aou silicate phosphate_star | 6.083547 | 3.641505 | 5.079364 | JGOFS_GO | 9.725052 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 6.026656 | 3.736781 | 4.580902 | JGOFS_GO | 9.763437 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 6.026656 | 3.736781 | 4.580902 | JGOFS_GO | 9.763437 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 6.026656 | 3.736781 | 4.580902 | JGOFS_GO | 9.763437 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.936735 | 3.680960 | 4.520107 | JGOFS_GO | 9.617695 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.936735 | 3.680960 | 4.520107 | JGOFS_GO | 9.617695 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.936735 | 3.680960 | 4.520107 | JGOFS_GO | 9.617695 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 6.663145 | 3.416164 | 4.691997 | GO_new | 11.355142 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 6.663145 | 3.416164 | 4.691997 | GO_new | 11.355142 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 6.663145 | 3.416164 | 4.691997 | GO_new | 11.355142 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate_star | 6.670569 | 3.433060 | 4.737733 | GO_new | 11.408302 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 6.662297 | 3.389809 | 4.737720 | GO_new | 11.400017 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 6.667020 | 3.386968 | 4.747359 | GO_new | 11.414378 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 6.667020 | 3.386968 | 4.747359 | GO_new | 11.414378 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 6.711929 | 3.433177 | 4.688406 | GO_new | 11.400335 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 6.711929 | 3.433177 | 4.688406 | GO_new | 11.400335 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 6.711929 | 3.433177 | 4.688406 | GO_new | 11.400335 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 6.663145 | 3.416164 | 4.691997 | JGOFS_GO | 10.079309 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 6.663145 | 3.416164 | 4.691997 | JGOFS_GO | 10.079309 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 6.663145 | 3.416164 | 4.691997 | JGOFS_GO | 10.079309 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 6.662297 | 3.389809 | 4.737720 | JGOFS_GO | 10.052106 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate | 6.672915 | 3.428923 | 4.748511 | JGOFS_GO | 10.101838 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate phosphate_star | 6.672915 | 3.428923 | 4.748511 | JGOFS_GO | 10.101838 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 6.667020 | 3.386968 | 4.747359 | JGOFS_GO | 10.053988 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 6.667020 | 3.386968 | 4.747359 | JGOFS_GO | 10.053988 |
| Atlantic | (28.1,28.15] | sal tem phosphate phosphate_star | 6.672915 | 3.428923 | 4.748511 | JGOFS_GO | 10.101838 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 6.667020 | 3.386968 | 4.747359 | JGOFS_GO | 10.053988 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.511607 | 3.499674 | 2.921850 | GO_new | 6.433457 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.511607 | 3.499674 | 2.921850 | GO_new | 6.433457 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.511607 | 3.499674 | 2.921850 | GO_new | 6.433457 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.510457 | 3.477244 | 2.910935 | GO_new | 6.421391 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.510457 | 3.477244 | 2.910935 | GO_new | 6.421391 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate | 3.535043 | 3.479617 | 2.910953 | GO_new | 6.445995 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.510457 | 3.477244 | 2.910935 | GO_new | 6.421391 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.512351 | 3.478118 | 2.904862 | GO_new | 6.417213 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.546627 | 3.491210 | 2.912668 | GO_new | 6.459295 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.546627 | 3.491210 | 2.912668 | GO_new | 6.459295 |
| Atlantic | (28.15,28.2] | sal aou oxygen phosphate | 3.516783 | 3.506703 | 2.979097 | JGOFS_GO | 7.023487 |
| Atlantic | (28.15,28.2] | sal aou oxygen phosphate_star | 3.516783 | 3.506703 | 2.979097 | JGOFS_GO | 7.023487 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.511607 | 3.499674 | 2.921850 | JGOFS_GO | 7.011281 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.511607 | 3.499674 | 2.921850 | JGOFS_GO | 7.011281 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.511607 | 3.499674 | 2.921850 | JGOFS_GO | 7.011281 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.510457 | 3.477244 | 2.910935 | JGOFS_GO | 6.987701 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.510457 | 3.477244 | 2.910935 | JGOFS_GO | 6.987701 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate | 3.535043 | 3.479617 | 2.910953 | JGOFS_GO | 7.014660 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.510457 | 3.477244 | 2.910935 | JGOFS_GO | 6.987701 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.512351 | 3.478118 | 2.904862 | JGOFS_GO | 6.990469 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.020446 | 2.883699 | 2.879999 | GO_new | 5.900445 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.020446 | 2.883699 | 2.879999 | GO_new | 5.900445 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate | 3.020834 | 3.087835 | 2.899498 | GO_new | 5.920332 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.020446 | 2.883699 | 2.879999 | GO_new | 5.900445 |
| Atlantic | (28.2, Inf] | sal oxygen silicate phosphate_star | 3.039987 | 3.202278 | 2.880994 | GO_new | 5.920981 |
| Atlantic | (28.2, Inf] | sal silicate phosphate phosphate_star | 3.039987 | 3.202278 | 2.880994 | GO_new | 5.920981 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate | 3.020688 | 2.947850 | 2.899236 | GO_new | 5.919924 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.036917 | 3.014764 | 2.880381 | GO_new | 5.917298 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.036917 | 3.014764 | 2.880381 | GO_new | 5.917298 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.036917 | 3.014764 | 2.880381 | GO_new | 5.917298 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate | 3.025275 | 2.895356 | 2.914614 | JGOFS_GO | 5.920631 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 3.025275 | 2.895356 | 2.914614 | JGOFS_GO | 5.920631 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate_star | 3.025275 | 2.895356 | 2.914614 | JGOFS_GO | 5.920631 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.020446 | 2.883699 | 2.879999 | JGOFS_GO | 5.904145 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.020446 | 2.883699 | 2.879999 | JGOFS_GO | 5.904145 |
| Atlantic | (28.2, Inf] | sal aou phosphate phosphate_star | 3.025275 | 2.895356 | 2.914614 | JGOFS_GO | 5.920631 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.020446 | 2.883699 | 2.879999 | JGOFS_GO | 5.904145 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.022525 | 2.893443 | 2.911463 | JGOFS_GO | 5.915967 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.022525 | 2.893443 | 2.911463 | JGOFS_GO | 5.915967 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.022525 | 2.893443 | 2.911463 | JGOFS_GO | 5.915967 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.380738 | 11.399859 | 5.447504 | GO_new | 11.828242 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.380738 | 11.399859 | 5.447504 | GO_new | 11.828242 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.380738 | 11.399859 | 5.447504 | GO_new | 11.828242 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate | 6.769375 | 11.746900 | 5.869605 | GO_new | 12.638980 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.497882 | 11.432500 | 5.681893 | GO_new | 12.179775 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.552718 | 11.456988 | 5.771181 | GO_new | 12.323900 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.554278 | 11.456084 | 5.793282 | GO_new | 12.347560 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.554278 | 11.456084 | 5.793282 | GO_new | 12.347560 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.554278 | 11.456084 | 5.793282 | GO_new | 12.347560 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.555444 | 11.459463 | 5.929318 | GO_new | 12.484762 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.380738 | 11.399859 | 5.447504 | JGOFS_GO | 17.780597 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.380738 | 11.399859 | 5.447504 | JGOFS_GO | 17.780597 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.380738 | 11.399859 | 5.447504 | JGOFS_GO | 17.780597 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.769375 | 11.746900 | 5.869605 | JGOFS_GO | 18.516275 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.497882 | 11.432500 | 5.681893 | JGOFS_GO | 17.930382 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.552718 | 11.456988 | 5.771181 | JGOFS_GO | 18.009706 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.554278 | 11.456084 | 5.793282 | JGOFS_GO | 18.010363 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.554278 | 11.456084 | 5.793282 | JGOFS_GO | 18.010363 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.554278 | 11.456084 | 5.793282 | JGOFS_GO | 18.010363 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.555444 | 11.459463 | 5.929318 | JGOFS_GO | 18.014908 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.747290 | 7.453793 | 3.954811 | GO_new | 8.702101 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.747290 | 7.453793 | 3.954811 | GO_new | 8.702101 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.747290 | 7.453793 | 3.954811 | GO_new | 8.702101 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.966446 | 7.630642 | 4.313716 | GO_new | 9.280162 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 4.966446 | 7.630642 | 4.313716 | GO_new | 9.280162 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.761068 | 7.519139 | 4.052412 | GO_new | 8.813480 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.797335 | 7.563192 | 4.114310 | GO_new | 8.911645 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.790904 | 7.554875 | 4.101108 | GO_new | 8.892012 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.790904 | 7.554875 | 4.101108 | GO_new | 8.892012 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.790904 | 7.554875 | 4.101108 | GO_new | 8.892012 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.747290 | 7.453793 | 3.954811 | JGOFS_GO | 12.201083 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.747290 | 7.453793 | 3.954811 | JGOFS_GO | 12.201083 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.747290 | 7.453793 | 3.954811 | JGOFS_GO | 12.201083 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.966446 | 7.630642 | 4.313716 | JGOFS_GO | 12.597088 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 4.966446 | 7.630642 | 4.313716 | JGOFS_GO | 12.597088 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.761068 | 7.519139 | 4.052412 | JGOFS_GO | 12.280207 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.797335 | 7.563192 | 4.114310 | JGOFS_GO | 12.360527 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.790904 | 7.554875 | 4.101108 | JGOFS_GO | 12.345779 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.790904 | 7.554875 | 4.101108 | JGOFS_GO | 12.345779 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.790904 | 7.554875 | 4.101108 | JGOFS_GO | 12.345779 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.368081 | 5.673179 | 4.666251 | GO_new | 10.034332 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.368081 | 5.673179 | 4.666251 | GO_new | 10.034332 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.368081 | 5.673179 | 4.666251 | GO_new | 10.034332 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.367518 | 5.600090 | 4.591217 | GO_new | 9.958735 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.367518 | 5.600090 | 4.591217 | GO_new | 9.958735 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.368081 | 5.673179 | 4.666251 | GO_new | 10.034332 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.367518 | 5.600090 | 4.591217 | GO_new | 9.958735 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.367244 | 5.673134 | 4.651174 | GO_new | 10.018418 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.367244 | 5.673134 | 4.651174 | GO_new | 10.018418 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.367244 | 5.673134 | 4.651174 | GO_new | 10.018418 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.368081 | 5.673179 | 4.666251 | JGOFS_GO | 11.041260 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.368081 | 5.673179 | 4.666251 | JGOFS_GO | 11.041260 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.368081 | 5.673179 | 4.666251 | JGOFS_GO | 11.041260 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.367518 | 5.600090 | 4.591217 | JGOFS_GO | 10.967607 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.367518 | 5.600090 | 4.591217 | JGOFS_GO | 10.967607 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.368081 | 5.673179 | 4.666251 | JGOFS_GO | 11.041260 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.367518 | 5.600090 | 4.591217 | JGOFS_GO | 10.967607 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.367244 | 5.673134 | 4.651174 | JGOFS_GO | 11.040379 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.367244 | 5.673134 | 4.651174 | JGOFS_GO | 11.040379 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.367244 | 5.673134 | 4.651174 | JGOFS_GO | 11.040379 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 5.013108 | 6.316583 | 4.317585 | GO_new | 9.330693 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 5.013108 | 6.316583 | 4.317585 | GO_new | 9.330693 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 5.013108 | 6.316583 | 4.317585 | GO_new | 9.330693 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 5.019334 | 6.316626 | 4.326293 | GO_new | 9.345627 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 5.019334 | 6.316626 | 4.326293 | GO_new | 9.345627 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 5.019334 | 6.316626 | 4.326293 | GO_new | 9.345627 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.988531 | 6.295907 | 4.310810 | GO_new | 9.299341 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.988531 | 6.295907 | 4.310810 | GO_new | 9.299341 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 5.019334 | 6.316626 | 4.326293 | GO_new | 9.345627 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.988531 | 6.295907 | 4.310810 | GO_new | 9.299341 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 5.013108 | 6.316583 | 4.317585 | JGOFS_GO | 11.329691 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 5.013108 | 6.316583 | 4.317585 | JGOFS_GO | 11.329691 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 5.013108 | 6.316583 | 4.317585 | JGOFS_GO | 11.329691 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 5.019334 | 6.316626 | 4.326293 | JGOFS_GO | 11.335960 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 5.019334 | 6.316626 | 4.326293 | JGOFS_GO | 11.335960 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 5.019334 | 6.316626 | 4.326293 | JGOFS_GO | 11.335960 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.988531 | 6.295907 | 4.310810 | JGOFS_GO | 11.284438 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.988531 | 6.295907 | 4.310810 | JGOFS_GO | 11.284438 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 5.019334 | 6.316626 | 4.326293 | JGOFS_GO | 11.335960 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.988531 | 6.295907 | 4.310810 | JGOFS_GO | 11.284438 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.779328 | 6.121345 | 4.159764 | GO_new | 8.939092 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.779328 | 6.121345 | 4.159764 | GO_new | 8.939092 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.779328 | 6.121345 | 4.159764 | GO_new | 8.939092 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.755452 | 5.989123 | 4.170923 | GO_new | 8.926375 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.755452 | 5.989123 | 4.170923 | GO_new | 8.926375 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.755452 | 5.989123 | 4.170923 | GO_new | 8.926375 |
| Indo-Pacific | (27,27.25] | sal tem aou silicate phosphate | 4.786927 | 6.155580 | 4.175477 | GO_new | 8.962404 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.700012 | 5.922267 | 4.084458 | GO_new | 8.784470 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.700012 | 5.922267 | 4.084458 | GO_new | 8.784470 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.700012 | 5.922267 | 4.084458 | GO_new | 8.784470 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.779328 | 6.121345 | 4.159764 | JGOFS_GO | 10.900673 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.779328 | 6.121345 | 4.159764 | JGOFS_GO | 10.900673 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.779328 | 6.121345 | 4.159764 | JGOFS_GO | 10.900673 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.755452 | 5.989123 | 4.170923 | JGOFS_GO | 10.744575 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.755452 | 5.989123 | 4.170923 | JGOFS_GO | 10.744575 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.755452 | 5.989123 | 4.170923 | JGOFS_GO | 10.744575 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.700012 | 5.922267 | 4.084458 | JGOFS_GO | 10.622279 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.700012 | 5.922267 | 4.084458 | JGOFS_GO | 10.622279 |
| Indo-Pacific | (27,27.25] | tem aou phosphate phosphate_star | 4.885953 | 6.053924 | 4.314703 | JGOFS_GO | 10.939877 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.700012 | 5.922267 | 4.084458 | JGOFS_GO | 10.622279 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.232137 | 5.146212 | 3.271593 | GO_new | 7.503731 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.232137 | 5.146212 | 3.271593 | GO_new | 7.503731 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate | 4.293307 | 5.648618 | 3.305317 | GO_new | 7.598624 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.232137 | 5.146212 | 3.271593 | GO_new | 7.503731 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate | 4.260601 | 5.403105 | 3.275469 | GO_new | 7.536069 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate_star | 4.316632 | 5.629242 | 3.285669 | GO_new | 7.602301 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.297270 | 5.585947 | 3.281967 | GO_new | 7.579237 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.297270 | 5.585947 | 3.281967 | GO_new | 7.579237 |
| Indo-Pacific | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.297270 | 5.585947 | 3.281967 | GO_new | 7.579237 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.107583 | 4.762747 | 3.575791 | GO_new | 7.683374 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.315549 | 4.798485 | 3.635787 | JGOFS_GO | 9.114034 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.315549 | 4.798485 | 3.635787 | JGOFS_GO | 9.114034 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.315549 | 4.798485 | 3.635787 | JGOFS_GO | 9.114034 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate | 4.353361 | 4.812083 | 3.754739 | JGOFS_GO | 9.165444 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.353361 | 4.812083 | 3.754739 | JGOFS_GO | 9.165444 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate_star | 4.353361 | 4.812083 | 3.754739 | JGOFS_GO | 9.165444 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.107583 | 4.762747 | 3.575791 | JGOFS_GO | 8.870330 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.107583 | 4.762747 | 3.575791 | JGOFS_GO | 8.870330 |
| Indo-Pacific | (27.25,27.5] | tem aou phosphate phosphate_star | 4.353361 | 4.812083 | 3.754739 | JGOFS_GO | 9.165444 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.107583 | 4.762747 | 3.575791 | JGOFS_GO | 8.870330 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate | 3.808884 | 4.667912 | 2.976966 | GO_new | 6.785851 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 3.808884 | 4.667912 | 2.976966 | GO_new | 6.785851 |
| Indo-Pacific | (27.5,27.75] | sal aou silicate phosphate | 3.983730 | 5.550076 | 3.118188 | GO_new | 7.101918 |
| Indo-Pacific | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 3.808884 | 4.667912 | 2.976966 | GO_new | 6.785851 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate | 3.806962 | 4.850677 | 2.975468 | GO_new | 6.782430 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate_star | 3.818621 | 4.989376 | 2.974864 | GO_new | 6.793484 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate | 3.814788 | 4.982888 | 2.974898 | GO_new | 6.789686 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 3.814788 | 4.982888 | 2.974898 | GO_new | 6.789686 |
| Indo-Pacific | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 3.814788 | 4.982888 | 2.974898 | GO_new | 6.789686 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.020120 | 4.433049 | 3.303266 | GO_new | 7.323386 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate | 3.808884 | 4.667912 | 2.976966 | JGOFS_GO | 8.476796 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 3.808884 | 4.667912 | 2.976966 | JGOFS_GO | 8.476796 |
| Indo-Pacific | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 3.808884 | 4.667912 | 2.976966 | JGOFS_GO | 8.476796 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.023106 | 4.451390 | 3.365543 | JGOFS_GO | 8.474497 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.023106 | 4.451390 | 3.365543 | JGOFS_GO | 8.474497 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.023106 | 4.451390 | 3.365543 | JGOFS_GO | 8.474497 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate_star | 4.091653 | 4.451411 | 3.430967 | JGOFS_GO | 8.543063 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.020120 | 4.433049 | 3.303266 | JGOFS_GO | 8.453169 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.020120 | 4.433049 | 3.303266 | JGOFS_GO | 8.453169 |
| Indo-Pacific | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.020120 | 4.433049 | 3.303266 | JGOFS_GO | 8.453169 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 3.357174 | 4.124754 | 2.877623 | GO_new | 6.234797 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 3.332746 | 4.148067 | 2.865182 | GO_new | 6.197928 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 3.334365 | 4.149044 | 2.866945 | GO_new | 6.201309 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 3.334365 | 4.149044 | 2.866945 | GO_new | 6.201309 |
| Indo-Pacific | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 3.334365 | 4.149044 | 2.866945 | GO_new | 6.201309 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.311769 | 4.099069 | 2.908156 | GO_new | 6.219925 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.311769 | 4.099069 | 2.908156 | GO_new | 6.219925 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.311769 | 4.099069 | 2.908156 | GO_new | 6.219925 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate_star | 3.337914 | 4.162423 | 2.918528 | GO_new | 6.256442 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate_star | 3.339171 | 4.162857 | 2.919204 | GO_new | 6.258375 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate | 3.369300 | 4.092796 | 3.005146 | JGOFS_GO | 7.462096 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate_star | 3.369300 | 4.092796 | 3.005146 | JGOFS_GO | 7.462096 |
| Indo-Pacific | (27.75,27.85] | sal tem aou phosphate phosphate_star | 3.369300 | 4.092796 | 3.005146 | JGOFS_GO | 7.462096 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate | 3.369953 | 4.099248 | 3.006981 | JGOFS_GO | 7.469201 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate phosphate_star | 3.369953 | 4.099248 | 3.006981 | JGOFS_GO | 7.469201 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate_star | 3.369953 | 4.099248 | 3.006981 | JGOFS_GO | 7.469201 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.311769 | 4.099069 | 2.908156 | JGOFS_GO | 7.410839 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.311769 | 4.099069 | 2.908156 | JGOFS_GO | 7.410839 |
| Indo-Pacific | (27.75,27.85] | tem aou phosphate phosphate_star | 3.369953 | 4.099248 | 3.006981 | JGOFS_GO | 7.469201 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.311769 | 4.099069 | 2.908156 | JGOFS_GO | 7.410839 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.020889 | 4.293944 | 2.884052 | GO_new | 5.904941 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate | 3.016925 | 4.310181 | 2.866636 | GO_new | 5.883561 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate_star | 3.025496 | 4.328959 | 2.858284 | GO_new | 5.883780 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate | 3.024571 | 4.329763 | 2.859122 | GO_new | 5.883694 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 3.024571 | 4.329763 | 2.859122 | GO_new | 5.883694 |
| Indo-Pacific | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 3.024571 | 4.329763 | 2.859122 | GO_new | 5.883694 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.016136 | 4.294718 | 2.884432 | GO_new | 5.900568 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.016136 | 4.294718 | 2.884432 | GO_new | 5.900568 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate | 3.016928 | 4.310250 | 2.886803 | GO_new | 5.903731 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.016136 | 4.294718 | 2.884432 | GO_new | 5.900568 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 3.021015 | 4.294752 | 2.900851 | JGOFS_GO | 7.315766 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 3.021015 | 4.294752 | 2.900851 | JGOFS_GO | 7.315766 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate_star | 3.021015 | 4.294752 | 2.900851 | JGOFS_GO | 7.315766 |
| Indo-Pacific | (27.85,27.95] | aou silicate phosphate phosphate_star | 3.021015 | 4.294752 | 2.900851 | JGOFS_GO | 7.315766 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.020889 | 4.293944 | 2.884052 | JGOFS_GO | 7.314833 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.020889 | 4.293944 | 2.884052 | JGOFS_GO | 7.314833 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.020889 | 4.293944 | 2.884052 | JGOFS_GO | 7.314833 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.016136 | 4.294718 | 2.884432 | JGOFS_GO | 7.310854 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.016136 | 4.294718 | 2.884432 | JGOFS_GO | 7.310854 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.016136 | 4.294718 | 2.884432 | JGOFS_GO | 7.310854 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.861233 | 4.254068 | 3.058494 | GO_new | 5.919727 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.861233 | 4.254068 | 3.058494 | GO_new | 5.919727 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.861233 | 4.254068 | 3.058494 | GO_new | 5.919727 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.875848 | 4.247759 | 3.085267 | GO_new | 5.961115 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.875848 | 4.247759 | 3.085267 | GO_new | 5.961115 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.875848 | 4.247759 | 3.085267 | GO_new | 5.961115 |
| Indo-Pacific | (27.95,28.05] | sal tem aou silicate phosphate | 2.887814 | 4.290081 | 3.046597 | GO_new | 5.934411 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 2.871401 | 4.285610 | 3.088750 | GO_new | 5.960152 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate_star | 2.871401 | 4.285610 | 3.088750 | GO_new | 5.960152 |
| Indo-Pacific | (27.95,28.05] | tem aou silicate phosphate phosphate_star | 2.871401 | 4.285610 | 3.088750 | GO_new | 5.960152 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate | 2.882679 | 4.256469 | 3.085267 | JGOFS_GO | 7.139148 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 2.882679 | 4.256469 | 3.085267 | JGOFS_GO | 7.139148 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate_star | 2.882679 | 4.256469 | 3.085267 | JGOFS_GO | 7.139148 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.861233 | 4.254068 | 3.058494 | JGOFS_GO | 7.115302 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.861233 | 4.254068 | 3.058494 | JGOFS_GO | 7.115302 |
| Indo-Pacific | (27.95,28.05] | sal aou phosphate phosphate_star | 2.882679 | 4.256469 | 3.085267 | JGOFS_GO | 7.139148 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.861233 | 4.254068 | 3.058494 | JGOFS_GO | 7.115302 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.875848 | 4.247759 | 3.085267 | JGOFS_GO | 7.123607 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.875848 | 4.247759 | 3.085267 | JGOFS_GO | 7.123607 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.875848 | 4.247759 | 3.085267 | JGOFS_GO | 7.123607 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.847249 | 4.054862 | 2.818548 | GO_new | 5.665798 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.847249 | 4.054862 | 2.818548 | GO_new | 5.665798 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.847249 | 4.054862 | 2.818548 | GO_new | 5.665798 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.829857 | 4.047495 | 2.816686 | GO_new | 5.646543 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.829857 | 4.047495 | 2.816686 | GO_new | 5.646543 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.847249 | 4.054862 | 2.818548 | GO_new | 5.665798 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.829857 | 4.047495 | 2.816686 | GO_new | 5.646543 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.845283 | 4.048764 | 2.809159 | GO_new | 5.654442 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.845283 | 4.048764 | 2.809159 | GO_new | 5.654442 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.845283 | 4.048764 | 2.809159 | GO_new | 5.654442 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.847249 | 4.054862 | 2.818548 | JGOFS_GO | 6.902112 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.847249 | 4.054862 | 2.818548 | JGOFS_GO | 6.902112 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.847249 | 4.054862 | 2.818548 | JGOFS_GO | 6.902112 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.829857 | 4.047495 | 2.816686 | JGOFS_GO | 6.877352 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.829857 | 4.047495 | 2.816686 | JGOFS_GO | 6.877352 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.847249 | 4.054862 | 2.818548 | JGOFS_GO | 6.902112 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.829857 | 4.047495 | 2.816686 | JGOFS_GO | 6.877352 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.845283 | 4.048764 | 2.809159 | JGOFS_GO | 6.894046 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.845283 | 4.048764 | 2.809159 | JGOFS_GO | 6.894046 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.845283 | 4.048764 | 2.809159 | JGOFS_GO | 6.894046 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.119973 | 3.813384 | 2.697142 | GO_new | 5.817115 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.119973 | 3.813384 | 2.697142 | GO_new | 5.817115 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.119973 | 3.813384 | 2.697142 | GO_new | 5.817115 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.119973 | 3.813384 | 2.697142 | GO_new | 5.817115 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.118818 | 3.793969 | 2.608795 | GO_new | 5.727613 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.118818 | 3.793969 | 2.608795 | GO_new | 5.727613 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.118818 | 3.793969 | 2.608795 | GO_new | 5.727613 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.067165 | 3.766878 | 2.650775 | GO_new | 5.717940 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.067165 | 3.766878 | 2.650775 | GO_new | 5.717940 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.067165 | 3.766878 | 2.650775 | GO_new | 5.717940 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.119973 | 3.813384 | 2.697142 | JGOFS_GO | 6.933356 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.119973 | 3.813384 | 2.697142 | JGOFS_GO | 6.933356 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.119973 | 3.813384 | 2.697142 | JGOFS_GO | 6.933356 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.119973 | 3.813384 | 2.697142 | JGOFS_GO | 6.933356 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.118818 | 3.793969 | 2.608795 | JGOFS_GO | 6.912787 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.118818 | 3.793969 | 2.608795 | JGOFS_GO | 6.912787 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.118818 | 3.793969 | 2.608795 | JGOFS_GO | 6.912787 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.067165 | 3.766878 | 2.650775 | JGOFS_GO | 6.834044 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.067165 | 3.766878 | 2.650775 | JGOFS_GO | 6.834044 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.067165 | 3.766878 | 2.650775 | JGOFS_GO | 6.834044 |
3.3 Correlations RMSE between eras
3.3.1 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)3.3.2 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))3.4 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]
print(i_predictors)
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)
# p_model <- ggnostic(
# lm_fit_single,
# columnsY = c("Cstar", ".fitted", ".resid"),
# title = paste("eras:", i_eras,
# "| era:", i_era,
# "| basin:", i_basin,
# "| gamma slab:", i_gamma_slab,
# "| predictors:", i_predictors)
# )
#
# ggsave(
# plot = p_model,
# here::here(
# "output/figure/eMLR/model_validation",
# paste(i_eras,
# i_era,
# i_basin,
# i_gamma_slab,
# i_predictors,
# "eMLR_Cstar_residuals.png",
# sep = "_")
# ),
# width = 14,
# height = 8
# )
# rm(p_model)
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
)
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_1.30
[5] olsrr_0.5.3.9000 GGally_2.0.0 lubridate_1.7.9 metR_0.7.0
[9] scico_1.2.0 patchwork_1.0.1 collapse_1.3.2 forcats_0.5.0
[13] stringr_1.4.0 dplyr_1.0.0 purrr_0.3.4 readr_1.3.1
[17] tidyr_1.1.0 tibble_3.0.3 ggplot2_3.3.2 tidyverse_1.3.0
[21] 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] gridExtra_2.3 tidyselect_1.1.0 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] sandwich_2.5-1 labeling_0.3 scales_1.1.1 checkmate_2.0.0
[25] goftest_1.2-2 digest_0.6.25 foreign_0.8-80 rmarkdown_2.3
[29] rio_0.5.16 pkgconfig_2.0.3 htmltools_0.5.0 highr_0.8
[33] dbplyr_1.4.4 rlang_0.4.7 readxl_1.3.1 rstudioapi_0.11
[37] farver_2.0.3 generics_0.0.2 zoo_1.8-8 jsonlite_1.7.0
[41] zip_2.0.4 car_3.0-8 magrittr_1.5 Formula_1.2-3
[45] Matrix_1.2-18 Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[49] abind_1.4-5 lifecycle_0.2.0 stringi_1.4.6 whisker_0.4
[53] yaml_2.2.1 carData_3.0-4 plyr_1.8.6 grid_4.0.2
[57] blob_1.2.1 parallel_4.0.2 promises_1.1.1 crayon_1.3.4
[61] lattice_0.20-41 haven_2.3.1 hms_0.5.3 pillar_1.4.6
[65] reprex_0.3.0 glue_1.4.1 evaluate_0.14 data.table_1.13.0
[69] modelr_0.1.8 vctrs_0.3.2 httpuv_1.5.4 cellranger_1.1.0
[73] gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1 xfun_0.16
[77] openxlsx_4.1.5 xtable_1.8-4 lfe_2.8-5.1 later_1.1.0.1
[81] viridisLite_0.3.0 ellipsis_0.3.1 here_0.1