eMLR - model fitting
Jens Daniel Müller
01 October, 2020
Last updated: 2020-10-01
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)
library(GGally)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 | 6.177240 | 6.525182 | 2.635569 | GO_new | 8.812809 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.177240 | 6.525182 | 2.635569 | GO_new | 8.812809 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.177240 | 6.525182 | 2.635569 | GO_new | 8.812809 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.265459 | 6.133116 | 2.568114 | GO_new | 8.833574 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.265459 | 6.133116 | 2.568114 | GO_new | 8.833574 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.265459 | 6.133116 | 2.568114 | GO_new | 8.833574 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.237031 | 6.446395 | 2.610395 | GO_new | 8.847426 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.246981 | 6.426089 | 2.606502 | GO_new | 8.853484 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.250270 | 6.408027 | 2.608286 | GO_new | 8.858555 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.250270 | 6.408027 | 2.608286 | GO_new | 8.858555 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 6.177240 | 6.525182 | 2.635569 | JGOFS_GO | 12.702422 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.177240 | 6.525182 | 2.635569 | JGOFS_GO | 12.702422 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 6.265459 | 6.133116 | 2.568114 | JGOFS_GO | 12.398575 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.265459 | 6.133116 | 2.568114 | JGOFS_GO | 12.398575 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.265459 | 6.133116 | 2.568114 | JGOFS_GO | 12.398575 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 6.237031 | 6.446395 | 2.610395 | JGOFS_GO | 12.683426 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 6.246981 | 6.426089 | 2.606502 | JGOFS_GO | 12.673070 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 6.250270 | 6.408027 | 2.608286 | JGOFS_GO | 12.658297 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.250270 | 6.408027 | 2.608286 | JGOFS_GO | 12.658297 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.250270 | 6.408027 | 2.608286 | JGOFS_GO | 12.658297 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.164456 | 4.812353 | 2.946627 | GO_new | 8.111083 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.164456 | 4.812353 | 2.946627 | GO_new | 8.111083 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.164456 | 4.812353 | 2.946627 | GO_new | 8.111083 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.172234 | 4.813274 | 2.969080 | GO_new | 8.141314 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.172234 | 4.813274 | 2.969080 | GO_new | 8.141314 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.172234 | 4.813274 | 2.969080 | GO_new | 8.141314 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.156420 | 4.787263 | 2.950670 | GO_new | 8.107090 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.156420 | 4.787263 | 2.950670 | GO_new | 8.107090 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.172234 | 4.813274 | 2.969080 | GO_new | 8.141314 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.156420 | 4.787263 | 2.950670 | GO_new | 8.107090 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.164456 | 4.812353 | 2.946627 | JGOFS_GO | 9.976809 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.164456 | 4.812353 | 2.946627 | JGOFS_GO | 9.976809 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.164456 | 4.812353 | 2.946627 | JGOFS_GO | 9.976809 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate | 5.172234 | 4.813274 | 2.969080 | JGOFS_GO | 9.985509 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.172234 | 4.813274 | 2.969080 | JGOFS_GO | 9.985509 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate_star | 5.172234 | 4.813274 | 2.969080 | JGOFS_GO | 9.985509 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.156420 | 4.787263 | 2.950670 | JGOFS_GO | 9.943683 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.156420 | 4.787263 | 2.950670 | JGOFS_GO | 9.943683 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.172234 | 4.813274 | 2.969080 | JGOFS_GO | 9.985509 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.156420 | 4.787263 | 2.950670 | JGOFS_GO | 9.943683 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.252116 | 3.912910 | 3.070752 | GO_new | 7.322868 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.252116 | 3.912910 | 3.070752 | GO_new | 7.322868 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate | 4.241447 | 4.178500 | 3.041558 | GO_new | 7.283006 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 4.213602 | 4.123284 | 3.037211 | GO_new | 7.250813 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 4.213253 | 4.120499 | 3.037651 | GO_new | 7.250904 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 4.213253 | 4.120499 | 3.037651 | GO_new | 7.250904 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 4.213253 | 4.120499 | 3.037651 | GO_new | 7.250904 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.235913 | 3.977534 | 3.074787 | GO_new | 7.310700 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.235913 | 3.977534 | 3.074787 | GO_new | 7.310700 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.235913 | 3.977534 | 3.074787 | GO_new | 7.310700 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 4.252116 | 3.912910 | 3.070752 | JGOFS_GO | 8.165026 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 4.252116 | 3.912910 | 3.070752 | JGOFS_GO | 8.165026 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 4.252116 | 3.912910 | 3.070752 | JGOFS_GO | 8.165026 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate | 4.297143 | 3.982310 | 3.094964 | JGOFS_GO | 8.279453 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate phosphate_star | 4.297143 | 3.982310 | 3.094964 | JGOFS_GO | 8.279453 |
| Atlantic | (26.5,26.75] | tem aou oxygen phosphate_star | 4.297143 | 3.982310 | 3.094964 | JGOFS_GO | 8.279453 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 4.235913 | 3.977534 | 3.074787 | JGOFS_GO | 8.213447 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 4.235913 | 3.977534 | 3.074787 | JGOFS_GO | 8.213447 |
| Atlantic | (26.5,26.75] | tem aou phosphate phosphate_star | 4.297143 | 3.982310 | 3.094964 | JGOFS_GO | 8.279453 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 4.235913 | 3.977534 | 3.074787 | JGOFS_GO | 8.213447 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.175170 | 4.413062 | 3.631634 | GO_new | 7.806804 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.146947 | 4.393914 | 3.626952 | GO_new | 7.773899 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.149669 | 4.394450 | 3.626968 | GO_new | 7.776637 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.149669 | 4.394450 | 3.626968 | GO_new | 7.776637 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.149669 | 4.394450 | 3.626968 | GO_new | 7.776637 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 4.185804 | 4.450296 | 3.637377 | GO_new | 7.823181 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.185804 | 4.450296 | 3.637377 | GO_new | 7.823181 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.185804 | 4.450296 | 3.637377 | GO_new | 7.823181 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 4.189307 | 4.451206 | 3.637411 | GO_new | 7.826719 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.190821 | 4.451879 | 3.637480 | GO_new | 7.828301 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate | 4.214521 | 4.404663 | 3.775967 | JGOFS_GO | 8.619184 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate_star | 4.214521 | 4.404663 | 3.775967 | JGOFS_GO | 8.619184 |
| Atlantic | (26.75,27] | sal tem aou phosphate phosphate_star | 4.214521 | 4.404663 | 3.775967 | JGOFS_GO | 8.619184 |
| Atlantic | (26.75,27] | sal tem aou phosphate_star | 4.220126 | 4.405416 | 3.776056 | JGOFS_GO | 8.625543 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.175170 | 4.413062 | 3.631634 | JGOFS_GO | 8.588232 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.146947 | 4.393914 | 3.626952 | JGOFS_GO | 8.540862 |
| Atlantic | (26.75,27] | sal tem oxygen phosphate | 4.222622 | 4.406108 | 3.775967 | JGOFS_GO | 8.628730 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.149669 | 4.394450 | 3.626968 | JGOFS_GO | 8.544119 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.149669 | 4.394450 | 3.626968 | JGOFS_GO | 8.544119 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.149669 | 4.394450 | 3.626968 | JGOFS_GO | 8.544119 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 4.817716 | 4.931368 | 5.038621 | GO_new | 9.856337 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.761040 | 4.904749 | 5.074317 | GO_new | 9.835357 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.769045 | 4.906462 | 5.068075 | GO_new | 9.837120 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.769045 | 4.906462 | 5.068075 | GO_new | 9.837120 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.769045 | 4.906462 | 5.068075 | GO_new | 9.837120 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.764752 | 4.975500 | 5.002347 | GO_new | 9.767098 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.764752 | 4.975500 | 5.002347 | GO_new | 9.767098 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.764752 | 4.975500 | 5.002347 | GO_new | 9.767098 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate_star | 4.781832 | 4.975528 | 5.151820 | GO_new | 9.933652 |
| Atlantic | (27,27.25] | tem silicate phosphate phosphate_star | 4.781832 | 4.975528 | 5.151820 | GO_new | 9.933652 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 4.817716 | 4.931368 | 5.038621 | JGOFS_GO | 9.749084 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 4.761040 | 4.904749 | 5.074317 | JGOFS_GO | 9.665789 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 4.769045 | 4.906462 | 5.068075 | JGOFS_GO | 9.675507 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 4.769045 | 4.906462 | 5.068075 | JGOFS_GO | 9.675507 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 4.769045 | 4.906462 | 5.068075 | JGOFS_GO | 9.675507 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 4.764752 | 4.975500 | 5.002347 | JGOFS_GO | 9.740252 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.764752 | 4.975500 | 5.002347 | JGOFS_GO | 9.740252 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.764752 | 4.975500 | 5.002347 | JGOFS_GO | 9.740252 |
| Atlantic | (27,27.25] | tem aou silicate phosphate_star | 4.775391 | 4.975856 | 5.159858 | JGOFS_GO | 9.751247 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate_star | 4.781832 | 4.975528 | 5.151820 | JGOFS_GO | 9.757359 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.258070 | 4.219218 | 3.579767 | GO_new | 7.837837 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.258070 | 4.219218 | 3.579767 | GO_new | 7.837837 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.258070 | 4.219218 | 3.579767 | GO_new | 7.837837 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate | 4.324523 | 4.269194 | 3.579885 | GO_new | 7.904408 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.324523 | 4.269194 | 3.579885 | GO_new | 7.904408 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate_star | 4.324523 | 4.269194 | 3.579885 | GO_new | 7.904408 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.316641 | 4.240280 | 3.479441 | GO_new | 7.796082 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.316641 | 4.240280 | 3.479441 | GO_new | 7.796082 |
| Atlantic | (27.25,27.5] | tem aou phosphate phosphate_star | 4.324523 | 4.269194 | 3.579885 | GO_new | 7.904408 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.316641 | 4.240280 | 3.479441 | GO_new | 7.796082 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.258070 | 4.219218 | 3.579767 | JGOFS_GO | 8.477288 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.258070 | 4.219218 | 3.579767 | JGOFS_GO | 8.477288 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.258070 | 4.219218 | 3.579767 | JGOFS_GO | 8.477288 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate_star | 4.258251 | 4.221511 | 4.141605 | JGOFS_GO | 8.479762 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate_star | 4.257669 | 4.220318 | 4.040301 | JGOFS_GO | 8.477987 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate | 4.259944 | 4.225855 | 4.106232 | JGOFS_GO | 8.485798 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate phosphate_star | 4.259944 | 4.225855 | 4.106232 | JGOFS_GO | 8.485798 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.258854 | 4.225327 | 4.006429 | JGOFS_GO | 8.484182 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.258854 | 4.225327 | 4.006429 | JGOFS_GO | 8.484182 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.258854 | 4.225327 | 4.006429 | JGOFS_GO | 8.484182 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate | 4.526181 | 4.301217 | 4.817158 | GO_new | 9.343340 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate phosphate_star | 4.526181 | 4.301217 | 4.817158 | GO_new | 9.343340 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate_star | 4.526181 | 4.301217 | 4.817158 | GO_new | 9.343340 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.513428 | 4.301132 | 4.814625 | GO_new | 9.328053 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.513428 | 4.301132 | 4.814625 | GO_new | 9.328053 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.513428 | 4.301132 | 4.814625 | GO_new | 9.328053 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.523361 | 4.295031 | 4.817652 | GO_new | 9.341013 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.512490 | 4.291819 | 4.809976 | GO_new | 9.322465 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.512490 | 4.291819 | 4.809976 | GO_new | 9.322465 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.512490 | 4.291819 | 4.809976 | GO_new | 9.322465 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.513428 | 4.301132 | 4.814625 | JGOFS_GO | 8.814560 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.513428 | 4.301132 | 4.814625 | JGOFS_GO | 8.814560 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.513428 | 4.301132 | 4.814625 | JGOFS_GO | 8.814560 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.523361 | 4.295031 | 4.817652 | JGOFS_GO | 8.818392 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.534390 | 4.291992 | 4.822535 | JGOFS_GO | 8.826382 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.534390 | 4.291992 | 4.822535 | JGOFS_GO | 8.826382 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.534390 | 4.291992 | 4.822535 | JGOFS_GO | 8.826382 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.512490 | 4.291819 | 4.809976 | JGOFS_GO | 8.804309 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.512490 | 4.291819 | 4.809976 | JGOFS_GO | 8.804309 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.512490 | 4.291819 | 4.809976 | JGOFS_GO | 8.804309 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.961556 | 4.561529 | 7.810926 | GO_new | 12.772482 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.961556 | 4.561529 | 7.810926 | GO_new | 12.772482 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.961556 | 4.561529 | 7.810926 | GO_new | 12.772482 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.963780 | 4.562091 | 7.815968 | GO_new | 12.779749 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate phosphate_star | 4.963780 | 4.562091 | 7.815968 | GO_new | 12.779749 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.963780 | 4.562091 | 7.815968 | GO_new | 12.779749 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.960088 | 4.566591 | 7.812498 | GO_new | 12.772586 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.962828 | 4.562070 | 7.812480 | GO_new | 12.775308 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.962828 | 4.562070 | 7.812480 | GO_new | 12.775308 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.962828 | 4.562070 | 7.812480 | GO_new | 12.775308 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.961556 | 4.561529 | 7.810926 | JGOFS_GO | 9.523085 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.961556 | 4.561529 | 7.810926 | JGOFS_GO | 9.523085 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.961556 | 4.561529 | 7.810926 | JGOFS_GO | 9.523085 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.963780 | 4.562091 | 7.815968 | JGOFS_GO | 9.525871 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate phosphate_star | 4.963780 | 4.562091 | 7.815968 | JGOFS_GO | 9.525871 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.963780 | 4.562091 | 7.815968 | JGOFS_GO | 9.525871 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.963780 | 4.562091 | 7.815968 | JGOFS_GO | 9.525871 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.962828 | 4.562070 | 7.812480 | JGOFS_GO | 9.524898 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.962828 | 4.562070 | 7.812480 | JGOFS_GO | 9.524898 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.962828 | 4.562070 | 7.812480 | JGOFS_GO | 9.524898 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.999868 | 4.210377 | 5.312105 | GO_new | 10.311972 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.999868 | 4.210377 | 5.312105 | GO_new | 10.311972 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.999868 | 4.210377 | 5.312105 | GO_new | 10.311972 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 5.024680 | 4.271618 | 5.354562 | GO_new | 10.379242 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 5.018036 | 4.216378 | 5.353460 | GO_new | 10.371496 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 5.000789 | 4.208772 | 5.324004 | GO_new | 10.324793 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 5.012310 | 4.215937 | 5.350224 | GO_new | 10.362534 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 5.012310 | 4.215937 | 5.350224 | GO_new | 10.362534 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 5.146071 | 4.217558 | 5.372506 | GO_new | 10.518577 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 5.012310 | 4.215937 | 5.350224 | GO_new | 10.362534 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.999868 | 4.210377 | 5.312105 | JGOFS_GO | 9.210245 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.999868 | 4.210377 | 5.312105 | JGOFS_GO | 9.210245 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.999868 | 4.210377 | 5.312105 | JGOFS_GO | 9.210245 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 5.024680 | 4.271618 | 5.354562 | JGOFS_GO | 9.296298 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 5.018036 | 4.216378 | 5.353460 | JGOFS_GO | 9.234414 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 5.000789 | 4.208772 | 5.324004 | JGOFS_GO | 9.209561 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 5.012310 | 4.215937 | 5.350224 | JGOFS_GO | 9.228246 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 5.012310 | 4.215937 | 5.350224 | JGOFS_GO | 9.228246 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 5.146071 | 4.217558 | 5.372506 | JGOFS_GO | 9.363630 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 5.012310 | 4.215937 | 5.350224 | JGOFS_GO | 9.228246 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.387105 | 3.935236 | 5.503397 | GO_new | 10.890501 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.387105 | 3.935236 | 5.503397 | GO_new | 10.890501 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.387105 | 3.935236 | 5.503397 | GO_new | 10.890501 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.387721 | 3.935336 | 5.516842 | GO_new | 10.904563 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 5.449104 | 4.277479 | 4.697942 | GO_new | 10.147046 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate_star | 5.449104 | 4.277479 | 4.697942 | GO_new | 10.147046 |
| Atlantic | (27.95,28.05] | sal tem aou phosphate phosphate_star | 5.449104 | 4.277479 | 4.697942 | GO_new | 10.147046 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.383768 | 3.935181 | 5.515019 | GO_new | 10.898786 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 5.407254 | 3.954767 | 5.611294 | GO_new | 11.018548 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.407254 | 3.954767 | 5.611294 | GO_new | 11.018548 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.387105 | 3.935236 | 5.503397 | JGOFS_GO | 9.322341 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.387105 | 3.935236 | 5.503397 | JGOFS_GO | 9.322341 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.387105 | 3.935236 | 5.503397 | JGOFS_GO | 9.322341 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 5.387721 | 3.935336 | 5.516842 | JGOFS_GO | 9.323058 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate | 5.440700 | 4.041808 | 5.641166 | JGOFS_GO | 9.482508 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate | 5.426173 | 3.964040 | 5.637249 | JGOFS_GO | 9.390213 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 5.383768 | 3.935181 | 5.515019 | JGOFS_GO | 9.318949 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 5.407254 | 3.954767 | 5.611294 | JGOFS_GO | 9.362021 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 5.407254 | 3.954767 | 5.611294 | JGOFS_GO | 9.362021 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 5.407254 | 3.954767 | 5.611294 | JGOFS_GO | 9.362021 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.867180 | 3.955961 | 4.676656 | GO_new | 10.543836 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.867180 | 3.955961 | 4.676656 | GO_new | 10.543836 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.867180 | 3.955961 | 4.676656 | GO_new | 10.543836 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 5.967561 | 4.059583 | 4.691374 | GO_new | 10.658935 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 5.967561 | 4.059583 | 4.691374 | GO_new | 10.658935 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 5.967561 | 4.059583 | 4.691374 | GO_new | 10.658935 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.871240 | 3.931277 | 4.684349 | GO_new | 10.555590 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.871240 | 3.931277 | 4.684349 | GO_new | 10.555590 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 5.967561 | 4.059583 | 4.691374 | GO_new | 10.658935 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.871240 | 3.931277 | 4.684349 | GO_new | 10.555590 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 5.867180 | 3.955961 | 4.676656 | JGOFS_GO | 9.823141 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 5.867180 | 3.955961 | 4.676656 | JGOFS_GO | 9.823141 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 5.867180 | 3.955961 | 4.676656 | JGOFS_GO | 9.823141 |
| Atlantic | (28.05,28.1] | sal tem aou silicate phosphate_star | 6.014138 | 3.980387 | 5.152369 | JGOFS_GO | 9.994524 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 5.967561 | 4.059583 | 4.691374 | JGOFS_GO | 10.027144 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 5.967561 | 4.059583 | 4.691374 | JGOFS_GO | 10.027144 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 5.871240 | 3.931277 | 4.684349 | JGOFS_GO | 9.802518 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 5.871240 | 3.931277 | 4.684349 | JGOFS_GO | 9.802518 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 5.967561 | 4.059583 | 4.691374 | JGOFS_GO | 10.027144 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 5.871240 | 3.931277 | 4.684349 | JGOFS_GO | 9.802518 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 5.930053 | 3.763716 | 4.773170 | GO_new | 10.703223 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 5.930053 | 3.763716 | 4.773170 | GO_new | 10.703223 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 5.930053 | 3.763716 | 4.773170 | GO_new | 10.703223 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 5.927668 | 3.689284 | 4.806478 | GO_new | 10.734146 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 5.935192 | 3.691875 | 4.810436 | GO_new | 10.745628 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 5.935192 | 3.691875 | 4.810436 | GO_new | 10.745628 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 5.935192 | 3.691875 | 4.810436 | GO_new | 10.745628 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 5.946772 | 3.726088 | 4.807819 | GO_new | 10.754591 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 5.946772 | 3.726088 | 4.807819 | GO_new | 10.754591 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 5.946772 | 3.726088 | 4.807819 | GO_new | 10.754591 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 5.927668 | 3.689284 | 4.806478 | JGOFS_GO | 9.616953 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 5.935192 | 3.691875 | 4.810436 | JGOFS_GO | 9.627067 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 5.935192 | 3.691875 | 4.810436 | JGOFS_GO | 9.627067 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 5.935192 | 3.691875 | 4.810436 | JGOFS_GO | 9.627067 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 5.946772 | 3.726088 | 4.807819 | JGOFS_GO | 9.672859 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 5.946772 | 3.726088 | 4.807819 | JGOFS_GO | 9.672859 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 5.946772 | 3.726088 | 4.807819 | JGOFS_GO | 9.672859 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate_star | 5.958926 | 3.727437 | 4.881085 | JGOFS_GO | 9.686363 |
| Atlantic | (28.1,28.15] | tem oxygen silicate phosphate | 5.964739 | 3.726339 | 4.885541 | JGOFS_GO | 9.691078 |
| Atlantic | (28.1,28.15] | tem oxygen silicate phosphate phosphate_star | 5.964739 | 3.726339 | 4.885541 | JGOFS_GO | 9.691078 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.609141 | 3.722689 | 3.032710 | GO_new | 6.641851 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.609141 | 3.722689 | 3.032710 | GO_new | 6.641851 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.609141 | 3.722689 | 3.032710 | GO_new | 6.641851 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.597652 | 3.643121 | 3.015620 | GO_new | 6.613271 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.597652 | 3.643121 | 3.015620 | GO_new | 6.613271 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.597652 | 3.643121 | 3.015620 | GO_new | 6.613271 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.596524 | 3.641459 | 2.995833 | GO_new | 6.592356 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 3.625393 | 3.640230 | 3.001562 | GO_new | 6.626954 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.625393 | 3.640230 | 3.001562 | GO_new | 6.626954 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.625393 | 3.640230 | 3.001562 | GO_new | 6.626954 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.597652 | 3.643121 | 3.015620 | JGOFS_GO | 7.240772 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.597652 | 3.643121 | 3.015620 | JGOFS_GO | 7.240772 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.597652 | 3.643121 | 3.015620 | JGOFS_GO | 7.240772 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.596524 | 3.641459 | 2.995833 | JGOFS_GO | 7.237982 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 3.625393 | 3.640230 | 3.001562 | JGOFS_GO | 7.265623 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.625393 | 3.640230 | 3.001562 | JGOFS_GO | 7.265623 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.625393 | 3.640230 | 3.001562 | JGOFS_GO | 7.265623 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate | 3.587698 | 3.664730 | 3.113551 | JGOFS_GO | 7.252429 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate_star | 3.587698 | 3.664730 | 3.113551 | JGOFS_GO | 7.252429 |
| Atlantic | (28.15,28.2] | tem aou silicate phosphate phosphate_star | 3.587698 | 3.664730 | 3.113551 | JGOFS_GO | 7.252429 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.151350 | 3.344235 | 3.165435 | GO_new | 6.316785 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.151350 | 3.344235 | 3.165435 | GO_new | 6.316785 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.151350 | 3.344235 | 3.165435 | GO_new | 6.316785 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate_star | 3.158801 | 3.393877 | 3.264693 | GO_new | 6.423494 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.122445 | 3.179741 | 3.263077 | GO_new | 6.385522 |
| Atlantic | (28.2, Inf] | sal tem oxygen phosphate_star | 3.151770 | 3.370762 | 3.350480 | GO_new | 6.502250 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.128531 | 3.176666 | 3.341495 | GO_new | 6.470026 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.128531 | 3.176666 | 3.341495 | GO_new | 6.470026 |
| Atlantic | (28.2, Inf] | sal tem phosphate phosphate_star | 3.151770 | 3.370762 | 3.350480 | GO_new | 6.502250 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.128531 | 3.176666 | 3.341495 | GO_new | 6.470026 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.139842 | 3.247462 | 3.410572 | JGOFS_GO | 6.387303 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.139842 | 3.247462 | 3.410572 | JGOFS_GO | 6.387303 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.139842 | 3.247462 | 3.410572 | JGOFS_GO | 6.387303 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.151350 | 3.344235 | 3.165435 | JGOFS_GO | 6.495585 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.151350 | 3.344235 | 3.165435 | JGOFS_GO | 6.495585 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate | 3.171309 | 3.205143 | 3.474552 | JGOFS_GO | 6.376452 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.122445 | 3.179741 | 3.263077 | JGOFS_GO | 6.302186 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.128531 | 3.176666 | 3.341495 | JGOFS_GO | 6.305197 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.128531 | 3.176666 | 3.341495 | JGOFS_GO | 6.305197 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.128531 | 3.176666 | 3.341495 | JGOFS_GO | 6.305197 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.380905 | 11.330498 | 5.436332 | GO_new | 11.817238 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.380905 | 11.330498 | 5.436332 | GO_new | 11.817238 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.380905 | 11.330498 | 5.436332 | GO_new | 11.817238 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 6.773389 | 11.678966 | 5.836125 | GO_new | 12.609513 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.501937 | 11.366556 | 5.671726 | GO_new | 12.173663 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.557838 | 11.391871 | 5.761296 | GO_new | 12.319134 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.560014 | 11.390283 | 5.783689 | GO_new | 12.343702 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.560014 | 11.390283 | 5.783689 | GO_new | 12.343702 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.560014 | 11.390283 | 5.783689 | GO_new | 12.343702 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.562542 | 11.399938 | 5.922886 | GO_new | 12.485428 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 6.380905 | 11.330498 | 5.436332 | JGOFS_GO | 17.711403 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.380905 | 11.330498 | 5.436332 | JGOFS_GO | 17.711403 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.380905 | 11.330498 | 5.436332 | JGOFS_GO | 17.711403 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate_star | 6.773389 | 11.678966 | 5.836125 | JGOFS_GO | 18.452355 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 6.501937 | 11.366556 | 5.671726 | JGOFS_GO | 17.868493 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 6.557838 | 11.391871 | 5.761296 | JGOFS_GO | 17.949710 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 6.560014 | 11.390283 | 5.783689 | JGOFS_GO | 17.950297 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 6.560014 | 11.390283 | 5.783689 | JGOFS_GO | 17.950297 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 6.560014 | 11.390283 | 5.783689 | JGOFS_GO | 17.950297 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 6.562542 | 11.399938 | 5.922886 | JGOFS_GO | 17.962480 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.560398 | 7.490424 | 3.949433 | GO_new | 8.509831 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.560398 | 7.490424 | 3.949433 | GO_new | 8.509831 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.560398 | 7.490424 | 3.949433 | GO_new | 8.509831 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.833822 | 7.683599 | 4.262298 | GO_new | 9.096119 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 4.833822 | 7.683599 | 4.262298 | GO_new | 9.096119 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.582152 | 7.558963 | 4.039743 | GO_new | 8.621895 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.623567 | 7.603357 | 4.097625 | GO_new | 8.721192 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.616565 | 7.594843 | 4.084353 | GO_new | 8.700918 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.616565 | 7.594843 | 4.084353 | GO_new | 8.700918 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.616565 | 7.594843 | 4.084353 | GO_new | 8.700918 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 4.560398 | 7.490424 | 3.949433 | JGOFS_GO | 12.050822 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.560398 | 7.490424 | 3.949433 | JGOFS_GO | 12.050822 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.560398 | 7.490424 | 3.949433 | JGOFS_GO | 12.050822 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 4.833822 | 7.683599 | 4.262298 | JGOFS_GO | 12.517421 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate_star | 4.833822 | 7.683599 | 4.262298 | JGOFS_GO | 12.517421 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 4.582152 | 7.558963 | 4.039743 | JGOFS_GO | 12.141115 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 4.623567 | 7.603357 | 4.097625 | JGOFS_GO | 12.226924 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 4.616565 | 7.594843 | 4.084353 | JGOFS_GO | 12.211408 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 4.616565 | 7.594843 | 4.084353 | JGOFS_GO | 12.211408 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 4.616565 | 7.594843 | 4.084353 | JGOFS_GO | 12.211408 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.238063 | 5.714673 | 4.597250 | GO_new | 9.835313 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.238063 | 5.714673 | 4.597250 | GO_new | 9.835313 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.238063 | 5.714673 | 4.597250 | GO_new | 9.835313 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.237802 | 5.626087 | 4.522816 | GO_new | 9.760619 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.237802 | 5.626087 | 4.522816 | GO_new | 9.760619 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.238063 | 5.714673 | 4.597250 | GO_new | 9.835313 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.237802 | 5.626087 | 4.522816 | GO_new | 9.760619 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.237964 | 5.714504 | 4.585626 | GO_new | 9.823590 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.237964 | 5.714504 | 4.585626 | GO_new | 9.823590 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.237964 | 5.714504 | 4.585626 | GO_new | 9.823590 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.238063 | 5.714673 | 4.597250 | JGOFS_GO | 10.952736 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.238063 | 5.714673 | 4.597250 | JGOFS_GO | 10.952736 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.238063 | 5.714673 | 4.597250 | JGOFS_GO | 10.952736 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.237802 | 5.626087 | 4.522816 | JGOFS_GO | 10.863889 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.237802 | 5.626087 | 4.522816 | JGOFS_GO | 10.863889 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.238063 | 5.714673 | 4.597250 | JGOFS_GO | 10.952736 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.237802 | 5.626087 | 4.522816 | JGOFS_GO | 10.863889 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.237964 | 5.714504 | 4.585626 | JGOFS_GO | 10.952468 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.237964 | 5.714504 | 4.585626 | JGOFS_GO | 10.952468 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.237964 | 5.714504 | 4.585626 | JGOFS_GO | 10.952468 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 4.840543 | 6.305237 | 4.241277 | GO_new | 9.081820 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 4.840543 | 6.305237 | 4.241277 | GO_new | 9.081820 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 4.840543 | 6.305237 | 4.241277 | GO_new | 9.081820 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 4.845102 | 6.305296 | 4.251271 | GO_new | 9.096373 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 4.845102 | 6.305296 | 4.251271 | GO_new | 9.096373 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 4.845102 | 6.305296 | 4.251271 | GO_new | 9.096373 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.820846 | 6.286870 | 4.237494 | GO_new | 9.058340 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.820846 | 6.286870 | 4.237494 | GO_new | 9.058340 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 4.845102 | 6.305296 | 4.251271 | GO_new | 9.096373 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.820846 | 6.286870 | 4.237494 | GO_new | 9.058340 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 4.840543 | 6.305237 | 4.241277 | JGOFS_GO | 11.145780 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 4.840543 | 6.305237 | 4.241277 | JGOFS_GO | 11.145780 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 4.840543 | 6.305237 | 4.241277 | JGOFS_GO | 11.145780 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 4.845102 | 6.305296 | 4.251271 | JGOFS_GO | 11.150399 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 4.845102 | 6.305296 | 4.251271 | JGOFS_GO | 11.150399 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 4.845102 | 6.305296 | 4.251271 | JGOFS_GO | 11.150399 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 4.820846 | 6.286870 | 4.237494 | JGOFS_GO | 11.107717 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.820846 | 6.286870 | 4.237494 | JGOFS_GO | 11.107717 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 4.845102 | 6.305296 | 4.251271 | JGOFS_GO | 11.150399 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.820846 | 6.286870 | 4.237494 | JGOFS_GO | 11.107717 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.642318 | 6.143698 | 4.082451 | GO_new | 8.724769 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.642318 | 6.143698 | 4.082451 | GO_new | 8.724769 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.642318 | 6.143698 | 4.082451 | GO_new | 8.724769 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.615431 | 5.978201 | 4.071297 | GO_new | 8.686728 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.615431 | 5.978201 | 4.071297 | GO_new | 8.686728 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.615431 | 5.978201 | 4.071297 | GO_new | 8.686728 |
| Indo-Pacific | (27,27.25] | sal tem aou silicate phosphate | 4.656511 | 6.175234 | 4.109347 | GO_new | 8.765858 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.575105 | 5.907765 | 4.040811 | GO_new | 8.615915 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.575105 | 5.907765 | 4.040811 | GO_new | 8.615915 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.575105 | 5.907765 | 4.040811 | GO_new | 8.615915 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 4.642318 | 6.143698 | 4.082451 | JGOFS_GO | 10.786016 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.642318 | 6.143698 | 4.082451 | JGOFS_GO | 10.786016 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.642318 | 6.143698 | 4.082451 | JGOFS_GO | 10.786016 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 4.615431 | 5.978201 | 4.071297 | JGOFS_GO | 10.593632 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 4.615431 | 5.978201 | 4.071297 | JGOFS_GO | 10.593632 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 4.615431 | 5.978201 | 4.071297 | JGOFS_GO | 10.593632 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 4.575105 | 5.907765 | 4.040811 | JGOFS_GO | 10.482870 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 4.575105 | 5.907765 | 4.040811 | JGOFS_GO | 10.482870 |
| Indo-Pacific | (27,27.25] | tem aou phosphate phosphate_star | 4.746570 | 6.040403 | 4.205917 | JGOFS_GO | 10.786972 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 4.575105 | 5.907765 | 4.040811 | JGOFS_GO | 10.482870 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.189492 | 5.228421 | 3.477447 | GO_new | 7.666939 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.189492 | 5.228421 | 3.477447 | GO_new | 7.666939 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.189492 | 5.228421 | 3.477447 | GO_new | 7.666939 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.196288 | 4.865108 | 3.592036 | GO_new | 7.788324 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.196288 | 4.865108 | 3.592036 | GO_new | 7.788324 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.196288 | 4.865108 | 3.592036 | GO_new | 7.788324 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate | 4.238893 | 5.488214 | 3.499392 | GO_new | 7.738285 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.029429 | 4.820524 | 3.568830 | GO_new | 7.598259 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.029429 | 4.820524 | 3.568830 | GO_new | 7.598259 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.029429 | 4.820524 | 3.568830 | GO_new | 7.598259 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.196288 | 4.865108 | 3.592036 | JGOFS_GO | 9.061396 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.196288 | 4.865108 | 3.592036 | JGOFS_GO | 9.061396 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.196288 | 4.865108 | 3.592036 | JGOFS_GO | 9.061396 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate | 4.229785 | 4.881553 | 3.695140 | JGOFS_GO | 9.111338 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.229785 | 4.881553 | 3.695140 | JGOFS_GO | 9.111338 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate_star | 4.229785 | 4.881553 | 3.695140 | JGOFS_GO | 9.111338 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.029429 | 4.820524 | 3.568830 | JGOFS_GO | 8.849953 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.029429 | 4.820524 | 3.568830 | JGOFS_GO | 8.849953 |
| Indo-Pacific | (27.25,27.5] | tem aou phosphate phosphate_star | 4.229785 | 4.881553 | 3.695140 | JGOFS_GO | 9.111338 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.029429 | 4.820524 | 3.568830 | JGOFS_GO | 8.849953 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.000106 | 4.427872 | 3.531405 | GO_new | 7.531511 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.000106 | 4.427872 | 3.531405 | GO_new | 7.531511 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.000106 | 4.427872 | 3.531405 | GO_new | 7.531511 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate | 4.001140 | 4.851600 | 3.608805 | GO_new | 7.609946 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate_star | 4.058279 | 4.993906 | 3.551754 | GO_new | 7.610033 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate | 4.070828 | 5.006049 | 3.563650 | GO_new | 7.634478 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate phosphate_star | 4.070828 | 5.006049 | 3.563650 | GO_new | 7.634478 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.051731 | 4.986625 | 3.555304 | GO_new | 7.607035 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.051731 | 4.986625 | 3.555304 | GO_new | 7.607035 |
| Indo-Pacific | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.051731 | 4.986625 | 3.555304 | GO_new | 7.607035 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.000106 | 4.427872 | 3.531405 | JGOFS_GO | 8.427978 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.000106 | 4.427872 | 3.531405 | JGOFS_GO | 8.427978 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.000106 | 4.427872 | 3.531405 | JGOFS_GO | 8.427978 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate | 4.083996 | 4.427911 | 3.737920 | JGOFS_GO | 8.511907 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate phosphate_star | 4.083996 | 4.427911 | 3.737920 | JGOFS_GO | 8.511907 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate_star | 4.083996 | 4.427911 | 3.737920 | JGOFS_GO | 8.511907 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.083994 | 4.406407 | 3.718901 | JGOFS_GO | 8.490401 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.083994 | 4.406407 | 3.718901 | JGOFS_GO | 8.490401 |
| Indo-Pacific | (27.5,27.75] | tem aou phosphate phosphate_star | 4.083996 | 4.427911 | 3.737920 | JGOFS_GO | 8.511907 |
| Indo-Pacific | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.083994 | 4.406407 | 3.718901 | JGOFS_GO | 8.490401 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 3.308184 | 4.160425 | 2.864393 | GO_new | 6.172577 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 3.284929 | 4.183075 | 2.853136 | GO_new | 6.138065 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 3.286403 | 4.184164 | 2.854780 | GO_new | 6.141184 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 3.286403 | 4.184164 | 2.854780 | GO_new | 6.141184 |
| Indo-Pacific | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 3.286403 | 4.184164 | 2.854780 | GO_new | 6.141184 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.266650 | 4.141091 | 2.898878 | GO_new | 6.165529 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.266650 | 4.141091 | 2.898878 | GO_new | 6.165529 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.266650 | 4.141091 | 2.898878 | GO_new | 6.165529 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate_star | 3.290420 | 4.203951 | 2.906016 | GO_new | 6.196436 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate_star | 3.291524 | 4.204403 | 2.906618 | GO_new | 6.198143 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate | 3.321504 | 4.130155 | 3.011428 | JGOFS_GO | 7.451658 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate_star | 3.321504 | 4.130155 | 3.011428 | JGOFS_GO | 7.451658 |
| Indo-Pacific | (27.75,27.85] | sal tem aou phosphate phosphate_star | 3.321504 | 4.130155 | 3.011428 | JGOFS_GO | 7.451658 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate | 3.321882 | 4.141143 | 3.012081 | JGOFS_GO | 7.463025 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate phosphate_star | 3.321882 | 4.141143 | 3.012081 | JGOFS_GO | 7.463025 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate_star | 3.321882 | 4.141143 | 3.012081 | JGOFS_GO | 7.463025 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 3.266650 | 4.141091 | 2.898878 | JGOFS_GO | 7.407742 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 3.266650 | 4.141091 | 2.898878 | JGOFS_GO | 7.407742 |
| Indo-Pacific | (27.75,27.85] | tem aou phosphate phosphate_star | 3.321882 | 4.141143 | 3.012081 | JGOFS_GO | 7.463025 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 3.266650 | 4.141091 | 2.898878 | JGOFS_GO | 7.407742 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.005431 | 4.136297 | 2.888661 | GO_new | 5.894092 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate | 3.001577 | 4.149592 | 2.872327 | GO_new | 5.873904 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate_star | 3.008909 | 4.167217 | 2.863453 | GO_new | 5.872361 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate | 3.008030 | 4.168545 | 2.864453 | GO_new | 5.872483 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 3.008030 | 4.168545 | 2.864453 | GO_new | 5.872483 |
| Indo-Pacific | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 3.008030 | 4.168545 | 2.864453 | GO_new | 5.872483 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.001060 | 4.139755 | 2.887358 | GO_new | 5.888419 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.001060 | 4.139755 | 2.887358 | GO_new | 5.888419 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate | 3.001645 | 4.151196 | 2.891522 | GO_new | 5.893167 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.001060 | 4.139755 | 2.887358 | GO_new | 5.888419 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 3.005435 | 4.139966 | 2.905530 | JGOFS_GO | 7.145401 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 3.005435 | 4.139966 | 2.905530 | JGOFS_GO | 7.145401 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate_star | 3.005435 | 4.139966 | 2.905530 | JGOFS_GO | 7.145401 |
| Indo-Pacific | (27.85,27.95] | aou silicate phosphate phosphate_star | 3.005435 | 4.139966 | 2.905530 | JGOFS_GO | 7.145401 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.005431 | 4.136297 | 2.888661 | JGOFS_GO | 7.141728 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.005431 | 4.136297 | 2.888661 | JGOFS_GO | 7.141728 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.005431 | 4.136297 | 2.888661 | JGOFS_GO | 7.141728 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 3.001060 | 4.139755 | 2.887358 | JGOFS_GO | 7.140815 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 3.001060 | 4.139755 | 2.887358 | JGOFS_GO | 7.140815 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 3.001060 | 4.139755 | 2.887358 | JGOFS_GO | 7.140815 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.875142 | 4.163676 | 3.074602 | GO_new | 5.949744 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.875142 | 4.163676 | 3.074602 | GO_new | 5.949744 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.875142 | 4.163676 | 3.074602 | GO_new | 5.949744 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.888968 | 4.162366 | 3.107243 | GO_new | 5.996211 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.888968 | 4.162366 | 3.107243 | GO_new | 5.996211 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.888968 | 4.162366 | 3.107243 | GO_new | 5.996211 |
| Indo-Pacific | (27.95,28.05] | sal tem aou silicate phosphate | 2.903746 | 4.190622 | 3.063495 | GO_new | 5.967241 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 2.883164 | 4.198417 | 3.106956 | GO_new | 5.990120 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate_star | 2.883164 | 4.198417 | 3.106956 | GO_new | 5.990120 |
| Indo-Pacific | (27.95,28.05] | tem aou silicate phosphate phosphate_star | 2.883164 | 4.198417 | 3.106956 | GO_new | 5.990120 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate | 2.900080 | 4.164553 | 3.107393 | JGOFS_GO | 7.064633 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 2.900080 | 4.164553 | 3.107393 | JGOFS_GO | 7.064633 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate_star | 2.900080 | 4.164553 | 3.107393 | JGOFS_GO | 7.064633 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.875142 | 4.163676 | 3.074602 | JGOFS_GO | 7.038818 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.875142 | 4.163676 | 3.074602 | JGOFS_GO | 7.038818 |
| Indo-Pacific | (27.95,28.05] | sal aou phosphate phosphate_star | 2.900080 | 4.164553 | 3.107393 | JGOFS_GO | 7.064633 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.875142 | 4.163676 | 3.074602 | JGOFS_GO | 7.038818 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 2.888968 | 4.162366 | 3.107243 | JGOFS_GO | 7.051334 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 2.888968 | 4.162366 | 3.107243 | JGOFS_GO | 7.051334 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 2.888968 | 4.162366 | 3.107243 | JGOFS_GO | 7.051334 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.853403 | 4.093083 | 2.827237 | GO_new | 5.680640 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.853403 | 4.093083 | 2.827237 | GO_new | 5.680640 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.853403 | 4.093083 | 2.827237 | GO_new | 5.680640 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.833851 | 4.084453 | 2.825890 | GO_new | 5.659741 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.833851 | 4.084453 | 2.825890 | GO_new | 5.659741 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.853403 | 4.093083 | 2.827237 | GO_new | 5.680640 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.833851 | 4.084453 | 2.825890 | GO_new | 5.659741 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.849397 | 4.083807 | 2.817246 | GO_new | 5.666643 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.849397 | 4.083807 | 2.817246 | GO_new | 5.666643 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.849397 | 4.083807 | 2.817246 | GO_new | 5.666643 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 2.853403 | 4.093083 | 2.827237 | JGOFS_GO | 6.946486 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 2.853403 | 4.093083 | 2.827237 | JGOFS_GO | 6.946486 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 2.853403 | 4.093083 | 2.827237 | JGOFS_GO | 6.946486 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.833851 | 4.084453 | 2.825890 | JGOFS_GO | 6.918303 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.833851 | 4.084453 | 2.825890 | JGOFS_GO | 6.918303 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 2.853403 | 4.093083 | 2.827237 | JGOFS_GO | 6.946486 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.833851 | 4.084453 | 2.825890 | JGOFS_GO | 6.918303 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 2.849397 | 4.083807 | 2.817246 | JGOFS_GO | 6.933205 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 2.849397 | 4.083807 | 2.817246 | JGOFS_GO | 6.933205 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 2.849397 | 4.083807 | 2.817246 | JGOFS_GO | 6.933205 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.107358 | 3.834275 | 2.669325 | GO_new | 5.776683 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.107358 | 3.834275 | 2.669325 | GO_new | 5.776683 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.107358 | 3.834275 | 2.669325 | GO_new | 5.776683 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.107358 | 3.834275 | 2.669325 | GO_new | 5.776683 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.107350 | 3.819761 | 2.554050 | GO_new | 5.661401 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.107350 | 3.819761 | 2.554050 | GO_new | 5.661401 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.107350 | 3.819761 | 2.554050 | GO_new | 5.661401 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.055975 | 3.780022 | 2.626918 | GO_new | 5.682893 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.055975 | 3.780022 | 2.626918 | GO_new | 5.682893 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.055975 | 3.780022 | 2.626918 | GO_new | 5.682893 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.107358 | 3.834275 | 2.669325 | JGOFS_GO | 6.941633 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.107358 | 3.834275 | 2.669325 | JGOFS_GO | 6.941633 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.107358 | 3.834275 | 2.669325 | JGOFS_GO | 6.941633 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.107358 | 3.834275 | 2.669325 | JGOFS_GO | 6.941633 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.107350 | 3.819761 | 2.554050 | JGOFS_GO | 6.927111 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.107350 | 3.819761 | 2.554050 | JGOFS_GO | 6.927111 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.107350 | 3.819761 | 2.554050 | JGOFS_GO | 6.927111 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.055975 | 3.780022 | 2.626918 | JGOFS_GO | 6.835998 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.055975 | 3.780022 | 2.626918 | JGOFS_GO | 6.835998 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.055975 | 3.780022 | 2.626918 | JGOFS_GO | 6.835998 |
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]
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_1.29
[5] olsrr_0.5.3.9000 GGally_2.0.0 patchwork_1.0.1 lubridate_1.7.9
[9] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.0 purrr_0.3.4
[13] readr_1.3.1 tidyr_1.1.0 tibble_3.0.3 ggplot2_3.3.2
[17] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.4.2 webshot_0.5.2 RColorBrewer_1.1-2 httr_1.4.2
[5] rprojroot_1.3-2 tools_4.0.2 backports_1.1.8 R6_2.4.1
[9] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1 withr_2.2.0
[13] tidyselect_1.1.0 gridExtra_2.3 curl_4.3 compiler_4.0.2
[17] git2r_0.27.1 cli_2.0.2 rvest_0.3.6 xml2_1.3.2
[21] labeling_0.3 scales_1.1.1 goftest_1.2-2 digest_0.6.25
[25] foreign_0.8-80 rmarkdown_2.3 rio_0.5.16 pkgconfig_2.0.3
[29] htmltools_0.5.0 dbplyr_1.4.4 highr_0.8 rlang_0.4.7
[33] readxl_1.3.1 rstudioapi_0.11 generics_0.0.2 farver_2.0.3
[37] jsonlite_1.7.0 zip_2.0.4 car_3.0-8 magrittr_1.5
[41] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[45] lifecycle_0.2.0 stringi_1.4.6 whisker_0.4 yaml_2.2.1
[49] carData_3.0-4 plyr_1.8.6 grid_4.0.2 blob_1.2.1
[53] promises_1.1.1 crayon_1.3.4 haven_2.3.1 hms_0.5.3
[57] pillar_1.4.6 reprex_0.3.0 glue_1.4.1 evaluate_0.14
[61] data.table_1.13.0 modelr_0.1.8 vctrs_0.3.2 httpuv_1.5.4
[65] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[69] xfun_0.16 openxlsx_4.1.5 later_1.1.0.1 viridisLite_0.3.0
[73] ellipsis_0.3.1 here_0.1