eMLR - model fitting
Jens Daniel Müller
19 August, 2020
Last updated: 2020-08-19
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Knit directory: Cant_eMLR/
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| Rmd | 94f9375 | jens-daniel-mueller | 2020-08-19 | split emlr into data preparation, assumption testing, and model fitting |
| html | 8484d53 | jens-daniel-mueller | 2020-08-19 | Build site. |
| Rmd | eec0022 | jens-daniel-mueller | 2020-08-19 | split emlr into data preparation, assumption testing, and model fitting |
library(tidyverse)
library(lubridate)
library(patchwork)
library(GGally)
library(olsrr)
library(knitr)
library(kableExtra)
library(broom)
library(corrr)1 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 file
GLODAP <-
read_csv(
here::here(
"data/GLODAPv2_2020/_summarized_data_files",
"GLODAP_MLR_fitting_ready.csv"
)
)2 Model fitting
2.1 Predictor selection
Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_full <- lm(Cstar ~
sal +
tem +
aou +
oxygen +
silicate +
phosphate +
phosphate_star,
data = GLODAP_basin_era_slab)
lm_all <- ols_step_all_possible(lm_full)
temp <- as_tibble(lm_all$result)
temp <- temp %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("all_lm_stats")) {
all_lm_stats <- bind_rows(all_lm_stats, temp)
}
if (!exists("all_lm_stats")) {
all_lm_stats <- temp
}
rm(lm_full, lm_all, temp)
}
}
}
all_lm_stats %>%
write_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
rm(i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab,
all_lm_stats)RMSE was plotted against the number of predictors (limited to 2 - 5).
all_lm_stats <- read_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
# nrow(all_lm_stats)
# length(unique(all_lm_stats$rmse))
# length(unique(all_lm_stats$adjr))
# length(unique(all_lm_stats$rsquare))
# length(unique(all_lm_stats$cp))
# length(unique(all_lm_stats$aic))
# length(unique(all_lm_stats$mindex))
all_lm_stats <- all_lm_stats %>%
filter(n >= parameters$predictors_min,
n <= parameters$predictors_max)
all_lm_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
all_lm_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.
all_lm_stats <- all_lm_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
all_lm_stats_wide <- all_lm_stats %>%
pivot_wider(names_from = era,
values_from = rmse,
names_prefix = "rmse_")
all_lm_stats_wide <- all_lm_stats_wide %>%
mutate(
rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
)
all_lm_stats <- all_lm_stats_wide %>%
pivot_longer(
c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
names_to = "eras",
values_to = "rmse_sum",
names_prefix = "rmse_sum_"
)
lm_best <- all_lm_stats %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = parameters$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, predictors)
kable(lm_best) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | predictors | rmse_JGOFS_WOCE | rmse_GO_SHIP | rmse_new_era | eras | rmse_sum |
|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 7.367183 | 6.669551 | 2.819161 | GO_new | 9.488712 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 7.367183 | 6.669551 | 2.819161 | GO_new | 9.488712 |
| Atlantic | (-Inf,26] | sal aou silicate phosphate phosphate_star | 7.367183 | 6.669551 | 2.819161 | GO_new | 9.488712 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 7.173663 | 6.639387 | 2.699587 | GO_new | 9.338974 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 7.173663 | 6.639387 | 2.699587 | GO_new | 9.338974 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.173663 | 6.639387 | 2.699587 | GO_new | 9.338974 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 7.278011 | 6.732505 | 2.786012 | GO_new | 9.518517 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 7.258007 | 6.738390 | 2.781099 | GO_new | 9.519489 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 7.248967 | 6.745194 | 2.784042 | GO_new | 9.529236 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 7.248967 | 6.745194 | 2.784042 | GO_new | 9.529236 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate | 7.367183 | 6.669551 | 2.819161 | JGOFS_GO | 14.036734 |
| Atlantic | (-Inf,26] | sal aou oxygen silicate phosphate_star | 7.367183 | 6.669551 | 2.819161 | JGOFS_GO | 14.036734 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 7.173663 | 6.639387 | 2.699587 | JGOFS_GO | 13.813050 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate_star | 7.173663 | 6.639387 | 2.699587 | JGOFS_GO | 13.813050 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.173663 | 6.639387 | 2.699587 | JGOFS_GO | 13.813050 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate | 7.278011 | 6.732505 | 2.786012 | JGOFS_GO | 14.010516 |
| Atlantic | (-Inf,26] | sal tem aou silicate phosphate_star | 7.258007 | 6.738390 | 2.781099 | JGOFS_GO | 13.996398 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 7.248967 | 6.745194 | 2.784042 | JGOFS_GO | 13.994160 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate_star | 7.248967 | 6.745194 | 2.784042 | JGOFS_GO | 13.994160 |
| Atlantic | (-Inf,26] | sal tem silicate phosphate phosphate_star | 7.248967 | 6.745194 | 2.784042 | JGOFS_GO | 13.994160 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate | 5.434466 | 7.405553 | 3.069029 | GO_new | 10.474582 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate_star | 5.434466 | 7.405553 | 3.069029 | GO_new | 10.474582 |
| Atlantic | (26,26.5] | sal aou silicate phosphate phosphate_star | 5.434466 | 7.405553 | 3.069029 | GO_new | 10.474582 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.477425 | 7.346736 | 3.118023 | GO_new | 10.464759 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.477425 | 7.346736 | 3.118023 | GO_new | 10.464759 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.477425 | 7.346736 | 3.118023 | GO_new | 10.464759 |
| Atlantic | (26,26.5] | sal tem aou silicate phosphate | 5.461410 | 7.412711 | 3.074943 | GO_new | 10.487654 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.363554 | 7.360474 | 3.065512 | GO_new | 10.425986 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.363554 | 7.360474 | 3.065512 | GO_new | 10.425986 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.363554 | 7.360474 | 3.065512 | GO_new | 10.425986 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate | 5.434466 | 7.405553 | 3.069029 | JGOFS_GO | 12.840019 |
| Atlantic | (26,26.5] | sal aou oxygen silicate phosphate_star | 5.434466 | 7.405553 | 3.069029 | JGOFS_GO | 12.840019 |
| Atlantic | (26,26.5] | sal aou silicate phosphate phosphate_star | 5.434466 | 7.405553 | 3.069029 | JGOFS_GO | 12.840019 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate | 5.477425 | 7.346736 | 3.118023 | JGOFS_GO | 12.824162 |
| Atlantic | (26,26.5] | sal tem aou oxygen phosphate_star | 5.477425 | 7.346736 | 3.118023 | JGOFS_GO | 12.824162 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.477425 | 7.346736 | 3.118023 | JGOFS_GO | 12.824162 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate | 5.363554 | 7.360474 | 3.065512 | JGOFS_GO | 12.724027 |
| Atlantic | (26,26.5] | tem aou oxygen silicate phosphate_star | 5.363554 | 7.360474 | 3.065512 | JGOFS_GO | 12.724027 |
| Atlantic | (26,26.5] | tem aou phosphate phosphate_star | 5.478784 | 7.362490 | 3.142747 | JGOFS_GO | 12.841274 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.363554 | 7.360474 | 3.065512 | JGOFS_GO | 12.724027 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate | 5.318827 | 6.182233 | 3.188366 | GO_new | 9.370599 |
| Atlantic | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.318827 | 6.182233 | 3.188366 | GO_new | 9.370599 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.318827 | 6.182233 | 3.188366 | GO_new | 9.370599 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate | 5.080928 | 6.189493 | 3.157471 | GO_new | 9.346963 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 5.074249 | 6.162444 | 3.151326 | GO_new | 9.313769 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 5.073639 | 6.161326 | 3.152137 | GO_new | 9.313462 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 5.073639 | 6.161326 | 3.152137 | GO_new | 9.313462 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 5.073639 | 6.161326 | 3.152137 | GO_new | 9.313462 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 5.153695 | 6.171505 | 3.261512 | GO_new | 9.433017 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 5.153695 | 6.171505 | 3.261512 | GO_new | 9.433017 |
| Atlantic | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.121400 | 6.278369 | 3.156785 | JGOFS_GO | 11.399769 |
| Atlantic | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.121400 | 6.278369 | 3.156785 | JGOFS_GO | 11.399769 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate | 5.080928 | 6.189493 | 3.157471 | JGOFS_GO | 11.270421 |
| Atlantic | (26.5,26.75] | sal tem aou silicate phosphate_star | 5.074249 | 6.162444 | 3.151326 | JGOFS_GO | 11.236693 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate | 5.073639 | 6.161326 | 3.152137 | JGOFS_GO | 11.234964 |
| Atlantic | (26.5,26.75] | sal tem oxygen silicate phosphate_star | 5.073639 | 6.161326 | 3.152137 | JGOFS_GO | 11.234964 |
| Atlantic | (26.5,26.75] | sal tem silicate phosphate phosphate_star | 5.073639 | 6.161326 | 3.152137 | JGOFS_GO | 11.234964 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate | 5.153695 | 6.171505 | 3.261512 | JGOFS_GO | 11.325200 |
| Atlantic | (26.5,26.75] | tem aou oxygen silicate phosphate_star | 5.153695 | 6.171505 | 3.261512 | JGOFS_GO | 11.325200 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 5.153695 | 6.171505 | 3.261512 | JGOFS_GO | 11.325200 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.708472 | 5.279945 | 3.666486 | GO_new | 8.946431 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.688937 | 5.253248 | 3.665075 | GO_new | 8.918323 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.689137 | 5.255316 | 3.664798 | GO_new | 8.920113 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.689137 | 5.255316 | 3.664798 | GO_new | 8.920113 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.689137 | 5.255316 | 3.664798 | GO_new | 8.920113 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 4.802227 | 5.348802 | 3.665657 | GO_new | 9.014459 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.802227 | 5.348802 | 3.665657 | GO_new | 9.014459 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.802227 | 5.348802 | 3.665657 | GO_new | 9.014459 |
| Atlantic | (26.75,27] | tem aou silicate phosphate_star | 4.803550 | 5.355648 | 3.666312 | GO_new | 9.021960 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.803963 | 5.356851 | 3.666006 | GO_new | 9.022858 |
| Atlantic | (26.75,27] | sal aou silicate phosphate phosphate_star | 4.810239 | 5.344351 | 3.679790 | JGOFS_GO | 10.154590 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate | 4.708472 | 5.279945 | 3.666486 | JGOFS_GO | 9.988417 |
| Atlantic | (26.75,27] | sal tem aou silicate phosphate_star | 4.688937 | 5.253248 | 3.665075 | JGOFS_GO | 9.942185 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.689137 | 5.255316 | 3.664798 | JGOFS_GO | 9.944452 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate_star | 4.689137 | 5.255316 | 3.664798 | JGOFS_GO | 9.944452 |
| Atlantic | (26.75,27] | sal tem silicate phosphate phosphate_star | 4.689137 | 5.255316 | 3.664798 | JGOFS_GO | 9.944452 |
| Atlantic | (26.75,27] | sal tem silicate phosphate_star | 4.697648 | 5.324409 | 3.937664 | JGOFS_GO | 10.022058 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate | 4.802227 | 5.348802 | 3.665657 | JGOFS_GO | 10.151029 |
| Atlantic | (26.75,27] | tem aou oxygen silicate phosphate_star | 4.802227 | 5.348802 | 3.665657 | JGOFS_GO | 10.151029 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.802227 | 5.348802 | 3.665657 | JGOFS_GO | 10.151029 |
| Atlantic | (27,27.25] | sal aou silicate phosphate phosphate_star | 5.272709 | 5.715880 | 5.031411 | GO_new | 10.747292 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 5.078648 | 5.623468 | 5.051530 | GO_new | 10.674998 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 5.013740 | 5.583407 | 5.085420 | GO_new | 10.668827 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.018688 | 5.589122 | 5.077798 | GO_new | 10.666920 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 5.018688 | 5.589122 | 5.077798 | GO_new | 10.666920 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 5.018688 | 5.589122 | 5.077798 | GO_new | 10.666920 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 5.132734 | 5.610171 | 5.007417 | GO_new | 10.617588 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.132734 | 5.610171 | 5.007417 | GO_new | 10.617588 |
| Atlantic | (27,27.25] | tem aou silicate phosphate | 5.199454 | 5.645126 | 5.100418 | GO_new | 10.745543 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.132734 | 5.610171 | 5.007417 | GO_new | 10.617588 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate | 5.078648 | 5.623468 | 5.051530 | JGOFS_GO | 10.702117 |
| Atlantic | (27,27.25] | sal tem aou silicate phosphate_star | 5.013740 | 5.583407 | 5.085420 | JGOFS_GO | 10.597147 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.018688 | 5.589122 | 5.077798 | JGOFS_GO | 10.607810 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate_star | 5.018688 | 5.589122 | 5.077798 | JGOFS_GO | 10.607810 |
| Atlantic | (27,27.25] | sal tem silicate phosphate phosphate_star | 5.018688 | 5.589122 | 5.077798 | JGOFS_GO | 10.607810 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate | 5.132734 | 5.610171 | 5.007417 | JGOFS_GO | 10.742905 |
| Atlantic | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.132734 | 5.610171 | 5.007417 | JGOFS_GO | 10.742905 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.132734 | 5.610171 | 5.007417 | JGOFS_GO | 10.742905 |
| Atlantic | (27,27.25] | tem aou silicate phosphate_star | 5.153233 | 5.614185 | 5.142494 | JGOFS_GO | 10.767419 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate | 5.156878 | 5.617843 | 5.133226 | JGOFS_GO | 10.774722 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.685854 | 4.506963 | 3.523918 | GO_new | 8.030880 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.685854 | 4.506963 | 3.523918 | GO_new | 8.030880 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.685854 | 4.506963 | 3.523918 | GO_new | 8.030880 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate | 4.776702 | 4.554342 | 3.528315 | GO_new | 8.082657 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.776702 | 4.554342 | 3.528315 | GO_new | 8.082657 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate_star | 4.776702 | 4.554342 | 3.528315 | GO_new | 8.082657 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.708352 | 4.554250 | 3.467433 | GO_new | 8.021683 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.708352 | 4.554250 | 3.467433 | GO_new | 8.021683 |
| Atlantic | (27.25,27.5] | tem aou phosphate phosphate_star | 4.776702 | 4.554342 | 3.528315 | GO_new | 8.082657 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.708352 | 4.554250 | 3.467433 | GO_new | 8.021683 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate | 4.685854 | 4.506963 | 3.523918 | JGOFS_GO | 9.192816 |
| Atlantic | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.685854 | 4.506963 | 3.523918 | JGOFS_GO | 9.192816 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.685854 | 4.506963 | 3.523918 | JGOFS_GO | 9.192816 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate_star | 4.761998 | 4.518766 | 3.948074 | JGOFS_GO | 9.280765 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate | 4.779166 | 4.504624 | 3.915107 | JGOFS_GO | 9.283789 |
| Atlantic | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 4.779166 | 4.504624 | 3.915107 | JGOFS_GO | 9.283789 |
| Atlantic | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 4.779166 | 4.504624 | 3.915107 | JGOFS_GO | 9.283789 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.708352 | 4.554250 | 3.467433 | JGOFS_GO | 9.262602 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.708352 | 4.554250 | 3.467433 | JGOFS_GO | 9.262602 |
| Atlantic | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.708352 | 4.554250 | 3.467433 | JGOFS_GO | 9.262602 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate | 4.181349 | 4.384925 | 4.678199 | GO_new | 9.063125 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate phosphate_star | 4.181349 | 4.384925 | 4.678199 | GO_new | 9.063125 |
| Atlantic | (27.5,27.75] | aou silicate phosphate phosphate_star | 4.181349 | 4.384925 | 4.678199 | GO_new | 9.063125 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.170632 | 4.369707 | 4.676151 | GO_new | 9.045858 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.170632 | 4.369707 | 4.676151 | GO_new | 9.045858 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.170632 | 4.369707 | 4.676151 | GO_new | 9.045858 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.157749 | 4.384594 | 4.678127 | GO_new | 9.062721 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.148689 | 4.355735 | 4.666207 | GO_new | 9.021941 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.148689 | 4.355735 | 4.666207 | GO_new | 9.021941 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.148689 | 4.355735 | 4.666207 | GO_new | 9.021941 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.170632 | 4.369707 | 4.676151 | JGOFS_GO | 8.540339 |
| Atlantic | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.170632 | 4.369707 | 4.676151 | JGOFS_GO | 8.540339 |
| Atlantic | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.170632 | 4.369707 | 4.676151 | JGOFS_GO | 8.540339 |
| Atlantic | (27.5,27.75] | sal tem aou silicate phosphate | 4.157749 | 4.384594 | 4.678127 | JGOFS_GO | 8.542343 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.148971 | 4.399401 | 4.683535 | JGOFS_GO | 8.548373 |
| Atlantic | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.148971 | 4.399401 | 4.683535 | JGOFS_GO | 8.548373 |
| Atlantic | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.148971 | 4.399401 | 4.683535 | JGOFS_GO | 8.548373 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.148689 | 4.355735 | 4.666207 | JGOFS_GO | 8.504424 |
| Atlantic | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.148689 | 4.355735 | 4.666207 | JGOFS_GO | 8.504424 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.148689 | 4.355735 | 4.666207 | JGOFS_GO | 8.504424 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.113685 | 4.285353 | 7.686739 | GO_new | 11.972092 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.113685 | 4.285353 | 7.686739 | GO_new | 11.972092 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.113685 | 4.285353 | 7.686739 | GO_new | 11.972092 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.121204 | 4.285377 | 7.689071 | GO_new | 11.974448 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.121204 | 4.285377 | 7.689071 | GO_new | 11.974448 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.114571 | 4.284915 | 7.687911 | GO_new | 11.972827 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.111828 | 4.289070 | 7.684140 | GO_new | 11.973210 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.112834 | 4.285301 | 7.687608 | GO_new | 11.972910 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.112834 | 4.285301 | 7.687608 | GO_new | 11.972910 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.112834 | 4.285301 | 7.687608 | GO_new | 11.972910 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.113685 | 4.285353 | 7.686739 | JGOFS_GO | 8.399038 |
| Atlantic | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.113685 | 4.285353 | 7.686739 | JGOFS_GO | 8.399038 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.113685 | 4.285353 | 7.686739 | JGOFS_GO | 8.399038 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate_star | 4.121204 | 4.285377 | 7.689071 | JGOFS_GO | 8.406581 |
| Atlantic | (27.75,27.85] | sal silicate phosphate phosphate_star | 4.121204 | 4.285377 | 7.689071 | JGOFS_GO | 8.406581 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate | 4.114571 | 4.284915 | 7.687911 | JGOFS_GO | 8.399486 |
| Atlantic | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.111828 | 4.289070 | 7.684140 | JGOFS_GO | 8.400899 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.112834 | 4.285301 | 7.687608 | JGOFS_GO | 8.398135 |
| Atlantic | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.112834 | 4.285301 | 7.687608 | JGOFS_GO | 8.398135 |
| Atlantic | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.112834 | 4.285301 | 7.687608 | JGOFS_GO | 8.398135 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.733203 | 4.162374 | 5.126559 | GO_new | 9.288933 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.733203 | 4.162374 | 5.126559 | GO_new | 9.288933 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.733203 | 4.162374 | 5.126559 | GO_new | 9.288933 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 3.733249 | 4.210578 | 5.172242 | GO_new | 9.382820 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 3.755350 | 4.186637 | 5.158031 | GO_new | 9.344668 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 3.732711 | 4.163977 | 5.135340 | GO_new | 9.299317 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 3.744962 | 4.180818 | 5.155292 | GO_new | 9.336111 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 3.744962 | 4.180818 | 5.155292 | GO_new | 9.336111 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 3.981432 | 4.271866 | 5.181192 | GO_new | 9.453058 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 3.744962 | 4.180818 | 5.155292 | GO_new | 9.336111 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.733203 | 4.162374 | 5.126559 | JGOFS_GO | 7.895576 |
| Atlantic | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.733203 | 4.162374 | 5.126559 | JGOFS_GO | 7.895576 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.733203 | 4.162374 | 5.126559 | JGOFS_GO | 7.895576 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate_star | 3.733249 | 4.210578 | 5.172242 | JGOFS_GO | 7.943827 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate | 3.755350 | 4.186637 | 5.158031 | JGOFS_GO | 7.941987 |
| Atlantic | (27.85,27.95] | sal tem aou silicate phosphate_star | 3.732711 | 4.163977 | 5.135340 | JGOFS_GO | 7.896689 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate | 3.744962 | 4.180818 | 5.155292 | JGOFS_GO | 7.925780 |
| Atlantic | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 3.744962 | 4.180818 | 5.155292 | JGOFS_GO | 7.925780 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate | 3.981432 | 4.271866 | 5.181192 | JGOFS_GO | 8.253298 |
| Atlantic | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 3.744962 | 4.180818 | 5.155292 | JGOFS_GO | 7.925780 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.487770 | 4.308349 | 5.366509 | GO_new | 9.674857 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.487770 | 4.308349 | 5.366509 | GO_new | 9.674857 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.487770 | 4.308349 | 5.366509 | GO_new | 9.674857 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 3.487779 | 4.313489 | 5.385656 | GO_new | 9.699144 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 3.755336 | 4.353971 | 4.677615 | GO_new | 9.031586 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate_star | 3.755336 | 4.353971 | 4.677615 | GO_new | 9.031586 |
| Atlantic | (27.95,28.05] | sal tem aou phosphate phosphate_star | 3.755336 | 4.353971 | 4.677615 | GO_new | 9.031586 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 3.487662 | 4.299678 | 5.385502 | GO_new | 9.685180 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 3.498901 | 4.330126 | 5.481394 | GO_new | 9.811519 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 3.498901 | 4.330126 | 5.481394 | GO_new | 9.811519 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.487770 | 4.308349 | 5.366509 | JGOFS_GO | 7.796119 |
| Atlantic | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.487770 | 4.308349 | 5.366509 | JGOFS_GO | 7.796119 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.487770 | 4.308349 | 5.366509 | JGOFS_GO | 7.796119 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate_star | 3.487779 | 4.313489 | 5.385656 | JGOFS_GO | 7.801268 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate_star | 3.570686 | 4.354920 | 5.524972 | JGOFS_GO | 7.925607 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate | 3.508118 | 4.354175 | 5.504209 | JGOFS_GO | 7.862294 |
| Atlantic | (27.95,28.05] | sal tem aou silicate phosphate_star | 3.487662 | 4.299678 | 5.385502 | JGOFS_GO | 7.787340 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 3.498901 | 4.330126 | 5.481394 | JGOFS_GO | 7.829027 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate_star | 3.498901 | 4.330126 | 5.481394 | JGOFS_GO | 7.829027 |
| Atlantic | (27.95,28.05] | sal tem silicate phosphate phosphate_star | 3.498901 | 4.330126 | 5.481394 | JGOFS_GO | 7.829027 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 3.539499 | 4.204534 | 4.630652 | GO_new | 8.835185 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 3.539499 | 4.204534 | 4.630652 | GO_new | 8.835185 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 3.539499 | 4.204534 | 4.630652 | GO_new | 8.835185 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate | 3.737933 | 4.326767 | 4.638593 | GO_new | 8.965360 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 3.737933 | 4.326767 | 4.638593 | GO_new | 8.965360 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate_star | 3.737933 | 4.326767 | 4.638593 | GO_new | 8.965360 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 3.643192 | 4.179970 | 4.630074 | GO_new | 8.810044 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 3.643192 | 4.179970 | 4.630074 | GO_new | 8.810044 |
| Atlantic | (28.05,28.1] | tem aou phosphate phosphate_star | 3.737933 | 4.326767 | 4.638593 | GO_new | 8.965360 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 3.643192 | 4.179970 | 4.630074 | GO_new | 8.810044 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate | 3.539499 | 4.204534 | 4.630652 | JGOFS_GO | 7.744033 |
| Atlantic | (28.05,28.1] | sal tem aou oxygen phosphate_star | 3.539499 | 4.204534 | 4.630652 | JGOFS_GO | 7.744033 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 3.539499 | 4.204534 | 4.630652 | JGOFS_GO | 7.744033 |
| Atlantic | (28.05,28.1] | sal tem aou silicate phosphate_star | 3.518913 | 4.334649 | 5.077667 | JGOFS_GO | 7.853562 |
| Atlantic | (28.05,28.1] | sal tem oxygen silicate phosphate | 3.531111 | 4.393917 | 5.124357 | JGOFS_GO | 7.925028 |
| Atlantic | (28.05,28.1] | sal tem oxygen silicate phosphate_star | 3.531111 | 4.393917 | 5.124357 | JGOFS_GO | 7.925028 |
| Atlantic | (28.05,28.1] | sal tem silicate phosphate phosphate_star | 3.531111 | 4.393917 | 5.124357 | JGOFS_GO | 7.925028 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 3.643192 | 4.179970 | 4.630074 | JGOFS_GO | 7.823162 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate_star | 3.643192 | 4.179970 | 4.630074 | JGOFS_GO | 7.823162 |
| Atlantic | (28.05,28.1] | tem aou silicate phosphate phosphate_star | 3.643192 | 4.179970 | 4.630074 | JGOFS_GO | 7.823162 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 3.453382 | 3.943365 | 4.691597 | GO_new | 8.634961 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate_star | 3.453382 | 3.943365 | 4.691597 | GO_new | 8.634961 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 3.453382 | 3.943365 | 4.691597 | GO_new | 8.634961 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 3.341455 | 3.923614 | 4.732891 | GO_new | 8.656505 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 3.349985 | 3.934786 | 4.738195 | GO_new | 8.672981 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 3.349985 | 3.934786 | 4.738195 | GO_new | 8.672981 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 3.349985 | 3.934786 | 4.738195 | GO_new | 8.672981 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 3.434468 | 3.944928 | 4.715162 | GO_new | 8.660090 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 3.434468 | 3.944928 | 4.715162 | GO_new | 8.660090 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 3.434468 | 3.944928 | 4.715162 | GO_new | 8.660090 |
| Atlantic | (28.1,28.15] | sal tem aou oxygen phosphate | 3.453382 | 3.943365 | 4.691597 | JGOFS_GO | 7.396747 |
| Atlantic | (28.1,28.15] | sal tem aou phosphate phosphate_star | 3.453382 | 3.943365 | 4.691597 | JGOFS_GO | 7.396747 |
| Atlantic | (28.1,28.15] | sal tem aou silicate phosphate_star | 3.341455 | 3.923614 | 4.732891 | JGOFS_GO | 7.265069 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate | 3.349985 | 3.934786 | 4.738195 | JGOFS_GO | 7.284771 |
| Atlantic | (28.1,28.15] | sal tem oxygen silicate phosphate_star | 3.349985 | 3.934786 | 4.738195 | JGOFS_GO | 7.284771 |
| Atlantic | (28.1,28.15] | sal tem silicate phosphate phosphate_star | 3.349985 | 3.934786 | 4.738195 | JGOFS_GO | 7.284771 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate | 3.434468 | 3.944928 | 4.715162 | JGOFS_GO | 7.379396 |
| Atlantic | (28.1,28.15] | tem aou oxygen silicate phosphate_star | 3.434468 | 3.944928 | 4.715162 | JGOFS_GO | 7.379396 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 3.434468 | 3.944928 | 4.715162 | JGOFS_GO | 7.379396 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate_star | 3.436151 | 3.956434 | 4.793801 | JGOFS_GO | 7.392585 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.726384 | 3.637891 | 3.023471 | GO_new | 6.661362 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.726384 | 3.637891 | 3.023471 | GO_new | 6.661362 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.726384 | 3.637891 | 3.023471 | GO_new | 6.661362 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.726099 | 3.629154 | 3.004142 | GO_new | 6.633295 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.726099 | 3.629154 | 3.004142 | GO_new | 6.633295 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate | 3.741007 | 3.656291 | 3.004525 | GO_new | 6.660816 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.726099 | 3.629154 | 3.004142 | GO_new | 6.633295 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.739605 | 3.638041 | 2.989969 | GO_new | 6.628010 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate_star | 3.770684 | 3.671003 | 2.995966 | GO_new | 6.666968 |
| Atlantic | (28.15,28.2] | sal tem silicate phosphate phosphate_star | 3.770684 | 3.671003 | 2.995966 | GO_new | 6.666968 |
| Atlantic | (28.15,28.2] | sal aou oxygen phosphate | 3.727404 | 3.639684 | 3.100446 | JGOFS_GO | 7.367088 |
| Atlantic | (28.15,28.2] | sal aou oxygen phosphate phosphate_star | 3.727404 | 3.639684 | 3.100446 | JGOFS_GO | 7.367088 |
| Atlantic | (28.15,28.2] | sal aou oxygen phosphate_star | 3.727404 | 3.639684 | 3.100446 | JGOFS_GO | 7.367088 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.726384 | 3.637891 | 3.023471 | JGOFS_GO | 7.364276 |
| Atlantic | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.726384 | 3.637891 | 3.023471 | JGOFS_GO | 7.364276 |
| Atlantic | (28.15,28.2] | sal aou phosphate phosphate_star | 3.727404 | 3.639684 | 3.100446 | JGOFS_GO | 7.367088 |
| Atlantic | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.726384 | 3.637891 | 3.023471 | JGOFS_GO | 7.364276 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate | 3.726099 | 3.629154 | 3.004142 | JGOFS_GO | 7.355253 |
| Atlantic | (28.15,28.2] | sal tem aou oxygen phosphate_star | 3.726099 | 3.629154 | 3.004142 | JGOFS_GO | 7.355253 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.726099 | 3.629154 | 3.004142 | JGOFS_GO | 7.355253 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.522234 | 3.173511 | 3.190100 | GO_new | 6.363611 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.522234 | 3.173511 | 3.190100 | GO_new | 6.363611 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.522234 | 3.173511 | 3.190100 | GO_new | 6.363611 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate_star | 3.678022 | 3.187744 | 3.267841 | GO_new | 6.455585 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate_star | 3.587315 | 3.154838 | 3.266541 | GO_new | 6.421379 |
| Atlantic | (28.2, Inf] | sal tem oxygen phosphate_star | 3.651581 | 3.173715 | 3.346153 | GO_new | 6.519868 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.544433 | 3.152200 | 3.338683 | GO_new | 6.490883 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.544433 | 3.152200 | 3.338683 | GO_new | 6.490883 |
| Atlantic | (28.2, Inf] | sal tem phosphate phosphate_star | 3.651581 | 3.173715 | 3.346153 | GO_new | 6.519868 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.544433 | 3.152200 | 3.338683 | GO_new | 6.490883 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.487877 | 3.158126 | 3.393186 | JGOFS_GO | 6.646004 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.487877 | 3.158126 | 3.393186 | JGOFS_GO | 6.646004 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.487877 | 3.158126 | 3.393186 | JGOFS_GO | 6.646004 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate | 3.522234 | 3.173511 | 3.190100 | JGOFS_GO | 6.695745 |
| Atlantic | (28.2, Inf] | sal tem aou oxygen phosphate_star | 3.522234 | 3.173511 | 3.190100 | JGOFS_GO | 6.695745 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.522234 | 3.173511 | 3.190100 | JGOFS_GO | 6.695745 |
| Atlantic | (28.2, Inf] | sal tem aou silicate phosphate | 3.499887 | 3.184788 | 3.462424 | JGOFS_GO | 6.684675 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.544433 | 3.152200 | 3.338683 | JGOFS_GO | 6.696633 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate_star | 3.544433 | 3.152200 | 3.338683 | JGOFS_GO | 6.696633 |
| Atlantic | (28.2, Inf] | sal tem silicate phosphate phosphate_star | 3.544433 | 3.152200 | 3.338683 | JGOFS_GO | 6.696633 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.589172 | 7.158929 | 5.649148 | GO_new | 12.808077 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 11.589172 | 7.158929 | 5.649148 | GO_new | 12.808077 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 11.589172 | 7.158929 | 5.649148 | GO_new | 12.808077 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 11.835399 | 7.592149 | 6.001991 | GO_new | 13.594141 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 11.658578 | 7.235892 | 5.852129 | GO_new | 13.088021 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 11.697195 | 7.279661 | 5.932601 | GO_new | 13.212261 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.696367 | 7.284738 | 5.952533 | GO_new | 13.237271 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 11.696367 | 7.284738 | 5.952533 | GO_new | 13.237271 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 11.696367 | 7.284738 | 5.952533 | GO_new | 13.237271 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 11.698153 | 7.311075 | 6.086066 | GO_new | 13.397141 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.589172 | 7.158929 | 5.649148 | JGOFS_GO | 18.748101 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate_star | 11.589172 | 7.158929 | 5.649148 | JGOFS_GO | 18.748101 |
| Indo-Pacific | (-Inf,26] | sal aou silicate phosphate phosphate_star | 11.589172 | 7.158929 | 5.649148 | JGOFS_GO | 18.748101 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 11.835399 | 7.592149 | 6.001991 | JGOFS_GO | 19.427548 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate | 11.658578 | 7.235892 | 5.852129 | JGOFS_GO | 18.894470 |
| Indo-Pacific | (-Inf,26] | sal tem aou silicate phosphate_star | 11.697195 | 7.279661 | 5.932601 | JGOFS_GO | 18.976856 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.696367 | 7.284738 | 5.952533 | JGOFS_GO | 18.981104 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate_star | 11.696367 | 7.284738 | 5.952533 | JGOFS_GO | 18.981104 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate phosphate_star | 11.696367 | 7.284738 | 5.952533 | JGOFS_GO | 18.981104 |
| Indo-Pacific | (-Inf,26] | sal tem silicate phosphate_star | 11.698153 | 7.311075 | 6.086066 | JGOFS_GO | 19.009228 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 7.855393 | 5.185799 | 3.976710 | GO_new | 9.162509 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 7.855393 | 5.185799 | 3.976710 | GO_new | 9.162509 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 7.855393 | 5.185799 | 3.976710 | GO_new | 9.162509 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 7.962543 | 5.283401 | 4.258474 | GO_new | 9.541875 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate_star | 7.962543 | 5.283401 | 4.258474 | GO_new | 9.541875 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 7.929705 | 5.143958 | 4.051154 | GO_new | 9.195112 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 7.976306 | 5.156206 | 4.101030 | GO_new | 9.257236 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 7.966619 | 5.153265 | 4.088387 | GO_new | 9.241652 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 7.966619 | 5.153265 | 4.088387 | GO_new | 9.241652 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 7.966619 | 5.153265 | 4.088387 | GO_new | 9.241652 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate | 7.855393 | 5.185799 | 3.976710 | JGOFS_GO | 13.041193 |
| Indo-Pacific | (26,26.5] | sal aou oxygen silicate phosphate_star | 7.855393 | 5.185799 | 3.976710 | JGOFS_GO | 13.041193 |
| Indo-Pacific | (26,26.5] | sal aou silicate phosphate phosphate_star | 7.855393 | 5.185799 | 3.976710 | JGOFS_GO | 13.041193 |
| Indo-Pacific | (26,26.5] | sal tem aou oxygen phosphate | 7.962543 | 5.283401 | 4.258474 | JGOFS_GO | 13.245944 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 7.962543 | 5.283401 | 4.258474 | JGOFS_GO | 13.245944 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate | 7.929705 | 5.143958 | 4.051154 | JGOFS_GO | 13.073663 |
| Indo-Pacific | (26,26.5] | sal tem aou silicate phosphate_star | 7.976306 | 5.156206 | 4.101030 | JGOFS_GO | 13.132512 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 7.966619 | 5.153265 | 4.088387 | JGOFS_GO | 13.119885 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate_star | 7.966619 | 5.153265 | 4.088387 | JGOFS_GO | 13.119885 |
| Indo-Pacific | (26,26.5] | sal tem silicate phosphate phosphate_star | 7.966619 | 5.153265 | 4.088387 | JGOFS_GO | 13.119885 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.972964 | 5.696797 | 4.631952 | GO_new | 10.328749 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.972964 | 5.696797 | 4.631952 | GO_new | 10.328749 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.972964 | 5.696797 | 4.631952 | GO_new | 10.328749 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.889764 | 5.691859 | 4.563197 | GO_new | 10.255056 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.889764 | 5.691859 | 4.563197 | GO_new | 10.255056 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.972964 | 5.696797 | 4.631952 | GO_new | 10.328749 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.889764 | 5.691859 | 4.563197 | GO_new | 10.255056 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.970854 | 5.696790 | 4.615782 | GO_new | 10.312572 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.970854 | 5.696790 | 4.615782 | GO_new | 10.312572 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.970854 | 5.696790 | 4.615782 | GO_new | 10.312572 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate | 5.972964 | 5.696797 | 4.631952 | JGOFS_GO | 11.669761 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.972964 | 5.696797 | 4.631952 | JGOFS_GO | 11.669761 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen phosphate_star | 5.972964 | 5.696797 | 4.631952 | JGOFS_GO | 11.669761 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.889764 | 5.691859 | 4.563197 | JGOFS_GO | 11.581623 |
| Indo-Pacific | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.889764 | 5.691859 | 4.563197 | JGOFS_GO | 11.581623 |
| Indo-Pacific | (26.5,26.75] | sal aou phosphate phosphate_star | 5.972964 | 5.696797 | 4.631952 | JGOFS_GO | 11.669761 |
| Indo-Pacific | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.889764 | 5.691859 | 4.563197 | JGOFS_GO | 11.581623 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate | 5.970854 | 5.696790 | 4.615782 | JGOFS_GO | 11.667644 |
| Indo-Pacific | (26.5,26.75] | sal tem aou oxygen phosphate_star | 5.970854 | 5.696790 | 4.615782 | JGOFS_GO | 11.667644 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.970854 | 5.696790 | 4.615782 | JGOFS_GO | 11.667644 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 6.516743 | 5.021419 | 4.250318 | GO_new | 9.271737 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 6.516743 | 5.021419 | 4.250318 | GO_new | 9.271737 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 6.516743 | 5.021419 | 4.250318 | GO_new | 9.271737 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 6.520101 | 5.023021 | 4.264277 | GO_new | 9.287298 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 6.520101 | 5.023021 | 4.264277 | GO_new | 9.287298 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 6.520101 | 5.023021 | 4.264277 | GO_new | 9.287298 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 6.492756 | 4.983055 | 4.235837 | GO_new | 9.218892 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 6.492756 | 4.983055 | 4.235837 | GO_new | 9.218892 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 6.520101 | 5.023021 | 4.264277 | GO_new | 9.287298 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 6.492756 | 4.983055 | 4.235837 | GO_new | 9.218892 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate | 6.516743 | 5.021419 | 4.250318 | JGOFS_GO | 11.538162 |
| Indo-Pacific | (26.75,27] | sal tem aou oxygen phosphate_star | 6.516743 | 5.021419 | 4.250318 | JGOFS_GO | 11.538162 |
| Indo-Pacific | (26.75,27] | sal tem aou phosphate phosphate_star | 6.516743 | 5.021419 | 4.250318 | JGOFS_GO | 11.538162 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate | 6.520101 | 5.023021 | 4.264277 | JGOFS_GO | 11.543122 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate phosphate_star | 6.520101 | 5.023021 | 4.264277 | JGOFS_GO | 11.543122 |
| Indo-Pacific | (26.75,27] | tem aou oxygen phosphate_star | 6.520101 | 5.023021 | 4.264277 | JGOFS_GO | 11.543122 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate | 6.492756 | 4.983055 | 4.235837 | JGOFS_GO | 11.475811 |
| Indo-Pacific | (26.75,27] | tem aou oxygen silicate phosphate_star | 6.492756 | 4.983055 | 4.235837 | JGOFS_GO | 11.475811 |
| Indo-Pacific | (26.75,27] | tem aou phosphate phosphate_star | 6.520101 | 5.023021 | 4.264277 | JGOFS_GO | 11.543122 |
| Indo-Pacific | (26.75,27] | tem aou silicate phosphate phosphate_star | 6.492756 | 4.983055 | 4.235837 | JGOFS_GO | 11.475811 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 6.377139 | 4.610352 | 4.154787 | GO_new | 8.765140 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate_star | 6.377139 | 4.610352 | 4.154787 | GO_new | 8.765140 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 6.377139 | 4.610352 | 4.154787 | GO_new | 8.765140 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 5.996869 | 4.633139 | 4.167623 | GO_new | 8.800762 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 5.996869 | 4.633139 | 4.167623 | GO_new | 8.800762 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 5.996869 | 4.633139 | 4.167623 | GO_new | 8.800762 |
| Indo-Pacific | (27,27.25] | sal tem aou silicate phosphate | 6.492264 | 4.620740 | 4.179057 | GO_new | 8.799797 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 5.981049 | 4.537003 | 4.124776 | GO_new | 8.661779 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.981049 | 4.537003 | 4.124776 | GO_new | 8.661779 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.981049 | 4.537003 | 4.124776 | GO_new | 8.661779 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate | 5.996869 | 4.633139 | 4.167623 | JGOFS_GO | 10.630008 |
| Indo-Pacific | (27,27.25] | sal tem aou oxygen phosphate_star | 5.996869 | 4.633139 | 4.167623 | JGOFS_GO | 10.630008 |
| Indo-Pacific | (27,27.25] | sal tem aou phosphate phosphate_star | 5.996869 | 4.633139 | 4.167623 | JGOFS_GO | 10.630008 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate | 6.024170 | 4.748844 | 4.304139 | JGOFS_GO | 10.773014 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate phosphate_star | 6.024170 | 4.748844 | 4.304139 | JGOFS_GO | 10.773014 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate_star | 6.024170 | 4.748844 | 4.304139 | JGOFS_GO | 10.773014 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 5.981049 | 4.537003 | 4.124776 | JGOFS_GO | 10.518052 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate_star | 5.981049 | 4.537003 | 4.124776 | JGOFS_GO | 10.518052 |
| Indo-Pacific | (27,27.25] | tem aou phosphate phosphate_star | 6.024170 | 4.748844 | 4.304139 | JGOFS_GO | 10.773014 |
| Indo-Pacific | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.981049 | 4.537003 | 4.124776 | JGOFS_GO | 10.518052 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 5.216429 | 4.136611 | 3.512906 | GO_new | 7.649517 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 5.216429 | 4.136611 | 3.512906 | GO_new | 7.649517 |
| Indo-Pacific | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 5.216429 | 4.136611 | 3.512906 | GO_new | 7.649517 |
| Indo-Pacific | (27.25,27.5] | sal tem aou silicate phosphate | 5.541110 | 4.185755 | 3.535978 | GO_new | 7.721733 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate | 5.764252 | 4.233532 | 3.556430 | GO_new | 7.789962 |
| Indo-Pacific | (27.25,27.5] | sal tem oxygen silicate phosphate_star | 5.764252 | 4.233532 | 3.556430 | GO_new | 7.789962 |
| Indo-Pacific | (27.25,27.5] | sal tem silicate phosphate phosphate_star | 5.764252 | 4.233532 | 3.556430 | GO_new | 7.789962 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.804957 | 3.986913 | 3.603040 | GO_new | 7.589953 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.804957 | 3.986913 | 3.603040 | GO_new | 7.589953 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.804957 | 3.986913 | 3.603040 | GO_new | 7.589953 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate | 4.831746 | 4.162230 | 3.629966 | JGOFS_GO | 8.993977 |
| Indo-Pacific | (27.25,27.5] | sal tem aou oxygen phosphate_star | 4.831746 | 4.162230 | 3.629966 | JGOFS_GO | 8.993977 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.831746 | 4.162230 | 3.629966 | JGOFS_GO | 8.993977 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate | 4.835593 | 4.192637 | 3.734596 | JGOFS_GO | 9.028231 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.835593 | 4.192637 | 3.734596 | JGOFS_GO | 9.028231 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate_star | 4.835593 | 4.192637 | 3.734596 | JGOFS_GO | 9.028231 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.804957 | 3.986913 | 3.603040 | JGOFS_GO | 8.791870 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate_star | 4.804957 | 3.986913 | 3.603040 | JGOFS_GO | 8.791870 |
| Indo-Pacific | (27.25,27.5] | tem aou phosphate phosphate_star | 4.835593 | 4.192637 | 3.734596 | JGOFS_GO | 9.028231 |
| Indo-Pacific | (27.25,27.5] | tem aou silicate phosphate phosphate_star | 4.804957 | 3.986913 | 3.603040 | JGOFS_GO | 8.791870 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.409996 | 4.005957 | 3.525039 | GO_new | 7.530996 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.409996 | 4.005957 | 3.525039 | GO_new | 7.530996 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.409996 | 4.005957 | 3.525039 | GO_new | 7.530996 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate | 4.822537 | 4.035117 | 3.627796 | GO_new | 7.662913 |
| Indo-Pacific | (27.5,27.75] | sal tem aou silicate phosphate_star | 4.952600 | 4.089199 | 3.560809 | GO_new | 7.650008 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate_star | 4.957364 | 4.095366 | 3.574533 | GO_new | 7.669899 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate | 4.949934 | 4.083693 | 3.565430 | GO_new | 7.649123 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen silicate phosphate_star | 4.949934 | 4.083693 | 3.565430 | GO_new | 7.649123 |
| Indo-Pacific | (27.5,27.75] | sal tem phosphate phosphate_star | 4.957364 | 4.095366 | 3.574533 | GO_new | 7.669899 |
| Indo-Pacific | (27.5,27.75] | sal tem silicate phosphate phosphate_star | 4.949934 | 4.083693 | 3.565430 | GO_new | 7.649123 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate | 4.409996 | 4.005957 | 3.525039 | JGOFS_GO | 8.415953 |
| Indo-Pacific | (27.5,27.75] | sal tem aou oxygen phosphate_star | 4.409996 | 4.005957 | 3.525039 | JGOFS_GO | 8.415953 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.409996 | 4.005957 | 3.525039 | JGOFS_GO | 8.415953 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate | 4.410507 | 4.074666 | 3.760424 | JGOFS_GO | 8.485173 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate phosphate_star | 4.410507 | 4.074666 | 3.760424 | JGOFS_GO | 8.485173 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen phosphate_star | 4.410507 | 4.074666 | 3.760424 | JGOFS_GO | 8.485173 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.386458 | 4.074656 | 3.738199 | JGOFS_GO | 8.461113 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate_star | 4.386458 | 4.074656 | 3.738199 | JGOFS_GO | 8.461113 |
| Indo-Pacific | (27.5,27.75] | tem aou phosphate phosphate_star | 4.410507 | 4.074666 | 3.760424 | JGOFS_GO | 8.485173 |
| Indo-Pacific | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.386458 | 4.074656 | 3.738199 | JGOFS_GO | 8.461113 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 4.258533 | 3.311684 | 2.876268 | GO_new | 6.187952 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.280170 | 3.289599 | 2.863161 | GO_new | 6.152760 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.281560 | 3.291064 | 2.865015 | GO_new | 6.156079 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate_star | 4.281560 | 3.291064 | 2.865015 | GO_new | 6.156079 |
| Indo-Pacific | (27.75,27.85] | sal tem silicate phosphate phosphate_star | 4.281560 | 3.291064 | 2.865015 | GO_new | 6.156079 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.242882 | 3.271777 | 2.903747 | GO_new | 6.175523 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.242882 | 3.271777 | 2.903747 | GO_new | 6.175523 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.242882 | 3.271777 | 2.903747 | GO_new | 6.175523 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate_star | 4.299581 | 3.295238 | 2.915852 | GO_new | 6.211090 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate_star | 4.300570 | 3.296323 | 2.916579 | GO_new | 6.212903 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate | 4.233667 | 3.327161 | 3.001071 | JGOFS_GO | 7.560827 |
| Indo-Pacific | (27.75,27.85] | sal tem aou oxygen phosphate_star | 4.233667 | 3.327161 | 3.001071 | JGOFS_GO | 7.560827 |
| Indo-Pacific | (27.75,27.85] | sal tem aou phosphate phosphate_star | 4.233667 | 3.327161 | 3.001071 | JGOFS_GO | 7.560827 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate | 4.258533 | 3.311684 | 2.876268 | JGOFS_GO | 7.570217 |
| Indo-Pacific | (27.75,27.85] | sal tem aou silicate phosphate_star | 4.280170 | 3.289599 | 2.863161 | JGOFS_GO | 7.569769 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate | 4.242883 | 3.327650 | 3.002873 | JGOFS_GO | 7.570533 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen phosphate_star | 4.242883 | 3.327650 | 3.002873 | JGOFS_GO | 7.570533 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate | 4.242882 | 3.271777 | 2.903747 | JGOFS_GO | 7.514659 |
| Indo-Pacific | (27.75,27.85] | tem aou oxygen silicate phosphate_star | 4.242882 | 3.271777 | 2.903747 | JGOFS_GO | 7.514659 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.242882 | 3.271777 | 2.903747 | JGOFS_GO | 7.514659 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate | 4.290311 | 3.000580 | 2.878296 | GO_new | 5.878876 |
| Indo-Pacific | (27.85,27.95] | sal tem aou silicate phosphate_star | 4.309949 | 3.004973 | 2.868411 | GO_new | 5.873384 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate | 4.311405 | 3.004330 | 2.869502 | GO_new | 5.873832 |
| Indo-Pacific | (27.85,27.95] | sal tem oxygen silicate phosphate_star | 4.311405 | 3.004330 | 2.869502 | GO_new | 5.873832 |
| Indo-Pacific | (27.85,27.95] | sal tem silicate phosphate phosphate_star | 4.311405 | 3.004330 | 2.869502 | GO_new | 5.873832 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.280774 | 3.000763 | 2.891621 | GO_new | 5.892384 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 4.280774 | 3.000763 | 2.891621 | GO_new | 5.892384 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 4.280774 | 3.000763 | 2.891621 | GO_new | 5.892384 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate | 4.315597 | 3.005155 | 2.892410 | GO_new | 5.897565 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate phosphate_star | 4.315597 | 3.005155 | 2.892410 | GO_new | 5.897565 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 4.280926 | 3.007769 | 2.912915 | JGOFS_GO | 7.288694 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 4.280926 | 3.007769 | 2.912915 | JGOFS_GO | 7.288694 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate_star | 4.280926 | 3.007769 | 2.912915 | JGOFS_GO | 7.288694 |
| Indo-Pacific | (27.85,27.95] | aou silicate phosphate phosphate_star | 4.280926 | 3.007769 | 2.912915 | JGOFS_GO | 7.288694 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.272593 | 3.007732 | 2.896370 | JGOFS_GO | 7.280326 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.272593 | 3.007732 | 2.896370 | JGOFS_GO | 7.280326 |
| Indo-Pacific | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.272593 | 3.007732 | 2.896370 | JGOFS_GO | 7.280326 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.280774 | 3.000763 | 2.891621 | JGOFS_GO | 7.281537 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen silicate phosphate_star | 4.280774 | 3.000763 | 2.891621 | JGOFS_GO | 7.281537 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 4.280774 | 3.000763 | 2.891621 | JGOFS_GO | 7.281537 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.359139 | 2.857154 | 3.075517 | GO_new | 5.932671 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.359139 | 2.857154 | 3.075517 | GO_new | 5.932671 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.359139 | 2.857154 | 3.075517 | GO_new | 5.932671 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 4.359973 | 2.871354 | 3.107381 | GO_new | 5.978735 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 4.359973 | 2.871354 | 3.107381 | GO_new | 5.978735 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 4.359973 | 2.871354 | 3.107381 | GO_new | 5.978735 |
| Indo-Pacific | (27.95,28.05] | sal tem aou silicate phosphate | 4.377696 | 2.882277 | 3.064828 | GO_new | 5.947104 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 4.381237 | 2.866160 | 3.109301 | GO_new | 5.975461 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate_star | 4.381237 | 2.866160 | 3.109301 | GO_new | 5.975461 |
| Indo-Pacific | (27.95,28.05] | tem aou silicate phosphate phosphate_star | 4.381237 | 2.866160 | 3.109301 | GO_new | 5.975461 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate | 4.360181 | 2.879287 | 3.107563 | JGOFS_GO | 7.239469 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 4.360181 | 2.879287 | 3.107563 | JGOFS_GO | 7.239469 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate_star | 4.360181 | 2.879287 | 3.107563 | JGOFS_GO | 7.239469 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.359139 | 2.857154 | 3.075517 | JGOFS_GO | 7.216293 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.359139 | 2.857154 | 3.075517 | JGOFS_GO | 7.216293 |
| Indo-Pacific | (27.95,28.05] | sal aou phosphate phosphate_star | 4.360181 | 2.879287 | 3.107563 | JGOFS_GO | 7.239469 |
| Indo-Pacific | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.359139 | 2.857154 | 3.075517 | JGOFS_GO | 7.216293 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate | 4.359973 | 2.871354 | 3.107381 | JGOFS_GO | 7.231328 |
| Indo-Pacific | (27.95,28.05] | sal tem aou oxygen phosphate_star | 4.359973 | 2.871354 | 3.107381 | JGOFS_GO | 7.231328 |
| Indo-Pacific | (27.95,28.05] | sal tem aou phosphate phosphate_star | 4.359973 | 2.871354 | 3.107381 | JGOFS_GO | 7.231328 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 4.228221 | 2.863082 | 2.828633 | GO_new | 5.691715 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 4.228221 | 2.863082 | 2.828633 | GO_new | 5.691715 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 4.228221 | 2.863082 | 2.828633 | GO_new | 5.691715 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.225670 | 2.848200 | 2.826261 | GO_new | 5.674461 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 4.225670 | 2.848200 | 2.826261 | GO_new | 5.674461 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 4.228221 | 2.863082 | 2.828633 | GO_new | 5.691715 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.225670 | 2.848200 | 2.826261 | GO_new | 5.674461 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 4.225054 | 2.860776 | 2.817179 | GO_new | 5.677955 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 4.225054 | 2.860776 | 2.817179 | GO_new | 5.677955 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 4.225054 | 2.860776 | 2.817179 | GO_new | 5.677955 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate | 4.228221 | 2.863082 | 2.828633 | JGOFS_GO | 7.091304 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 4.228221 | 2.863082 | 2.828633 | JGOFS_GO | 7.091304 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen phosphate_star | 4.228221 | 2.863082 | 2.828633 | JGOFS_GO | 7.091304 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.225670 | 2.848200 | 2.826261 | JGOFS_GO | 7.073870 |
| Indo-Pacific | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 4.225670 | 2.848200 | 2.826261 | JGOFS_GO | 7.073870 |
| Indo-Pacific | (28.05,28.1] | sal aou phosphate phosphate_star | 4.228221 | 2.863082 | 2.828633 | JGOFS_GO | 7.091304 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.225670 | 2.848200 | 2.826261 | JGOFS_GO | 7.073870 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate | 4.225054 | 2.860776 | 2.817179 | JGOFS_GO | 7.085830 |
| Indo-Pacific | (28.05,28.1] | sal tem aou oxygen phosphate_star | 4.225054 | 2.860776 | 2.817179 | JGOFS_GO | 7.085830 |
| Indo-Pacific | (28.05,28.1] | sal tem aou phosphate phosphate_star | 4.225054 | 2.860776 | 2.817179 | JGOFS_GO | 7.085830 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.640879 | 3.028695 | 2.696173 | GO_new | 5.724868 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.640879 | 3.028695 | 2.696173 | GO_new | 5.724868 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.640879 | 3.028695 | 2.696173 | GO_new | 5.724868 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.640879 | 3.028695 | 2.696173 | GO_new | 5.724868 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.570328 | 3.028688 | 2.582084 | GO_new | 5.610771 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.570328 | 3.028688 | 2.582084 | GO_new | 5.610771 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.570328 | 3.028688 | 2.582084 | GO_new | 5.610771 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.601769 | 2.985715 | 2.648408 | GO_new | 5.634123 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.601769 | 2.985715 | 2.648408 | GO_new | 5.634123 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.601769 | 2.985715 | 2.648408 | GO_new | 5.634123 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate | 3.640879 | 3.028695 | 2.696173 | JGOFS_GO | 6.669574 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.640879 | 3.028695 | 2.696173 | JGOFS_GO | 6.669574 |
| Indo-Pacific | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.640879 | 3.028695 | 2.696173 | JGOFS_GO | 6.669574 |
| Indo-Pacific | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.640879 | 3.028695 | 2.696173 | JGOFS_GO | 6.669574 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.570328 | 3.028688 | 2.582084 | JGOFS_GO | 6.599015 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.570328 | 3.028688 | 2.582084 | JGOFS_GO | 6.599015 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.570328 | 3.028688 | 2.582084 | JGOFS_GO | 6.599015 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate | 3.601769 | 2.985715 | 2.648408 | JGOFS_GO | 6.587484 |
| Indo-Pacific | (28.1, Inf] | tem aou oxygen silicate phosphate_star | 3.601769 | 2.985715 | 2.648408 | JGOFS_GO | 6.587484 |
| Indo-Pacific | (28.1, Inf] | tem aou silicate phosphate phosphate_star | 3.601769 | 2.985715 | 2.648408 | JGOFS_GO | 6.587484 |
all_lm_stats %>%
ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras ~ basin)
rm(all_lm_stats, all_lm_stats_wide)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))2.2 Fitting best models
After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.
lm_best <- lm_best %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste("Cstar ~", lm_coeff))
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
lm_best_basin <- lm_best %>%
filter(basin == i_basin)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_best_basin_slab <- lm_best_basin %>%
filter(gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_slab$eras)) {
# i_eras <- unique(lm_best_basin_slab$eras)[1]
lm_best_basin_slab_eras <- lm_best_basin_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_slab_eras$predictors)) {
# i_predictors <- unique(lm_best_basin_slab_eras$predictors)[1]
lm_best_single <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
i_rmse_sum <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(rmse_sum) %>%
pull()
lm_formula <- as.formula(lm_best_single)
model_single <- lm(lm_formula,
data = GLODAP_basin_era_slab)
coefficients <- tidy(model_single)
coefficients <- coefficients %>%
mutate(basin = i_basin,
era = i_era,
eras = i_eras,
gamma_slab = i_gamma_slab,
model = lm_best_single,
rmse = i_rmse_sum)
print(lm_best_single)
if (exists("all_lm")) {
all_lm <- bind_rows(all_lm, coefficients)
}
if (!exists("all_lm")) {
all_lm <- coefficients
}
}
}
}
}
}
rm(lm_formula, model_single, coefficients, i_rmse_sum,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_best, lm_best_basin, lm_best_basin_slab, lm_best_single,
i_basin, i_era, i_gamma_slab, i_predictors)
all_lm %>%
write_csv(here::here("data/eMLR",
"all_lm.csv"))3 Open tasks
- combine correlation, rmse and model calculation into one routine, ideally using the purrr map approach
- select exactly best 10 models, even if same rmse sum appears more than once (currently, selection is set two ten, even if doublicated rmse occur)
- check (phosphate_star) NA’s in coeffcients -> cases of exact colinearity?
- test model selection based on AIC
4 Open questions
sessionInfo()R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18363)
Matrix products: default
locale:
[1] LC_COLLATE=English_Germany.1252 LC_CTYPE=English_Germany.1252
[3] LC_MONETARY=English_Germany.1252 LC_NUMERIC=C
[5] LC_TIME=English_Germany.1252
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.2 broom_0.7.0 kableExtra_1.1.0 knitr_1.29
[5] olsrr_0.5.3.9000 GGally_2.0.0 patchwork_1.0.1 lubridate_1.7.9
[9] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.0 purrr_0.3.4
[13] readr_1.3.1 tidyr_1.1.0 tibble_3.0.3 ggplot2_3.3.2
[17] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.4.2 webshot_0.5.2 RColorBrewer_1.1-2 httr_1.4.2
[5] rprojroot_1.3-2 tools_4.0.2 backports_1.1.8 R6_2.4.1
[9] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1 withr_2.2.0
[13] tidyselect_1.1.0 gridExtra_2.3 curl_4.3 compiler_4.0.2
[17] git2r_0.27.1 cli_2.0.2 rvest_0.3.6 xml2_1.3.2
[21] labeling_0.3 scales_1.1.1 goftest_1.2-2 digest_0.6.25
[25] foreign_0.8-80 rmarkdown_2.3 rio_0.5.16 pkgconfig_2.0.3
[29] htmltools_0.5.0 dbplyr_1.4.4 highr_0.8 rlang_0.4.7
[33] readxl_1.3.1 rstudioapi_0.11 generics_0.0.2 farver_2.0.3
[37] jsonlite_1.7.0 zip_2.0.4 car_3.0-8 magrittr_1.5
[41] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[45] lifecycle_0.2.0 stringi_1.4.6 whisker_0.4 yaml_2.2.1
[49] carData_3.0-4 plyr_1.8.6 grid_4.0.2 blob_1.2.1
[53] promises_1.1.1 crayon_1.3.4 haven_2.3.1 hms_0.5.3
[57] pillar_1.4.6 reprex_0.3.0 glue_1.4.1 evaluate_0.14
[61] data.table_1.13.0 modelr_0.1.8 vctrs_0.3.2 httpuv_1.5.4
[65] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[69] xfun_0.16 openxlsx_4.1.5 later_1.1.0.1 viridisLite_0.3.0
[73] ellipsis_0.3.1 here_0.1