eMLR - model fitting
Jens Daniel Müller
01 September, 2020
Last updated: 2020-09-01
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)1 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 file
GLODAP <-
read_csv(
here::here(
"data/GLODAPv2_2020/_summarized_data_files",
"GLODAP_MLR_fitting_ready.csv"
)
)2 Model fitting
Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_full <- lm(Cstar ~
sal +
tem +
aou +
oxygen +
silicate +
phosphate +
phosphate_star,
data = GLODAP_basin_era_slab)
lm_all <- ols_step_all_possible(lm_full)
temp <- as_tibble(lm_all$result)
temp <- temp %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("all_lm_stats")) {
all_lm_stats <- bind_rows(all_lm_stats, temp)
}
if (!exists("all_lm_stats")) {
all_lm_stats <- temp
}
rm(lm_full, lm_all, temp)
}
}
}
all_lm_stats %>%
write_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
rm(i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab,
all_lm_stats)RMSE was plotted against the number of predictors (limited to 2 - 5).
all_lm_stats <- read_csv(here::here("data/eMLR",
"all_lm_stats.csv"))
all_lm_stats <- all_lm_stats %>%
filter(n >= parameters$predictors_min,
n <= parameters$predictors_max)
all_lm_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
2.1 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
all_lm_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
2.2 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.
all_lm_stats <- all_lm_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
all_lm_stats_wide <- all_lm_stats %>%
pivot_wider(names_from = era,
values_from = rmse,
names_prefix = "rmse_")
all_lm_stats_wide <- all_lm_stats_wide %>%
mutate(
rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
)
all_lm_stats <- all_lm_stats_wide %>%
pivot_longer(
c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
names_to = "eras",
values_to = "rmse_sum",
names_prefix = "rmse_sum_"
)
lm_best <- all_lm_stats %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = parameters$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, predictors)
kable(lm_best) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | predictors | rmse_JGOFS_WOCE | rmse_GO_SHIP | rmse_new_era | eras | rmse_sum |
|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | aou oxygen phosphate phosphate_star | 8.223378 | 6.151569 | 2.597069 | GO_new | 8.748638 |
| Atlantic | (-Inf,26] | aou oxygen silicate phosphate phosphate_star | 7.551415 | 6.151535 | 2.585332 | GO_new | 8.736868 |
| Atlantic | (-Inf,26] | sal aou oxygen phosphate phosphate_star | 7.713991 | 5.768405 | 2.539469 | GO_new | 8.307874 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.585762 | 5.807751 | 2.536513 | GO_new | 8.344264 |
| Atlantic | (-Inf,26] | sal tem oxygen phosphate phosphate_star | 7.547678 | 5.837633 | 2.536054 | GO_new | 8.373687 |
| Atlantic | (-Inf,26] | tem aou oxygen phosphate phosphate_star | 7.150296 | 6.028173 | 2.567006 | GO_new | 8.595179 |
| Atlantic | (-Inf,26] | tem aou phosphate phosphate_star | 8.053366 | 6.103861 | 2.593184 | GO_new | 8.697045 |
| Atlantic | (-Inf,26] | tem aou silicate phosphate phosphate_star | 7.415798 | 6.103595 | 2.582598 | GO_new | 8.686193 |
| Atlantic | (-Inf,26] | tem oxygen phosphate phosphate_star | 7.944696 | 6.058427 | 2.586913 | GO_new | 8.645340 |
| Atlantic | (-Inf,26] | tem oxygen silicate phosphate phosphate_star | 7.358462 | 6.055636 | 2.578958 | GO_new | 8.634594 |
| Atlantic | (-Inf,26] | aou oxygen silicate phosphate phosphate_star | 7.551415 | 6.151535 | 2.585332 | JGOFS_GO | 13.702951 |
| Atlantic | (-Inf,26] | sal aou oxygen phosphate phosphate_star | 7.713991 | 5.768405 | 2.539469 | JGOFS_GO | 13.482396 |
| Atlantic | (-Inf,26] | sal tem aou oxygen phosphate | 7.173663 | 6.639387 | 2.699587 | JGOFS_GO | 13.813050 |
| Atlantic | (-Inf,26] | sal tem aou phosphate phosphate_star | 7.585762 | 5.807751 | 2.536513 | JGOFS_GO | 13.393513 |
| Atlantic | (-Inf,26] | sal tem oxygen phosphate phosphate_star | 7.547678 | 5.837633 | 2.536054 | JGOFS_GO | 13.385311 |
| Atlantic | (-Inf,26] | sal tem oxygen silicate phosphate | 7.248967 | 6.745194 | 2.784042 | JGOFS_GO | 13.994160 |
| Atlantic | (-Inf,26] | tem aou oxygen phosphate phosphate_star | 7.150296 | 6.028173 | 2.567006 | JGOFS_GO | 13.178469 |
| Atlantic | (-Inf,26] | tem aou silicate phosphate phosphate_star | 7.415798 | 6.103595 | 2.582598 | JGOFS_GO | 13.519393 |
| Atlantic | (-Inf,26] | tem oxygen phosphate phosphate_star | 7.944696 | 6.058427 | 2.586913 | JGOFS_GO | 14.003123 |
| Atlantic | (-Inf,26] | tem oxygen silicate phosphate phosphate_star | 7.358462 | 6.055636 | 2.578958 | JGOFS_GO | 13.414099 |
| Atlantic | (26,26.5] | aou oxygen phosphate phosphate_star | 5.479554 | 7.263998 | 3.094275 | GO_new | 10.358274 |
| Atlantic | (26,26.5] | aou oxygen silicate phosphate phosphate_star | 5.391757 | 7.262779 | 3.059189 | GO_new | 10.321968 |
| Atlantic | (26,26.5] | sal aou oxygen phosphate phosphate_star | 5.456763 | 7.247045 | 3.078265 | GO_new | 10.325310 |
| Atlantic | (26,26.5] | sal tem aou phosphate phosphate_star | 5.502307 | 7.278155 | 3.085180 | GO_new | 10.363335 |
| Atlantic | (26,26.5] | sal tem oxygen phosphate phosphate_star | 5.558040 | 7.317006 | 3.092409 | GO_new | 10.409414 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.452186 | 7.236607 | 3.080579 | GO_new | 10.317186 |
| 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 phosphate phosphate_star | 5.509470 | 7.284165 | 3.103494 | GO_new | 10.387658 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.429777 | 7.282652 | 3.070020 | GO_new | 10.352672 |
| Atlantic | (26,26.5] | tem oxygen silicate phosphate phosphate_star | 5.490007 | 7.317880 | 3.082355 | GO_new | 10.400236 |
| Atlantic | (26,26.5] | aou oxygen phosphate phosphate_star | 5.479554 | 7.263998 | 3.094275 | JGOFS_GO | 12.743552 |
| Atlantic | (26,26.5] | aou oxygen silicate phosphate phosphate_star | 5.391757 | 7.262779 | 3.059189 | JGOFS_GO | 12.654537 |
| Atlantic | (26,26.5] | sal aou oxygen phosphate phosphate_star | 5.456763 | 7.247045 | 3.078265 | JGOFS_GO | 12.703808 |
| 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 phosphate phosphate_star | 5.502307 | 7.278155 | 3.085180 | JGOFS_GO | 12.780462 |
| Atlantic | (26,26.5] | tem aou oxygen phosphate phosphate_star | 5.452186 | 7.236607 | 3.080579 | JGOFS_GO | 12.688793 |
| 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 phosphate phosphate_star | 5.509470 | 7.284165 | 3.103494 | JGOFS_GO | 12.793635 |
| Atlantic | (26,26.5] | tem aou silicate phosphate phosphate_star | 5.429777 | 7.282652 | 3.070020 | JGOFS_GO | 12.712429 |
| Atlantic | (26,26.5] | tem oxygen silicate phosphate phosphate_star | 5.490007 | 7.317880 | 3.082355 | JGOFS_GO | 12.807887 |
| Atlantic | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.121400 | 6.278369 | 3.156785 | GO_new | 9.435155 |
| 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 phosphate | 5.348852 | 6.294451 | 3.190597 | GO_new | 9.485048 |
| Atlantic | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.340770 | 6.241134 | 3.189793 | GO_new | 9.430926 |
| 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 oxygen phosphate | 5.332037 | 6.268202 | 3.188583 | GO_new | 9.456786 |
| Atlantic | (26.5,26.75] | sal tem oxygen phosphate phosphate_star | 5.324850 | 6.211578 | 3.188105 | GO_new | 9.399684 |
| 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] | tem aou oxygen silicate phosphate | 5.153695 | 6.171505 | 3.261512 | GO_new | 9.433017 |
| Atlantic | (26.5,26.75] | tem oxygen silicate phosphate phosphate_star | 5.141157 | 6.276629 | 3.197287 | GO_new | 9.473917 |
| 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 tem aou oxygen phosphate | 5.318827 | 6.182233 | 3.188366 | JGOFS_GO | 11.501060 |
| 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 oxygen phosphate phosphate_star | 5.324850 | 6.211578 | 3.188105 | JGOFS_GO | 11.536428 |
| 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] | tem aou oxygen silicate phosphate | 5.153695 | 6.171505 | 3.261512 | JGOFS_GO | 11.325200 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate | 5.173069 | 6.316120 | 3.273435 | JGOFS_GO | 11.489188 |
| Atlantic | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 5.154882 | 6.309885 | 3.201271 | JGOFS_GO | 11.464768 |
| Atlantic | (26.5,26.75] | tem oxygen silicate phosphate | 5.158997 | 6.281083 | 3.267692 | JGOFS_GO | 11.440080 |
| Atlantic | (26.5,26.75] | tem oxygen silicate phosphate phosphate_star | 5.141157 | 6.276629 | 3.197287 | JGOFS_GO | 11.417786 |
| Atlantic | (26.75,27] | aou oxygen silicate phosphate | 4.896401 | 5.405821 | 3.681006 | GO_new | 9.086827 |
| Atlantic | (26.75,27] | aou oxygen silicate phosphate phosphate_star | 4.835819 | 5.377290 | 3.675956 | GO_new | 9.053246 |
| Atlantic | (26.75,27] | sal aou oxygen silicate phosphate | 4.810239 | 5.344351 | 3.679790 | GO_new | 9.024141 |
| 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 oxygen silicate phosphate | 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 silicate phosphate | 4.826200 | 5.373558 | 3.667384 | GO_new | 9.040943 |
| Atlantic | (26.75,27] | tem aou silicate phosphate phosphate_star | 4.767595 | 5.343790 | 3.662341 | GO_new | 9.006132 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.803963 | 5.356851 | 3.666006 | GO_new | 9.022858 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate phosphate_star | 4.739924 | 5.321954 | 3.660579 | GO_new | 8.982533 |
| Atlantic | (26.75,27] | sal aou oxygen silicate phosphate | 4.810239 | 5.344351 | 3.679790 | JGOFS_GO | 10.154590 |
| Atlantic | (26.75,27] | sal tem aou oxygen phosphate | 4.747838 | 5.428829 | 3.705508 | JGOFS_GO | 10.176667 |
| 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 oxygen phosphate phosphate_star | 4.737133 | 5.414265 | 3.678545 | JGOFS_GO | 10.151398 |
| Atlantic | (26.75,27] | sal tem oxygen silicate phosphate | 4.689137 | 5.255316 | 3.664798 | JGOFS_GO | 9.944452 |
| Atlantic | (26.75,27] | tem aou oxygen phosphate phosphate_star | 4.761392 | 5.397500 | 3.708802 | JGOFS_GO | 10.158892 |
| 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 silicate phosphate phosphate_star | 4.767595 | 5.343790 | 3.662341 | JGOFS_GO | 10.111385 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate | 4.803963 | 5.356851 | 3.666006 | JGOFS_GO | 10.160814 |
| Atlantic | (26.75,27] | tem oxygen silicate phosphate phosphate_star | 4.739924 | 5.321954 | 3.660579 | JGOFS_GO | 10.061879 |
| Atlantic | (27,27.25] | aou oxygen silicate phosphate phosphate_star | 5.328621 | 5.669303 | 4.933733 | GO_new | 10.603037 |
| Atlantic | (27,27.25] | sal tem aou phosphate phosphate_star | 5.250498 | 5.696724 | 5.034078 | GO_new | 10.730802 |
| 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 oxygen phosphate phosphate_star | 5.196334 | 5.658172 | 5.054511 | GO_new | 10.712683 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.018688 | 5.589122 | 5.077798 | GO_new | 10.666920 |
| Atlantic | (27,27.25] | tem aou oxygen phosphate phosphate_star | 5.147498 | 5.619345 | 4.971314 | GO_new | 10.590659 |
| 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 silicate phosphate phosphate_star | 5.192439 | 5.582350 | 4.937753 | GO_new | 10.520102 |
| Atlantic | (27,27.25] | tem oxygen phosphate phosphate_star | 5.234406 | 5.665572 | 5.060251 | GO_new | 10.725823 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate phosphate_star | 5.142108 | 5.541220 | 4.952800 | GO_new | 10.494021 |
| 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 oxygen phosphate phosphate_star | 5.196334 | 5.658172 | 5.054511 | JGOFS_GO | 10.854506 |
| Atlantic | (27,27.25] | sal tem oxygen silicate phosphate | 5.018688 | 5.589122 | 5.077798 | JGOFS_GO | 10.607810 |
| Atlantic | (27,27.25] | tem aou oxygen phosphate phosphate_star | 5.147498 | 5.619345 | 4.971314 | JGOFS_GO | 10.766844 |
| 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 silicate phosphate | 5.199454 | 5.645126 | 5.100418 | JGOFS_GO | 10.844579 |
| Atlantic | (27,27.25] | tem aou silicate phosphate phosphate_star | 5.192439 | 5.582350 | 4.937753 | JGOFS_GO | 10.774788 |
| Atlantic | (27,27.25] | tem oxygen phosphate phosphate_star | 5.234406 | 5.665572 | 5.060251 | JGOFS_GO | 10.899978 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate | 5.156878 | 5.617843 | 5.133226 | JGOFS_GO | 10.774722 |
| Atlantic | (27,27.25] | tem oxygen silicate phosphate phosphate_star | 5.142108 | 5.541220 | 4.952800 | JGOFS_GO | 10.683329 |
| Atlantic | (27.25,27.5] | aou oxygen phosphate phosphate_star | 4.928107 | 4.547030 | 3.655045 | GO_new | 8.202075 |
| Atlantic | (27.25,27.5] | aou oxygen silicate phosphate phosphate_star | 4.915736 | 4.547015 | 3.648298 | GO_new | 8.195313 |
| Atlantic | (27.25,27.5] | sal aou oxygen phosphate phosphate_star | 4.902251 | 4.509664 | 3.633780 | GO_new | 8.143443 |
| 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 phosphate phosphate_star | 4.823760 | 4.485051 | 3.663136 | GO_new | 8.148187 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate phosphate_star | 4.777170 | 4.485453 | 3.700628 | GO_new | 8.186081 |
| 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 | 4.772737 | 4.543040 | 3.421364 | GO_new | 7.964404 |
| 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 silicate phosphate phosphate_star | 4.856829 | 4.544790 | 3.677480 | GO_new | 8.222270 |
| 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 phosphate | 4.825263 | 4.507063 | 3.906248 | JGOFS_GO | 9.332326 |
| Atlantic | (27.25,27.5] | sal tem aou phosphate phosphate_star | 4.823760 | 4.485051 | 3.663136 | JGOFS_GO | 9.308811 |
| Atlantic | (27.25,27.5] | sal tem aou silicate phosphate | 4.824954 | 4.494151 | 3.859025 | JGOFS_GO | 9.319105 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate | 4.779201 | 4.514894 | 3.962830 | JGOFS_GO | 9.294095 |
| Atlantic | (27.25,27.5] | sal tem oxygen phosphate phosphate_star | 4.777170 | 4.485453 | 3.700628 | JGOFS_GO | 9.262623 |
| 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] | tem aou oxygen phosphate | 4.776702 | 4.554342 | 3.528315 | JGOFS_GO | 9.331044 |
| Atlantic | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.772737 | 4.543040 | 3.421364 | JGOFS_GO | 9.315776 |
| Atlantic | (27.25,27.5] | tem aou oxygen silicate phosphate | 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 | 4.165555 | 4.370717 | 4.544374 | GO_new | 8.915091 |
| 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 silicate phosphate phosphate_star | 4.297026 | 4.451836 | 4.564505 | GO_new | 9.016341 |
| 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 phosphate phosphate_star | 4.221534 | 4.545312 | 4.533429 | GO_new | 9.078741 |
| 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 silicate phosphate | 4.164381 | 4.398322 | 4.681511 | GO_new | 9.079833 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.148548 | 4.383164 | 4.549982 | GO_new | 8.933146 |
| Atlantic | (27.5,27.75] | tem oxygen silicate phosphate phosphate_star | 4.139702 | 4.400058 | 4.556720 | GO_new | 8.956778 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate | 4.181349 | 4.384925 | 4.678199 | JGOFS_GO | 8.566275 |
| Atlantic | (27.5,27.75] | aou oxygen silicate phosphate phosphate_star | 4.165555 | 4.370717 | 4.544374 | JGOFS_GO | 8.536272 |
| 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 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] | tem aou oxygen silicate phosphate | 4.148689 | 4.355735 | 4.666207 | JGOFS_GO | 8.504424 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate | 4.164381 | 4.398322 | 4.681511 | JGOFS_GO | 8.562703 |
| Atlantic | (27.5,27.75] | tem aou silicate phosphate phosphate_star | 4.148548 | 4.383164 | 4.549982 | JGOFS_GO | 8.531712 |
| Atlantic | (27.5,27.75] | tem oxygen silicate phosphate | 4.155021 | 4.417619 | 4.687587 | JGOFS_GO | 8.572640 |
| Atlantic | (27.5,27.75] | tem oxygen silicate phosphate phosphate_star | 4.139702 | 4.400058 | 4.556720 | JGOFS_GO | 8.539760 |
| Atlantic | (27.75,27.85] | aou oxygen silicate phosphate phosphate_star | 4.196722 | 4.307681 | 7.705766 | GO_new | 12.013447 |
| 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 silicate phosphate | 4.120126 | 4.291980 | 7.691194 | GO_new | 11.983174 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.106682 | 4.284806 | 7.682437 | GO_new | 11.967243 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.121204 | 4.285377 | 7.689071 | GO_new | 11.974448 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate phosphate_star | 4.109309 | 4.277623 | 7.680367 | GO_new | 11.957991 |
| 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 oxygen silicate phosphate | 4.112834 | 4.285301 | 7.687608 | GO_new | 11.972910 |
| Atlantic | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.191536 | 4.306259 | 7.709321 | GO_new | 12.015580 |
| Atlantic | (27.75,27.85] | tem oxygen silicate phosphate phosphate_star | 4.188746 | 4.305171 | 7.708908 | GO_new | 12.014080 |
| Atlantic | (27.75,27.85] | aou oxygen silicate phosphate phosphate_star | 4.196722 | 4.307681 | 7.705766 | JGOFS_GO | 8.504403 |
| 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 silicate phosphate | 4.120126 | 4.291980 | 7.691194 | JGOFS_GO | 8.412106 |
| Atlantic | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.106682 | 4.284806 | 7.682437 | JGOFS_GO | 8.391489 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate | 4.121204 | 4.285377 | 7.689071 | JGOFS_GO | 8.406581 |
| Atlantic | (27.75,27.85] | sal oxygen silicate phosphate phosphate_star | 4.109309 | 4.277623 | 7.680367 | JGOFS_GO | 8.386932 |
| 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 oxygen silicate phosphate | 4.112834 | 4.285301 | 7.687608 | JGOFS_GO | 8.398135 |
| Atlantic | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.191536 | 4.306259 | 7.709321 | JGOFS_GO | 8.497795 |
| Atlantic | (27.75,27.85] | tem oxygen silicate phosphate phosphate_star | 4.188746 | 4.305171 | 7.708908 | JGOFS_GO | 8.493917 |
| 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 silicate phosphate | 3.927851 | 4.640223 | 5.475140 | GO_new | 10.115363 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.895442 | 4.625502 | 5.473952 | GO_new | 10.099454 |
| Atlantic | (27.85,27.95] | sal oxygen silicate phosphate | 3.793496 | 4.463692 | 5.404331 | GO_new | 9.868023 |
| Atlantic | (27.85,27.95] | sal oxygen silicate phosphate phosphate_star | 3.774106 | 4.436970 | 5.397057 | GO_new | 9.834028 |
| 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 oxygen silicate phosphate | 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 | 3.879289 | 4.271813 | 5.168314 | GO_new | 9.440127 |
| Atlantic | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.212926 | 4.831915 | 5.579193 | GO_new | 10.411108 |
| 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 silicate phosphate | 3.927851 | 4.640223 | 5.475140 | JGOFS_GO | 8.568074 |
| Atlantic | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.895442 | 4.625502 | 5.473952 | JGOFS_GO | 8.520944 |
| Atlantic | (27.85,27.95] | sal oxygen silicate phosphate | 3.793496 | 4.463692 | 5.404331 | JGOFS_GO | 8.257189 |
| Atlantic | (27.85,27.95] | sal oxygen silicate phosphate phosphate_star | 3.774106 | 4.436970 | 5.397057 | JGOFS_GO | 8.211076 |
| 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 oxygen silicate phosphate | 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 | 3.879289 | 4.271813 | 5.168314 | JGOFS_GO | 8.151102 |
| Atlantic | (27.85,27.95] | tem aou oxygen silicate phosphate | 4.212926 | 4.831915 | 5.579193 | JGOFS_GO | 9.044840 |
| 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 silicate phosphate | 3.757788 | 4.541320 | 5.618862 | GO_new | 10.160182 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.750648 | 4.528583 | 5.554816 | GO_new | 10.083399 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate | 3.570686 | 4.354920 | 5.524972 | GO_new | 9.879893 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate phosphate_star | 3.570396 | 4.330161 | 5.418256 | GO_new | 9.748417 |
| 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 silicate phosphate | 3.508118 | 4.354175 | 5.504209 | GO_new | 9.858384 |
| 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 | 3.755808 | 4.709496 | 5.438663 | GO_new | 10.148158 |
| Atlantic | (27.95,28.05] | tem aou oxygen silicate phosphate | 4.117187 | 4.860501 | 5.227002 | GO_new | 10.087504 |
| 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 silicate phosphate | 3.757788 | 4.541320 | 5.618862 | JGOFS_GO | 8.299108 |
| Atlantic | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.750648 | 4.528583 | 5.554816 | JGOFS_GO | 8.279231 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate | 3.570686 | 4.354920 | 5.524972 | JGOFS_GO | 7.925607 |
| Atlantic | (27.95,28.05] | sal oxygen silicate phosphate phosphate_star | 3.570396 | 4.330161 | 5.418256 | JGOFS_GO | 7.900557 |
| Atlantic | (27.95,28.05] | sal tem aou oxygen phosphate | 3.755336 | 4.353971 | 4.677615 | JGOFS_GO | 8.109307 |
| 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 oxygen phosphate | 3.776519 | 4.617461 | 5.753398 | JGOFS_GO | 8.393980 |
| Atlantic | (27.95,28.05] | sal tem oxygen phosphate phosphate_star | 3.771038 | 4.614698 | 5.706177 | JGOFS_GO | 8.385736 |
| Atlantic | (27.95,28.05] | sal tem oxygen silicate phosphate | 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 phosphate | 3.607164 | 4.569347 | 5.205477 | GO_new | 9.774825 |
| Atlantic | (28.05,28.1] | sal tem aou phosphate phosphate_star | 3.604413 | 4.562851 | 5.185582 | GO_new | 9.748433 |
| Atlantic | (28.05,28.1] | sal tem aou silicate phosphate | 3.586755 | 4.507157 | 5.189566 | GO_new | 9.696724 |
| Atlantic | (28.05,28.1] | sal tem oxygen phosphate | 3.557078 | 4.445505 | 5.152437 | GO_new | 9.597943 |
| Atlantic | (28.05,28.1] | sal tem oxygen phosphate phosphate_star | 3.554312 | 4.438866 | 5.121261 | GO_new | 9.560127 |
| Atlantic | (28.05,28.1] | sal tem oxygen silicate phosphate | 3.531111 | 4.393917 | 5.124357 | GO_new | 9.518275 |
| 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 | 3.737328 | 4.326389 | 4.601921 | GO_new | 8.928310 |
| 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] | sal aou oxygen silicate phosphate | 3.554108 | 4.406193 | 5.411507 | JGOFS_GO | 7.960301 |
| Atlantic | (28.05,28.1] | sal oxygen silicate phosphate | 3.555467 | 4.420889 | 5.419153 | JGOFS_GO | 7.976356 |
| Atlantic | (28.05,28.1] | sal oxygen silicate phosphate phosphate_star | 3.548422 | 4.401627 | 5.386608 | JGOFS_GO | 7.950049 |
| 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 oxygen phosphate | 3.557078 | 4.445505 | 5.152437 | JGOFS_GO | 8.002583 |
| Atlantic | (28.05,28.1] | sal tem oxygen phosphate phosphate_star | 3.554312 | 4.438866 | 5.121261 | JGOFS_GO | 7.993178 |
| 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] | tem aou oxygen phosphate | 3.737933 | 4.326767 | 4.638593 | JGOFS_GO | 8.064700 |
| Atlantic | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 3.737328 | 4.326389 | 4.601921 | JGOFS_GO | 8.063717 |
| Atlantic | (28.05,28.1] | tem aou oxygen silicate phosphate | 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 silicate phosphate | 3.395913 | 4.012656 | 4.782841 | GO_new | 8.795498 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate | 3.459589 | 3.960398 | 4.753057 | GO_new | 8.713455 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate phosphate_star | 3.459522 | 3.960389 | 4.749213 | GO_new | 8.709602 |
| 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] | tem aou oxygen phosphate | 3.547872 | 3.985209 | 4.716845 | GO_new | 8.702054 |
| Atlantic | (28.1,28.15] | tem aou oxygen phosphate phosphate_star | 3.547716 | 3.984606 | 4.715557 | GO_new | 8.700162 |
| 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 oxygen silicate phosphate | 3.434707 | 3.965040 | 4.799940 | GO_new | 8.764981 |
| Atlantic | (28.1,28.15] | tem oxygen silicate phosphate phosphate_star | 3.427973 | 3.964974 | 4.797528 | GO_new | 8.762502 |
| 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 silicate phosphate | 3.395913 | 4.012656 | 4.782841 | JGOFS_GO | 7.408570 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate | 3.459589 | 3.960398 | 4.753057 | JGOFS_GO | 7.419988 |
| Atlantic | (28.1,28.15] | sal tem oxygen phosphate phosphate_star | 3.459522 | 3.960389 | 4.749213 | JGOFS_GO | 7.419911 |
| 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] | tem aou oxygen silicate phosphate | 3.434468 | 3.944928 | 4.715162 | JGOFS_GO | 7.379396 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate | 3.459579 | 4.030995 | 4.865916 | JGOFS_GO | 7.490573 |
| Atlantic | (28.1,28.15] | tem aou silicate phosphate phosphate_star | 3.454261 | 4.030922 | 4.856988 | JGOFS_GO | 7.485182 |
| Atlantic | (28.1,28.15] | tem oxygen silicate phosphate | 3.434707 | 3.965040 | 4.799940 | JGOFS_GO | 7.399747 |
| Atlantic | (28.1,28.15] | tem oxygen silicate phosphate phosphate_star | 3.427973 | 3.964974 | 4.797528 | JGOFS_GO | 7.392947 |
| 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 tem aou oxygen phosphate | 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 | 3.732000 | 3.655905 | 2.997692 | GO_new | 6.653596 |
| 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 phosphate | 3.781131 | 3.701975 | 3.004907 | GO_new | 6.706882 |
| Atlantic | (28.15,28.2] | sal tem oxygen phosphate phosphate_star | 3.775184 | 3.701111 | 2.996741 | GO_new | 6.697852 |
| Atlantic | (28.15,28.2] | sal tem oxygen silicate phosphate | 3.770684 | 3.671003 | 2.995966 | GO_new | 6.666968 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate phosphate_star | 3.738522 | 3.641657 | 3.089357 | GO_new | 6.731013 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate | 3.748534 | 3.636938 | 3.094567 | GO_new | 6.731506 |
| 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 | 3.719971 | 3.639684 | 3.099907 | JGOFS_GO | 7.359655 |
| 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 tem aou oxygen phosphate | 3.726099 | 3.629154 | 3.004142 | JGOFS_GO | 7.355253 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate | 3.741007 | 3.656291 | 3.004525 | JGOFS_GO | 7.397297 |
| Atlantic | (28.15,28.2] | sal tem aou phosphate phosphate_star | 3.732000 | 3.655905 | 2.997692 | JGOFS_GO | 7.387904 |
| Atlantic | (28.15,28.2] | sal tem aou silicate phosphate | 3.739605 | 3.638041 | 2.989969 | JGOFS_GO | 7.377646 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate | 3.749523 | 3.641831 | 3.097179 | JGOFS_GO | 7.391355 |
| Atlantic | (28.15,28.2] | tem aou oxygen phosphate phosphate_star | 3.738522 | 3.641657 | 3.089357 | JGOFS_GO | 7.380178 |
| Atlantic | (28.15,28.2] | tem aou oxygen silicate phosphate | 3.748534 | 3.636938 | 3.094567 | JGOFS_GO | 7.385473 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate | 3.549135 | 3.174916 | 3.419848 | GO_new | 6.594764 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 3.546339 | 3.160649 | 3.411306 | GO_new | 6.571955 |
| Atlantic | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.487877 | 3.158126 | 3.393186 | GO_new | 6.551312 |
| Atlantic | (28.2, Inf] | sal oxygen phosphate phosphate_star | 3.978629 | 3.172926 | 3.414075 | GO_new | 6.587001 |
| Atlantic | (28.2, Inf] | sal oxygen silicate phosphate | 3.765786 | 3.165659 | 3.395547 | GO_new | 6.561207 |
| Atlantic | (28.2, Inf] | sal oxygen silicate phosphate phosphate_star | 3.756399 | 3.137716 | 3.392982 | GO_new | 6.530697 |
| 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 oxygen phosphate | 3.651581 | 3.173715 | 3.346153 | GO_new | 6.519868 |
| Atlantic | (28.2, Inf] | sal tem oxygen phosphate phosphate_star | 3.649876 | 3.162480 | 3.345556 | GO_new | 6.508036 |
| Atlantic | (28.2, Inf] | sal tem oxygen silicate phosphate | 3.544433 | 3.152200 | 3.338683 | GO_new | 6.490883 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate | 3.549135 | 3.174916 | 3.419848 | JGOFS_GO | 6.724051 |
| Atlantic | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 3.546339 | 3.160649 | 3.411306 | JGOFS_GO | 6.706988 |
| 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 silicate phosphate | 3.530184 | 3.237823 | 3.463376 | JGOFS_GO | 6.768007 |
| Atlantic | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.518405 | 3.220199 | 3.456579 | JGOFS_GO | 6.738604 |
| 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 phosphate | 3.568388 | 3.192194 | 3.467972 | JGOFS_GO | 6.760581 |
| Atlantic | (28.2, Inf] | sal tem aou phosphate phosphate_star | 3.565166 | 3.171852 | 3.465054 | JGOFS_GO | 6.737018 |
| 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 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen phosphate phosphate_star | 11.656608 | 6.900704 | 4.748256 | GO_new | 11.648960 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.589172 | 7.158929 | 5.649148 | GO_new | 12.808077 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 11.727854 | 6.878761 | 4.968427 | GO_new | 11.847189 |
| 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 oxygen phosphate phosphate_star | 11.772722 | 6.912573 | 5.114563 | GO_new | 12.027136 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.696367 | 7.284738 | 5.952533 | GO_new | 13.237271 |
| Indo-Pacific | (-Inf,26] | tem aou oxygen phosphate phosphate_star | 12.336939 | 7.286502 | 5.639494 | GO_new | 12.925996 |
| Indo-Pacific | (-Inf,26] | tem aou silicate phosphate phosphate_star | 12.281655 | 7.464928 | 5.655524 | GO_new | 13.120452 |
| Indo-Pacific | (-Inf,26] | tem oxygen phosphate phosphate_star | 12.406986 | 7.414955 | 5.643696 | GO_new | 13.058651 |
| Indo-Pacific | (-Inf,26] | tem oxygen silicate phosphate phosphate_star | 12.209892 | 7.343438 | 5.628143 | GO_new | 12.971580 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen phosphate | 11.847558 | 7.595246 | 6.038692 | JGOFS_GO | 19.442804 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen phosphate phosphate_star | 11.656608 | 6.900704 | 4.748256 | JGOFS_GO | 18.557312 |
| Indo-Pacific | (-Inf,26] | sal aou oxygen silicate phosphate | 11.589172 | 7.158929 | 5.649148 | JGOFS_GO | 18.748101 |
| Indo-Pacific | (-Inf,26] | sal tem aou oxygen phosphate | 11.835399 | 7.592149 | 6.001991 | JGOFS_GO | 19.427548 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate | 11.936886 | 7.625869 | 6.165843 | JGOFS_GO | 19.562755 |
| Indo-Pacific | (-Inf,26] | sal tem aou phosphate phosphate_star | 11.727854 | 6.878761 | 4.968427 | JGOFS_GO | 18.606615 |
| 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 oxygen phosphate phosphate_star | 11.772722 | 6.912573 | 5.114563 | JGOFS_GO | 18.685295 |
| Indo-Pacific | (-Inf,26] | sal tem oxygen silicate phosphate | 11.696367 | 7.284738 | 5.952533 | JGOFS_GO | 18.981104 |
| Indo-Pacific | (-Inf,26] | tem oxygen silicate phosphate phosphate_star | 12.209892 | 7.343438 | 5.628143 | JGOFS_GO | 19.553330 |
| Indo-Pacific | (26,26.5] | sal aou oxygen phosphate | 7.963659 | 5.384444 | 4.264629 | GO_new | 9.649072 |
| Indo-Pacific | (26,26.5] | sal aou oxygen phosphate phosphate_star | 7.817898 | 5.209679 | 3.993262 | GO_new | 9.202941 |
| 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 tem aou oxygen phosphate | 7.962543 | 5.283401 | 4.258474 | GO_new | 9.541875 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate | 8.017736 | 5.295081 | 4.301171 | GO_new | 9.596252 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 7.880514 | 5.108916 | 4.035301 | GO_new | 9.144218 |
| 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 oxygen phosphate | 8.048135 | 5.284498 | 4.321445 | GO_new | 9.605943 |
| Indo-Pacific | (26,26.5] | sal tem oxygen phosphate phosphate_star | 7.921449 | 5.101898 | 4.066271 | GO_new | 9.168169 |
| 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 aou oxygen phosphate | 7.963659 | 5.384444 | 4.264629 | JGOFS_GO | 13.348102 |
| Indo-Pacific | (26,26.5] | sal aou oxygen phosphate phosphate_star | 7.817898 | 5.209679 | 3.993262 | JGOFS_GO | 13.027577 |
| 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 tem aou oxygen phosphate | 7.962543 | 5.283401 | 4.258474 | JGOFS_GO | 13.245944 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate | 8.017736 | 5.295081 | 4.301171 | JGOFS_GO | 13.312817 |
| Indo-Pacific | (26,26.5] | sal tem aou phosphate phosphate_star | 7.880514 | 5.108916 | 4.035301 | JGOFS_GO | 12.989430 |
| 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 oxygen phosphate | 8.048135 | 5.284498 | 4.321445 | JGOFS_GO | 13.332633 |
| Indo-Pacific | (26,26.5] | sal tem oxygen phosphate phosphate_star | 7.921449 | 5.101898 | 4.066271 | JGOFS_GO | 13.023347 |
| Indo-Pacific | (26,26.5] | sal tem oxygen silicate phosphate | 7.966619 | 5.153265 | 4.088387 | JGOFS_GO | 13.119885 |
| Indo-Pacific | (26.5,26.75] | aou oxygen silicate phosphate phosphate_star | 6.122193 | 5.842826 | 4.471119 | GO_new | 10.313944 |
| 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 | 5.629568 | 5.431213 | 4.210965 | GO_new | 9.642178 |
| 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 tem aou oxygen phosphate | 5.970854 | 5.696790 | 4.615782 | GO_new | 10.312572 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.730080 | 5.471410 | 4.292707 | GO_new | 9.764117 |
| Indo-Pacific | (26.5,26.75] | sal tem aou silicate phosphate | 6.032011 | 5.709349 | 4.659652 | GO_new | 10.369001 |
| Indo-Pacific | (26.5,26.75] | sal tem oxygen phosphate phosphate_star | 5.794994 | 5.512058 | 4.353305 | GO_new | 9.865362 |
| Indo-Pacific | (26.5,26.75] | tem aou oxygen phosphate phosphate_star | 6.099615 | 5.841145 | 4.577322 | GO_new | 10.418466 |
| Indo-Pacific | (26.5,26.75] | tem aou silicate phosphate phosphate_star | 6.164107 | 5.854419 | 4.582028 | GO_new | 10.436447 |
| 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 | 5.629568 | 5.431213 | 4.210965 | JGOFS_GO | 11.060781 |
| 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 tem aou oxygen phosphate | 5.970854 | 5.696790 | 4.615782 | JGOFS_GO | 11.667644 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate | 6.059163 | 5.732700 | 4.712027 | JGOFS_GO | 11.791863 |
| Indo-Pacific | (26.5,26.75] | sal tem aou phosphate phosphate_star | 5.730080 | 5.471410 | 4.292707 | JGOFS_GO | 11.201489 |
| Indo-Pacific | (26.5,26.75] | sal tem aou silicate phosphate | 6.032011 | 5.709349 | 4.659652 | JGOFS_GO | 11.741360 |
| Indo-Pacific | (26.5,26.75] | sal tem oxygen phosphate | 6.103238 | 5.761208 | 4.756842 | JGOFS_GO | 11.864446 |
| Indo-Pacific | (26.5,26.75] | sal tem oxygen phosphate phosphate_star | 5.794994 | 5.512058 | 4.353305 | JGOFS_GO | 11.307052 |
| Indo-Pacific | (26.5,26.75] | sal tem oxygen silicate phosphate | 6.085625 | 5.726657 | 4.715326 | JGOFS_GO | 11.812282 |
| Indo-Pacific | (26.75,27] | aou oxygen phosphate phosphate_star | 6.567840 | 5.032576 | 4.161568 | GO_new | 9.194144 |
| Indo-Pacific | (26.75,27] | aou oxygen silicate phosphate phosphate_star | 6.488004 | 4.974323 | 4.160697 | GO_new | 9.135019 |
| Indo-Pacific | (26.75,27] | sal aou oxygen phosphate phosphate_star | 6.533269 | 4.972238 | 4.063475 | GO_new | 9.035714 |
| Indo-Pacific | (26.75,27] | sal aou oxygen silicate phosphate | 6.552579 | 5.062787 | 4.421716 | GO_new | 9.484503 |
| 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 phosphate phosphate_star | 6.645887 | 5.160774 | 4.264093 | GO_new | 9.424867 |
| 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 | 6.482046 | 4.918858 | 4.034617 | GO_new | 8.953476 |
| 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 silicate phosphate phosphate_star | 6.519436 | 5.038575 | 4.289332 | GO_new | 9.327907 |
| Indo-Pacific | (26.75,27] | aou oxygen phosphate phosphate_star | 6.567840 | 5.032576 | 4.161568 | JGOFS_GO | 11.600415 |
| Indo-Pacific | (26.75,27] | aou oxygen silicate phosphate phosphate_star | 6.488004 | 4.974323 | 4.160697 | JGOFS_GO | 11.462326 |
| Indo-Pacific | (26.75,27] | sal aou oxygen phosphate phosphate_star | 6.533269 | 4.972238 | 4.063475 | JGOFS_GO | 11.505507 |
| Indo-Pacific | (26.75,27] | sal aou oxygen silicate phosphate | 6.552579 | 5.062787 | 4.421716 | JGOFS_GO | 11.615365 |
| 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] | 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 | 6.482046 | 4.918858 | 4.034617 | JGOFS_GO | 11.400905 |
| 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 silicate phosphate phosphate_star | 6.519436 | 5.038575 | 4.289332 | JGOFS_GO | 11.558011 |
| Indo-Pacific | (26.75,27] | tem oxygen silicate phosphate phosphate_star | 6.555616 | 5.102646 | 4.383563 | JGOFS_GO | 11.658262 |
| Indo-Pacific | (27,27.25] | sal aou oxygen phosphate phosphate_star | 6.376268 | 4.789831 | 4.178131 | GO_new | 8.967962 |
| 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 silicate phosphate | 6.502600 | 4.621347 | 4.254518 | GO_new | 8.875865 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 6.447889 | 4.618712 | 4.254365 | GO_new | 8.873077 |
| 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 silicate phosphate | 6.492264 | 4.620740 | 4.179057 | GO_new | 8.799797 |
| Indo-Pacific | (27,27.25] | sal tem oxygen silicate phosphate | 6.598846 | 4.662267 | 4.211183 | GO_new | 8.873450 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate | 6.024170 | 4.748844 | 4.304139 | GO_new | 9.052983 |
| Indo-Pacific | (27,27.25] | tem aou oxygen phosphate phosphate_star | 6.022258 | 4.655002 | 4.175739 | GO_new | 8.830741 |
| 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] | aou oxygen silicate phosphate phosphate_star | 6.295462 | 4.772678 | 4.374179 | JGOFS_GO | 11.068141 |
| Indo-Pacific | (27,27.25] | sal aou oxygen phosphate phosphate_star | 6.376268 | 4.789831 | 4.178131 | JGOFS_GO | 11.166100 |
| Indo-Pacific | (27,27.25] | sal aou oxygen silicate phosphate | 6.377139 | 4.610352 | 4.154787 | JGOFS_GO | 10.987491 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate | 6.502600 | 4.621347 | 4.254518 | JGOFS_GO | 11.123948 |
| Indo-Pacific | (27,27.25] | sal aou silicate phosphate phosphate_star | 6.447889 | 4.618712 | 4.254365 | JGOFS_GO | 11.066601 |
| 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 silicate phosphate | 6.492264 | 4.620740 | 4.179057 | JGOFS_GO | 11.113004 |
| 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 | 6.022258 | 4.655002 | 4.175739 | JGOFS_GO | 10.677260 |
| Indo-Pacific | (27,27.25] | tem aou oxygen silicate phosphate | 5.981049 | 4.537003 | 4.124776 | JGOFS_GO | 10.518052 |
| Indo-Pacific | (27.25,27.5] | aou oxygen silicate phosphate phosphate_star | 5.196364 | 4.240548 | 3.681856 | GO_new | 7.922403 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen phosphate phosphate_star | 5.168633 | 4.254234 | 3.572729 | GO_new | 7.826964 |
| 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 tem aou oxygen phosphate | 4.831746 | 4.162230 | 3.629966 | GO_new | 7.792197 |
| Indo-Pacific | (27.25,27.5] | sal tem aou phosphate phosphate_star | 5.509279 | 4.347958 | 3.586953 | GO_new | 7.934910 |
| 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] | tem aou oxygen phosphate | 4.835593 | 4.192637 | 3.734596 | GO_new | 7.927233 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen phosphate phosphate_star | 4.832492 | 4.093420 | 3.684443 | GO_new | 7.777862 |
| 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] | aou oxygen phosphate phosphate_star | 5.199698 | 4.327634 | 3.762548 | JGOFS_GO | 9.527332 |
| Indo-Pacific | (27.25,27.5] | aou oxygen silicate phosphate | 5.256328 | 4.307021 | 3.757882 | JGOFS_GO | 9.563349 |
| Indo-Pacific | (27.25,27.5] | aou oxygen silicate phosphate phosphate_star | 5.196364 | 4.240548 | 3.681856 | JGOFS_GO | 9.436912 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen phosphate | 5.224552 | 4.399037 | 3.638993 | JGOFS_GO | 9.623589 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen phosphate phosphate_star | 5.168633 | 4.254234 | 3.572729 | JGOFS_GO | 9.422867 |
| Indo-Pacific | (27.25,27.5] | sal aou oxygen silicate phosphate | 5.216429 | 4.136611 | 3.512906 | JGOFS_GO | 9.353040 |
| 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] | 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 | 4.832492 | 4.093420 | 3.684443 | JGOFS_GO | 8.925912 |
| Indo-Pacific | (27.25,27.5] | tem aou oxygen silicate phosphate | 4.804957 | 3.986913 | 3.603040 | JGOFS_GO | 8.791870 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen phosphate phosphate_star | 4.656269 | 3.907055 | 3.757383 | GO_new | 7.664438 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.655491 | 3.997240 | 3.735975 | GO_new | 7.733215 |
| 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 phosphate | 4.826836 | 4.047735 | 3.639034 | GO_new | 7.686769 |
| Indo-Pacific | (27.5,27.75] | sal tem aou phosphate phosphate_star | 4.826586 | 3.894715 | 3.637182 | GO_new | 7.531897 |
| 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 oxygen phosphate | 4.957364 | 4.095366 | 3.574533 | GO_new | 7.669899 |
| Indo-Pacific | (27.5,27.75] | sal tem oxygen phosphate phosphate_star | 4.957076 | 3.900138 | 3.561704 | GO_new | 7.461841 |
| 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] | tem aou oxygen phosphate phosphate_star | 4.409247 | 3.996479 | 3.684163 | GO_new | 7.680643 |
| Indo-Pacific | (27.5,27.75] | aou oxygen phosphate phosphate_star | 4.663346 | 3.997608 | 3.906815 | JGOFS_GO | 8.660953 |
| Indo-Pacific | (27.5,27.75] | aou oxygen silicate phosphate phosphate_star | 4.660946 | 3.997539 | 3.901165 | JGOFS_GO | 8.658485 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen phosphate | 4.656383 | 4.011924 | 3.758951 | JGOFS_GO | 8.668307 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen phosphate phosphate_star | 4.656269 | 3.907055 | 3.757383 | JGOFS_GO | 8.563324 |
| Indo-Pacific | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.655491 | 3.997240 | 3.735975 | JGOFS_GO | 8.652731 |
| 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 phosphate phosphate_star | 4.826586 | 3.894715 | 3.637182 | JGOFS_GO | 8.721300 |
| 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 | 4.409247 | 3.996479 | 3.684163 | JGOFS_GO | 8.405726 |
| Indo-Pacific | (27.5,27.75] | tem aou oxygen silicate phosphate | 4.386458 | 4.074656 | 3.738199 | JGOFS_GO | 8.461113 |
| Indo-Pacific | (27.75,27.85] | aou oxygen silicate phosphate | 4.249542 | 3.356084 | 2.945707 | GO_new | 6.301792 |
| Indo-Pacific | (27.75,27.85] | aou oxygen silicate phosphate phosphate_star | 4.245475 | 3.332871 | 2.938537 | GO_new | 6.271408 |
| Indo-Pacific | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.235175 | 3.347718 | 2.896917 | GO_new | 6.244636 |
| 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 oxygen silicate phosphate | 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 silicate phosphate | 4.275388 | 3.316085 | 2.924736 | GO_new | 6.240820 |
| Indo-Pacific | (27.75,27.85] | tem aou silicate phosphate phosphate_star | 4.273516 | 3.302046 | 2.918998 | GO_new | 6.221044 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate | 4.300570 | 3.296323 | 2.916579 | GO_new | 6.212903 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate phosphate_star | 4.299485 | 3.286256 | 2.911216 | GO_new | 6.197472 |
| Indo-Pacific | (27.75,27.85] | aou oxygen silicate phosphate phosphate_star | 4.245475 | 3.332871 | 2.938537 | JGOFS_GO | 7.578346 |
| Indo-Pacific | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.235175 | 3.347718 | 2.896917 | JGOFS_GO | 7.582893 |
| 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 silicate phosphate | 4.258533 | 3.311684 | 2.876268 | JGOFS_GO | 7.570217 |
| Indo-Pacific | (27.75,27.85] | sal tem oxygen silicate phosphate | 4.281560 | 3.291064 | 2.865015 | JGOFS_GO | 7.572624 |
| 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 phosphate_star | 4.234736 | 3.327543 | 3.000201 | JGOFS_GO | 7.562279 |
| 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 silicate phosphate phosphate_star | 4.273516 | 3.302046 | 2.918998 | JGOFS_GO | 7.575562 |
| Indo-Pacific | (27.75,27.85] | tem oxygen silicate phosphate phosphate_star | 4.299485 | 3.286256 | 2.911216 | JGOFS_GO | 7.585741 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate | 4.280926 | 3.007769 | 2.912915 | GO_new | 5.920684 |
| Indo-Pacific | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 4.256269 | 2.993750 | 2.902527 | GO_new | 5.896277 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.272593 | 3.007732 | 2.896370 | GO_new | 5.904102 |
| 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 oxygen silicate phosphate | 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 silicate phosphate | 4.295926 | 3.000801 | 2.897066 | GO_new | 5.897867 |
| Indo-Pacific | (27.85,27.95] | tem aou silicate phosphate phosphate_star | 4.274004 | 2.989254 | 2.887257 | GO_new | 5.876511 |
| 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 | 4.294333 | 2.994511 | 2.882504 | GO_new | 5.877015 |
| Indo-Pacific | (27.85,27.95] | aou oxygen phosphate phosphate_star | 4.256599 | 3.033388 | 2.960681 | JGOFS_GO | 7.289987 |
| 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 | 4.256269 | 2.993750 | 2.902527 | JGOFS_GO | 7.250018 |
| Indo-Pacific | (27.85,27.95] | sal aou oxygen phosphate phosphate_star | 4.237357 | 3.016584 | 2.959140 | JGOFS_GO | 7.253941 |
| 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 tem aou phosphate phosphate_star | 4.256261 | 3.030864 | 2.969139 | JGOFS_GO | 7.287125 |
| Indo-Pacific | (27.85,27.95] | tem aou oxygen phosphate phosphate_star | 4.255961 | 3.033021 | 2.960664 | JGOFS_GO | 7.288981 |
| 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 silicate phosphate phosphate_star | 4.274004 | 2.989254 | 2.887257 | JGOFS_GO | 7.263258 |
| Indo-Pacific | (27.85,27.95] | tem oxygen silicate phosphate phosphate_star | 4.294333 | 2.994511 | 2.882504 | JGOFS_GO | 7.288844 |
| Indo-Pacific | (27.95,28.05] | aou oxygen phosphate phosphate_star | 4.378771 | 2.877804 | 3.077571 | GO_new | 5.955375 |
| Indo-Pacific | (27.95,28.05] | aou oxygen silicate phosphate | 4.381257 | 2.867418 | 3.113633 | GO_new | 5.981051 |
| Indo-Pacific | (27.95,28.05] | aou oxygen silicate phosphate phosphate_star | 4.377427 | 2.861323 | 3.076725 | GO_new | 5.938048 |
| Indo-Pacific | (27.95,28.05] | sal aou oxygen phosphate phosphate_star | 4.359852 | 2.877276 | 3.073963 | GO_new | 5.951239 |
| 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 tem aou oxygen phosphate | 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 phosphate phosphate_star | 4.378207 | 2.870660 | 3.073851 | GO_new | 5.944512 |
| 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 silicate phosphate phosphate_star | 4.401881 | 2.886861 | 3.065987 | GO_new | 5.952847 |
| Indo-Pacific | (27.95,28.05] | aou oxygen phosphate phosphate_star | 4.378771 | 2.877804 | 3.077571 | JGOFS_GO | 7.256575 |
| Indo-Pacific | (27.95,28.05] | aou oxygen silicate phosphate | 4.381257 | 2.867418 | 3.113633 | JGOFS_GO | 7.248675 |
| Indo-Pacific | (27.95,28.05] | aou oxygen silicate phosphate phosphate_star | 4.377427 | 2.861323 | 3.076725 | JGOFS_GO | 7.238750 |
| 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 | 4.359852 | 2.877276 | 3.073963 | JGOFS_GO | 7.237128 |
| 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 tem aou oxygen phosphate | 4.359973 | 2.871354 | 3.107381 | JGOFS_GO | 7.231328 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen phosphate | 4.383037 | 2.871954 | 3.114960 | JGOFS_GO | 7.254991 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen phosphate phosphate_star | 4.378207 | 2.870660 | 3.073851 | JGOFS_GO | 7.248867 |
| Indo-Pacific | (27.95,28.05] | tem aou oxygen silicate phosphate | 4.381237 | 2.866160 | 3.109301 | JGOFS_GO | 7.247397 |
| Indo-Pacific | (28.05,28.1] | aou oxygen phosphate phosphate_star | 4.232069 | 2.875188 | 2.849672 | GO_new | 5.724859 |
| Indo-Pacific | (28.05,28.1] | aou oxygen silicate phosphate phosphate_star | 4.227177 | 2.874648 | 2.825582 | GO_new | 5.700230 |
| 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 | 4.228217 | 2.860046 | 2.799367 | GO_new | 5.659413 |
| 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 silicate phosphate | 4.362882 | 2.877440 | 2.836183 | GO_new | 5.713623 |
| Indo-Pacific | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.362458 | 2.865816 | 2.804566 | GO_new | 5.670382 |
| 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 silicate phosphate | 4.264970 | 2.856439 | 2.836178 | GO_new | 5.692618 |
| Indo-Pacific | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 4.227073 | 2.874723 | 2.843130 | GO_new | 5.717853 |
| Indo-Pacific | (28.05,28.1] | aou oxygen phosphate phosphate_star | 4.232069 | 2.875188 | 2.849672 | JGOFS_GO | 7.107257 |
| Indo-Pacific | (28.05,28.1] | aou oxygen silicate phosphate | 4.228213 | 2.881751 | 2.870188 | JGOFS_GO | 7.109964 |
| Indo-Pacific | (28.05,28.1] | aou oxygen silicate phosphate phosphate_star | 4.227177 | 2.874648 | 2.825582 | JGOFS_GO | 7.101825 |
| 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 | 4.228217 | 2.860046 | 2.799367 | JGOFS_GO | 7.088264 |
| 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 tem aou oxygen phosphate | 4.225054 | 2.860776 | 2.817179 | JGOFS_GO | 7.085830 |
| Indo-Pacific | (28.05,28.1] | tem aou oxygen phosphate | 4.227670 | 2.881411 | 2.893756 | JGOFS_GO | 7.109081 |
| Indo-Pacific | (28.05,28.1] | tem aou oxygen phosphate phosphate_star | 4.227073 | 2.874723 | 2.843130 | JGOFS_GO | 7.101796 |
| Indo-Pacific | (28.05,28.1] | tem aou oxygen silicate phosphate | 4.226770 | 2.880685 | 2.860748 | JGOFS_GO | 7.107455 |
| 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 | 3.635023 | 2.938152 | 2.688069 | GO_new | 5.626221 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen phosphate | 3.599961 | 3.230532 | 2.595467 | GO_new | 5.825999 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen phosphate phosphate_star | 3.599599 | 3.136083 | 2.593341 | GO_new | 5.729425 |
| 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 phosphate phosphate_star | 3.713417 | 3.207210 | 2.648134 | GO_new | 5.855343 |
| Indo-Pacific | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.698036 | 3.187854 | 2.643218 | GO_new | 5.831072 |
| Indo-Pacific | (28.1, Inf] | sal tem aou oxygen phosphate | 3.540683 | 3.225881 | 2.586405 | GO_new | 5.812286 |
| Indo-Pacific | (28.1, Inf] | sal tem aou phosphate phosphate_star | 3.540570 | 3.173834 | 2.644631 | GO_new | 5.818464 |
| 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] | 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 | 3.635023 | 2.938152 | 2.688069 | JGOFS_GO | 6.573176 |
| Indo-Pacific | (28.1, Inf] | sal aou oxygen phosphate phosphate_star | 3.599599 | 3.136083 | 2.593341 | JGOFS_GO | 6.735682 |
| 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 tem aou oxygen phosphate | 3.540683 | 3.225881 | 2.586405 | JGOFS_GO | 6.766564 |
| Indo-Pacific | (28.1, Inf] | sal tem aou phosphate phosphate_star | 3.540570 | 3.173834 | 2.644631 | JGOFS_GO | 6.714404 |
| Indo-Pacific | (28.1, Inf] | sal tem aou silicate phosphate | 3.542161 | 3.278460 | 2.644383 | JGOFS_GO | 6.820621 |
| Indo-Pacific | (28.1, Inf] | sal tem oxygen phosphate phosphate_star | 3.594199 | 3.222924 | 2.710942 | JGOFS_GO | 6.817124 |
| 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 silicate phosphate phosphate_star | 3.653818 | 3.124788 | 2.839805 | JGOFS_GO | 6.778606 |
2.3 Correlations RMSE between eras
2.3.1 All models
all_lm_stats %>%
ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras ~ basin)
# rm(all_lm_stats, all_lm_stats_wide)2.3.2 10 best models
lm_best %>%
ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras ~ basin)
#rm(all_lm_stats, all_lm_stats_wide)lm_1 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(Cstar ~ sal + tem + aou + oxygen + phosphate_star, data = .)
lm_2 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(Cstar ~ sal + tem + aou + oxygen + phosphate, data = .)
lm_1
lm_2
sqrt(mean(lm_1$residuals^2))
sqrt(mean(lm_2$residuals^2))2.4 Fitting best models
After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.
lm_best <- lm_best %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste("Cstar ~", lm_coeff))
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era )
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
lm_best_basin <- lm_best %>%
filter(basin == i_basin)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_best_basin_slab <- lm_best_basin %>%
filter(gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_slab$eras)) {
# i_eras <- unique(lm_best_basin_slab$eras)[1]
lm_best_basin_slab_eras <- lm_best_basin_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_slab_eras$predictors)) {
# i_predictors <- unique(lm_best_basin_slab_eras$predictors)[1]
lm_best_single <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
i_rmse_sum <- lm_best_basin_slab_eras %>%
filter(predictors == i_predictors) %>%
select(rmse_sum) %>%
pull()
lm_formula <- as.formula(lm_best_single)
model_single <- lm(lm_formula,
data = GLODAP_basin_era_slab)
coefficients <- tidy(model_single)
coefficients <- coefficients %>%
mutate(basin = i_basin,
era = i_era,
eras = i_eras,
gamma_slab = i_gamma_slab,
model = lm_best_single,
rmse = i_rmse_sum)
print(lm_best_single)
if (exists("all_lm")) {
all_lm <- bind_rows(all_lm, coefficients)
}
if (!exists("all_lm")) {
all_lm <- coefficients
}
}
}
}
}
}
rm(lm_formula, model_single, coefficients, i_rmse_sum,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_best, lm_best_basin, lm_best_basin_slab, lm_best_single,
i_basin, i_era, i_gamma_slab, i_predictors)
all_lm %>%
write_csv(here::here("data/eMLR",
"all_lm.csv"))
# Prepare model coefficients for mapping
all_lm <- all_lm %>%
select(term, estimate, basin, era, eras, gamma_slab, model)
all_lm <- all_lm %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
all_lm_wide <- all_lm %>%
pivot_wider(names_from = era, values_from = estimate,
names_prefix = "coeff_")
all_lm_wide <- all_lm_wide %>%
mutate(JGOFS_GO = coeff_GO_SHIP - coeff_JGOFS_WOCE,
GO_new = coeff_new_era - coeff_GO_SHIP) %>%
select(-c(coeff_JGOFS_WOCE,
coeff_GO_SHIP,
coeff_new_era))
all_lm_long <- all_lm_wide %>%
pivot_longer(JGOFS_GO:GO_new, names_to = "eras_fit", values_to = "delta_coeff")
all_lm_long <- all_lm_long %>%
filter(eras == eras_fit) %>%
select(-eras_fit)
all_lm_wide <- all_lm_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
all_lm_wide %>%
write_csv(here::here("data/eMLR",
"all_lm_wide.csv"))
rm(all_lm_long, all_lm_wide)3 Open tasks
- combine correlation, rmse and model calculation into one routine, ideally using the purrr map approach
- select exactly best 10 models, even if same rmse sum appears more than once (currently, selection is set two ten, even if doublicated rmse occur)
- check (phosphate_star) NA’s in coeffcients -> cases of exact colinearity?
- test model selection based on AIC
4 Open questions
sessionInfo()R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18363)
Matrix products: default
locale:
[1] LC_COLLATE=English_Germany.1252 LC_CTYPE=English_Germany.1252
[3] LC_MONETARY=English_Germany.1252 LC_NUMERIC=C
[5] LC_TIME=English_Germany.1252
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.2 broom_0.7.0 kableExtra_1.1.0 knitr_1.29
[5] olsrr_0.5.3.9000 GGally_2.0.0 patchwork_1.0.1 lubridate_1.7.9
[9] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.0 purrr_0.3.4
[13] readr_1.3.1 tidyr_1.1.0 tibble_3.0.3 ggplot2_3.3.2
[17] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.4.2 webshot_0.5.2 RColorBrewer_1.1-2 httr_1.4.2
[5] rprojroot_1.3-2 tools_4.0.2 backports_1.1.8 R6_2.4.1
[9] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1 withr_2.2.0
[13] tidyselect_1.1.0 gridExtra_2.3 curl_4.3 compiler_4.0.2
[17] git2r_0.27.1 cli_2.0.2 rvest_0.3.6 xml2_1.3.2
[21] labeling_0.3 scales_1.1.1 goftest_1.2-2 digest_0.6.25
[25] foreign_0.8-80 rmarkdown_2.3 rio_0.5.16 pkgconfig_2.0.3
[29] htmltools_0.5.0 dbplyr_1.4.4 highr_0.8 rlang_0.4.7
[33] readxl_1.3.1 rstudioapi_0.11 generics_0.0.2 farver_2.0.3
[37] jsonlite_1.7.0 zip_2.0.4 car_3.0-8 magrittr_1.5
[41] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[45] lifecycle_0.2.0 stringi_1.4.6 whisker_0.4 yaml_2.2.1
[49] carData_3.0-4 plyr_1.8.6 grid_4.0.2 blob_1.2.1
[53] promises_1.1.1 crayon_1.3.4 haven_2.3.1 hms_0.5.3
[57] pillar_1.4.6 reprex_0.3.0 glue_1.4.1 evaluate_0.14
[61] data.table_1.13.0 modelr_0.1.8 vctrs_0.3.2 httpuv_1.5.4
[65] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[69] xfun_0.16 openxlsx_4.1.5 later_1.1.0.1 viridisLite_0.3.0
[73] ellipsis_0.3.1 here_0.1