eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
27 January, 2021
Last updated: 2021-01-27
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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|---|---|---|---|---|
| html | ceed31b | Donghe-Zhu | 2021-01-27 | Build site. |
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| html | c569946 | Donghe-Zhu | 2021-01-24 | Build site. |
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| Rmd | 8e8abf5 | Jens Müller | 2020-12-18 | Initial commit |
1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor correlation
The correlation between:
- pairs of seven potential predictor variables and
- C* and seven potential predictor variables
were investigated based on:
- property-property plots and
- calculated correlation coefficients.
2.1 Correlation plots
For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).
for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]
print(
GLODAP %>%
filter(basin == i_basin) %>%
sample_frac(0.05) %>%
ggpairs(columns = c(params_local$MLR_target,
params_local$MLR_predictors),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == i_basin))))
)
}
| Version | Author | Date |
|---|---|---|
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(params_local$MLR_target,
params_local$MLR_predictors),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assessment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# calculate correlation table
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$MLR_target) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_target_predictor")) {
cor_target_predictor <-
bind_rows(cor_target_predictor, cor_target_predictor_temp)
}
if (!exists("cor_target_predictor")) {
cor_target_predictor <- cor_target_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != params_local$MLR_target,
y != params_local$MLR_target) %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_target_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
# plot figure
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.8474259 | 0.8266115 | 0.8819213 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9203950 | 0.9131349 | 0.9241201 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9773977 | 0.9757109 | 0.9790957 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9822298 | 0.9791661 | 0.9850616 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9741153 | 0.9721097 | 0.9757546 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.9600265 | 0.9575889 | 0.9618182 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.9418731 | 0.9373003 | 0.9477333 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.9258889 | 0.9165912 | 0.9313754 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.9489181 | 0.9416180 | 0.9528271 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.9782027 | 0.9759800 | 0.9803435 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9893892 | 0.9883563 | 0.9906139 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9845703 | 0.9840657 | 0.9853413 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9824863 | 0.9762693 | 0.9868626 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.9845216 | 0.9787280 | 0.9889224 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9334848 | 0.9319172 | 0.9360307 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8472347 | 0.8445677 | 0.8510373 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.7424055 | 0.7371316 | 0.7527014 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.7635148 | 0.7541224 | 0.7687808 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.8159554 | 0.7996603 | 0.8343201 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.8623058 | 0.8544721 | 0.8664717 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.8998413 | 0.8944688 | 0.9028068 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9642314 | 0.9580918 | 0.9698409 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9697061 | 0.9680121 | 0.9726514 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9884549 | 0.9878527 | 0.9894266 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9883089 | 0.9877075 | 0.9891460 |
| aou + nitrate | Indo-Pacific | (28.1, Inf] | 0.9917206 | 0.9914078 | 0.9919130 |
| aou + nitrate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + nitrate | SO | (26,26.5] | 0.8608064 | 0.8510929 | 0.8676482 |
| aou + nitrate | SO | (26.5,26.75] | 0.7828446 | 0.7533981 | 0.8157878 |
| aou + nitrate | SO | (26.75,27] | 0.7958477 | 0.7782933 | 0.8073312 |
| aou + nitrate | SO | (27,27.25] | 0.7843113 | 0.7784736 | 0.7908170 |
| aou + nitrate | SO | (27.25,27.5] | 0.7804295 | 0.7721227 | 0.7891077 |
| aou + nitrate | SO | (27.5,27.75] | 0.8804712 | 0.8753060 | 0.8863488 |
| aou + nitrate | SO | (27.75,27.85] | 0.9604069 | 0.9557550 | 0.9651261 |
| aou + nitrate | SO | (27.85,27.95] | 0.9028031 | 0.8920270 | 0.9224160 |
| aou + nitrate | SO | (27.95,28.05] | 0.7727745 | 0.7618274 | 0.7830571 |
| aou + nitrate | SO | (28.05,28.1] | 0.7070892 | 0.6901708 | 0.7283143 |
| aou + nitrate | SO | (28.1, Inf] | 0.8997121 | 0.8908297 | 0.9063079 |
| aou + nitrate | SO | (28.1,28.15] | 0.2331944 | 0.2237465 | 0.2397523 |
| aou + nitrate | SO | (28.15,28.2] | 0.2655659 | 0.2098264 | 0.3138399 |
| aou + nitrate | SO | (28.2, Inf] | 0.5457089 | 0.5388143 | 0.5515546 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9258443 | 0.9145388 | 0.9377956 |
| aou + phosphate | Atlantic | (26,26.5] | 0.8982306 | 0.8949758 | 0.9019931 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9569135 | 0.9525261 | 0.9598176 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9681744 | 0.9654516 | 0.9697314 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9514555 | 0.9496745 | 0.9535397 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.9394301 | 0.9355021 | 0.9416462 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.9224497 | 0.9165119 | 0.9299397 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9057085 | 0.8940612 | 0.9127061 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9339642 | 0.9245759 | 0.9387113 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9709785 | 0.9676211 | 0.9737183 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9884016 | 0.9873575 | 0.9899587 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9835749 | 0.9829386 | 0.9848058 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9817914 | 0.9737509 | 0.9859037 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9839765 | 0.9788201 | 0.9876447 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9676600 | 0.9670305 | 0.9685347 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9596376 | 0.9584173 | 0.9610358 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9701015 | 0.9695592 | 0.9707308 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9676311 | 0.9672955 | 0.9682284 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9797185 | 0.9795566 | 0.9798010 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9818804 | 0.9802059 | 0.9833003 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9832282 | 0.9822672 | 0.9837710 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9923915 | 0.9916179 | 0.9934760 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9936946 | 0.9934764 | 0.9939626 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9975666 | 0.9973254 | 0.9978434 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9981014 | 0.9980306 | 0.9982179 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.9973647 | 0.9973123 | 0.9974324 |
| aou + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + phosphate | SO | (26,26.5] | 0.8011027 | 0.7902874 | 0.8095356 |
| aou + phosphate | SO | (26.5,26.75] | 0.7538758 | 0.7167690 | 0.7935157 |
| aou + phosphate | SO | (26.75,27] | 0.7961985 | 0.7719875 | 0.8105618 |
| aou + phosphate | SO | (27,27.25] | 0.7781726 | 0.7719778 | 0.7851191 |
| aou + phosphate | SO | (27.25,27.5] | 0.7656577 | 0.7570247 | 0.7737563 |
| aou + phosphate | SO | (27.5,27.75] | 0.8786389 | 0.8730670 | 0.8849389 |
| aou + phosphate | SO | (27.75,27.85] | 0.9573682 | 0.9517413 | 0.9622609 |
| aou + phosphate | SO | (27.85,27.95] | 0.9005814 | 0.8884258 | 0.9209842 |
| aou + phosphate | SO | (27.95,28.05] | 0.7551772 | 0.7431969 | 0.7666162 |
| aou + phosphate | SO | (28.05,28.1] | 0.7127660 | 0.6956935 | 0.7326172 |
| aou + phosphate | SO | (28.1, Inf] | 0.8643948 | 0.8501425 | 0.8746357 |
| aou + phosphate | SO | (28.1,28.15] | 0.2456034 | 0.2343304 | 0.2519810 |
| aou + phosphate | SO | (28.15,28.2] | 0.2935997 | 0.2455724 | 0.3325649 |
| aou + phosphate | SO | (28.2, Inf] | 0.6054029 | 0.5912822 | 0.6279866 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.2371350 | 0.1773169 | 0.2822293 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.3943171 | 0.3621386 | 0.4177110 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.1983548 | 0.1491327 | 0.2345336 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.0626495 | 0.0427768 | 0.0770808 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.2771664 | 0.2304875 | 0.3010748 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.4758525 | 0.4581260 | 0.5005470 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5074922 | 0.4860598 | 0.5182676 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.6425884 | 0.6228048 | 0.6648375 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7625533 | 0.7360655 | 0.7855821 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.8974028 | 0.8846679 | 0.9096810 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.9615720 | 0.9559924 | 0.9689701 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9484843 | 0.9476105 | 0.9490499 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9406930 | 0.9259481 | 0.9489364 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.9665960 | 0.9596004 | 0.9723672 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5951338 | 0.5875310 | 0.6036047 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4238295 | 0.4203527 | 0.4289477 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4629181 | 0.4470290 | 0.4739811 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5766849 | 0.5662798 | 0.5854374 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.7015211 | 0.6895726 | 0.7190206 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6564380 | 0.6314378 | 0.6848422 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.4643899 | 0.4491147 | 0.4806391 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.4141131 | 0.3710992 | 0.4391325 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.4324315 | 0.4268190 | 0.4403821 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5584169 | 0.5510304 | 0.5661088 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6733498 | 0.6619765 | 0.6808969 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.2346624 | 0.2185270 | 0.2499326 |
| aou + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + phosphate_star | SO | (26,26.5] | -0.4919125 | -0.5271398 | -0.4262877 |
| aou + phosphate_star | SO | (26.5,26.75] | -0.0792672 | -0.1404212 | -0.0466723 |
| aou + phosphate_star | SO | (26.75,27] | 0.2455531 | 0.2080345 | 0.2833958 |
| aou + phosphate_star | SO | (27,27.25] | 0.1144394 | 0.0843210 | 0.1296197 |
| aou + phosphate_star | SO | (27.25,27.5] | -0.3604604 | -0.3876979 | -0.3355738 |
| aou + phosphate_star | SO | (27.5,27.75] | -0.4913130 | -0.5223996 | -0.4669064 |
| aou + phosphate_star | SO | (27.75,27.85] | -0.8430036 | -0.8494514 | -0.8390752 |
| aou + phosphate_star | SO | (27.85,27.95] | -0.7542502 | -0.7702315 | -0.7333048 |
| aou + phosphate_star | SO | (27.95,28.05] | -0.8336050 | -0.8439194 | -0.8239328 |
| aou + phosphate_star | SO | (28.05,28.1] | -0.8094318 | -0.8307282 | -0.7918288 |
| aou + phosphate_star | SO | (28.1, Inf] | -0.4382661 | -0.4639289 | -0.4245795 |
| aou + phosphate_star | SO | (28.1,28.15] | -0.5459575 | -0.5689459 | -0.5299439 |
| aou + phosphate_star | SO | (28.15,28.2] | -0.3585923 | -0.4429790 | -0.2195951 |
| aou + phosphate_star | SO | (28.2, Inf] | 0.1000720 | 0.0684204 | 0.1234535 |
| aou + silicate | Atlantic | (-Inf,26] | 0.1068293 | 0.0364329 | 0.1856052 |
| aou + silicate | Atlantic | (26,26.5] | 0.2707840 | 0.2326715 | 0.2964320 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.6186504 | 0.5940475 | 0.6410698 |
| aou + silicate | Atlantic | (26.75,27] | 0.7624981 | 0.7529336 | 0.7754087 |
| aou + silicate | Atlantic | (27,27.25] | 0.7615231 | 0.7465442 | 0.7726050 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.7382526 | 0.7246564 | 0.7466233 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.7040871 | 0.6879489 | 0.7223737 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.6200464 | 0.5917873 | 0.6429161 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.7039966 | 0.6738019 | 0.7258800 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.8514782 | 0.8278274 | 0.8650198 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9353585 | 0.9236148 | 0.9454437 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9492700 | 0.9433029 | 0.9573714 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9268058 | 0.9235080 | 0.9323908 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.9465630 | 0.9429700 | 0.9498927 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.8374240 | 0.8339467 | 0.8400790 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7666504 | 0.7659219 | 0.7678800 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7502096 | 0.7461092 | 0.7556593 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8227209 | 0.8215974 | 0.8243734 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8850609 | 0.8816204 | 0.8889153 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9127597 | 0.9103735 | 0.9168898 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9058119 | 0.9019839 | 0.9091258 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9391958 | 0.9369731 | 0.9425032 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9340300 | 0.9311402 | 0.9375816 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9740798 | 0.9725086 | 0.9758648 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9763382 | 0.9755969 | 0.9776297 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.6958923 | 0.6895153 | 0.7077196 |
| aou + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| aou + silicate | SO | (26,26.5] | 0.8935870 | 0.8729544 | 0.9082756 |
| aou + silicate | SO | (26.5,26.75] | 0.8720909 | 0.8509516 | 0.8910983 |
| aou + silicate | SO | (26.75,27] | 0.8726856 | 0.8681672 | 0.8772784 |
| aou + silicate | SO | (27,27.25] | 0.8330861 | 0.8257026 | 0.8390001 |
| aou + silicate | SO | (27.25,27.5] | 0.7752913 | 0.7647575 | 0.7806872 |
| aou + silicate | SO | (27.5,27.75] | 0.8593778 | 0.8541459 | 0.8663867 |
| aou + silicate | SO | (27.75,27.85] | 0.9378141 | 0.9314734 | 0.9433487 |
| aou + silicate | SO | (27.85,27.95] | 0.8974691 | 0.8853931 | 0.9105782 |
| aou + silicate | SO | (27.95,28.05] | 0.7701108 | 0.7649696 | 0.7783380 |
| aou + silicate | SO | (28.05,28.1] | 0.8275892 | 0.8154574 | 0.8343162 |
| aou + silicate | SO | (28.1, Inf] | 0.4727353 | 0.4460283 | 0.4889910 |
| aou + silicate | SO | (28.1,28.15] | 0.6867684 | 0.6675713 | 0.6982460 |
| aou + silicate | SO | (28.15,28.2] | 0.7956541 | 0.7844488 | 0.8090973 |
| aou + silicate | SO | (28.2, Inf] | 0.5932118 | 0.5709743 | 0.6357742 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.6701397 | 0.6051445 | 0.7593596 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.8290545 | 0.8170853 | 0.8457918 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9684897 | 0.9665730 | 0.9696458 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9803397 | 0.9792494 | 0.9815067 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9904836 | 0.9901400 | 0.9910378 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9959103 | 0.9956119 | 0.9962594 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.9969677 | 0.9967822 | 0.9970702 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.9985222 | 0.9983696 | 0.9986285 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9987263 | 0.9986323 | 0.9987953 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9987173 | 0.9984835 | 0.9989312 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9993952 | 0.9993182 | 0.9994386 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9989764 | 0.9988728 | 0.9991643 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9918094 | 0.9913591 | 0.9923323 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9965155 | 0.9963193 | 0.9967982 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9542507 | 0.9519586 | 0.9581887 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.8617069 | 0.8575641 | 0.8659466 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7633009 | 0.7563870 | 0.7754764 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.7937806 | 0.7813810 | 0.8004947 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | 0.8239592 | 0.8042293 | 0.8435102 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8621650 | 0.8549849 | 0.8664686 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9129878 | 0.9095885 | 0.9156282 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9747017 | 0.9713495 | 0.9782743 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9857850 | 0.9849198 | 0.9874714 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9956032 | 0.9954163 | 0.9958964 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9943436 | 0.9939709 | 0.9948432 |
| nitrate + phosphate | Indo-Pacific | (28.1, Inf] | 0.9952026 | 0.9949076 | 0.9953583 |
| nitrate + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| nitrate + phosphate | SO | (26,26.5] | 0.9749194 | 0.9720687 | 0.9776372 |
| nitrate + phosphate | SO | (26.5,26.75] | 0.9789239 | 0.9743673 | 0.9821116 |
| nitrate + phosphate | SO | (26.75,27] | 0.9925190 | 0.9920372 | 0.9930135 |
| nitrate + phosphate | SO | (27,27.25] | 0.9975588 | 0.9974688 | 0.9977200 |
| nitrate + phosphate | SO | (27.25,27.5] | 0.9983545 | 0.9980988 | 0.9985129 |
| nitrate + phosphate | SO | (27.5,27.75] | 0.9988777 | 0.9988687 | 0.9988838 |
| nitrate + phosphate | SO | (27.75,27.85] | 0.9984955 | 0.9983840 | 0.9986826 |
| nitrate + phosphate | SO | (27.85,27.95] | 0.9975049 | 0.9974502 | 0.9975857 |
| nitrate + phosphate | SO | (27.95,28.05] | 0.9963408 | 0.9962702 | 0.9964090 |
| nitrate + phosphate | SO | (28.05,28.1] | 0.9963071 | 0.9960543 | 0.9966229 |
| nitrate + phosphate | SO | (28.1, Inf] | 0.9707011 | 0.9704853 | 0.9708908 |
| nitrate + phosphate | SO | (28.1,28.15] | 0.9985513 | 0.9985407 | 0.9985675 |
| nitrate + phosphate | SO | (28.15,28.2] | 0.9985826 | 0.9981840 | 0.9991075 |
| nitrate + phosphate | SO | (28.2, Inf] | 0.9514987 | 0.9506160 | 0.9524851 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | 0.1172519 | 0.0377457 | 0.2126446 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.3879748 | 0.3351994 | 0.4271442 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.2971477 | 0.2469160 | 0.3331588 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | 0.1716394 | 0.1434892 | 0.1997115 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.4581843 | 0.4160267 | 0.4833538 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.6875187 | 0.6758848 | 0.7080851 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.7393610 | 0.7308697 | 0.7513055 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.8797722 | 0.8731182 | 0.8867396 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.9237265 | 0.9173841 | 0.9323036 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.9643332 | 0.9592392 | 0.9690540 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9863343 | 0.9835754 | 0.9889766 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9845476 | 0.9837756 | 0.9850356 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9717192 | 0.9704600 | 0.9740131 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9903336 | 0.9897632 | 0.9907639 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7318572 | 0.7293287 | 0.7350879 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.5554878 | 0.5502691 | 0.5621729 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.5529287 | 0.5474124 | 0.5569817 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.6600373 | 0.6423282 | 0.6701152 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7326384 | 0.7095314 | 0.7521438 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6842529 | 0.6649275 | 0.7010320 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.5908449 | 0.5727299 | 0.6065619 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5321828 | 0.4917485 | 0.5578604 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.5820000 | 0.5776247 | 0.5880679 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.6692480 | 0.6652621 | 0.6716214 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7704103 | 0.7614716 | 0.7785678 |
| nitrate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.3292021 | 0.3144716 | 0.3428691 |
| nitrate + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| nitrate + phosphate_star | SO | (26,26.5] | -0.0138896 | -0.0667519 | 0.0630383 |
| nitrate + phosphate_star | SO | (26.5,26.75] | 0.5150485 | 0.4055991 | 0.5877699 |
| nitrate + phosphate_star | SO | (26.75,27] | 0.7613580 | 0.7505566 | 0.7778152 |
| nitrate + phosphate_star | SO | (27,27.25] | 0.6995607 | 0.6783890 | 0.7175962 |
| nitrate + phosphate_star | SO | (27.25,27.5] | 0.2987893 | 0.2710747 | 0.3370205 |
| nitrate + phosphate_star | SO | (27.5,27.75] | -0.0222537 | -0.0707155 | 0.0165928 |
| nitrate + phosphate_star | SO | (27.75,27.85] | -0.6689718 | -0.6749797 | -0.6657681 |
| nitrate + phosphate_star | SO | (27.85,27.95] | -0.4117325 | -0.4614864 | -0.3637678 |
| nitrate + phosphate_star | SO | (27.95,28.05] | -0.3022019 | -0.3220879 | -0.2682544 |
| nitrate + phosphate_star | SO | (28.05,28.1] | -0.1634800 | -0.2296025 | -0.1277687 |
| nitrate + phosphate_star | SO | (28.1, Inf] | -0.0446328 | -0.0915382 | -0.0080611 |
| nitrate + phosphate_star | SO | (28.1,28.15] | 0.6859165 | 0.6636019 | 0.6991493 |
| nitrate + phosphate_star | SO | (28.15,28.2] | 0.8005167 | 0.7622497 | 0.8566319 |
| nitrate + phosphate_star | SO | (28.2, Inf] | 0.8621066 | 0.8500967 | 0.8732401 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.5979739 | 0.5784461 | 0.6118348 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.5607367 | 0.5442176 | 0.5708854 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.6984759 | 0.6779888 | 0.7191498 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.8302690 | 0.8221439 | 0.8388352 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.8789310 | 0.8677134 | 0.8845404 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8908150 | 0.8863607 | 0.8951401 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8963259 | 0.8921854 | 0.8999474 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.8629409 | 0.8571424 | 0.8699526 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.8745101 | 0.8665743 | 0.8845922 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.9103030 | 0.8958694 | 0.9184275 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.9440100 | 0.9342033 | 0.9510411 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.9548097 | 0.9445270 | 0.9659274 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.9243530 | 0.9195274 | 0.9285503 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.9570637 | 0.9556156 | 0.9584363 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.8584454 | 0.8557349 | 0.8609731 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.7801187 | 0.7721619 | 0.7924437 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.7988559 | 0.7945065 | 0.8059362 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.8304373 | 0.8223486 | 0.8346211 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.8831098 | 0.8709279 | 0.8948118 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.9050845 | 0.9032032 | 0.9077544 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | 0.9328044 | 0.9303425 | 0.9356476 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.9577295 | 0.9561995 | 0.9593660 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.9571083 | 0.9558155 | 0.9587603 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.9682563 | 0.9666426 | 0.9699639 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9613362 | 0.9602352 | 0.9631892 |
| nitrate + silicate | Indo-Pacific | (28.1, Inf] | 0.7280622 | 0.7214154 | 0.7376753 |
| nitrate + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| nitrate + silicate | SO | (26,26.5] | 0.7764284 | 0.7463401 | 0.8282575 |
| nitrate + silicate | SO | (26.5,26.75] | 0.6166961 | 0.5769771 | 0.6599152 |
| nitrate + silicate | SO | (26.75,27] | 0.7555042 | 0.7343757 | 0.7719474 |
| nitrate + silicate | SO | (27,27.25] | 0.9071725 | 0.9040595 | 0.9124302 |
| nitrate + silicate | SO | (27.25,27.5] | 0.9598287 | 0.9572957 | 0.9621297 |
| nitrate + silicate | SO | (27.5,27.75] | 0.9622415 | 0.9606627 | 0.9640068 |
| nitrate + silicate | SO | (27.75,27.85] | 0.9683456 | 0.9662137 | 0.9705128 |
| nitrate + silicate | SO | (27.85,27.95] | 0.9511254 | 0.9478257 | 0.9550079 |
| nitrate + silicate | SO | (27.95,28.05] | 0.9268930 | 0.9224859 | 0.9300834 |
| nitrate + silicate | SO | (28.05,28.1] | 0.8780975 | 0.8698436 | 0.8825211 |
| nitrate + silicate | SO | (28.1, Inf] | 0.5531601 | 0.5462008 | 0.5594139 |
| nitrate + silicate | SO | (28.1,28.15] | 0.7324638 | 0.7161869 | 0.7446746 |
| nitrate + silicate | SO | (28.15,28.2] | 0.6423380 | 0.5976656 | 0.7032760 |
| nitrate + silicate | SO | (28.2, Inf] | 0.6782703 | 0.6585159 | 0.7041517 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.5303529 | 0.4804012 | 0.5860756 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.7454761 | 0.7160321 | 0.7627506 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.4694170 | 0.4377710 | 0.4975915 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.3049831 | 0.2816228 | 0.3298451 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.5539740 | 0.5183754 | 0.5747980 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.7417029 | 0.7311740 | 0.7581207 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.7854733 | 0.7792878 | 0.7960129 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9038255 | 0.8975319 | 0.9092873 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9408919 | 0.9363667 | 0.9485944 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9742827 | 0.9709827 | 0.9778943 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9904044 | 0.9883877 | 0.9924914 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9888208 | 0.9882413 | 0.9893203 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9871630 | 0.9863433 | 0.9879614 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9954450 | 0.9952033 | 0.9958806 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7634739 | 0.7592186 | 0.7678481 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6561439 | 0.6540783 | 0.6576337 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6569350 | 0.6457959 | 0.6633032 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7487373 | 0.7409444 | 0.7531658 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8200663 | 0.8110298 | 0.8323550 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.7805995 | 0.7639338 | 0.8002704 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6117678 | 0.5966772 | 0.6292167 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5152775 | 0.4692464 | 0.5408021 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.5246192 | 0.5209765 | 0.5313369 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.6120534 | 0.6076776 | 0.6162743 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7146278 | 0.7044850 | 0.7225816 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.3015601 | 0.2858612 | 0.3172333 |
| phosphate + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| phosphate + phosphate_star | SO | (26,26.5] | 0.1174981 | 0.0792294 | 0.1781993 |
| phosphate + phosphate_star | SO | (26.5,26.75] | 0.5863317 | 0.4843659 | 0.6583797 |
| phosphate + phosphate_star | SO | (26.75,27] | 0.7779564 | 0.7632208 | 0.7919009 |
| phosphate + phosphate_star | SO | (27,27.25] | 0.7114715 | 0.6908820 | 0.7290211 |
| phosphate + phosphate_star | SO | (27.25,27.5] | 0.3229233 | 0.2944224 | 0.3607338 |
| phosphate + phosphate_star | SO | (27.5,27.75] | -0.0190450 | -0.0685136 | 0.0207962 |
| phosphate + phosphate_star | SO | (27.75,27.85] | -0.6607322 | -0.6672531 | -0.6554470 |
| phosphate + phosphate_star | SO | (27.85,27.95] | -0.4095329 | -0.4599457 | -0.3624907 |
| phosphate + phosphate_star | SO | (27.95,28.05] | -0.2801363 | -0.2996251 | -0.2449851 |
| phosphate + phosphate_star | SO | (28.05,28.1] | -0.1769862 | -0.2415965 | -0.1434541 |
| phosphate + phosphate_star | SO | (28.1, Inf] | 0.0633947 | 0.0135662 | 0.1055483 |
| phosphate + phosphate_star | SO | (28.1,28.15] | 0.6744669 | 0.6502155 | 0.6894038 |
| phosphate + phosphate_star | SO | (28.15,28.2] | 0.7809810 | 0.7401933 | 0.8450303 |
| phosphate + phosphate_star | SO | (28.2, Inf] | 0.8429205 | 0.8326279 | 0.8604951 |
| sal + aou | Atlantic | (-Inf,26] | -0.3954769 | -0.4422819 | -0.3653613 |
| sal + aou | Atlantic | (26,26.5] | -0.3629521 | -0.4028678 | -0.3364347 |
| sal + aou | Atlantic | (26.5,26.75] | 0.2612584 | 0.2400217 | 0.2901981 |
| sal + aou | Atlantic | (26.75,27] | 0.3946846 | 0.3832292 | 0.4102019 |
| sal + aou | Atlantic | (27,27.25] | 0.1961865 | 0.1562541 | 0.2576412 |
| sal + aou | Atlantic | (27.25,27.5] | 0.0308230 | -0.0328917 | 0.0711466 |
| sal + aou | Atlantic | (27.5,27.75] | 0.4885771 | 0.4703750 | 0.5243986 |
| sal + aou | Atlantic | (27.75,27.85] | 0.1893889 | 0.0963500 | 0.2728670 |
| sal + aou | Atlantic | (27.85,27.95] | 0.0786382 | 0.0409118 | 0.1198225 |
| sal + aou | Atlantic | (27.95,28.05] | -0.3028562 | -0.3756004 | -0.2601818 |
| sal + aou | Atlantic | (28.05,28.1] | -0.6994450 | -0.7334168 | -0.6602832 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8828980 | -0.9035869 | -0.8697853 |
| sal + aou | Atlantic | (28.15,28.2] | -0.7900200 | -0.8074990 | -0.7789412 |
| sal + aou | Atlantic | (28.2, Inf] | -0.9504096 | -0.9561435 | -0.9434790 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.2353188 | -0.2433458 | -0.2312260 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.1546468 | -0.1602092 | -0.1503534 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1570973 | -0.1605797 | -0.1533156 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.3205365 | -0.3399586 | -0.3080299 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.5217284 | -0.5357130 | -0.5116237 |
| sal + aou | Indo-Pacific | (27.25,27.5] | -0.5248996 | -0.5510358 | -0.4980522 |
| sal + aou | Indo-Pacific | (27.5,27.75] | -0.3068266 | -0.3172470 | -0.2957739 |
| sal + aou | Indo-Pacific | (27.75,27.85] | -0.0844797 | -0.1263247 | -0.0594537 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.0105337 | -0.0327250 | 0.0046057 |
| sal + aou | Indo-Pacific | (27.95,28.05] | 0.1631122 | 0.1120783 | 0.2086731 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.0699637 | -0.0051548 | 0.1252120 |
| sal + aou | Indo-Pacific | (28.1, Inf] | -0.5913132 | -0.6005861 | -0.5854489 |
| sal + aou | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + aou | SO | (26,26.5] | 0.4961869 | 0.4614136 | 0.5151725 |
| sal + aou | SO | (26.5,26.75] | 0.1193819 | 0.0597045 | 0.2144216 |
| sal + aou | SO | (26.75,27] | -0.2722061 | -0.3115554 | -0.2317917 |
| sal + aou | SO | (27,27.25] | -0.1789972 | -0.1993436 | -0.1542811 |
| sal + aou | SO | (27.25,27.5] | 0.4598139 | 0.4178499 | 0.4977292 |
| sal + aou | SO | (27.5,27.75] | 0.7150239 | 0.6847434 | 0.7505422 |
| sal + aou | SO | (27.75,27.85] | 0.9141671 | 0.9101722 | 0.9180043 |
| sal + aou | SO | (27.85,27.95] | 0.8236872 | 0.8081338 | 0.8366916 |
| sal + aou | SO | (27.95,28.05] | 0.7503687 | 0.7410441 | 0.7597400 |
| sal + aou | SO | (28.05,28.1] | 0.7497989 | 0.7296994 | 0.7753270 |
| sal + aou | SO | (28.1, Inf] | 0.4982933 | 0.4684583 | 0.5221356 |
| sal + aou | SO | (28.1,28.15] | 0.4346806 | 0.4216297 | 0.4512946 |
| sal + aou | SO | (28.15,28.2] | 0.3064201 | 0.1900362 | 0.3842986 |
| sal + aou | SO | (28.2, Inf] | 0.4148170 | 0.3633739 | 0.4632166 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.6765304 | -0.6793256 | -0.6728165 |
| sal + nitrate | Atlantic | (26,26.5] | -0.3949262 | -0.4378091 | -0.3529256 |
| sal + nitrate | Atlantic | (26.5,26.75] | 0.2062103 | 0.1831529 | 0.2413720 |
| sal + nitrate | Atlantic | (26.75,27] | 0.3389159 | 0.3121429 | 0.3640129 |
| sal + nitrate | Atlantic | (27,27.25] | 0.0810209 | 0.0392296 | 0.1437354 |
| sal + nitrate | Atlantic | (27.25,27.5] | -0.1374172 | -0.2080527 | -0.0872518 |
| sal + nitrate | Atlantic | (27.5,27.75] | 0.4041190 | 0.3794077 | 0.4418765 |
| sal + nitrate | Atlantic | (27.75,27.85] | -0.0497113 | -0.1781690 | 0.0530143 |
| sal + nitrate | Atlantic | (27.85,27.95] | -0.1073089 | -0.1361799 | -0.0859563 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.3107671 | -0.3685980 | -0.2793855 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.6548709 | -0.6994954 | -0.6073255 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.8384720 | -0.8718062 | -0.8167860 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.8182242 | -0.8573800 | -0.7629149 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.9508902 | -0.9687905 | -0.9356009 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.3649010 | -0.3706748 | -0.3608321 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.3908450 | -0.3931685 | -0.3888643 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.4144541 | -0.4196357 | -0.4113907 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.5093926 | -0.5327653 | -0.4959906 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.6829339 | -0.6892347 | -0.6774682 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | -0.6368873 | -0.6548816 | -0.6115215 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | -0.4112027 | -0.4192247 | -0.4043836 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | -0.1684300 | -0.2145397 | -0.1073919 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | -0.0826795 | -0.1168924 | -0.0628863 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | 0.0523727 | -0.0013460 | 0.1016967 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | -0.0560103 | -0.1346286 | -0.0008245 |
| sal + nitrate | Indo-Pacific | (28.1, Inf] | -0.6075347 | -0.6116254 | -0.6019747 |
| sal + nitrate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + nitrate | SO | (26,26.5] | 0.1330393 | 0.0598504 | 0.2006640 |
| sal + nitrate | SO | (26.5,26.75] | -0.4184886 | -0.5173118 | -0.2763971 |
| sal + nitrate | SO | (26.75,27] | -0.7027932 | -0.7096242 | -0.6970044 |
| sal + nitrate | SO | (27,27.25] | -0.7098235 | -0.7234114 | -0.6912710 |
| sal + nitrate | SO | (27.25,27.5] | -0.1581734 | -0.2180765 | -0.1156296 |
| sal + nitrate | SO | (27.5,27.75] | 0.3274623 | 0.2764595 | 0.3861385 |
| sal + nitrate | SO | (27.75,27.85] | 0.7977579 | 0.7935896 | 0.8044698 |
| sal + nitrate | SO | (27.85,27.95] | 0.5910367 | 0.5446672 | 0.6499456 |
| sal + nitrate | SO | (27.95,28.05] | 0.4024625 | 0.3477004 | 0.4320206 |
| sal + nitrate | SO | (28.05,28.1] | 0.2127230 | 0.1616114 | 0.2888507 |
| sal + nitrate | SO | (28.1, Inf] | 0.3569209 | 0.3253364 | 0.3835125 |
| sal + nitrate | SO | (28.1,28.15] | -0.7591291 | -0.7744076 | -0.7447496 |
| sal + nitrate | SO | (28.15,28.2] | -0.8266146 | -0.8671127 | -0.8012281 |
| sal + nitrate | SO | (28.2, Inf] | -0.1360615 | -0.1889013 | -0.0961621 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.2711011 | -0.3667554 | -0.2214405 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6126716 | -0.6363767 | -0.5813991 |
| sal + phosphate | Atlantic | (26.5,26.75] | 0.0326272 | 0.0169957 | 0.0546692 |
| sal + phosphate | Atlantic | (26.75,27] | 0.2198969 | 0.1916535 | 0.2443701 |
| sal + phosphate | Atlantic | (27,27.25] | -0.0311970 | -0.0716771 | 0.0297064 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.2090792 | -0.2758650 | -0.1576227 |
| sal + phosphate | Atlantic | (27.5,27.75] | 0.3402597 | 0.3159243 | 0.3766092 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.0958462 | -0.2265323 | 0.0073414 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.1449784 | -0.1788490 | -0.1117717 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.3304201 | -0.3826481 | -0.3032380 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.6719129 | -0.7181532 | -0.6236327 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.8373062 | -0.8722835 | -0.8137862 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.7539016 | -0.7906118 | -0.7018710 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9302010 | -0.9479487 | -0.9162809 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.3512195 | -0.3557948 | -0.3462134 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.3709912 | -0.3805594 | -0.3620481 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.3411394 | -0.3452138 | -0.3336465 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.4455328 | -0.4725478 | -0.4315402 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.6097972 | -0.6126621 | -0.6050368 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | -0.5943082 | -0.6204698 | -0.5613608 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | -0.3874756 | -0.3952522 | -0.3788491 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | -0.1434385 | -0.1904490 | -0.1074451 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | -0.0629457 | -0.0877967 | -0.0492895 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | 0.1261090 | 0.0740255 | 0.1724634 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | 0.0357592 | -0.0410303 | 0.0919028 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | -0.5798788 | -0.5864104 | -0.5749381 |
| sal + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + phosphate | SO | (26,26.5] | 0.0343461 | -0.0087044 | 0.0682313 |
| sal + phosphate | SO | (26.5,26.75] | -0.4900729 | -0.5901559 | -0.3480028 |
| sal + phosphate | SO | (26.75,27] | -0.7334402 | -0.7405627 | -0.7226798 |
| sal + phosphate | SO | (27,27.25] | -0.7276536 | -0.7398440 | -0.7099804 |
| sal + phosphate | SO | (27.25,27.5] | -0.1898167 | -0.2491003 | -0.1468174 |
| sal + phosphate | SO | (27.5,27.75] | 0.3257028 | 0.2736389 | 0.3850893 |
| sal + phosphate | SO | (27.75,27.85] | 0.7932445 | 0.7885912 | 0.8008536 |
| sal + phosphate | SO | (27.85,27.95] | 0.5984603 | 0.5526590 | 0.6569581 |
| sal + phosphate | SO | (27.95,28.05] | 0.4090088 | 0.3530071 | 0.4379173 |
| sal + phosphate | SO | (28.05,28.1] | 0.2430833 | 0.1908520 | 0.3186605 |
| sal + phosphate | SO | (28.1, Inf] | 0.5189459 | 0.4869949 | 0.5462097 |
| sal + phosphate | SO | (28.1,28.15] | -0.7481172 | -0.7649835 | -0.7322009 |
| sal + phosphate | SO | (28.15,28.2] | -0.8076221 | -0.8554988 | -0.7801110 |
| sal + phosphate | SO | (28.2, Inf] | 0.1266004 | 0.0713568 | 0.1670410 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.2235572 | -0.3027183 | -0.1166975 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.8631605 | -0.8802237 | -0.8519581 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.7736585 | -0.7861101 | -0.7615014 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.7338918 | -0.7476909 | -0.7235063 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.7277411 | -0.7392804 | -0.7112965 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.7067900 | -0.7396517 | -0.6797183 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.1916947 | -0.2091653 | -0.1643231 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.4280615 | -0.5455517 | -0.3462187 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.3974873 | -0.4173476 | -0.3593673 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.4213887 | -0.4536208 | -0.4019066 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.6905571 | -0.7383130 | -0.6402942 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.8067214 | -0.8452970 | -0.7790779 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.7200262 | -0.7631115 | -0.6467045 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9214110 | -0.9399997 | -0.9073489 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.7048733 | -0.7093415 | -0.6992709 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.8627354 | -0.8720015 | -0.8568659 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8694431 | -0.8817283 | -0.8590234 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.8224746 | -0.8401300 | -0.8104602 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8656676 | -0.8729591 | -0.8536281 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7975821 | -0.8133786 | -0.7662661 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6979419 | -0.7005871 | -0.6946090 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.7069164 | -0.7903183 | -0.6156628 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.6065499 | -0.6270531 | -0.5775734 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.4920125 | -0.5114248 | -0.4792356 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.5381879 | -0.5910347 | -0.4927017 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.0132569 | -0.0604143 | 0.0218149 |
| sal + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + phosphate_star | SO | (26,26.5] | -0.8476891 | -0.8595306 | -0.8392394 |
| sal + phosphate_star | SO | (26.5,26.75] | -0.9354369 | -0.9430235 | -0.9231924 |
| sal + phosphate_star | SO | (26.75,27] | -0.9295267 | -0.9388818 | -0.9207959 |
| sal + phosphate_star | SO | (27,27.25] | -0.9575390 | -0.9617509 | -0.9551357 |
| sal + phosphate_star | SO | (27.25,27.5] | -0.9553455 | -0.9582846 | -0.9537311 |
| sal + phosphate_star | SO | (27.5,27.75] | -0.9164190 | -0.9204794 | -0.9137961 |
| sal + phosphate_star | SO | (27.75,27.85] | -0.9553602 | -0.9561025 | -0.9545622 |
| sal + phosphate_star | SO | (27.85,27.95] | -0.8997068 | -0.9053939 | -0.8931157 |
| sal + phosphate_star | SO | (27.95,28.05] | -0.8215655 | -0.8369391 | -0.8054186 |
| sal + phosphate_star | SO | (28.05,28.1] | -0.9036515 | -0.9084433 | -0.9010629 |
| sal + phosphate_star | SO | (28.1, Inf] | -0.0949250 | -0.1090873 | -0.0808049 |
| sal + phosphate_star | SO | (28.1,28.15] | -0.9791100 | -0.9808243 | -0.9779937 |
| sal + phosphate_star | SO | (28.15,28.2] | -0.9894538 | -0.9930222 | -0.9867274 |
| sal + phosphate_star | SO | (28.2, Inf] | -0.2301936 | -0.2540391 | -0.2173817 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7674657 | -0.7801676 | -0.7519958 |
| sal + silicate | Atlantic | (26,26.5] | 0.1756649 | 0.1471909 | 0.1964714 |
| sal + silicate | Atlantic | (26.5,26.75] | 0.3308369 | 0.3081622 | 0.3720949 |
| sal + silicate | Atlantic | (26.75,27] | 0.0775399 | 0.0320438 | 0.1135654 |
| sal + silicate | Atlantic | (27,27.25] | -0.2164967 | -0.2509665 | -0.1665124 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.3475971 | -0.4135854 | -0.2894390 |
| sal + silicate | Atlantic | (27.5,27.75] | 0.1840113 | 0.1598417 | 0.2131013 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.4274901 | -0.5458883 | -0.3403114 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.4524241 | -0.5129548 | -0.3331231 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.5915966 | -0.6127805 | -0.5703810 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.7975552 | -0.8505520 | -0.7511192 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.8237575 | -0.8599697 | -0.7892708 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.6102495 | -0.6315974 | -0.5750254 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.8770543 | -0.8839681 | -0.8734936 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5422183 | -0.5473914 | -0.5335434 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5845870 | -0.5938633 | -0.5780302 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.6180362 | -0.6236610 | -0.6117809 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.6498001 | -0.6670133 | -0.6376232 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.7594300 | -0.7613533 | -0.7573933 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.7211714 | -0.7392678 | -0.6930067 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | -0.5048946 | -0.5094390 | -0.4988854 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | -0.2510251 | -0.2969507 | -0.1981646 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.1221447 | -0.1501253 | -0.1000226 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | 0.0868787 | 0.0255250 | 0.1454809 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.0335682 | -0.0449242 | 0.0887215 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | -0.0482849 | -0.0751384 | -0.0282460 |
| sal + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| sal + silicate | SO | (26,26.5] | 0.6303135 | 0.5771028 | 0.6602209 |
| sal + silicate | SO | (26.5,26.75] | 0.3308421 | 0.2760099 | 0.4135788 |
| sal + silicate | SO | (26.75,27] | -0.1623550 | -0.2027998 | -0.1277783 |
| sal + silicate | SO | (27,27.25] | -0.4606587 | -0.4885133 | -0.4332841 |
| sal + silicate | SO | (27.25,27.5] | -0.0972333 | -0.1580331 | -0.0465485 |
| sal + silicate | SO | (27.5,27.75] | 0.3638036 | 0.3146977 | 0.4189676 |
| sal + silicate | SO | (27.75,27.85] | 0.8050350 | 0.7960329 | 0.8118046 |
| sal + silicate | SO | (27.85,27.95] | 0.7133414 | 0.6842397 | 0.7548333 |
| sal + silicate | SO | (27.95,28.05] | 0.6044236 | 0.5684610 | 0.6272089 |
| sal + silicate | SO | (28.05,28.1] | 0.5824547 | 0.5332297 | 0.6356192 |
| sal + silicate | SO | (28.1, Inf] | 0.8483855 | 0.8356151 | 0.8603699 |
| sal + silicate | SO | (28.1,28.15] | -0.1888706 | -0.2303058 | -0.1664029 |
| sal + silicate | SO | (28.15,28.2] | -0.1497974 | -0.2988725 | -0.0639205 |
| sal + silicate | SO | (28.2, Inf] | 0.5628224 | 0.5422607 | 0.5772810 |
| sal + temp | Atlantic | (-Inf,26] | 0.6602833 | 0.6235546 | 0.7174248 |
| sal + temp | Atlantic | (26,26.5] | 0.9570886 | 0.9529947 | 0.9594593 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9662440 | 0.9643119 | 0.9699616 |
| sal + temp | Atlantic | (26.75,27] | 0.9689166 | 0.9673415 | 0.9702381 |
| sal + temp | Atlantic | (27,27.25] | 0.9586665 | 0.9578421 | 0.9598656 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9569479 | 0.9561047 | 0.9574072 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9673318 | 0.9669827 | 0.9676066 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9592824 | 0.9564894 | 0.9615607 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9321567 | 0.9268420 | 0.9354227 |
| sal + temp | Atlantic | (27.95,28.05] | 0.8443233 | 0.8272601 | 0.8691920 |
| sal + temp | Atlantic | (28.05,28.1] | 0.8798563 | 0.8579123 | 0.9035644 |
| sal + temp | Atlantic | (28.1,28.15] | 0.8039495 | 0.7722726 | 0.8364201 |
| sal + temp | Atlantic | (28.15,28.2] | 0.7202889 | 0.7011824 | 0.7311556 |
| sal + temp | Atlantic | (28.2, Inf] | 0.9288120 | 0.9150627 | 0.9558250 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.8198764 | 0.8171329 | 0.8251264 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9534509 | 0.9512585 | 0.9550944 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9805938 | 0.9801392 | 0.9810562 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9803140 | 0.9793833 | 0.9809528 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9751272 | 0.9736847 | 0.9766741 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9362126 | 0.9347842 | 0.9386132 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8268224 | 0.8091486 | 0.8445638 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9259688 | 0.9074500 | 0.9413386 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.7922186 | 0.7622917 | 0.8200123 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.8433418 | 0.8110842 | 0.8704526 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9418851 | 0.9382396 | 0.9478018 |
| sal + temp | Indo-Pacific | (28.1, Inf] | -0.5018284 | -0.5280818 | -0.4650643 |
| sal + temp | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| sal + temp | SO | (26,26.5] | 0.9278823 | 0.9188300 | 0.9456543 |
| sal + temp | SO | (26.5,26.75] | 0.9655352 | 0.9614436 | 0.9681611 |
| sal + temp | SO | (26.75,27] | 0.9631313 | 0.9598182 | 0.9683654 |
| sal + temp | SO | (27,27.25] | 0.9524443 | 0.9507569 | 0.9548761 |
| sal + temp | SO | (27.25,27.5] | 0.9418867 | 0.9387420 | 0.9466552 |
| sal + temp | SO | (27.5,27.75] | 0.8732541 | 0.8660788 | 0.8798949 |
| sal + temp | SO | (27.75,27.85] | 0.9548711 | 0.9524982 | 0.9563447 |
| sal + temp | SO | (27.85,27.95] | 0.9351803 | 0.9334698 | 0.9369476 |
| sal + temp | SO | (27.95,28.05] | 0.9146142 | 0.9105617 | 0.9171093 |
| sal + temp | SO | (28.05,28.1] | 0.9546651 | 0.9540380 | 0.9552620 |
| sal + temp | SO | (28.1, Inf] | 0.3634010 | 0.3433267 | 0.3756148 |
| sal + temp | SO | (28.1,28.15] | 0.9571152 | 0.9561555 | 0.9579278 |
| sal + temp | SO | (28.15,28.2] | 0.9651268 | 0.9616171 | 0.9708613 |
| sal + temp | SO | (28.2, Inf] | 0.7252413 | 0.7138436 | 0.7331550 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.1331598 | -0.2393000 | 0.0061056 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.0273637 | -0.0139693 | 0.0666815 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.5652432 | 0.5177019 | 0.6056699 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8327002 | 0.8252873 | 0.8376842 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9120982 | 0.9046394 | 0.9160990 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9171543 | 0.9138115 | 0.9202121 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9179500 | 0.9149011 | 0.9204720 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.8880171 | 0.8840766 | 0.8934545 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.8969018 | 0.8904072 | 0.9059102 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9259096 | 0.9146731 | 0.9322344 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9544348 | 0.9463049 | 0.9603916 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9659796 | 0.9574837 | 0.9744701 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9627307 | 0.9604063 | 0.9649168 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9739769 | 0.9732229 | 0.9745535 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8855233 | 0.8829120 | 0.8872058 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8748686 | 0.8729665 | 0.8758601 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8460602 | 0.8424238 | 0.8492020 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8925154 | 0.8915546 | 0.8939790 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9197221 | 0.9144096 | 0.9244867 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9337107 | 0.9317252 | 0.9369131 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9353041 | 0.9337733 | 0.9374879 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9493483 | 0.9485672 | 0.9507147 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9485496 | 0.9445932 | 0.9535752 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9748544 | 0.9738867 | 0.9766533 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9744167 | 0.9736159 | 0.9758062 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.7271847 | 0.7217842 | 0.7364139 |
| silicate + phosphate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| silicate + phosphate | SO | (26,26.5] | 0.7400812 | 0.7163012 | 0.7810676 |
| silicate + phosphate | SO | (26.5,26.75] | 0.5841957 | 0.5329189 | 0.6394643 |
| silicate + phosphate | SO | (26.75,27] | 0.7389912 | 0.7140535 | 0.7594623 |
| silicate + phosphate | SO | (27,27.25] | 0.9049719 | 0.9020984 | 0.9100802 |
| silicate + phosphate | SO | (27.25,27.5] | 0.9629640 | 0.9609494 | 0.9650692 |
| silicate + phosphate | SO | (27.5,27.75] | 0.9720837 | 0.9708777 | 0.9734819 |
| silicate + phosphate | SO | (27.75,27.85] | 0.9786390 | 0.9768998 | 0.9800713 |
| silicate + phosphate | SO | (27.85,27.95] | 0.9655545 | 0.9628346 | 0.9686180 |
| silicate + phosphate | SO | (27.95,28.05] | 0.9466511 | 0.9423536 | 0.9498340 |
| silicate + phosphate | SO | (28.05,28.1] | 0.9063317 | 0.8993669 | 0.9104563 |
| silicate + phosphate | SO | (28.1, Inf] | 0.7295267 | 0.7233461 | 0.7339981 |
| silicate + phosphate | SO | (28.1,28.15] | 0.7583898 | 0.7427827 | 0.7693386 |
| silicate + phosphate | SO | (28.15,28.2] | 0.6770504 | 0.6399701 | 0.7278439 |
| silicate + phosphate | SO | (28.2, Inf] | 0.8687705 | 0.8538872 | 0.8861746 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | -0.1908434 | -0.2861979 | -0.0590447 |
| silicate + phosphate_star | Atlantic | (26,26.5] | -0.3114012 | -0.3508747 | -0.2624142 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.0164262 | -0.0805227 | 0.0784314 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.4265858 | 0.3942923 | 0.4813839 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7760515 | 0.7579793 | 0.7883370 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8939195 | 0.8838470 | 0.9036908 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.9162433 | 0.9110543 | 0.9221144 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9895032 | 0.9886293 | 0.9903079 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9761092 | 0.9680019 | 0.9813478 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9697762 | 0.9665197 | 0.9728572 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9711900 | 0.9667751 | 0.9747184 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9665745 | 0.9593451 | 0.9725624 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9681628 | 0.9675292 | 0.9688106 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.9821253 | 0.9810538 | 0.9832244 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7743452 | 0.7715045 | 0.7778116 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7830231 | 0.7826038 | 0.7832634 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.8111315 | 0.8095130 | 0.8124077 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8348334 | 0.8300980 | 0.8379578 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8636094 | 0.8522826 | 0.8760418 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.8012863 | 0.7840120 | 0.8186946 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6852862 | 0.6678571 | 0.7068278 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5609414 | 0.5182074 | 0.5857388 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.6023883 | 0.5993404 | 0.6051655 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.6053262 | 0.5992155 | 0.6098123 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6760676 | 0.6647030 | 0.6840289 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.6518342 | 0.6156830 | 0.6734326 |
| silicate + phosphate_star | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| silicate + phosphate_star | SO | (26,26.5] | -0.4511413 | -0.4637130 | -0.4268540 |
| silicate + phosphate_star | SO | (26.5,26.75] | -0.2101575 | -0.2641353 | -0.1772819 |
| silicate + phosphate_star | SO | (26.75,27] | 0.2627954 | 0.2209394 | 0.3095105 |
| silicate + phosphate_star | SO | (27,27.25] | 0.4968295 | 0.4672501 | 0.5294918 |
| silicate + phosphate_star | SO | (27.25,27.5] | 0.2554055 | 0.2172805 | 0.2965556 |
| silicate + phosphate_star | SO | (27.5,27.75] | -0.0415278 | -0.0891425 | -0.0049592 |
| silicate + phosphate_star | SO | (27.75,27.85] | -0.6611072 | -0.6669588 | -0.6522328 |
| silicate + phosphate_star | SO | (27.85,27.95] | -0.4864419 | -0.5215974 | -0.4583052 |
| silicate + phosphate_star | SO | (27.95,28.05] | -0.3769017 | -0.3885462 | -0.3558324 |
| silicate + phosphate_star | SO | (28.05,28.1] | -0.4529383 | -0.4969172 | -0.4207462 |
| silicate + phosphate_star | SO | (28.1, Inf] | 0.3330906 | 0.2961392 | 0.3700660 |
| silicate + phosphate_star | SO | (28.1,28.15] | 0.1092638 | 0.0801416 | 0.1466391 |
| silicate + phosphate_star | SO | (28.15,28.2] | 0.1262927 | 0.0408269 | 0.2932344 |
| silicate + phosphate_star | SO | (28.2, Inf] | 0.6247059 | 0.6211517 | 0.6281492 |
| temp + aou | Atlantic | (-Inf,26] | -0.6696405 | -0.6950869 | -0.6483187 |
| temp + aou | Atlantic | (26,26.5] | -0.4148803 | -0.4414585 | -0.3958238 |
| temp + aou | Atlantic | (26.5,26.75] | 0.1379300 | 0.1100056 | 0.1678510 |
| temp + aou | Atlantic | (26.75,27] | 0.3146694 | 0.3091519 | 0.3251958 |
| temp + aou | Atlantic | (27,27.25] | 0.1907566 | 0.1506106 | 0.2560339 |
| temp + aou | Atlantic | (27.25,27.5] | 0.0891574 | 0.0331791 | 0.1322606 |
| temp + aou | Atlantic | (27.5,27.75] | 0.5009945 | 0.4812497 | 0.5284316 |
| temp + aou | Atlantic | (27.75,27.85] | 0.2338243 | 0.1484521 | 0.3153248 |
| temp + aou | Atlantic | (27.85,27.95] | 0.1060627 | 0.0637508 | 0.1309955 |
| temp + aou | Atlantic | (27.95,28.05] | -0.1531276 | -0.1900103 | -0.0962310 |
| temp + aou | Atlantic | (28.05,28.1] | -0.4718770 | -0.5199448 | -0.4337772 |
| temp + aou | Atlantic | (28.1,28.15] | -0.6376179 | -0.6528075 | -0.6257800 |
| temp + aou | Atlantic | (28.15,28.2] | -0.7754244 | -0.7976719 | -0.7353109 |
| temp + aou | Atlantic | (28.2, Inf] | -0.9109261 | -0.9322897 | -0.8848088 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3833516 | -0.3848447 | -0.3821146 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2058181 | -0.2108555 | -0.2027435 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1420733 | -0.1474253 | -0.1362597 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.2754711 | -0.2894251 | -0.2641162 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.5104312 | -0.5251719 | -0.5015456 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.5223262 | -0.5549388 | -0.4928681 |
| temp + aou | Indo-Pacific | (27.5,27.75] | -0.2748312 | -0.2821979 | -0.2621784 |
| temp + aou | Indo-Pacific | (27.75,27.85] | -0.0610572 | -0.1012590 | -0.0217171 |
| temp + aou | Indo-Pacific | (27.85,27.95] | -0.0055421 | -0.0248225 | 0.0091227 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.1394897 | 0.0533028 | 0.2307174 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.1706806 | 0.0922909 | 0.2122799 |
| temp + aou | Indo-Pacific | (28.1, Inf] | 0.7028316 | 0.6996278 | 0.7049448 |
| temp + aou | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + aou | SO | (26,26.5] | 0.5304772 | 0.5134410 | 0.5447188 |
| temp + aou | SO | (26.5,26.75] | 0.1406664 | 0.0958744 | 0.2184599 |
| temp + aou | SO | (26.75,27] | -0.2349769 | -0.2724973 | -0.1951143 |
| temp + aou | SO | (27,27.25] | -0.1551630 | -0.1758274 | -0.1250426 |
| temp + aou | SO | (27.25,27.5] | 0.2911669 | 0.2656425 | 0.3221551 |
| temp + aou | SO | (27.5,27.75] | 0.3774612 | 0.3509642 | 0.4075778 |
| temp + aou | SO | (27.75,27.85] | 0.8242625 | 0.8131653 | 0.8374707 |
| temp + aou | SO | (27.85,27.95] | 0.7574880 | 0.7513041 | 0.7660805 |
| temp + aou | SO | (27.95,28.05] | 0.7967212 | 0.7905913 | 0.8024296 |
| temp + aou | SO | (28.05,28.1] | 0.7707150 | 0.7583059 | 0.7883286 |
| temp + aou | SO | (28.1, Inf] | 0.7555443 | 0.7501607 | 0.7599500 |
| temp + aou | SO | (28.1,28.15] | 0.4519960 | 0.4431543 | 0.4633333 |
| temp + aou | SO | (28.15,28.2] | 0.3388531 | 0.2100123 | 0.4153838 |
| temp + aou | SO | (28.2, Inf] | 0.1902776 | 0.1421327 | 0.2238874 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.7444415 | -0.7608466 | -0.7263534 |
| temp + nitrate | Atlantic | (26,26.5] | -0.4463285 | -0.4745487 | -0.4109383 |
| temp + nitrate | Atlantic | (26.5,26.75] | 0.0764435 | 0.0470195 | 0.1118876 |
| temp + nitrate | Atlantic | (26.75,27] | 0.2423184 | 0.2209318 | 0.2627183 |
| temp + nitrate | Atlantic | (27,27.25] | 0.0682100 | 0.0255652 | 0.1354220 |
| temp + nitrate | Atlantic | (27.25,27.5] | -0.0697938 | -0.1354558 | -0.0135115 |
| temp + nitrate | Atlantic | (27.5,27.75] | 0.4087505 | 0.3828154 | 0.4370909 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.0311897 | -0.1487670 | 0.0705876 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.1239420 | -0.1535124 | -0.0877353 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.2443433 | -0.2734323 | -0.1976613 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.4658701 | -0.5022233 | -0.4218102 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.6202800 | -0.6372517 | -0.5928537 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.7922123 | -0.8427234 | -0.7093491 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.8895476 | -0.9276787 | -0.8398887 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.5301089 | -0.5329039 | -0.5280542 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.4452265 | -0.4549086 | -0.4392735 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.4051619 | -0.4088305 | -0.4010737 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.4819512 | -0.5005279 | -0.4722232 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.6921585 | -0.6989101 | -0.6853959 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.6708353 | -0.6951042 | -0.6420710 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.4724196 | -0.4814473 | -0.4671564 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | -0.1660796 | -0.2171187 | -0.1273042 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | -0.1246325 | -0.1591115 | -0.1072771 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.0219610 | -0.0686774 | 0.1199036 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.0507976 | -0.0317988 | 0.0932299 |
| temp + nitrate | Indo-Pacific | (28.1, Inf] | 0.6238933 | 0.6215106 | 0.6253754 |
| temp + nitrate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + nitrate | SO | (26,26.5] | 0.1059716 | 0.0701056 | 0.1363539 |
| temp + nitrate | SO | (26.5,26.75] | -0.4124178 | -0.5015329 | -0.2780628 |
| temp + nitrate | SO | (26.75,27] | -0.6940286 | -0.6998032 | -0.6891034 |
| temp + nitrate | SO | (27,27.25] | -0.7054636 | -0.7219752 | -0.6832564 |
| temp + nitrate | SO | (27.25,27.5] | -0.3601626 | -0.3980561 | -0.3293643 |
| temp + nitrate | SO | (27.5,27.75] | -0.0910823 | -0.1306070 | -0.0448943 |
| temp + nitrate | SO | (27.75,27.85] | 0.6856961 | 0.6731970 | 0.6935668 |
| temp + nitrate | SO | (27.85,27.95] | 0.5017822 | 0.4754245 | 0.5356583 |
| temp + nitrate | SO | (27.95,28.05] | 0.4083518 | 0.3707494 | 0.4340873 |
| temp + nitrate | SO | (28.05,28.1] | 0.2556195 | 0.2149769 | 0.3202979 |
| temp + nitrate | SO | (28.1, Inf] | 0.5119119 | 0.4925825 | 0.5378668 |
| temp + nitrate | SO | (28.1,28.15] | -0.7194169 | -0.7286242 | -0.7060913 |
| temp + nitrate | SO | (28.15,28.2] | -0.7849735 | -0.8374415 | -0.7457682 |
| temp + nitrate | SO | (28.2, Inf] | -0.6091880 | -0.6486247 | -0.5787817 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.6824279 | -0.7402595 | -0.6500240 |
| temp + phosphate | Atlantic | (26,26.5] | -0.6371663 | -0.6517833 | -0.6134664 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.0801140 | -0.1030105 | -0.0558910 |
| temp + phosphate | Atlantic | (26.75,27] | 0.1367547 | 0.1146338 | 0.1544491 |
| temp + phosphate | Atlantic | (27,27.25] | -0.0303850 | -0.0711735 | 0.0346868 |
| temp + phosphate | Atlantic | (27.25,27.5] | -0.1354641 | -0.1979070 | -0.0782014 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.3484213 | 0.3227410 | 0.3747766 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.0786504 | -0.1980443 | 0.0236090 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.1656414 | -0.1978420 | -0.1217227 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.2740935 | -0.3023426 | -0.2326860 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.4926403 | -0.5266104 | -0.4474266 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.6418206 | -0.6573478 | -0.6139151 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.8130140 | -0.8668516 | -0.7286462 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.8887867 | -0.9242941 | -0.8401683 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.5008259 | -0.5036289 | -0.4991175 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4272724 | -0.4283441 | -0.4260495 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.3277723 | -0.3348659 | -0.3198001 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.4103330 | -0.4329161 | -0.3982478 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.6096389 | -0.6116731 | -0.6068409 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.6144727 | -0.6466579 | -0.5801695 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | -0.3933735 | -0.3984904 | -0.3852096 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | -0.1268197 | -0.1772536 | -0.0966089 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | -0.0787398 | -0.1017576 | -0.0670300 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.0932659 | 0.0032248 | 0.1883523 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.1383658 | 0.0585427 | 0.1797147 |
| temp + phosphate | Indo-Pacific | (28.1, Inf] | 0.6667242 | 0.6630791 | 0.6690760 |
| temp + phosphate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + phosphate | SO | (26,26.5] | -0.0069697 | -0.0165949 | -0.0008593 |
| temp + phosphate | SO | (26.5,26.75] | -0.4899500 | -0.5772007 | -0.3636318 |
| temp + phosphate | SO | (26.75,27] | -0.7228640 | -0.7292212 | -0.7130307 |
| temp + phosphate | SO | (27,27.25] | -0.7194557 | -0.7347108 | -0.6983044 |
| temp + phosphate | SO | (27.25,27.5] | -0.3835505 | -0.4209834 | -0.3520098 |
| temp + phosphate | SO | (27.5,27.75] | -0.0894372 | -0.1303213 | -0.0419570 |
| temp + phosphate | SO | (27.75,27.85] | 0.6831880 | 0.6715251 | 0.6893898 |
| temp + phosphate | SO | (27.85,27.95] | 0.5113841 | 0.4851209 | 0.5451259 |
| temp + phosphate | SO | (27.95,28.05] | 0.4104548 | 0.3716892 | 0.4353756 |
| temp + phosphate | SO | (28.05,28.1] | 0.2932271 | 0.2513820 | 0.3577546 |
| temp + phosphate | SO | (28.1, Inf] | 0.4694197 | 0.4412484 | 0.4998957 |
| temp + phosphate | SO | (28.1,28.15] | -0.6989676 | -0.7099771 | -0.6834182 |
| temp + phosphate | SO | (28.15,28.2] | -0.7590671 | -0.8203874 | -0.7166216 |
| temp + phosphate | SO | (28.2, Inf] | -0.4204425 | -0.4683969 | -0.3785999 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.6651991 | -0.7185409 | -0.6156451 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8533265 | -0.8672778 | -0.8437285 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.7966516 | -0.8081554 | -0.7901442 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.7720681 | -0.7851206 | -0.7642493 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.7236499 | -0.7369163 | -0.7039002 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.6477962 | -0.6822695 | -0.6123561 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.1972785 | -0.2078358 | -0.1796139 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.4391807 | -0.5438144 | -0.3581362 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.4548301 | -0.4816861 | -0.4173476 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.4443623 | -0.4599235 | -0.4193755 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.5664017 | -0.5916307 | -0.5194570 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.6807907 | -0.7075020 | -0.6446647 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.8516947 | -0.9212504 | -0.7449635 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.8954107 | -0.9317354 | -0.8442358 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8433412 | -0.8470014 | -0.8409607 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.9101988 | -0.9153716 | -0.9064556 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8738826 | -0.8837408 | -0.8621876 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.8286399 | -0.8450536 | -0.8168309 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.8939130 | -0.9019261 | -0.8780269 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.8810611 | -0.8982838 | -0.8532789 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.8699486 | -0.8811399 | -0.8541002 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.7585880 | -0.8071571 | -0.6731344 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.7899355 | -0.8141997 | -0.7627092 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.6288868 | -0.6980515 | -0.5583303 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.4635190 | -0.5197381 | -0.4324194 |
| temp + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4234858 | -0.4337712 | -0.4122910 |
| temp + phosphate_star | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + phosphate_star | SO | (26,26.5] | -0.9481403 | -0.9549975 | -0.9429226 |
| temp + phosphate_star | SO | (26.5,26.75] | -0.9622671 | -0.9655474 | -0.9558885 |
| temp + phosphate_star | SO | (26.75,27] | -0.9542201 | -0.9606208 | -0.9462187 |
| temp + phosphate_star | SO | (27,27.25] | -0.9795418 | -0.9819450 | -0.9783400 |
| temp + phosphate_star | SO | (27.25,27.5] | -0.9912675 | -0.9918252 | -0.9909095 |
| temp + phosphate_star | SO | (27.5,27.75] | -0.9775375 | -0.9784931 | -0.9761782 |
| temp + phosphate_star | SO | (27.75,27.85] | -0.9580972 | -0.9586130 | -0.9571774 |
| temp + phosphate_star | SO | (27.85,27.95] | -0.9249635 | -0.9256766 | -0.9243126 |
| temp + phosphate_star | SO | (27.95,28.05] | -0.8959976 | -0.9015184 | -0.8901442 |
| temp + phosphate_star | SO | (28.05,28.1] | -0.9041450 | -0.9082311 | -0.9014527 |
| temp + phosphate_star | SO | (28.1, Inf] | -0.7503908 | -0.7570953 | -0.7467499 |
| temp + phosphate_star | SO | (28.1,28.15] | -0.9675812 | -0.9697493 | -0.9642954 |
| temp + phosphate_star | SO | (28.15,28.2] | -0.9792366 | -0.9814042 | -0.9771133 |
| temp + phosphate_star | SO | (28.2, Inf] | -0.7516982 | -0.7663366 | -0.7388842 |
| temp + silicate | Atlantic | (-Inf,26] | -0.3570339 | -0.3747502 | -0.3253640 |
| temp + silicate | Atlantic | (26,26.5] | 0.1253886 | 0.1119619 | 0.1439803 |
| temp + silicate | Atlantic | (26.5,26.75] | 0.2219460 | 0.1965987 | 0.2684464 |
| temp + silicate | Atlantic | (26.75,27] | -0.0571144 | -0.0977492 | -0.0223881 |
| temp + silicate | Atlantic | (27,27.25] | -0.2395449 | -0.2731124 | -0.1847750 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.2750684 | -0.3389158 | -0.2097362 |
| temp + silicate | Atlantic | (27.5,27.75] | 0.1884894 | 0.1637979 | 0.2064514 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.4216735 | -0.5276654 | -0.3346963 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.4894241 | -0.5415847 | -0.3974367 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.5801344 | -0.5985250 | -0.5671741 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.6971259 | -0.7345049 | -0.6492643 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.7480660 | -0.7917265 | -0.7155000 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.8347641 | -0.8839701 | -0.7611459 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.9041504 | -0.9287838 | -0.8713150 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6042860 | -0.6106776 | -0.5975855 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6141537 | -0.6190287 | -0.6087050 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.6113392 | -0.6155403 | -0.6035092 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.6270605 | -0.6415934 | -0.6172278 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.7717141 | -0.7743296 | -0.7673451 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.7557705 | -0.7787176 | -0.7262357 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | -0.5745069 | -0.5772812 | -0.5708308 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | -0.2733397 | -0.3224358 | -0.2427800 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | -0.2384154 | -0.2758684 | -0.2169558 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.0304192 | -0.0748315 | 0.1388987 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.1039164 | 0.0235500 | 0.1451577 |
| temp + silicate | Indo-Pacific | (28.1, Inf] | 0.1410551 | 0.1303934 | 0.1615497 |
| temp + silicate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| temp + silicate | SO | (26,26.5] | 0.5663134 | 0.5096548 | 0.6197731 |
| temp + silicate | SO | (26.5,26.75] | 0.3097897 | 0.2648464 | 0.3760799 |
| temp + silicate | SO | (26.75,27] | -0.1959215 | -0.2345166 | -0.1547044 |
| temp + silicate | SO | (27,27.25] | -0.5049450 | -0.5378647 | -0.4721912 |
| temp + silicate | SO | (27.25,27.5] | -0.3175195 | -0.3583910 | -0.2757653 |
| temp + silicate | SO | (27.5,27.75] | -0.0433345 | -0.0808575 | 0.0016670 |
| temp + silicate | SO | (27.75,27.85] | 0.7012865 | 0.6942496 | 0.7066052 |
| temp + silicate | SO | (27.85,27.95] | 0.6234279 | 0.6100320 | 0.6456693 |
| temp + silicate | SO | (27.95,28.05] | 0.5672718 | 0.5436029 | 0.5838581 |
| temp + silicate | SO | (28.05,28.1] | 0.6264249 | 0.5876623 | 0.6703359 |
| temp + silicate | SO | (28.1, Inf] | 0.1589851 | 0.1191328 | 0.1870347 |
| temp + silicate | SO | (28.1,28.15] | -0.1037788 | -0.1360022 | -0.0847133 |
| temp + silicate | SO | (28.15,28.2] | -0.0769888 | -0.2384481 | 0.0073342 |
| temp + silicate | SO | (28.2, Inf] | -0.0214922 | -0.0424660 | -0.0033269 |
rm(cor_predictors, cor_predictors_stats)2.2.3 C* vs individual predictors
Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
cor_target_predictor <- cor_target_predictor %>%
rename(predictor = term)
# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
select(-era) %>%
group_by(predictor, basin, gamma_slab) %>%
summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>%
ungroup()
# plot figure
cor_target_predictor_stats %>%
mutate(predictor = reorder(predictor, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "C* correlation with...") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.3679991 | 0.3351745 | 0.4330489 |
| aou | Atlantic | (26,26.5] | 0.0176093 | -0.1232112 | 0.1498788 |
| aou | Atlantic | (26.5,26.75] | 0.0132568 | -0.1404019 | 0.2187664 |
| aou | Atlantic | (26.75,27] | -0.1199327 | -0.2949027 | 0.0909866 |
| aou | Atlantic | (27,27.25] | -0.5346839 | -0.6171028 | -0.4262287 |
| aou | Atlantic | (27.25,27.5] | -0.6963006 | -0.7402540 | -0.6532904 |
| aou | Atlantic | (27.5,27.75] | -0.7869251 | -0.7900705 | -0.7839471 |
| aou | Atlantic | (27.75,27.85] | -0.7877144 | -0.8069919 | -0.7625036 |
| aou | Atlantic | (27.85,27.95] | -0.8534996 | -0.8627288 | -0.8380122 |
| aou | Atlantic | (27.95,28.05] | -0.8114129 | -0.8375139 | -0.7936471 |
| aou | Atlantic | (28.05,28.1] | -0.9488337 | -0.9564657 | -0.9421142 |
| aou | Atlantic | (28.1,28.15] | -0.9292308 | -0.9417399 | -0.9223860 |
| aou | Atlantic | (28.15,28.2] | -0.9305278 | -0.9574094 | -0.8908271 |
| aou | Atlantic | (28.2, Inf] | -0.9507335 | -0.9630381 | -0.9311326 |
| aou | Indo-Pacific | (-Inf,26] | -0.0978432 | -0.2668660 | 0.0571138 |
| aou | Indo-Pacific | (26,26.5] | -0.4585959 | -0.6008743 | -0.2842642 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7438755 | -0.8038008 | -0.6580654 |
| aou | Indo-Pacific | (26.75,27] | -0.7973813 | -0.8534399 | -0.7295708 |
| aou | Indo-Pacific | (27,27.25] | -0.6491447 | -0.7518737 | -0.5334330 |
| aou | Indo-Pacific | (27.25,27.5] | -0.4268934 | -0.5967121 | -0.2160332 |
| aou | Indo-Pacific | (27.5,27.75] | 0.1973665 | -0.0619146 | 0.4436810 |
| aou | Indo-Pacific | (27.75,27.85] | 0.7938012 | 0.7336952 | 0.8598775 |
| aou | Indo-Pacific | (27.85,27.95] | 0.8504250 | 0.8131544 | 0.8873410 |
| aou | Indo-Pacific | (27.95,28.05] | 0.9427739 | 0.9389550 | 0.9484002 |
| aou | Indo-Pacific | (28.05,28.1] | 0.9431683 | 0.9404032 | 0.9477931 |
| aou | Indo-Pacific | (28.1, Inf] | 0.5706946 | 0.5677774 | 0.5724776 |
| aou | SO | (-Inf,26] | NA | NA | NA |
| aou | SO | (26,26.5] | 0.0141721 | -0.1325068 | 0.1482147 |
| aou | SO | (26.5,26.75] | -0.3175298 | -0.4763609 | -0.1194179 |
| aou | SO | (26.75,27] | -0.5487393 | -0.5784429 | -0.4915159 |
| aou | SO | (27,27.25] | -0.5109282 | -0.5925307 | -0.4211279 |
| aou | SO | (27.25,27.5] | -0.3497603 | -0.5144774 | -0.1222307 |
| aou | SO | (27.5,27.75] | -0.4735144 | -0.7350244 | -0.0973994 |
| aou | SO | (27.75,27.85] | -0.5164579 | -0.8728665 | 0.0257636 |
| aou | SO | (27.85,27.95] | -0.4859244 | -0.7773741 | -0.0742977 |
| aou | SO | (27.95,28.05] | -0.5517295 | -0.8083512 | -0.1868749 |
| aou | SO | (28.05,28.1] | -0.5340096 | -0.8055135 | -0.1270438 |
| aou | SO | (28.1, Inf] | -0.1476410 | -0.3883002 | 0.1196500 |
| aou | SO | (28.1,28.15] | -0.0839191 | -0.3300927 | 0.1459502 |
| aou | SO | (28.15,28.2] | -0.1724093 | -0.2978333 | -0.0665125 |
| aou | SO | (28.2, Inf] | -0.3019444 | -0.3751553 | -0.2409544 |
| nitrate | Atlantic | (-Inf,26] | 0.0131632 | -0.0826447 | 0.0758708 |
| nitrate | Atlantic | (26,26.5] | -0.2005744 | -0.3409246 | -0.0663741 |
| nitrate | Atlantic | (26.5,26.75] | -0.1306590 | -0.2862722 | 0.0761946 |
| nitrate | Atlantic | (26.75,27] | -0.2434331 | -0.4081766 | -0.0467317 |
| nitrate | Atlantic | (27,27.25] | -0.6820819 | -0.7500586 | -0.5940331 |
| nitrate | Atlantic | (27.25,27.5] | -0.8386357 | -0.8656652 | -0.8077769 |
| nitrate | Atlantic | (27.5,27.75] | -0.9215597 | -0.9251984 | -0.9170038 |
| nitrate | Atlantic | (27.75,27.85] | -0.9435408 | -0.9443833 | -0.9425465 |
| nitrate | Atlantic | (27.85,27.95] | -0.9457925 | -0.9537772 | -0.9360936 |
| nitrate | Atlantic | (27.95,28.05] | -0.8703137 | -0.8930724 | -0.8521463 |
| nitrate | Atlantic | (28.05,28.1] | -0.9828827 | -0.9879337 | -0.9801564 |
| nitrate | Atlantic | (28.1,28.15] | -0.9783529 | -0.9846939 | -0.9745951 |
| nitrate | Atlantic | (28.15,28.2] | -0.9804912 | -0.9903520 | -0.9654730 |
| nitrate | Atlantic | (28.2, Inf] | -0.9887681 | -0.9937856 | -0.9845016 |
| nitrate | Indo-Pacific | (-Inf,26] | -0.1155641 | -0.2814206 | 0.0403592 |
| nitrate | Indo-Pacific | (26,26.5] | -0.4424619 | -0.5702522 | -0.3005707 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.6425406 | -0.6981377 | -0.5649174 |
| nitrate | Indo-Pacific | (26.75,27] | -0.6196118 | -0.6673989 | -0.5526816 |
| nitrate | Indo-Pacific | (27,27.25] | -0.4241920 | -0.5486985 | -0.2883817 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.3309162 | -0.4953499 | -0.1304828 |
| nitrate | Indo-Pacific | (27.5,27.75] | 0.1728944 | -0.0704504 | 0.4096792 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.7927831 | 0.7301653 | 0.8470289 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.8722586 | 0.8411923 | 0.8975172 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.9360582 | 0.9326226 | 0.9424541 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.9389590 | 0.9345667 | 0.9440119 |
| nitrate | Indo-Pacific | (28.1, Inf] | 0.6282434 | 0.6238629 | 0.6306051 |
| nitrate | SO | (-Inf,26] | NA | NA | NA |
| nitrate | SO | (26,26.5] | -0.0640616 | -0.2216432 | 0.0980148 |
| nitrate | SO | (26.5,26.75] | -0.5017531 | -0.5783573 | -0.3706672 |
| nitrate | SO | (26.75,27] | -0.8302749 | -0.8595117 | -0.7866047 |
| nitrate | SO | (27,27.25] | -0.8909363 | -0.9207500 | -0.8567715 |
| nitrate | SO | (27.25,27.5] | -0.8133534 | -0.9058509 | -0.6820641 |
| nitrate | SO | (27.5,27.75] | -0.7542823 | -0.9210428 | -0.4907451 |
| nitrate | SO | (27.75,27.85] | -0.5811835 | -0.8736433 | -0.1308238 |
| nitrate | SO | (27.85,27.95] | -0.5572804 | -0.7336100 | -0.2758001 |
| nitrate | SO | (27.95,28.05] | -0.6902477 | -0.7605049 | -0.5567845 |
| nitrate | SO | (28.05,28.1] | -0.7585403 | -0.8213085 | -0.6513893 |
| nitrate | SO | (28.1, Inf] | -0.3180463 | -0.4423112 | -0.1821737 |
| nitrate | SO | (28.1,28.15] | -0.9141490 | -0.9368449 | -0.8959099 |
| nitrate | SO | (28.15,28.2] | -0.9645594 | -0.9725496 | -0.9602311 |
| nitrate | SO | (28.2, Inf] | -0.8670363 | -0.8919344 | -0.8452777 |
| phosphate | Atlantic | (-Inf,26] | 0.4501599 | 0.3824275 | 0.5359697 |
| phosphate | Atlantic | (26,26.5] | 0.0541127 | -0.0471143 | 0.1366515 |
| phosphate | Atlantic | (26.5,26.75] | -0.1133490 | -0.2502494 | 0.0758873 |
| phosphate | Atlantic | (26.75,27] | -0.2643335 | -0.4176698 | -0.0876173 |
| phosphate | Atlantic | (27,27.25] | -0.6946620 | -0.7590898 | -0.6105393 |
| phosphate | Atlantic | (27.25,27.5] | -0.8433259 | -0.8664307 | -0.8172989 |
| phosphate | Atlantic | (27.5,27.75] | -0.9159630 | -0.9179581 | -0.9129024 |
| phosphate | Atlantic | (27.75,27.85] | -0.9492767 | -0.9522756 | -0.9475966 |
| phosphate | Atlantic | (27.85,27.95] | -0.9462252 | -0.9547980 | -0.9356866 |
| phosphate | Atlantic | (27.95,28.05] | -0.8775700 | -0.8975032 | -0.8637535 |
| phosphate | Atlantic | (28.05,28.1] | -0.9809142 | -0.9861178 | -0.9782737 |
| phosphate | Atlantic | (28.1,28.15] | -0.9775758 | -0.9830146 | -0.9745314 |
| phosphate | Atlantic | (28.15,28.2] | -0.9725579 | -0.9821784 | -0.9607408 |
| phosphate | Atlantic | (28.2, Inf] | -0.9854335 | -0.9901578 | -0.9807550 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.1450236 | -0.3148118 | 0.0140601 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5888374 | -0.7175842 | -0.4279005 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8188510 | -0.8680527 | -0.7440292 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8290796 | -0.8706954 | -0.7761443 |
| phosphate | Indo-Pacific | (27,27.25] | -0.6812166 | -0.7733727 | -0.5780098 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.5217375 | -0.6716305 | -0.3352726 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.0957576 | -0.1568147 | 0.3391320 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.7734319 | 0.7084190 | 0.8358925 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.8507712 | 0.8156948 | 0.8830788 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.9376319 | 0.9344915 | 0.9437577 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.9375992 | 0.9339040 | 0.9427284 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.5938484 | 0.5912504 | 0.5973546 |
| phosphate | SO | (-Inf,26] | NA | NA | NA |
| phosphate | SO | (26,26.5] | -0.2440599 | -0.3936427 | -0.0931126 |
| phosphate | SO | (26.5,26.75] | -0.6353573 | -0.7195872 | -0.5101029 |
| phosphate | SO | (26.75,27] | -0.8483035 | -0.8803800 | -0.8054569 |
| phosphate | SO | (27,27.25] | -0.8976710 | -0.9260718 | -0.8655306 |
| phosphate | SO | (27.25,27.5] | -0.8249555 | -0.9142179 | -0.6975617 |
| phosphate | SO | (27.5,27.75] | -0.7585137 | -0.9238542 | -0.4964670 |
| phosphate | SO | (27.75,27.85] | -0.5900995 | -0.8777282 | -0.1476539 |
| phosphate | SO | (27.85,27.95] | -0.5696499 | -0.7437078 | -0.2868177 |
| phosphate | SO | (27.95,28.05] | -0.6886629 | -0.7593636 | -0.5581567 |
| phosphate | SO | (28.05,28.1] | -0.7614030 | -0.8303057 | -0.6430071 |
| phosphate | SO | (28.1, Inf] | -0.4606291 | -0.5974975 | -0.3044444 |
| phosphate | SO | (28.1,28.15] | -0.9253418 | -0.9479289 | -0.9001594 |
| phosphate | SO | (28.15,28.2] | -0.9690005 | -0.9753352 | -0.9584045 |
| phosphate | SO | (28.2, Inf] | -0.9063106 | -0.9106884 | -0.9034445 |
| phosphate_star | Atlantic | (-Inf,26] | 0.1123023 | 0.0678117 | 0.1954765 |
| phosphate_star | Atlantic | (26,26.5] | 0.1538120 | 0.1374566 | 0.1851719 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.3058537 | -0.3299406 | -0.2828317 |
| phosphate_star | Atlantic | (26.75,27] | -0.4732438 | -0.5501389 | -0.4287033 |
| phosphate_star | Atlantic | (27,27.25] | -0.6271709 | -0.6465142 | -0.5902289 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.7303835 | -0.7631952 | -0.7032777 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.7153931 | -0.7254895 | -0.6993623 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.9038465 | -0.9237571 | -0.8932959 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8943601 | -0.9155370 | -0.8750406 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8530396 | -0.8730261 | -0.8412400 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9764336 | -0.9806028 | -0.9737612 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9835140 | -0.9864221 | -0.9820437 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9760509 | -0.9802205 | -0.9708963 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9856695 | -0.9890632 | -0.9824150 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.0104328 | -0.1378499 | 0.1144076 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.5795245 | -0.6250183 | -0.5246498 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.6169447 | -0.6432577 | -0.5925872 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.4981009 | -0.5183849 | -0.4674389 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.4556061 | -0.5306581 | -0.3793148 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5740443 | -0.6505480 | -0.4869764 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.3076079 | -0.4115902 | -0.1911287 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.2488913 | 0.2233547 | 0.2902729 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3781965 | 0.3525681 | 0.3917034 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5637463 | 0.5507113 | 0.5730043 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6649004 | 0.6432851 | 0.6777015 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | 0.5964125 | 0.5633313 | 0.6240635 |
| phosphate_star | SO | (-Inf,26] | NA | NA | NA |
| phosphate_star | SO | (26,26.5] | -0.3010289 | -0.3360659 | -0.2821154 |
| phosphate_star | SO | (26.5,26.75] | -0.5375047 | -0.5781588 | -0.4622794 |
| phosphate_star | SO | (26.75,27] | -0.7663183 | -0.7690209 | -0.7621404 |
| phosphate_star | SO | (27,27.25] | -0.8334420 | -0.8841921 | -0.7998234 |
| phosphate_star | SO | (27.25,27.5] | -0.6778664 | -0.8102287 | -0.5766727 |
| phosphate_star | SO | (27.5,27.75] | -0.3836524 | -0.6768164 | -0.1556433 |
| phosphate_star | SO | (27.75,27.85] | 0.3455195 | -0.2113571 | 0.7106556 |
| phosphate_star | SO | (27.85,27.95] | 0.2865268 | -0.1596897 | 0.6435093 |
| phosphate_star | SO | (27.95,28.05] | 0.2728579 | -0.1761204 | 0.5985117 |
| phosphate_star | SO | (28.05,28.1] | 0.1357601 | -0.3691308 | 0.4508679 |
| phosphate_star | SO | (28.1, Inf] | -0.4765978 | -0.7095028 | -0.2448691 |
| phosphate_star | SO | (28.1,28.15] | -0.7136444 | -0.8843066 | -0.5043939 |
| phosphate_star | SO | (28.15,28.2] | -0.8157593 | -0.9475268 | -0.6867762 |
| phosphate_star | SO | (28.2, Inf] | -0.9117574 | -0.9632819 | -0.8608470 |
| sal | Atlantic | (-Inf,26] | 0.6377340 | 0.5967221 | 0.6910233 |
| sal | Atlantic | (26,26.5] | -0.1418719 | -0.1612437 | -0.1055302 |
| sal | Atlantic | (26.5,26.75] | -0.0655830 | -0.1563572 | 0.0397404 |
| sal | Atlantic | (26.75,27] | -0.0583399 | -0.1528266 | 0.1110790 |
| sal | Atlantic | (27,27.25] | -0.0458350 | -0.1237988 | 0.0070502 |
| sal | Atlantic | (27.25,27.5] | 0.0571867 | -0.0176638 | 0.1549100 |
| sal | Atlantic | (27.5,27.75] | -0.5399718 | -0.5832508 | -0.5161690 |
| sal | Atlantic | (27.75,27.85] | 0.0153237 | -0.0984713 | 0.1969004 |
| sal | Atlantic | (27.85,27.95] | 0.0045490 | -0.0291532 | 0.0602554 |
| sal | Atlantic | (27.95,28.05] | 0.0031712 | -0.0197321 | 0.0384123 |
| sal | Atlantic | (28.05,28.1] | 0.5376670 | 0.4718528 | 0.6141412 |
| sal | Atlantic | (28.1,28.15] | 0.7315322 | 0.6933370 | 0.7975942 |
| sal | Atlantic | (28.15,28.2] | 0.7711544 | 0.6376841 | 0.8530563 |
| sal | Atlantic | (28.2, Inf] | 0.9114490 | 0.8788988 | 0.9528800 |
| sal | Indo-Pacific | (-Inf,26] | -0.0596656 | -0.1251349 | 0.0024302 |
| sal | Indo-Pacific | (26,26.5] | 0.3155037 | 0.2934127 | 0.3499855 |
| sal | Indo-Pacific | (26.5,26.75] | 0.2759665 | 0.2432317 | 0.3007457 |
| sal | Indo-Pacific | (26.75,27] | 0.0774357 | 0.0255983 | 0.1414742 |
| sal | Indo-Pacific | (27,27.25] | 0.0827693 | -0.0062731 | 0.1676050 |
| sal | Indo-Pacific | (27.25,27.5] | 0.1490839 | 0.0166256 | 0.2552641 |
| sal | Indo-Pacific | (27.5,27.75] | -0.0084773 | -0.0860058 | 0.0716387 |
| sal | Indo-Pacific | (27.75,27.85] | -0.0488980 | -0.1092548 | 0.0450999 |
| sal | Indo-Pacific | (27.85,27.95] | 0.0738044 | 0.0103823 | 0.1105470 |
| sal | Indo-Pacific | (27.95,28.05] | -0.0325032 | -0.0744192 | 0.0099456 |
| sal | Indo-Pacific | (28.05,28.1] | -0.1211781 | -0.1882604 | -0.0679930 |
| sal | Indo-Pacific | (28.1, Inf] | -0.1031454 | -0.1364551 | -0.0811649 |
| sal | SO | (-Inf,26] | NA | NA | NA |
| sal | SO | (26,26.5] | 0.0982036 | -0.0175664 | 0.2173362 |
| sal | SO | (26.5,26.75] | 0.4620325 | 0.3461864 | 0.5257309 |
| sal | SO | (26.75,27] | 0.6721359 | 0.6557901 | 0.6817598 |
| sal | SO | (27,27.25] | 0.8213171 | 0.7947644 | 0.8686715 |
| sal | SO | (27.25,27.5] | 0.5654020 | 0.4713671 | 0.7057058 |
| sal | SO | (27.5,27.75] | 0.0781238 | -0.1665055 | 0.4173662 |
| sal | SO | (27.75,27.85] | -0.4981934 | -0.8473743 | 0.0553384 |
| sal | SO | (27.85,27.95] | -0.4331265 | -0.8059876 | 0.0444573 |
| sal | SO | (27.95,28.05] | -0.3024189 | -0.6393832 | 0.1749221 |
| sal | SO | (28.05,28.1] | -0.1449324 | -0.4360092 | 0.3553540 |
| sal | SO | (28.1, Inf] | -0.3832900 | -0.6445974 | -0.0711337 |
| sal | SO | (28.1,28.15] | 0.7748030 | 0.5919824 | 0.9189969 |
| sal | SO | (28.15,28.2] | 0.8376226 | 0.7141835 | 0.9537467 |
| sal | SO | (28.2, Inf] | -0.1055762 | -0.2481579 | 0.0650534 |
| silicate | Atlantic | (-Inf,26] | -0.6301392 | -0.7160039 | -0.5811847 |
| silicate | Atlantic | (26,26.5] | -0.4947758 | -0.5572558 | -0.4237057 |
| silicate | Atlantic | (26.5,26.75] | -0.3601659 | -0.4754340 | -0.2074270 |
| silicate | Atlantic | (26.75,27] | -0.5425616 | -0.6729592 | -0.3985758 |
| silicate | Atlantic | (27,27.25] | -0.8490086 | -0.8864584 | -0.7972929 |
| silicate | Atlantic | (27.25,27.5] | -0.9210829 | -0.9225010 | -0.9202212 |
| silicate | Atlantic | (27.5,27.75] | -0.9138923 | -0.9241803 | -0.9033792 |
| silicate | Atlantic | (27.75,27.85] | -0.8963682 | -0.9140348 | -0.8834085 |
| silicate | Atlantic | (27.85,27.95] | -0.8339290 | -0.8590715 | -0.8064485 |
| silicate | Atlantic | (27.95,28.05] | -0.7581749 | -0.7747318 | -0.7367015 |
| silicate | Atlantic | (28.05,28.1] | -0.9079764 | -0.9099582 | -0.9056073 |
| silicate | Atlantic | (28.1,28.15] | -0.9230174 | -0.9317939 | -0.9147806 |
| silicate | Atlantic | (28.15,28.2] | -0.9044584 | -0.9131176 | -0.8958168 |
| silicate | Atlantic | (28.2, Inf] | -0.9443805 | -0.9520373 | -0.9361451 |
| silicate | Indo-Pacific | (-Inf,26] | -0.1282549 | -0.2843173 | 0.0089900 |
| silicate | Indo-Pacific | (26,26.5] | -0.6655306 | -0.7623129 | -0.5456576 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7500924 | -0.7902195 | -0.6828895 |
| silicate | Indo-Pacific | (26.75,27] | -0.6421176 | -0.6886698 | -0.5849123 |
| silicate | Indo-Pacific | (27,27.25] | -0.4506206 | -0.5651411 | -0.3245591 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.3160102 | -0.4796666 | -0.1256402 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.2353472 | 0.0025264 | 0.4604196 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.8459405 | 0.7923369 | 0.8930393 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.8802768 | 0.8424295 | 0.9127555 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.9612368 | 0.9564693 | 0.9687864 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.9613317 | 0.9595000 | 0.9648427 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.8881045 | 0.8834983 | 0.8937189 |
| silicate | SO | (-Inf,26] | NA | NA | NA |
| silicate | SO | (26,26.5] | -0.1335085 | -0.2824471 | -0.0289426 |
| silicate | SO | (26.5,26.75] | -0.2569994 | -0.4352507 | -0.0514219 |
| silicate | SO | (26.75,27] | -0.5578006 | -0.6015245 | -0.4868064 |
| silicate | SO | (27,27.25] | -0.7774710 | -0.8221772 | -0.7251524 |
| silicate | SO | (27.25,27.5] | -0.7713565 | -0.8750718 | -0.6223680 |
| silicate | SO | (27.5,27.75] | -0.7573650 | -0.9216422 | -0.4944302 |
| silicate | SO | (27.75,27.85] | -0.6382608 | -0.9065061 | -0.2099383 |
| silicate | SO | (27.85,27.95] | -0.6283068 | -0.8293592 | -0.3055615 |
| silicate | SO | (27.95,28.05] | -0.6737981 | -0.8112895 | -0.4609262 |
| silicate | SO | (28.05,28.1] | -0.6894015 | -0.8637338 | -0.4068453 |
| silicate | SO | (28.1, Inf] | -0.6771329 | -0.8210968 | -0.4911452 |
| silicate | SO | (28.1,28.15] | -0.7034342 | -0.8698240 | -0.5116838 |
| silicate | SO | (28.15,28.2] | -0.6278157 | -0.7293003 | -0.5601138 |
| silicate | SO | (28.2, Inf] | -0.7942395 | -0.8482827 | -0.7272121 |
| temp | Atlantic | (-Inf,26] | -0.0433432 | -0.1229914 | 0.0914707 |
| temp | Atlantic | (26,26.5] | -0.2782463 | -0.3051546 | -0.2334318 |
| temp | Atlantic | (26.5,26.75] | -0.0833337 | -0.1529857 | -0.0083145 |
| temp | Atlantic | (26.75,27] | 0.0157663 | -0.0630937 | 0.1564544 |
| temp | Atlantic | (27,27.25] | -0.0233320 | -0.0920524 | 0.0141882 |
| temp | Atlantic | (27.25,27.5] | -0.0163842 | -0.0938971 | 0.0713845 |
| temp | Atlantic | (27.5,27.75] | -0.5285886 | -0.5589182 | -0.5073358 |
| temp | Atlantic | (27.75,27.85] | 0.0319702 | -0.0809093 | 0.1956698 |
| temp | Atlantic | (27.85,27.95] | 0.0559954 | 0.0137898 | 0.1102317 |
| temp | Atlantic | (27.95,28.05] | 0.0029392 | -0.0475268 | 0.0368889 |
| temp | Atlantic | (28.05,28.1] | 0.3786213 | 0.3198781 | 0.4236251 |
| temp | Atlantic | (28.1,28.15] | 0.5398757 | 0.4913930 | 0.5840715 |
| temp | Atlantic | (28.15,28.2] | 0.7674349 | 0.6049890 | 0.8727491 |
| temp | Atlantic | (28.2, Inf] | 0.8343795 | 0.7553824 | 0.8805971 |
| temp | Indo-Pacific | (-Inf,26] | -0.3734664 | -0.4669661 | -0.2783210 |
| temp | Indo-Pacific | (26,26.5] | 0.2770864 | 0.2380112 | 0.3216496 |
| temp | Indo-Pacific | (26.5,26.75] | 0.2388477 | 0.1954603 | 0.2720872 |
| temp | Indo-Pacific | (26.75,27] | 0.0256030 | -0.0287838 | 0.0864014 |
| temp | Indo-Pacific | (27,27.25] | 0.0864793 | -0.0023428 | 0.1691583 |
| temp | Indo-Pacific | (27.25,27.5] | 0.2416042 | 0.1161153 | 0.3527112 |
| temp | Indo-Pacific | (27.5,27.75] | 0.1335874 | 0.0463744 | 0.2102031 |
| temp | Indo-Pacific | (27.75,27.85] | -0.0469127 | -0.0906597 | 0.0130475 |
| temp | Indo-Pacific | (27.85,27.95] | 0.0315925 | -0.0413704 | 0.0811821 |
| temp | Indo-Pacific | (27.95,28.05] | -0.0412983 | -0.1236716 | 0.0409858 |
| temp | Indo-Pacific | (28.05,28.1] | -0.0367530 | -0.1046828 | 0.0050782 |
| temp | Indo-Pacific | (28.1, Inf] | -0.0436478 | -0.0485446 | -0.0373267 |
| temp | SO | (-Inf,26] | NA | NA | NA |
| temp | SO | (26,26.5] | 0.0906203 | 0.0193476 | 0.1812981 |
| temp | SO | (26.5,26.75] | 0.4194684 | 0.3291939 | 0.4706137 |
| temp | SO | (26.75,27] | 0.6306996 | 0.6125232 | 0.6419311 |
| temp | SO | (27,27.25] | 0.7806208 | 0.7528574 | 0.8296012 |
| temp | SO | (27.25,27.5] | 0.6967867 | 0.6069151 | 0.8107349 |
| temp | SO | (27.5,27.75] | 0.4290193 | 0.2346106 | 0.6761852 |
| temp | SO | (27.75,27.85] | -0.4803185 | -0.7862536 | 0.0004661 |
| temp | SO | (27.85,27.95] | -0.4945105 | -0.7960494 | -0.1016175 |
| temp | SO | (27.95,28.05] | -0.4290184 | -0.7294771 | 0.0038992 |
| temp | SO | (28.05,28.1] | -0.2608283 | -0.5393218 | 0.2191986 |
| temp | SO | (28.1, Inf] | 0.0399639 | -0.1997065 | 0.3066235 |
| temp | SO | (28.1,28.15] | 0.6727332 | 0.4725782 | 0.8373698 |
| temp | SO | (28.15,28.2] | 0.7683788 | 0.6393444 | 0.9060769 |
| temp | SO | (28.2, Inf] | 0.5063357 | 0.3870624 | 0.6381448 |
rm(cor_target_predictor, cor_target_predictor_stats)
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.3 broom_0.7.3 kableExtra_1.3.1 knitr_1.30
[5] olsrr_0.5.3 GGally_2.0.0 lubridate_1.7.9 metR_0.9.0
[9] scico_1.2.0 patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0
[13] stringr_1.4.0 dplyr_1.0.2 purrr_0.3.4 readr_1.4.0
[17] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0
[21] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 labeling_0.4.2
[22] scales_1.1.1 checkmate_2.0.0 goftest_1.2-2
[25] digest_0.6.27 foreign_0.8-80 rmarkdown_2.5
[28] rio_0.5.16 pkgconfig_2.0.3 htmltools_0.5.0
[31] highr_0.8 dbplyr_1.4.4 rlang_0.4.10
[34] readxl_1.3.1 rstudioapi_0.13 farver_2.0.3
[37] generics_0.1.0 jsonlite_1.7.2 zip_2.1.1
[40] car_3.0-10 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_0.2.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 carData_3.0-4
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.2 data.table_1.13.6
[67] modelr_0.1.8 vctrs_0.3.6 httpuv_1.5.4
[70] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8
[73] assertthat_0.2.1 xfun_0.20 openxlsx_4.2.3
[76] RcppEigen_0.3.3.9.1 later_1.1.0.1 viridisLite_0.3.0
[79] ellipsis_0.3.1 here_1.0.1