eMLR - assumption testing
Jens Daniel Müller
07 December, 2020
Last updated: 2020-12-07
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Knit directory: emlr_obs_v_XXX/
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1 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 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 coeffcients.
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).
GLODAP %>%
filter(basin == "Atlantic") %>%
sample_frac(0.05) %>%
ggpairs(columns = c("cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"),
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: Atlantic | era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == "Atlantic"))))
GLODAP %>%
filter(basin == "Indo-Pacific") %>%
sample_frac(0.05) %>%
ggpairs(columns = c("cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"),
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: Indo-Pacific | era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == "Indo-Pacific") )))
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at updata.
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$era)[1]
# print(i_basin)
# print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
# print(i_gamma_slab)
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(
"cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"
),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assesment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated indivdually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
cstar,
sal,
tem,
aou,
oxygen,
silicate,
phosphate,
phosphate_star)
for (i_gamma_slab in unique(GLODAP_basin_era$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)
cor_cstar_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(cstar) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_cstar_predictor")) {
cor_cstar_predictor <- bind_rows(cor_cstar_predictor, cor_cstar_predictor_temp)
}
if (!exists("cor_cstar_predictor")) {
cor_cstar_predictor <- cor_cstar_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != "cstar",
y != "cstar") %>%
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_cstar_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).
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()
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")
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 + oxygen | Atlantic | (-Inf,26] | -0.8687303 | -0.9540278 | -0.7550657 |
| aou + oxygen | Atlantic | (26,26.5] | -0.8958071 | -0.9135882 | -0.8626230 |
| aou + oxygen | Atlantic | (26.5,26.75] | -0.9717431 | -0.9853712 | -0.9544574 |
| aou + oxygen | Atlantic | (26.75,27] | -0.9815263 | -0.9925280 | -0.9719871 |
| aou + oxygen | Atlantic | (27,27.25] | -0.9775222 | -0.9875749 | -0.9658286 |
| aou + oxygen | Atlantic | (27.25,27.5] | -0.9588029 | -0.9707657 | -0.9414498 |
| aou + oxygen | Atlantic | (27.5,27.75] | -0.9474142 | -0.9777446 | -0.9108303 |
| aou + oxygen | Atlantic | (27.75,27.85] | -0.9816315 | -0.9875873 | -0.9759620 |
| aou + oxygen | Atlantic | (27.85,27.95] | -0.9904911 | -0.9945123 | -0.9872231 |
| aou + oxygen | Atlantic | (27.95,28.05] | -0.9890465 | -0.9924540 | -0.9824897 |
| aou + oxygen | Atlantic | (28.05,28.1] | -0.9893067 | -0.9952334 | -0.9808105 |
| aou + oxygen | Atlantic | (28.1,28.15] | -0.9933557 | -0.9941155 | -0.9919293 |
| aou + oxygen | Atlantic | (28.15,28.2] | -0.9980122 | -0.9988974 | -0.9968722 |
| aou + oxygen | Atlantic | (28.2, Inf] | -0.9841869 | -0.9901176 | -0.9756348 |
| aou + oxygen | Indo-Pacific | (-Inf,26] | -0.9236148 | -0.9668809 | -0.8971856 |
| aou + oxygen | Indo-Pacific | (26,26.5] | -0.9810652 | -0.9846582 | -0.9742491 |
| aou + oxygen | Indo-Pacific | (26.5,26.75] | -0.9854063 | -0.9883344 | -0.9822444 |
| aou + oxygen | Indo-Pacific | (26.75,27] | -0.9839516 | -0.9852750 | -0.9831574 |
| aou + oxygen | Indo-Pacific | (27,27.25] | -0.9884908 | -0.9928848 | -0.9798444 |
| aou + oxygen | Indo-Pacific | (27.25,27.5] | -0.9912564 | -0.9952681 | -0.9836197 |
| aou + oxygen | Indo-Pacific | (27.5,27.75] | -0.9906710 | -0.9938376 | -0.9850839 |
| aou + oxygen | Indo-Pacific | (27.75,27.85] | -0.9959376 | -0.9989585 | -0.9919032 |
| aou + oxygen | Indo-Pacific | (27.85,27.95] | -0.9964309 | -0.9987360 | -0.9942107 |
| aou + oxygen | Indo-Pacific | (27.95,28.05] | -0.9948101 | -0.9960379 | -0.9932059 |
| aou + oxygen | Indo-Pacific | (28.05,28.1] | -0.9950151 | -0.9957936 | -0.9939443 |
| aou + oxygen | Indo-Pacific | (28.1, Inf] | -0.9912356 | -0.9925826 | -0.9888798 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.4879434 | 0.3638387 | 0.7355403 |
| aou + phosphate | Atlantic | (26,26.5] | 0.7749789 | 0.6463481 | 0.9141044 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.8882403 | 0.8466854 | 0.9234615 |
| aou + phosphate | Atlantic | (26.75,27] | 0.8763633 | 0.8327782 | 0.9270634 |
| aou + phosphate | Atlantic | (27,27.25] | 0.8120709 | 0.7315089 | 0.8562984 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.7181380 | 0.6597371 | 0.8059056 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.8670587 | 0.8080493 | 0.9213419 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9539870 | 0.9388250 | 0.9689306 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9600052 | 0.9510758 | 0.9676812 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9630981 | 0.9496557 | 0.9836725 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9692572 | 0.9494821 | 0.9907812 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9786238 | 0.9766721 | 0.9823565 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9915664 | 0.9871336 | 0.9944703 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.8645448 | 0.7669270 | 0.9476150 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9431948 | 0.9131668 | 0.9697657 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9555529 | 0.9498631 | 0.9639828 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9519524 | 0.9393064 | 0.9641166 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9504802 | 0.9461897 | 0.9538332 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9656590 | 0.9474803 | 0.9794664 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9665270 | 0.9520615 | 0.9786942 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9572697 | 0.9503456 | 0.9610791 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9822038 | 0.9736000 | 0.9883639 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9793719 | 0.9702859 | 0.9885370 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9656746 | 0.9562767 | 0.9738306 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9524737 | 0.9428291 | 0.9652293 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.7758206 | 0.7281483 | 0.8227469 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.0210089 | -0.3966693 | 0.3939762 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.4378950 | 0.1450831 | 0.7973664 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.4654687 | 0.3786756 | 0.6016961 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.1915801 | 0.0948084 | 0.2561542 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.0903648 | -0.0375423 | 0.2499636 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.1088354 | -0.0631336 | 0.3017782 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5895474 | 0.4958990 | 0.6796607 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.7857022 | 0.7337805 | 0.8302833 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7335500 | 0.7099333 | 0.7598611 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.8170867 | 0.7413467 | 0.9224381 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8837144 | 0.8205089 | 0.9665203 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9177330 | 0.9064111 | 0.9326315 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9727524 | 0.9548455 | 0.9848581 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.6250540 | 0.3610098 | 0.8429139 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.6702530 | 0.5329015 | 0.7560289 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.5845167 | 0.5240940 | 0.6225642 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4293793 | 0.1715444 | 0.5835142 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.3834126 | 0.3171999 | 0.4769909 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.1505914 | 0.0559173 | 0.2370912 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.3701667 | -0.3896454 | -0.3512955 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2963040 | -0.4968851 | 0.0532720 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4774581 | -0.6105114 | -0.3604524 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1004784 | -0.1609859 | -0.0165414 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.1874970 | 0.0569780 | 0.3114100 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.3320223 | 0.2681154 | 0.4438199 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.6360652 | -0.6853217 | -0.5679566 |
| aou + silicate | Atlantic | (-Inf,26] | 0.2705489 | 0.0921457 | 0.4890832 |
| aou + silicate | Atlantic | (26,26.5] | 0.6851997 | 0.6002771 | 0.7731182 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8882330 | 0.8630962 | 0.9228433 |
| aou + silicate | Atlantic | (26.75,27] | 0.8769238 | 0.8585212 | 0.8975498 |
| aou + silicate | Atlantic | (27,27.25] | 0.7459750 | 0.7001785 | 0.8266663 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.4470373 | 0.2157978 | 0.6798948 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6448690 | 0.5824884 | 0.7052496 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.8572529 | 0.8440302 | 0.8739055 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.9001815 | 0.8939391 | 0.9094771 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.9445073 | 0.9339744 | 0.9587778 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9709251 | 0.9572923 | 0.9871131 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9748513 | 0.9722655 | 0.9781175 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9910322 | 0.9856645 | 0.9942627 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.8870475 | 0.8456145 | 0.9335909 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7343970 | 0.6592850 | 0.8060948 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.6588819 | 0.5417991 | 0.7588583 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.6184447 | 0.4121145 | 0.7423827 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.7509249 | 0.6951355 | 0.7810521 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8627893 | 0.8037163 | 0.9079963 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.8991978 | 0.8521049 | 0.9374566 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9197478 | 0.8664890 | 0.9506921 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9666585 | 0.9508782 | 0.9761360 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9632442 | 0.9533258 | 0.9701650 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9480373 | 0.9409039 | 0.9525095 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9465603 | 0.9451361 | 0.9490875 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.6408298 | 0.5433113 | 0.6934077 |
| oxygen + phosphate | Atlantic | (-Inf,26] | -0.1874381 | -0.4731505 | 0.0641100 |
| oxygen + phosphate | Atlantic | (26,26.5] | -0.4598733 | -0.6340318 | -0.2902656 |
| oxygen + phosphate | Atlantic | (26.5,26.75] | -0.7626385 | -0.8189957 | -0.6525894 |
| oxygen + phosphate | Atlantic | (26.75,27] | -0.7716408 | -0.8769159 | -0.6815258 |
| oxygen + phosphate | Atlantic | (27,27.25] | -0.6751619 | -0.7574642 | -0.5330688 |
| oxygen + phosphate | Atlantic | (27.25,27.5] | -0.5006513 | -0.6237929 | -0.3738668 |
| oxygen + phosphate | Atlantic | (27.5,27.75] | -0.6839787 | -0.8391888 | -0.5138961 |
| oxygen + phosphate | Atlantic | (27.75,27.85] | -0.8866069 | -0.9280086 | -0.8476119 |
| oxygen + phosphate | Atlantic | (27.85,27.95] | -0.9185504 | -0.9435316 | -0.8956099 |
| oxygen + phosphate | Atlantic | (27.95,28.05] | -0.9261209 | -0.9647496 | -0.8843096 |
| oxygen + phosphate | Atlantic | (28.05,28.1] | -0.9336396 | -0.9822157 | -0.8785800 |
| oxygen + phosphate | Atlantic | (28.1,28.15] | -0.9553483 | -0.9641119 | -0.9466491 |
| oxygen + phosphate | Atlantic | (28.15,28.2] | -0.9872969 | -0.9941651 | -0.9763915 |
| oxygen + phosphate | Atlantic | (28.2, Inf] | -0.7871389 | -0.9065604 | -0.6461517 |
| oxygen + phosphate | Indo-Pacific | (-Inf,26] | -0.7931920 | -0.9144517 | -0.7022448 |
| oxygen + phosphate | Indo-Pacific | (26,26.5] | -0.8870983 | -0.9080349 | -0.8614787 |
| oxygen + phosphate | Indo-Pacific | (26.5,26.75] | -0.8910195 | -0.9174821 | -0.8726075 |
| oxygen + phosphate | Indo-Pacific | (26.75,27] | -0.8842485 | -0.8893575 | -0.8750119 |
| oxygen + phosphate | Indo-Pacific | (27,27.25] | -0.9223297 | -0.9555708 | -0.8732571 |
| oxygen + phosphate | Indo-Pacific | (27.25,27.5] | -0.9395039 | -0.9631710 | -0.8950246 |
| oxygen + phosphate | Indo-Pacific | (27.5,27.75] | -0.9521053 | -0.9704333 | -0.9221370 |
| oxygen + phosphate | Indo-Pacific | (27.75,27.85] | -0.9749853 | -0.9887694 | -0.9585316 |
| oxygen + phosphate | Indo-Pacific | (27.85,27.95] | -0.9700468 | -0.9861239 | -0.9569688 |
| oxygen + phosphate | Indo-Pacific | (27.95,28.05] | -0.9428219 | -0.9544670 | -0.9292289 |
| oxygen + phosphate | Indo-Pacific | (28.05,28.1] | -0.9251182 | -0.9410242 | -0.9151456 |
| oxygen + phosphate | Indo-Pacific | (28.1, Inf] | -0.6984267 | -0.7538041 | -0.6364461 |
| oxygen + phosphate_star | Atlantic | (-Inf,26] | 0.3221396 | -0.0459767 | 0.6008207 |
| oxygen + phosphate_star | Atlantic | (26,26.5] | -0.0470790 | -0.4264965 | 0.2632510 |
| oxygen + phosphate_star | Atlantic | (26.5,26.75] | -0.2577673 | -0.4142218 | -0.1289918 |
| oxygen + phosphate_star | Atlantic | (26.75,27] | -0.0099252 | -0.0289540 | 0.0233001 |
| oxygen + phosphate_star | Atlantic | (27,27.25] | 0.1133845 | -0.0497209 | 0.1990768 |
| oxygen + phosphate_star | Atlantic | (27.25,27.5] | 0.1661635 | -0.0419290 | 0.2923068 |
| oxygen + phosphate_star | Atlantic | (27.5,27.75] | -0.3285641 | -0.5349179 | -0.1120780 |
| oxygen + phosphate_star | Atlantic | (27.75,27.85] | -0.6630184 | -0.7457651 | -0.5756590 |
| oxygen + phosphate_star | Atlantic | (27.85,27.95] | -0.6433959 | -0.7005306 | -0.6087767 |
| oxygen + phosphate_star | Atlantic | (27.95,28.05] | -0.7441202 | -0.8819436 | -0.6708335 |
| oxygen + phosphate_star | Atlantic | (28.05,28.1] | -0.8208825 | -0.9487435 | -0.7033914 |
| oxygen + phosphate_star | Atlantic | (28.1,28.15] | -0.8751827 | -0.8983426 | -0.8618376 |
| oxygen + phosphate_star | Atlantic | (28.15,28.2] | -0.9643388 | -0.9835994 | -0.9351440 |
| oxygen + phosphate_star | Atlantic | (28.2, Inf] | -0.5102778 | -0.7758158 | -0.1900242 |
| oxygen + phosphate_star | Indo-Pacific | (-Inf,26] | -0.3871488 | -0.6082909 | -0.1561544 |
| oxygen + phosphate_star | Indo-Pacific | (26,26.5] | -0.4269803 | -0.4658959 | -0.3769321 |
| oxygen + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.2808875 | -0.4270974 | -0.0094727 |
| oxygen + phosphate_star | Indo-Pacific | (26.75,27] | -0.2195173 | -0.3137640 | -0.1571791 |
| oxygen + phosphate_star | Indo-Pacific | (27,27.25] | -0.0162830 | -0.1348686 | 0.1335369 |
| oxygen + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4571403 | 0.3974966 | 0.5157307 |
| oxygen + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.3207249 | -0.1091433 | 0.6122944 |
| oxygen + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5181482 | 0.4360726 | 0.6144466 |
| oxygen + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.1499677 | 0.0817794 | 0.2222235 |
| oxygen + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.1060068 | -0.2249667 | 0.0206735 |
| oxygen + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.2518083 | -0.3799361 | -0.1720003 |
| oxygen + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.7230243 | 0.6704327 | 0.7615958 |
| oxygen + silicate | Atlantic | (-Inf,26] | 0.0517028 | -0.2444983 | 0.2547323 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.3740529 | -0.4412467 | -0.2783589 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.7814408 | -0.8330358 | -0.7197684 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.7910368 | -0.8552524 | -0.7397416 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.6113859 | -0.7117302 | -0.5273496 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.2068792 | -0.4809917 | 0.0030463 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.4121145 | -0.5679170 | -0.2453254 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.7608453 | -0.8039428 | -0.7371644 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.8393933 | -0.8683634 | -0.8227654 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.8928515 | -0.9213483 | -0.8576904 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.9308558 | -0.9704777 | -0.8888078 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.9480666 | -0.9498980 | -0.9460925 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.9867501 | -0.9917614 | -0.9791862 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.8120853 | -0.8881395 | -0.7331556 |
| oxygen + silicate | Indo-Pacific | (-Inf,26] | -0.5105834 | -0.7072495 | -0.3585169 |
| oxygen + silicate | Indo-Pacific | (26,26.5] | -0.5423056 | -0.6682580 | -0.4221230 |
| oxygen + silicate | Indo-Pacific | (26.5,26.75] | -0.5013361 | -0.6519930 | -0.2773198 |
| oxygen + silicate | Indo-Pacific | (26.75,27] | -0.6385171 | -0.6736926 | -0.5701055 |
| oxygen + silicate | Indo-Pacific | (27,27.25] | -0.7913210 | -0.8596772 | -0.6904301 |
| oxygen + silicate | Indo-Pacific | (27.25,27.5] | -0.8486711 | -0.9067036 | -0.7684755 |
| oxygen + silicate | Indo-Pacific | (27.5,27.75] | -0.8752931 | -0.9218558 | -0.7911157 |
| oxygen + silicate | Indo-Pacific | (27.75,27.85] | -0.9508457 | -0.9721552 | -0.9203932 |
| oxygen + silicate | Indo-Pacific | (27.85,27.95] | -0.9475271 | -0.9632039 | -0.9299267 |
| oxygen + silicate | Indo-Pacific | (27.95,28.05] | -0.9215335 | -0.9298973 | -0.9090872 |
| oxygen + silicate | Indo-Pacific | (28.05,28.1] | -0.9206127 | -0.9214888 | -0.9188974 |
| oxygen + silicate | Indo-Pacific | (28.1, Inf] | -0.5563454 | -0.6235636 | -0.4340063 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.8451797 | 0.6978481 | 0.9358873 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.8989098 | 0.8467794 | 0.9698602 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.8156605 | 0.7499166 | 0.8615046 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.6279157 | 0.4600811 | 0.7480208 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.6443993 | 0.4963605 | 0.7230152 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.7637285 | 0.6784083 | 0.8070573 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.9093746 | 0.9083899 | 0.9100439 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9333905 | 0.9218153 | 0.9402784 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.8924863 | 0.8752961 | 0.9047793 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9389509 | 0.9024697 | 0.9749010 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9700961 | 0.9574616 | 0.9912106 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9789645 | 0.9748533 | 0.9827341 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9941145 | 0.9895915 | 0.9973162 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9279901 | 0.8720873 | 0.9696368 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8621987 | 0.8128606 | 0.8962707 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7942765 | 0.7552344 | 0.8338908 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6781088 | 0.4966662 | 0.8015763 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.6477171 | 0.5913177 | 0.7342019 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.3925384 | 0.3662838 | 0.4209450 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.1358574 | -0.2023155 | -0.0794665 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.0394134 | -0.2587534 | 0.3458440 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.3207517 | -0.4896367 | -0.1615271 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.0882154 | 0.0203586 | 0.2109585 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.4268846 | 0.2785205 | 0.5690785 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.5969317 | 0.5227480 | 0.7135262 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.0144169 | -0.1114904 | 0.1456032 |
| sal + aou | Atlantic | (-Inf,26] | -0.1560203 | -0.4515416 | 0.3529102 |
| sal + aou | Atlantic | (26,26.5] | -0.3216673 | -0.7540350 | -0.0155298 |
| sal + aou | Atlantic | (26.5,26.75] | -0.2901068 | -0.4727704 | -0.0916656 |
| sal + aou | Atlantic | (26.75,27] | -0.1259663 | -0.2101545 | 0.0047142 |
| sal + aou | Atlantic | (27,27.25] | -0.1008382 | -0.3045530 | 0.0723922 |
| sal + aou | Atlantic | (27.25,27.5] | -0.0884235 | -0.3192984 | 0.1479927 |
| sal + aou | Atlantic | (27.5,27.75] | -0.4965184 | -0.6119305 | -0.3893058 |
| sal + aou | Atlantic | (27.75,27.85] | -0.5516291 | -0.6006082 | -0.5165740 |
| sal + aou | Atlantic | (27.85,27.95] | -0.3919222 | -0.4800940 | -0.2625017 |
| sal + aou | Atlantic | (27.95,28.05] | -0.5385577 | -0.7817031 | -0.2080327 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7476328 | -0.8748602 | -0.6687139 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8160674 | -0.8353245 | -0.7877152 |
| sal + aou | Atlantic | (28.15,28.2] | -0.9519974 | -0.9830836 | -0.9108287 |
| sal + aou | Atlantic | (28.2, Inf] | -0.6561269 | -0.8727438 | -0.3871254 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.1028066 | -0.1364360 | -0.0356967 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.0456868 | -0.2487022 | 0.1363007 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.0513716 | -0.3695836 | 0.2632445 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.1478807 | -0.3507381 | 0.0462499 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.0656728 | -0.1830167 | 0.1640510 |
| sal + aou | Indo-Pacific | (27.25,27.5] | 0.1377868 | 0.0643601 | 0.2796906 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.2892792 | 0.1361777 | 0.4871885 |
| sal + aou | Indo-Pacific | (27.75,27.85] | -0.1553880 | -0.4051461 | 0.1020511 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.3314646 | -0.6462047 | -0.1002795 |
| sal + aou | Indo-Pacific | (27.95,28.05] | -0.3194205 | -0.3994562 | -0.2255670 |
| sal + aou | Indo-Pacific | (28.05,28.1] | -0.3761933 | -0.4618134 | -0.2736674 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.4355045 | 0.3285837 | 0.4898025 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.2856136 | -0.6048513 | -0.0164741 |
| sal + oxygen | Atlantic | (26,26.5] | -0.0858237 | -0.3879629 | 0.3368707 |
| sal + oxygen | Atlantic | (26.5,26.75] | 0.0706258 | -0.0688608 | 0.2698227 |
| sal + oxygen | Atlantic | (26.75,27] | -0.0549420 | -0.1214159 | -0.0214718 |
| sal + oxygen | Atlantic | (27,27.25] | -0.0996559 | -0.2229050 | 0.1096529 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.1808296 | -0.3677478 | 0.0636062 |
| sal + oxygen | Atlantic | (27.5,27.75] | 0.2188568 | -0.0089970 | 0.4481177 |
| sal + oxygen | Atlantic | (27.75,27.85] | 0.3896925 | 0.3241736 | 0.4742286 |
| sal + oxygen | Atlantic | (27.85,27.95] | 0.2746740 | 0.1320062 | 0.3976172 |
| sal + oxygen | Atlantic | (27.95,28.05] | 0.4381787 | 0.1145729 | 0.7153856 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.6537056 | 0.5529373 | 0.8292691 |
| sal + oxygen | Atlantic | (28.1,28.15] | 0.7472447 | 0.7192146 | 0.7613991 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.9332537 | 0.8785105 | 0.9747515 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.5428524 | 0.2097534 | 0.8087762 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.2029226 | -0.3198738 | -0.0832052 |
| sal + oxygen | Indo-Pacific | (26,26.5] | -0.1329090 | -0.2895367 | 0.0353684 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.1086865 | -0.4162883 | 0.1921601 |
| sal + oxygen | Indo-Pacific | (26.75,27] | -0.0239663 | -0.2121674 | 0.1778131 |
| sal + oxygen | Indo-Pacific | (27,27.25] | -0.0720507 | -0.3519552 | 0.0715461 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | -0.2467897 | -0.4392475 | -0.1477670 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.3955182 | -0.5708843 | -0.2232524 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | 0.0849028 | -0.2197215 | 0.3778925 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | 0.2700414 | 0.0050849 | 0.6270072 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | 0.2380780 | 0.1258891 | 0.3337294 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | 0.2907049 | 0.1738094 | 0.3890872 |
| sal + oxygen | Indo-Pacific | (28.1, Inf] | -0.5264015 | -0.5961645 | -0.4176996 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.6698466 | -0.7883166 | -0.5439051 |
| sal + phosphate | Atlantic | (26,26.5] | -0.8039752 | -0.9106026 | -0.7437080 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.6533322 | -0.7647497 | -0.4410535 |
| sal + phosphate | Atlantic | (26.75,27] | -0.5590702 | -0.7075549 | -0.3465049 |
| sal + phosphate | Atlantic | (27,27.25] | -0.6371833 | -0.7448000 | -0.4488195 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.7265103 | -0.8077762 | -0.5771611 |
| sal + phosphate | Atlantic | (27.5,27.75] | -0.8128455 | -0.8197704 | -0.8059725 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.7352378 | -0.7469884 | -0.7167584 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.5966605 | -0.6549486 | -0.4901354 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.6909925 | -0.8394380 | -0.4286564 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8439826 | -0.8975681 | -0.7741389 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.8860518 | -0.9142002 | -0.8599477 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9598880 | -0.9794588 | -0.9469772 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9279161 | -0.9784209 | -0.8572342 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.2217034 | -0.2531856 | -0.2003472 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.2771591 | -0.4944647 | -0.0980940 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.3027139 | -0.6034496 | -0.0394193 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.4023030 | -0.6035248 | -0.2171051 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.2489821 | -0.3545696 | -0.0931353 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | 0.0385895 | -0.0184517 | 0.0674829 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | 0.3256101 | 0.1069794 | 0.6706634 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | -0.1797546 | -0.3793168 | 0.0529917 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | -0.3845980 | -0.6588906 | -0.1509727 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | -0.4744544 | -0.5519050 | -0.3736076 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | -0.5657076 | -0.6348569 | -0.5084983 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | -0.1012721 | -0.1806100 | -0.0278860 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.8273494 | -0.9019509 | -0.7017069 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.9617136 | -0.9654149 | -0.9589304 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.9251420 | -0.9791263 | -0.8219973 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.9694051 | -0.9860687 | -0.9450099 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.9793813 | -0.9837308 | -0.9712125 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.9729141 | -0.9845423 | -0.9520575 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.9360936 | -0.9521119 | -0.9182178 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.8901248 | -0.9143052 | -0.8484042 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.8481291 | -0.8723109 | -0.8124961 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.8463317 | -0.9228770 | -0.7178354 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9123488 | -0.9462104 | -0.8642807 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9360975 | -0.9606117 | -0.9154061 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9639167 | -0.9761462 | -0.9477647 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9816125 | -0.9940342 | -0.9682433 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.5179156 | -0.5396594 | -0.5005142 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.7239049 | -0.8368819 | -0.6202371 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8403141 | -0.9176025 | -0.7828784 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.8894179 | -0.9343594 | -0.8431673 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8331463 | -0.8615456 | -0.7857501 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5923856 | -0.8520808 | -0.3259006 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1246985 | -0.7611786 | 0.5427391 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2765839 | -0.5935319 | 0.2022713 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.4233257 | -0.6182259 | -0.1503686 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7630685 | -0.8089409 | -0.7050364 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.8303841 | -0.8838019 | -0.7505711 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8313706 | -0.8563697 | -0.8174712 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7354155 | -0.7544380 | -0.7000186 |
| sal + silicate | Atlantic | (26,26.5] | -0.7648574 | -0.9153686 | -0.6830652 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.5755451 | -0.7013916 | -0.3798612 |
| sal + silicate | Atlantic | (26.75,27] | -0.4462570 | -0.5580767 | -0.2557698 |
| sal + silicate | Atlantic | (27,27.25] | -0.6159279 | -0.6804575 | -0.5266697 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.7774358 | -0.8068009 | -0.7430965 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.8232830 | -0.8515688 | -0.7906118 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.7935594 | -0.8147856 | -0.7800332 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6903805 | -0.7295291 | -0.6125805 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.7306284 | -0.8813418 | -0.4822718 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.8604018 | -0.9215330 | -0.8074986 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.8983039 | -0.9139383 | -0.8757288 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.9557248 | -0.9814279 | -0.9195227 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.8948166 | -0.9859207 | -0.7821316 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5269386 | -0.5734831 | -0.4400617 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5586377 | -0.6782484 | -0.4567852 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.6665848 | -0.8095676 | -0.5531120 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.6560926 | -0.7634200 | -0.4770113 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.4577304 | -0.5432176 | -0.3258898 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.1485818 | -0.1965007 | -0.0874834 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | 0.1192105 | -0.0579965 | 0.3812169 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | -0.2085598 | -0.3571247 | -0.0466023 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.3659003 | -0.5927715 | -0.1939791 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | -0.3972371 | -0.4455219 | -0.3364360 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | -0.4869888 | -0.5266207 | -0.4123103 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | -0.0102754 | -0.1576516 | 0.1555135 |
| sal + tem | Atlantic | (-Inf,26] | 0.9254189 | 0.8422006 | 0.9836628 |
| sal + tem | Atlantic | (26,26.5] | 0.9689093 | 0.9616315 | 0.9743585 |
| sal + tem | Atlantic | (26.5,26.75] | 0.9688178 | 0.9283729 | 0.9898956 |
| sal + tem | Atlantic | (26.75,27] | 0.9720794 | 0.9548719 | 0.9834524 |
| sal + tem | Atlantic | (27,27.25] | 0.9731270 | 0.9655494 | 0.9804563 |
| sal + tem | Atlantic | (27.25,27.5] | 0.9644162 | 0.9457115 | 0.9742130 |
| sal + tem | Atlantic | (27.5,27.75] | 0.9499608 | 0.9319460 | 0.9639926 |
| sal + tem | Atlantic | (27.75,27.85] | 0.9713550 | 0.9580338 | 0.9788834 |
| sal + tem | Atlantic | (27.85,27.95] | 0.9269763 | 0.8986685 | 0.9510694 |
| sal + tem | Atlantic | (27.95,28.05] | 0.8735152 | 0.8067063 | 0.9316798 |
| sal + tem | Atlantic | (28.05,28.1] | 0.9511978 | 0.9161398 | 0.9696202 |
| sal + tem | Atlantic | (28.1,28.15] | 0.9442655 | 0.9248997 | 0.9683791 |
| sal + tem | Atlantic | (28.15,28.2] | 0.8854070 | 0.8634964 | 0.9065752 |
| sal + tem | Atlantic | (28.2, Inf] | 0.2147882 | 0.0276649 | 0.4471581 |
| sal + tem | Indo-Pacific | (-Inf,26] | 0.7706936 | 0.7410545 | 0.8176761 |
| sal + tem | Indo-Pacific | (26,26.5] | 0.9286401 | 0.8849934 | 0.9532028 |
| sal + tem | Indo-Pacific | (26.5,26.75] | 0.9782977 | 0.9691514 | 0.9833121 |
| sal + tem | Indo-Pacific | (26.75,27] | 0.9769055 | 0.9721385 | 0.9799464 |
| sal + tem | Indo-Pacific | (27,27.25] | 0.9502042 | 0.9326527 | 0.9709931 |
| sal + tem | Indo-Pacific | (27.25,27.5] | 0.8810593 | 0.8280724 | 0.9585099 |
| sal + tem | Indo-Pacific | (27.5,27.75] | 0.8641477 | 0.7976591 | 0.9159312 |
| sal + tem | Indo-Pacific | (27.75,27.85] | 0.8136229 | 0.6545628 | 0.9395278 |
| sal + tem | Indo-Pacific | (27.85,27.95] | 0.7215822 | 0.4949537 | 0.8737647 |
| sal + tem | Indo-Pacific | (27.95,28.05] | 0.7438024 | 0.6607193 | 0.8267357 |
| sal + tem | Indo-Pacific | (28.05,28.1] | 0.7323131 | 0.6433654 | 0.8010735 |
| sal + tem | Indo-Pacific | (28.1, Inf] | 0.7280095 | 0.6266947 | 0.8291044 |
| silicate + phosphate | Atlantic | (-Inf,26] | 0.6647237 | 0.6407045 | 0.6830791 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.9122528 | 0.8953834 | 0.9231898 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.9667332 | 0.9620430 | 0.9710337 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.9478306 | 0.9385540 | 0.9572081 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9358640 | 0.9185888 | 0.9513835 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.8621903 | 0.7673643 | 0.9208256 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.8933902 | 0.8909352 | 0.8957710 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9522614 | 0.9450580 | 0.9612918 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9700254 | 0.9660180 | 0.9779281 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9797303 | 0.9764473 | 0.9860913 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9890206 | 0.9847203 | 0.9915874 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9930601 | 0.9917584 | 0.9941059 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9937384 | 0.9894106 | 0.9979614 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9796915 | 0.9595340 | 0.9966812 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.7970148 | 0.7537346 | 0.8261429 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.7628641 | 0.6642843 | 0.8391706 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7538950 | 0.5937933 | 0.8440688 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8540668 | 0.8044633 | 0.8816728 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.8983398 | 0.8738472 | 0.9330574 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8839535 | 0.8592060 | 0.9262076 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.8683609 | 0.8459587 | 0.8980963 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9510726 | 0.9308561 | 0.9640829 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9644339 | 0.9516201 | 0.9717000 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9594476 | 0.9506713 | 0.9640248 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9557865 | 0.9483477 | 0.9622604 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.7914868 | 0.7641350 | 0.8233665 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.6600231 | 0.6232995 | 0.7021616 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.8341465 | 0.7709180 | 0.9407649 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.7544161 | 0.7229402 | 0.8031336 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.5295051 | 0.3913783 | 0.6112823 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.6371697 | 0.5898768 | 0.6662006 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8377855 | 0.8137303 | 0.8524148 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.9325859 | 0.9164100 | 0.9550246 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9547495 | 0.9428501 | 0.9650042 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9253992 | 0.9162717 | 0.9356236 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9323838 | 0.8904283 | 0.9698010 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9545692 | 0.9375214 | 0.9853204 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9728344 | 0.9662171 | 0.9855393 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9840834 | 0.9703623 | 0.9955390 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8847456 | 0.7642478 | 0.9753485 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7887790 | 0.7524096 | 0.8318681 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7857486 | 0.7483522 | 0.8067171 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.8024578 | 0.7228771 | 0.8548624 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7456001 | 0.7161265 | 0.7761799 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.4383202 | 0.4059539 | 0.4588383 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.1848546 | -0.2468943 | -0.0670824 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2134224 | -0.3909836 | -0.0028587 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4131847 | -0.6129553 | -0.2477974 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.0364754 | -0.0204934 | 0.1358894 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3654287 | 0.2357870 | 0.4838238 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.4965237 | 0.4469106 | 0.5881071 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.0190117 | -0.1575123 | 0.1783749 |
| tem + aou | Atlantic | (-Inf,26] | -0.1903138 | -0.4969123 | 0.3240903 |
| tem + aou | Atlantic | (26,26.5] | -0.3607441 | -0.8053558 | -0.0681727 |
| tem + aou | Atlantic | (26.5,26.75] | -0.3534837 | -0.4869077 | -0.2549241 |
| tem + aou | Atlantic | (26.75,27] | -0.1309719 | -0.2044823 | -0.0220667 |
| tem + aou | Atlantic | (27,27.25] | -0.0504757 | -0.2251903 | 0.0881961 |
| tem + aou | Atlantic | (27.25,27.5] | -0.0501405 | -0.2779215 | 0.1702639 |
| tem + aou | Atlantic | (27.5,27.75] | -0.4444076 | -0.5600295 | -0.3346882 |
| tem + aou | Atlantic | (27.75,27.85] | -0.5128294 | -0.5229160 | -0.4968668 |
| tem + aou | Atlantic | (27.85,27.95] | -0.3050956 | -0.4096014 | -0.1401074 |
| tem + aou | Atlantic | (27.95,28.05] | -0.4993323 | -0.6507725 | -0.3201445 |
| tem + aou | Atlantic | (28.05,28.1] | -0.6009103 | -0.7966052 | -0.4451464 |
| tem + aou | Atlantic | (28.1,28.15] | -0.6257226 | -0.7181933 | -0.5358002 |
| tem + aou | Atlantic | (28.15,28.2] | -0.7545537 | -0.8386287 | -0.6996772 |
| tem + aou | Atlantic | (28.2, Inf] | 0.4051768 | 0.3290807 | 0.4936508 |
| tem + aou | Indo-Pacific | (-Inf,26] | -0.2737194 | -0.4113702 | -0.1786925 |
| tem + aou | Indo-Pacific | (26,26.5] | -0.1188979 | -0.2984601 | -0.0164962 |
| tem + aou | Indo-Pacific | (26.5,26.75] | -0.0417279 | -0.3390413 | 0.2540518 |
| tem + aou | Indo-Pacific | (26.75,27] | -0.1658679 | -0.3471406 | -0.0123707 |
| tem + aou | Indo-Pacific | (27,27.25] | -0.1435859 | -0.2802564 | 0.0763010 |
| tem + aou | Indo-Pacific | (27.25,27.5] | 0.1101352 | 0.0034490 | 0.2629607 |
| tem + aou | Indo-Pacific | (27.5,27.75] | 0.3206622 | 0.1891489 | 0.5050516 |
| tem + aou | Indo-Pacific | (27.75,27.85] | 0.0027886 | -0.1982387 | 0.1936379 |
| tem + aou | Indo-Pacific | (27.85,27.95] | -0.0242745 | -0.2103930 | 0.0844522 |
| tem + aou | Indo-Pacific | (27.95,28.05] | 0.1323819 | 0.0951845 | 0.1680661 |
| tem + aou | Indo-Pacific | (28.05,28.1] | 0.2159905 | 0.0632195 | 0.3250411 |
| tem + aou | Indo-Pacific | (28.1, Inf] | 0.8480145 | 0.8021672 | 0.8738287 |
| tem + oxygen | Atlantic | (-Inf,26] | -0.2777209 | -0.5924062 | -0.0473117 |
| tem + oxygen | Atlantic | (26,26.5] | -0.0533833 | -0.3485817 | 0.3951096 |
| tem + oxygen | Atlantic | (26.5,26.75] | 0.1301365 | 0.0214487 | 0.2824558 |
| tem + oxygen | Atlantic | (26.75,27] | -0.0545980 | -0.1000094 | -0.0311497 |
| tem + oxygen | Atlantic | (27,27.25] | -0.1552428 | -0.2449767 | 0.0227839 |
| tem + oxygen | Atlantic | (27.25,27.5] | -0.2282220 | -0.4016965 | 0.0133476 |
| tem + oxygen | Atlantic | (27.5,27.75] | 0.1462290 | -0.0834651 | 0.3739755 |
| tem + oxygen | Atlantic | (27.75,27.85] | 0.3411798 | 0.2960690 | 0.3780882 |
| tem + oxygen | Atlantic | (27.85,27.95] | 0.1745185 | -0.0023781 | 0.2664411 |
| tem + oxygen | Atlantic | (27.95,28.05] | 0.3710419 | 0.2019779 | 0.5513913 |
| tem + oxygen | Atlantic | (28.05,28.1] | 0.4848899 | 0.3292293 | 0.7353029 |
| tem + oxygen | Atlantic | (28.1,28.15] | 0.5358666 | 0.4444864 | 0.6263379 |
| tem + oxygen | Atlantic | (28.15,28.2] | 0.7144575 | 0.6438657 | 0.8135067 |
| tem + oxygen | Atlantic | (28.2, Inf] | -0.5501034 | -0.6684256 | -0.4520965 |
| tem + oxygen | Indo-Pacific | (-Inf,26] | -0.1016933 | -0.2717909 | -0.0097939 |
| tem + oxygen | Indo-Pacific | (26,26.5] | -0.0723771 | -0.1580124 | 0.0758771 |
| tem + oxygen | Indo-Pacific | (26.5,26.75] | -0.1229954 | -0.4134894 | 0.1567123 |
| tem + oxygen | Indo-Pacific | (26.75,27] | -0.0105758 | -0.1583950 | 0.1702080 |
| tem + oxygen | Indo-Pacific | (27,27.25] | -0.0004726 | -0.2735837 | 0.1640281 |
| tem + oxygen | Indo-Pacific | (27.25,27.5] | -0.2324197 | -0.4322640 | -0.1005341 |
| tem + oxygen | Indo-Pacific | (27.5,27.75] | -0.4429127 | -0.6026866 | -0.2966452 |
| tem + oxygen | Indo-Pacific | (27.75,27.85] | -0.0846449 | -0.3165264 | 0.1534029 |
| tem + oxygen | Indo-Pacific | (27.85,27.95] | -0.0557866 | -0.1907540 | 0.1613553 |
| tem + oxygen | Indo-Pacific | (27.95,28.05] | -0.2309458 | -0.2540509 | -0.2094979 |
| tem + oxygen | Indo-Pacific | (28.05,28.1] | -0.3039423 | -0.4213241 | -0.1543106 |
| tem + oxygen | Indo-Pacific | (28.1, Inf] | -0.9059582 | -0.9222420 | -0.8771427 |
| tem + phosphate | Atlantic | (-Inf,26] | -0.5873441 | -0.6589007 | -0.4850393 |
| tem + phosphate | Atlantic | (26,26.5] | -0.8067642 | -0.9137204 | -0.7413984 |
| tem + phosphate | Atlantic | (26.5,26.75] | -0.7115400 | -0.7732971 | -0.5982804 |
| tem + phosphate | Atlantic | (26.75,27] | -0.5647851 | -0.7017914 | -0.3735567 |
| tem + phosphate | Atlantic | (27,27.25] | -0.5999982 | -0.6882857 | -0.4335709 |
| tem + phosphate | Atlantic | (27.25,27.5] | -0.6981752 | -0.7778198 | -0.5562355 |
| tem + phosphate | Atlantic | (27.5,27.75] | -0.7677136 | -0.7739743 | -0.7566411 |
| tem + phosphate | Atlantic | (27.75,27.85] | -0.7092870 | -0.7376006 | -0.6611781 |
| tem + phosphate | Atlantic | (27.85,27.95] | -0.5131482 | -0.6378584 | -0.3779151 |
| tem + phosphate | Atlantic | (27.95,28.05] | -0.6328228 | -0.7235273 | -0.4647427 |
| tem + phosphate | Atlantic | (28.05,28.1] | -0.7168018 | -0.8185893 | -0.5736109 |
| tem + phosphate | Atlantic | (28.1,28.15] | -0.7187823 | -0.8163161 | -0.6393207 |
| tem + phosphate | Atlantic | (28.15,28.2] | -0.7565043 | -0.8159999 | -0.7081752 |
| tem + phosphate | Atlantic | (28.2, Inf] | 0.0689816 | 0.0041457 | 0.1430906 |
| tem + phosphate | Indo-Pacific | (-Inf,26] | -0.4336326 | -0.5912986 | -0.3006988 |
| tem + phosphate | Indo-Pacific | (26,26.5] | -0.3673981 | -0.5532509 | -0.2677666 |
| tem + phosphate | Indo-Pacific | (26.5,26.75] | -0.3057649 | -0.5857394 | -0.0639528 |
| tem + phosphate | Indo-Pacific | (26.75,27] | -0.4353956 | -0.6118798 | -0.2914114 |
| tem + phosphate | Indo-Pacific | (27,27.25] | -0.3451974 | -0.4222299 | -0.2016893 |
| tem + phosphate | Indo-Pacific | (27.25,27.5] | -0.0184775 | -0.1096232 | 0.0284870 |
| tem + phosphate | Indo-Pacific | (27.5,27.75] | 0.3487119 | 0.1237490 | 0.6725195 |
| tem + phosphate | Indo-Pacific | (27.75,27.85] | -0.0235693 | -0.1669361 | 0.1343332 |
| tem + phosphate | Indo-Pacific | (27.85,27.95] | -0.0855888 | -0.2256114 | 0.0141580 |
| tem + phosphate | Indo-Pacific | (27.95,28.05] | -0.0412158 | -0.0822141 | -0.0035418 |
| tem + phosphate | Indo-Pacific | (28.05,28.1] | 0.0055072 | -0.1313471 | 0.0856961 |
| tem + phosphate | Indo-Pacific | (28.1, Inf] | 0.3995166 | 0.2692599 | 0.4789259 |
| tem + phosphate_star | Atlantic | (-Inf,26] | -0.7416170 | -0.8217510 | -0.6327666 |
| tem + phosphate_star | Atlantic | (26,26.5] | -0.9507119 | -0.9651642 | -0.9427449 |
| tem + phosphate_star | Atlantic | (26.5,26.75] | -0.9562376 | -0.9830704 | -0.9089610 |
| tem + phosphate_star | Atlantic | (26.75,27] | -0.9771890 | -0.9869723 | -0.9617334 |
| tem + phosphate_star | Atlantic | (27,27.25] | -0.9838078 | -0.9902080 | -0.9757177 |
| tem + phosphate_star | Atlantic | (27.25,27.5] | -0.9751686 | -0.9842178 | -0.9577665 |
| tem + phosphate_star | Atlantic | (27.5,27.75] | -0.9184210 | -0.9351903 | -0.8879831 |
| tem + phosphate_star | Atlantic | (27.75,27.85] | -0.8867165 | -0.9203696 | -0.8368590 |
| tem + phosphate_star | Atlantic | (27.85,27.95] | -0.8003896 | -0.8756126 | -0.7523917 |
| tem + phosphate_star | Atlantic | (27.95,28.05] | -0.7927863 | -0.8852449 | -0.6875709 |
| tem + phosphate_star | Atlantic | (28.05,28.1] | -0.8244077 | -0.8927141 | -0.7206883 |
| tem + phosphate_star | Atlantic | (28.1,28.15] | -0.8084162 | -0.8913802 | -0.7485359 |
| tem + phosphate_star | Atlantic | (28.15,28.2] | -0.7741076 | -0.8122706 | -0.7165942 |
| tem + phosphate_star | Atlantic | (28.2, Inf] | -0.2297275 | -0.4232446 | -0.0480381 |
| tem + phosphate_star | Indo-Pacific | (-Inf,26] | -0.7511259 | -0.8461158 | -0.6175960 |
| tem + phosphate_star | Indo-Pacific | (26,26.5] | -0.8210194 | -0.8969184 | -0.7616454 |
| tem + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8666911 | -0.9286377 | -0.8057201 |
| tem + phosphate_star | Indo-Pacific | (26.75,27] | -0.9355942 | -0.9614123 | -0.9088229 |
| tem + phosphate_star | Indo-Pacific | (27,27.25] | -0.9141455 | -0.9326717 | -0.8790975 |
| tem + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7134369 | -0.9113800 | -0.5004017 |
| tem + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2162064 | -0.8192619 | 0.4267555 |
| tem + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4084336 | -0.6718990 | 0.0137202 |
| tem + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.5605840 | -0.7151115 | -0.3727192 |
| tem + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7527563 | -0.8297874 | -0.6830041 |
| tem + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6368406 | -0.6671640 | -0.5830282 |
| tem + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8826497 | -0.9021665 | -0.8660622 |
| tem + silicate | Atlantic | (-Inf,26] | -0.6428924 | -0.6929146 | -0.5711329 |
| tem + silicate | Atlantic | (26,26.5] | -0.7462861 | -0.8811499 | -0.6685095 |
| tem + silicate | Atlantic | (26.5,26.75] | -0.6414215 | -0.7140280 | -0.5527532 |
| tem + silicate | Atlantic | (26.75,27] | -0.4739154 | -0.5705585 | -0.3113138 |
| tem + silicate | Atlantic | (27,27.25] | -0.6116732 | -0.6560349 | -0.5534387 |
| tem + silicate | Atlantic | (27.25,27.5] | -0.8293792 | -0.8355778 | -0.8182826 |
| tem + silicate | Atlantic | (27.5,27.75] | -0.8504803 | -0.8691886 | -0.8324057 |
| tem + silicate | Atlantic | (27.75,27.85] | -0.7993697 | -0.8203330 | -0.7772947 |
| tem + silicate | Atlantic | (27.85,27.95] | -0.6364183 | -0.7283763 | -0.5239783 |
| tem + silicate | Atlantic | (27.95,28.05] | -0.7164090 | -0.8095948 | -0.5716594 |
| tem + silicate | Atlantic | (28.05,28.1] | -0.7451350 | -0.8611493 | -0.6242234 |
| tem + silicate | Atlantic | (28.1,28.15] | -0.7396828 | -0.8072767 | -0.6641956 |
| tem + silicate | Atlantic | (28.15,28.2] | -0.7561685 | -0.8228728 | -0.7018475 |
| tem + silicate | Atlantic | (28.2, Inf] | 0.0958982 | 0.0814843 | 0.1139701 |
| tem + silicate | Indo-Pacific | (-Inf,26] | -0.5964584 | -0.7261027 | -0.4491996 |
| tem + silicate | Indo-Pacific | (26,26.5] | -0.6085189 | -0.7110652 | -0.4713365 |
| tem + silicate | Indo-Pacific | (26.5,26.75] | -0.6654256 | -0.8018730 | -0.5564597 |
| tem + silicate | Indo-Pacific | (26.75,27] | -0.6682835 | -0.7568231 | -0.5324597 |
| tem + silicate | Indo-Pacific | (27,27.25] | -0.5265455 | -0.6210395 | -0.4173936 |
| tem + silicate | Indo-Pacific | (27.25,27.5] | -0.2262236 | -0.2669660 | -0.1471327 |
| tem + silicate | Indo-Pacific | (27.5,27.75] | 0.0533264 | -0.1198311 | 0.3062197 |
| tem + silicate | Indo-Pacific | (27.75,27.85] | -0.1187404 | -0.2532228 | 0.0094038 |
| tem + silicate | Indo-Pacific | (27.85,27.95] | -0.1583000 | -0.3017065 | -0.0772440 |
| tem + silicate | Indo-Pacific | (27.95,28.05] | -0.0659905 | -0.1124858 | -0.0256292 |
| tem + silicate | Indo-Pacific | (28.05,28.1] | 0.0725815 | -0.0806253 | 0.1556158 |
| tem + silicate | Indo-Pacific | (28.1, Inf] | 0.2732916 | 0.0745190 | 0.3870686 |
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_cstar_predictor <- cor_cstar_predictor %>%
rename(predictor = term)
cor_cstar_predictor_stats <- cor_cstar_predictor %>%
group_by(predictor, basin, gamma_slab) %>%
summarise(mean_r = mean(cstar),
min_r = min(cstar),
max_r = max(cstar)) %>%
ungroup()
cor_cstar_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")
kable(cor_cstar_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] | 0.3601898 | 0.1209042 | 0.5920838 |
| aou | Atlantic | (26,26.5] | -0.1682075 | -0.4432522 | 0.0096234 |
| aou | Atlantic | (26.5,26.75] | -0.3427671 | -0.4209095 | -0.2264773 |
| aou | Atlantic | (26.75,27] | -0.1881658 | -0.3468446 | -0.1077908 |
| aou | Atlantic | (27,27.25] | -0.2594889 | -0.3404787 | -0.1563678 |
| aou | Atlantic | (27.25,27.5] | -0.3365531 | -0.4850368 | -0.1911938 |
| aou | Atlantic | (27.5,27.75] | -0.7843619 | -0.8506148 | -0.7248863 |
| aou | Atlantic | (27.75,27.85] | -0.9272102 | -0.9339578 | -0.9198879 |
| aou | Atlantic | (27.85,27.95] | -0.9373395 | -0.9481322 | -0.9300023 |
| aou | Atlantic | (27.95,28.05] | -0.8885973 | -0.8932257 | -0.8832893 |
| aou | Atlantic | (28.05,28.1] | -0.8560434 | -0.8785939 | -0.8255495 |
| aou | Atlantic | (28.1,28.15] | -0.8939565 | -0.9079828 | -0.8717513 |
| aou | Atlantic | (28.15,28.2] | -0.9455728 | -0.9546162 | -0.9325230 |
| aou | Atlantic | (28.2, Inf] | -0.1115842 | -0.2061383 | -0.0153258 |
| aou | Indo-Pacific | (-Inf,26] | -0.1682105 | -0.3449500 | -0.0156653 |
| aou | Indo-Pacific | (26,26.5] | -0.7238190 | -0.7400428 | -0.7118425 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7398706 | -0.7567044 | -0.7145148 |
| aou | Indo-Pacific | (26.75,27] | -0.7143820 | -0.8167510 | -0.6142301 |
| aou | Indo-Pacific | (27,27.25] | 0.0100254 | -0.0652654 | 0.0700584 |
| aou | Indo-Pacific | (27.25,27.5] | 0.5619558 | 0.4917303 | 0.6412123 |
| aou | Indo-Pacific | (27.5,27.75] | 0.7048668 | 0.5983789 | 0.7805462 |
| aou | Indo-Pacific | (27.75,27.85] | 0.7548206 | 0.6265753 | 0.8292423 |
| aou | Indo-Pacific | (27.85,27.95] | 0.7018412 | 0.5664329 | 0.7947820 |
| aou | Indo-Pacific | (27.95,28.05] | 0.4632691 | 0.2888600 | 0.6364407 |
| aou | Indo-Pacific | (28.05,28.1] | 0.2456518 | 0.1645562 | 0.3684684 |
| aou | Indo-Pacific | (28.1, Inf] | 0.3709367 | 0.2211213 | 0.6310601 |
| oxygen | Atlantic | (-Inf,26] | -0.4077361 | -0.5867962 | -0.2817183 |
| oxygen | Atlantic | (26,26.5] | -0.1374269 | -0.3448617 | 0.1896565 |
| oxygen | Atlantic | (26.5,26.75] | 0.1602360 | 0.1042185 | 0.2078512 |
| oxygen | Atlantic | (26.75,27] | 0.0252464 | -0.0632575 | 0.1331841 |
| oxygen | Atlantic | (27,27.25] | 0.0671930 | 0.0100533 | 0.1559738 |
| oxygen | Atlantic | (27.25,27.5] | 0.0733661 | -0.0295260 | 0.2477523 |
| oxygen | Atlantic | (27.5,27.75] | 0.5686477 | 0.3826877 | 0.7417133 |
| oxygen | Atlantic | (27.75,27.85] | 0.8647711 | 0.8334842 | 0.8971371 |
| oxygen | Atlantic | (27.85,27.95] | 0.9139572 | 0.8982532 | 0.9406682 |
| oxygen | Atlantic | (27.95,28.05] | 0.8692990 | 0.8301617 | 0.8976212 |
| oxygen | Atlantic | (28.05,28.1] | 0.8382340 | 0.8076623 | 0.8990258 |
| oxygen | Atlantic | (28.1,28.15] | 0.8852618 | 0.8554751 | 0.9110128 |
| oxygen | Atlantic | (28.15,28.2] | 0.9472014 | 0.9373145 | 0.9624428 |
| oxygen | Atlantic | (28.2, Inf] | -0.0795347 | -0.1438963 | -0.0235866 |
| oxygen | Indo-Pacific | (-Inf,26] | 0.2601297 | 0.1344816 | 0.3849804 |
| oxygen | Indo-Pacific | (26,26.5] | 0.6352649 | 0.5920101 | 0.6585668 |
| oxygen | Indo-Pacific | (26.5,26.75] | 0.6509356 | 0.6225943 | 0.6795675 |
| oxygen | Indo-Pacific | (26.75,27] | 0.6349368 | 0.5354191 | 0.7549732 |
| oxygen | Indo-Pacific | (27,27.25] | 0.0100304 | -0.0745037 | 0.1100795 |
| oxygen | Indo-Pacific | (27.25,27.5] | -0.5112867 | -0.6063954 | -0.4272771 |
| oxygen | Indo-Pacific | (27.5,27.75] | -0.6503099 | -0.7474373 | -0.5069083 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.7204492 | -0.8135881 | -0.5608434 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.6778995 | -0.7826369 | -0.5233679 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.4564848 | -0.6294197 | -0.2760891 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.2562639 | -0.3755680 | -0.1837942 |
| oxygen | Indo-Pacific | (28.1, Inf] | -0.3978139 | -0.6547871 | -0.2491966 |
| phosphate | Atlantic | (-Inf,26] | -0.3428796 | -0.6953986 | -0.0923602 |
| phosphate | Atlantic | (26,26.5] | -0.6594416 | -0.6991393 | -0.6272421 |
| phosphate | Atlantic | (26.5,26.75] | -0.6843610 | -0.7898802 | -0.5973576 |
| phosphate | Atlantic | (26.75,27] | -0.5960316 | -0.7862089 | -0.4476596 |
| phosphate | Atlantic | (27,27.25] | -0.7481972 | -0.8473627 | -0.6385165 |
| phosphate | Atlantic | (27.25,27.5] | -0.8899003 | -0.9338381 | -0.8364886 |
| phosphate | Atlantic | (27.5,27.75] | -0.9812527 | -0.9840301 | -0.9766920 |
| phosphate | Atlantic | (27.75,27.85] | -0.9692579 | -0.9780721 | -0.9544251 |
| phosphate | Atlantic | (27.85,27.95] | -0.9489113 | -0.9549347 | -0.9450681 |
| phosphate | Atlantic | (27.95,28.05] | -0.9203078 | -0.9372118 | -0.8995728 |
| phosphate | Atlantic | (28.05,28.1] | -0.9034735 | -0.9250159 | -0.8834295 |
| phosphate | Atlantic | (28.1,28.15] | -0.9285784 | -0.9436272 | -0.9147144 |
| phosphate | Atlantic | (28.15,28.2] | -0.9694277 | -0.9768010 | -0.9588125 |
| phosphate | Atlantic | (28.2, Inf] | -0.7898310 | -0.8309074 | -0.7436642 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.2032365 | -0.4100491 | -0.0379779 |
| phosphate | Indo-Pacific | (26,26.5] | -0.8376361 | -0.8588558 | -0.8054164 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8735569 | -0.8942803 | -0.8587593 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8376720 | -0.8988640 | -0.7509167 |
| phosphate | Indo-Pacific | (27,27.25] | -0.0714788 | -0.1064194 | -0.0429509 |
| phosphate | Indo-Pacific | (27.25,27.5] | 0.4833068 | 0.4049169 | 0.5742669 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.6215805 | 0.5160571 | 0.7093684 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.6763362 | 0.5335645 | 0.7575743 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.6082209 | 0.4419129 | 0.7295580 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.3327502 | 0.1208395 | 0.5599383 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.0784436 | -0.0251723 | 0.2718671 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.0023223 | -0.1794074 | 0.3239416 |
| phosphate_star | Atlantic | (-Inf,26] | -0.5285803 | -0.7345299 | -0.2691080 |
| phosphate_star | Atlantic | (26,26.5] | -0.8112818 | -0.8447285 | -0.7579807 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.8944668 | -0.9170346 | -0.8792478 |
| phosphate_star | Atlantic | (26.75,27] | -0.9351717 | -0.9572982 | -0.9203847 |
| phosphate_star | Atlantic | (27,27.25] | -0.9516859 | -0.9586123 | -0.9466706 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.9491700 | -0.9634753 | -0.9395145 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.9305811 | -0.9459662 | -0.9141849 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.8990904 | -0.9177846 | -0.8810452 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8073046 | -0.8387824 | -0.7823153 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8463589 | -0.8784913 | -0.8092199 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.8806075 | -0.8998024 | -0.8535662 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9106908 | -0.9270207 | -0.8785034 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9700152 | -0.9731486 | -0.9640176 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.8400963 | -0.8512173 | -0.8298319 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.1059462 | -0.3453437 | 0.0383487 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.8031239 | -0.8587656 | -0.7492633 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7956338 | -0.8937833 | -0.6776064 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.7114356 | -0.8314278 | -0.6272419 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.1609754 | -0.3224478 | -0.0175831 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.2718722 | -0.3236409 | -0.1776322 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.4687006 | -0.6500603 | -0.2116652 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5104999 | -0.7473732 | -0.2583043 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3222400 | -0.3657803 | -0.2457483 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2530760 | -0.3135846 | -0.1498244 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | -0.3328348 | -0.4317596 | -0.1595675 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | -0.5590114 | -0.6570862 | -0.4760451 |
| sal | Atlantic | (-Inf,26] | 0.2945217 | 0.2102502 | 0.3875275 |
| sal | Atlantic | (26,26.5] | 0.7547235 | 0.6608367 | 0.8292886 |
| sal | Atlantic | (26.5,26.75] | 0.8017299 | 0.6592864 | 0.8802125 |
| sal | Atlantic | (26.75,27] | 0.8910965 | 0.8336705 | 0.9379102 |
| sal | Atlantic | (27,27.25] | 0.9301316 | 0.9116678 | 0.9508812 |
| sal | Atlantic | (27.25,27.5] | 0.9153973 | 0.8651601 | 0.9536377 |
| sal | Atlantic | (27.5,27.75] | 0.8281956 | 0.7931696 | 0.8587416 |
| sal | Atlantic | (27.75,27.85] | 0.7037929 | 0.6680484 | 0.7225009 |
| sal | Atlantic | (27.85,27.95] | 0.4527599 | 0.3616380 | 0.5380101 |
| sal | Atlantic | (27.95,28.05] | 0.5029259 | 0.2265079 | 0.6737908 |
| sal | Atlantic | (28.05,28.1] | 0.6659204 | 0.6162172 | 0.7297964 |
| sal | Atlantic | (28.1,28.15] | 0.7463769 | 0.6882441 | 0.8084322 |
| sal | Atlantic | (28.15,28.2] | 0.8927195 | 0.8620612 | 0.9133444 |
| sal | Atlantic | (28.2, Inf] | 0.7632920 | 0.7372621 | 0.8067383 |
| sal | Indo-Pacific | (-Inf,26] | 0.0362859 | -0.0256559 | 0.0731902 |
| sal | Indo-Pacific | (26,26.5] | 0.4450410 | 0.3331214 | 0.6569589 |
| sal | Indo-Pacific | (26.5,26.75] | 0.4830895 | 0.2850543 | 0.7412469 |
| sal | Indo-Pacific | (26.75,27] | 0.4512672 | 0.3391670 | 0.6690483 |
| sal | Indo-Pacific | (27,27.25] | -0.2386123 | -0.4760430 | -0.0955193 |
| sal | Indo-Pacific | (27.25,27.5] | -0.3490124 | -0.5471020 | -0.1604317 |
| sal | Indo-Pacific | (27.5,27.75] | -0.2886352 | -0.3843499 | -0.2265564 |
| sal | Indo-Pacific | (27.75,27.85] | -0.4143699 | -0.5394351 | -0.3188216 |
| sal | Indo-Pacific | (27.85,27.95] | -0.3990553 | -0.5569741 | -0.2406708 |
| sal | Indo-Pacific | (27.95,28.05] | -0.1132918 | -0.1936152 | -0.0010051 |
| sal | Indo-Pacific | (28.05,28.1] | 0.0203977 | -0.1080997 | 0.1597644 |
| sal | Indo-Pacific | (28.1, Inf] | 0.2830476 | 0.2508406 | 0.3232020 |
| silicate | Atlantic | (-Inf,26] | -0.2699840 | -0.5097226 | -0.0907691 |
| silicate | Atlantic | (26,26.5] | -0.6394453 | -0.7288483 | -0.5767487 |
| silicate | Atlantic | (26.5,26.75] | -0.6377605 | -0.7199728 | -0.5794714 |
| silicate | Atlantic | (26.75,27] | -0.5116317 | -0.6645795 | -0.4062143 |
| silicate | Atlantic | (27,27.25] | -0.7403437 | -0.7815178 | -0.7114854 |
| silicate | Atlantic | (27.25,27.5] | -0.8699591 | -0.8845835 | -0.8564358 |
| silicate | Atlantic | (27.5,27.75] | -0.8814139 | -0.8911230 | -0.8690844 |
| silicate | Atlantic | (27.75,27.85] | -0.8937604 | -0.9126146 | -0.8737154 |
| silicate | Atlantic | (27.85,27.95] | -0.8787219 | -0.9003415 | -0.8678550 |
| silicate | Atlantic | (27.95,28.05] | -0.8628693 | -0.8977384 | -0.8331339 |
| silicate | Atlantic | (28.05,28.1] | -0.8629023 | -0.8949450 | -0.8447333 |
| silicate | Atlantic | (28.1,28.15] | -0.9053183 | -0.9276279 | -0.8908108 |
| silicate | Atlantic | (28.15,28.2] | -0.9561291 | -0.9680124 | -0.9377546 |
| silicate | Atlantic | (28.2, Inf] | -0.6572850 | -0.8212488 | -0.5192765 |
| silicate | Indo-Pacific | (-Inf,26] | -0.2234256 | -0.3871438 | -0.0927413 |
| silicate | Indo-Pacific | (26,26.5] | -0.7344792 | -0.7631123 | -0.7012698 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7357094 | -0.7970318 | -0.6181060 |
| silicate | Indo-Pacific | (26.75,27] | -0.6545848 | -0.7071815 | -0.6264078 |
| silicate | Indo-Pacific | (27,27.25] | 0.2330332 | 0.2064652 | 0.2757614 |
| silicate | Indo-Pacific | (27.25,27.5] | 0.7590026 | 0.6916983 | 0.7926561 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.8381351 | 0.7751685 | 0.8700101 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.7908840 | 0.6913513 | 0.8542354 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.6917999 | 0.5604621 | 0.7885941 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.4309345 | 0.2481314 | 0.6235578 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.1795971 | 0.1037466 | 0.3132002 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.0330723 | -0.0915473 | 0.2391874 |
| tem | Atlantic | (-Inf,26] | 0.0890304 | -0.1571785 | 0.2489975 |
| tem | Atlantic | (26,26.5] | 0.7005377 | 0.5742165 | 0.7815227 |
| tem | Atlantic | (26.5,26.75] | 0.8132424 | 0.7331369 | 0.8664913 |
| tem | Atlantic | (26.75,27] | 0.8768824 | 0.8271998 | 0.9214221 |
| tem | Atlantic | (27,27.25] | 0.9110570 | 0.9019486 | 0.9262333 |
| tem | Atlantic | (27.25,27.5] | 0.8904819 | 0.8453867 | 0.9268092 |
| tem | Atlantic | (27.5,27.75] | 0.7691531 | 0.7147088 | 0.8053445 |
| tem | Atlantic | (27.75,27.85] | 0.6684144 | 0.5940638 | 0.7062076 |
| tem | Atlantic | (27.85,27.95] | 0.3996224 | 0.2865633 | 0.5532140 |
| tem | Atlantic | (27.95,28.05] | 0.4811989 | 0.3044453 | 0.6322255 |
| tem | Atlantic | (28.05,28.1] | 0.5392183 | 0.4408089 | 0.6387295 |
| tem | Atlantic | (28.1,28.15] | 0.5536182 | 0.4407238 | 0.6923946 |
| tem | Atlantic | (28.15,28.2] | 0.6448899 | 0.5747929 | 0.6815289 |
| tem | Atlantic | (28.2, Inf] | 0.6196828 | 0.5682636 | 0.6610980 |
| tem | Indo-Pacific | (-Inf,26] | -0.2532464 | -0.3219372 | -0.1595724 |
| tem | Indo-Pacific | (26,26.5] | 0.4564717 | 0.3196588 | 0.6372243 |
| tem | Indo-Pacific | (26.5,26.75] | 0.4751719 | 0.2898950 | 0.7212705 |
| tem | Indo-Pacific | (26.75,27] | 0.4981128 | 0.3830542 | 0.6925343 |
| tem | Indo-Pacific | (27,27.25] | -0.1251958 | -0.3345420 | 0.0402203 |
| tem | Indo-Pacific | (27.25,27.5] | -0.3193291 | -0.4772652 | -0.1600795 |
| tem | Indo-Pacific | (27.5,27.75] | -0.3359878 | -0.4414903 | -0.2697522 |
| tem | Indo-Pacific | (27.75,27.85] | -0.3558325 | -0.4789688 | -0.2399699 |
| tem | Indo-Pacific | (27.85,27.95] | -0.2860885 | -0.3957405 | -0.1329362 |
| tem | Indo-Pacific | (27.95,28.05] | 0.0110730 | -0.0694443 | 0.0559180 |
| tem | Indo-Pacific | (28.05,28.1] | 0.1409920 | 0.0762382 | 0.1817824 |
| tem | Indo-Pacific | (28.1, Inf] | 0.4180545 | 0.2772380 | 0.6798495 |
rm(cor_cstar_predictor, cor_cstar_predictor_stats)
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.1
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_0.7.2 kableExtra_1.3.1 knitr_1.30
[5] olsrr_0.5.3.9000 GGally_2.0.0 lubridate_1.7.9 metR_0.9.0
[9] scico_1.2.0 patchwork_1.1.0 collapse_1.4.2 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_3.3.2 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_0.4.9
[34] readxl_1.3.1 rstudioapi_0.13 farver_2.0.3
[37] generics_0.0.2 jsonlite_1.7.1 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_0.10.1.2.0 data.table_1.13.2
[67] modelr_0.1.8 vctrs_0.3.5 httpuv_1.5.4
[70] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8
[73] assertthat_0.2.1 xfun_0.18 openxlsx_4.2.3
[76] RcppEigen_0.3.3.7.0 later_1.1.0.1 viridisLite_0.3.0
[79] ellipsis_0.3.1 here_0.1