eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
21 January, 2021
Last updated: 2021-01-21
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| html | 1f3e5b6 | jens-daniel-mueller | 2021-01-20 | Build site. |
| html | 0e7bdf1 | jens-daniel-mueller | 2021-01-15 | cleaning template repository |
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| html | 022871c | Donghe-Zhu | 2021-01-13 | Build site. |
| Rmd | d44f36f | Donghe-Zhu | 2021-01-13 | reorder analysis final |
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| Rmd | b5fedce | jens-daniel-mueller | 2020-12-19 | first build after creating model template |
| 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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 |
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 |
|---|---|---|
| 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 + oxygen | Atlantic | (-Inf,26] | -0.9210937 | -0.9623276 | -0.8848832 |
| aou + oxygen | Atlantic | (26,26.5] | -0.9494298 | -0.9605416 | -0.9395133 |
| aou + oxygen | Atlantic | (26.5,26.75] | -0.9833241 | -0.9858666 | -0.9791272 |
| aou + oxygen | Atlantic | (26.75,27] | -0.9908345 | -0.9921983 | -0.9900523 |
| aou + oxygen | Atlantic | (27,27.25] | -0.9922490 | -0.9942281 | -0.9893840 |
| aou + oxygen | Atlantic | (27.25,27.5] | -0.9791656 | -0.9848834 | -0.9727601 |
| aou + oxygen | Atlantic | (27.5,27.75] | -0.9725924 | -0.9788016 | -0.9654316 |
| aou + oxygen | Atlantic | (27.75,27.85] | -0.9732661 | -0.9789778 | -0.9660461 |
| aou + oxygen | Atlantic | (27.85,27.95] | -0.9505693 | -0.9629555 | -0.9324223 |
| aou + oxygen | Atlantic | (27.95,28.05] | -0.9231549 | -0.9501939 | -0.8702502 |
| aou + oxygen | Atlantic | (28.05,28.1] | -0.9462631 | -0.9731442 | -0.8948993 |
| aou + oxygen | Atlantic | (28.1,28.15] | -0.9675558 | -0.9799740 | -0.9535419 |
| aou + oxygen | Atlantic | (28.15,28.2] | -0.9808252 | -0.9851716 | -0.9738830 |
| aou + oxygen | Atlantic | (28.2, Inf] | -0.9203864 | -0.9701413 | -0.8730366 |
| aou + oxygen | Indo-Pacific | (-Inf,26] | -0.9449514 | -0.9540969 | -0.9290709 |
| aou + oxygen | Indo-Pacific | (26,26.5] | -0.9712222 | -0.9831385 | -0.9571229 |
| aou + oxygen | Indo-Pacific | (26.5,26.75] | -0.9810173 | -0.9828121 | -0.9791924 |
| aou + oxygen | Indo-Pacific | (26.75,27] | -0.9725806 | -0.9766859 | -0.9655431 |
| aou + oxygen | Indo-Pacific | (27,27.25] | -0.9842586 | -0.9879462 | -0.9811845 |
| aou + oxygen | Indo-Pacific | (27.25,27.5] | -0.9940379 | -0.9959699 | -0.9925445 |
| aou + oxygen | Indo-Pacific | (27.5,27.75] | -0.9963289 | -0.9974095 | -0.9954690 |
| aou + oxygen | Indo-Pacific | (27.75,27.85] | -0.9977408 | -0.9982895 | -0.9973627 |
| aou + oxygen | Indo-Pacific | (27.85,27.95] | -0.9981088 | -0.9984285 | -0.9979434 |
| aou + oxygen | Indo-Pacific | (27.95,28.05] | -0.9987375 | -0.9993156 | -0.9980091 |
| aou + oxygen | Indo-Pacific | (28.05,28.1] | -0.9988969 | -0.9994166 | -0.9981335 |
| aou + oxygen | Indo-Pacific | (28.1, Inf] | -0.9985885 | -0.9991125 | -0.9976600 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9339167 | 0.8861831 | 0.9749979 |
| aou + phosphate | Atlantic | (26,26.5] | 0.8620931 | 0.8121392 | 0.8890332 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9275513 | 0.8992581 | 0.9610896 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9528420 | 0.9485651 | 0.9601405 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9235494 | 0.9094766 | 0.9320651 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.8977810 | 0.8764722 | 0.9243688 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.8029909 | 0.7075948 | 0.9024948 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.6839125 | 0.5112823 | 0.8594668 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.6935655 | 0.5440488 | 0.8162237 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.8253596 | 0.7154879 | 0.8951299 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9477907 | 0.9272359 | 0.9604414 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9722641 | 0.9670035 | 0.9788538 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9790655 | 0.9664194 | 0.9897902 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9176469 | 0.8613758 | 0.9596938 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9504373 | 0.9433381 | 0.9550804 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9570821 | 0.9528842 | 0.9611814 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9636544 | 0.9558169 | 0.9738426 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9631790 | 0.9460422 | 0.9752998 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9725663 | 0.9548140 | 0.9835769 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9792479 | 0.9737972 | 0.9860420 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9840011 | 0.9779085 | 0.9894279 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9921220 | 0.9895319 | 0.9937596 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9941779 | 0.9933025 | 0.9951298 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9959540 | 0.9952680 | 0.9970570 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9951091 | 0.9939650 | 0.9963544 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.9882023 | 0.9823308 | 0.9932366 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.2932995 | 0.0327941 | 0.4950508 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.3623216 | 0.2842431 | 0.4243318 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.3356861 | 0.0801234 | 0.8192456 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.0521599 | -0.1451818 | 0.2961077 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.0603171 | 0.0258212 | 0.1052120 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.0512083 | -0.0398323 | 0.1437708 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.2151797 | 0.0724091 | 0.4011929 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.2867370 | 0.0226523 | 0.6112583 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.3609226 | 0.1723034 | 0.5495582 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.6157414 | 0.4713467 | 0.7176197 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8593043 | 0.8368624 | 0.8768759 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9150204 | 0.9095608 | 0.9230080 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9312552 | 0.8954013 | 0.9592144 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.8379454 | 0.7492252 | 0.8978529 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5124921 | 0.4237458 | 0.5753585 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4483327 | 0.3430047 | 0.5181948 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4224676 | 0.3093288 | 0.6079076 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5986132 | 0.4832320 | 0.6839136 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.6714604 | 0.6043182 | 0.7434879 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4712435 | 0.3442303 | 0.5492893 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.0509995 | -0.0553382 | 0.1109817 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2373491 | -0.2420771 | -0.2344243 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3135698 | -0.4190566 | -0.1510260 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.3014347 | -0.4820040 | -0.1054336 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1806225 | -0.3329776 | -0.0328146 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4260229 | -0.4926627 | -0.3101030 |
| aou + silicate | Atlantic | (-Inf,26] | 0.1435423 | -0.0955795 | 0.3705651 |
| aou + silicate | Atlantic | (26,26.5] | 0.3440613 | 0.2008893 | 0.5384695 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.6207845 | 0.5665940 | 0.6958205 |
| aou + silicate | Atlantic | (26.75,27] | 0.7959353 | 0.7608808 | 0.8498971 |
| aou + silicate | Atlantic | (27,27.25] | 0.6327960 | 0.6138355 | 0.6447848 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.6396356 | 0.5759453 | 0.6874746 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.5497364 | 0.4235519 | 0.7291920 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.4425381 | 0.2633242 | 0.6976282 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.4822056 | 0.3593256 | 0.6650165 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.6735165 | 0.6154608 | 0.7542232 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.8889751 | 0.8783757 | 0.8961812 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9444410 | 0.9399094 | 0.9532958 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9481837 | 0.9374090 | 0.9653492 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.6963430 | 0.5270609 | 0.8586750 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7997585 | 0.7453151 | 0.8687568 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7903060 | 0.7598011 | 0.8083666 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7741750 | 0.7476745 | 0.8238175 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8570278 | 0.8367098 | 0.8946676 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.9095480 | 0.8889162 | 0.9399155 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9295193 | 0.9072189 | 0.9561869 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9433008 | 0.9325084 | 0.9629708 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9658583 | 0.9595010 | 0.9760728 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9748952 | 0.9674108 | 0.9803362 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9825806 | 0.9746922 | 0.9868028 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9903780 | 0.9863109 | 0.9935907 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.8655761 | 0.8339183 | 0.8847298 |
| oxygen + phosphate | Atlantic | (-Inf,26] | -0.8663778 | -0.9417279 | -0.7412566 |
| oxygen + phosphate | Atlantic | (26,26.5] | -0.7000443 | -0.7743355 | -0.5778366 |
| oxygen + phosphate | Atlantic | (26.5,26.75] | -0.8611658 | -0.8973623 | -0.8276934 |
| oxygen + phosphate | Atlantic | (26.75,27] | -0.9197327 | -0.9359452 | -0.9097534 |
| oxygen + phosphate | Atlantic | (27,27.25] | -0.8831464 | -0.8971905 | -0.8620409 |
| oxygen + phosphate | Atlantic | (27.25,27.5] | -0.8461260 | -0.8813733 | -0.8169513 |
| oxygen + phosphate | Atlantic | (27.5,27.75] | -0.7299491 | -0.8341974 | -0.6171992 |
| oxygen + phosphate | Atlantic | (27.75,27.85] | -0.5371340 | -0.7531205 | -0.3110316 |
| oxygen + phosphate | Atlantic | (27.85,27.95] | -0.4629708 | -0.6341291 | -0.2290092 |
| oxygen + phosphate | Atlantic | (27.95,28.05] | -0.5700218 | -0.7278694 | -0.2996453 |
| oxygen + phosphate | Atlantic | (28.05,28.1] | -0.8036322 | -0.8746763 | -0.6713297 |
| oxygen + phosphate | Atlantic | (28.1,28.15] | -0.8885758 | -0.9106561 | -0.8523893 |
| oxygen + phosphate | Atlantic | (28.15,28.2] | -0.9312085 | -0.9556937 | -0.9180894 |
| oxygen + phosphate | Atlantic | (28.2, Inf] | -0.7429524 | -0.8849874 | -0.5956059 |
| oxygen + phosphate | Indo-Pacific | (-Inf,26] | -0.8299550 | -0.8467802 | -0.7973737 |
| oxygen + phosphate | Indo-Pacific | (26,26.5] | -0.8797747 | -0.9031572 | -0.8384718 |
| oxygen + phosphate | Indo-Pacific | (26.5,26.75] | -0.9170650 | -0.9326106 | -0.8993907 |
| oxygen + phosphate | Indo-Pacific | (26.75,27] | -0.9205043 | -0.9394573 | -0.8980119 |
| oxygen + phosphate | Indo-Pacific | (27,27.25] | -0.9493433 | -0.9581388 | -0.9325483 |
| oxygen + phosphate | Indo-Pacific | (27.25,27.5] | -0.9664324 | -0.9761325 | -0.9484257 |
| oxygen + phosphate | Indo-Pacific | (27.5,27.75] | -0.9757491 | -0.9818321 | -0.9650787 |
| oxygen + phosphate | Indo-Pacific | (27.75,27.85] | -0.9887611 | -0.9927883 | -0.9833529 |
| oxygen + phosphate | Indo-Pacific | (27.85,27.95] | -0.9895497 | -0.9937184 | -0.9873934 |
| oxygen + phosphate | Indo-Pacific | (27.95,28.05] | -0.9911152 | -0.9942622 | -0.9883260 |
| oxygen + phosphate | Indo-Pacific | (28.05,28.1] | -0.9907798 | -0.9937021 | -0.9874576 |
| oxygen + phosphate | Indo-Pacific | (28.1, Inf] | -0.9831728 | -0.9908770 | -0.9733160 |
| oxygen + phosphate_star | Atlantic | (-Inf,26] | -0.0439548 | -0.1888279 | 0.1750211 |
| oxygen + phosphate_star | Atlantic | (26,26.5] | -0.0937948 | -0.1217000 | -0.0573360 |
| oxygen + phosphate_star | Atlantic | (26.5,26.75] | -0.1964488 | -0.7005227 | 0.0702429 |
| oxygen + phosphate_star | Atlantic | (26.75,27] | 0.0517837 | -0.1815692 | 0.2339684 |
| oxygen + phosphate_star | Atlantic | (27,27.25] | 0.0403054 | -0.0085985 | 0.0673417 |
| oxygen + phosphate_star | Atlantic | (27.25,27.5] | 0.0795439 | -0.0249721 | 0.1842194 |
| oxygen + phosphate_star | Atlantic | (27.5,27.75] | -0.0793212 | -0.2490807 | 0.0717100 |
| oxygen + phosphate_star | Atlantic | (27.75,27.85] | -0.1018370 | -0.4528051 | 0.2014536 |
| oxygen + phosphate_star | Atlantic | (27.85,27.95] | -0.0819055 | -0.3044153 | 0.1738133 |
| oxygen + phosphate_star | Atlantic | (27.95,28.05] | -0.2941046 | -0.4814769 | 0.0060518 |
| oxygen + phosphate_star | Atlantic | (28.05,28.1] | -0.6620808 | -0.7441232 | -0.5124915 |
| oxygen + phosphate_star | Atlantic | (28.1,28.15] | -0.7910805 | -0.8202049 | -0.7489266 |
| oxygen + phosphate_star | Atlantic | (28.15,28.2] | -0.8543341 | -0.9002898 | -0.8175255 |
| oxygen + phosphate_star | Atlantic | (28.2, Inf] | -0.6118463 | -0.7875055 | -0.4153590 |
| oxygen + phosphate_star | Indo-Pacific | (-Inf,26] | -0.2382659 | -0.3259185 | -0.1611179 |
| oxygen + phosphate_star | Indo-Pacific | (26,26.5] | -0.2510340 | -0.3103861 | -0.1794202 |
| oxygen + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.2771008 | -0.4499686 | -0.1791139 |
| oxygen + phosphate_star | Indo-Pacific | (26.75,27] | -0.4595021 | -0.5530329 | -0.2919589 |
| oxygen + phosphate_star | Indo-Pacific | (27,27.25] | -0.5833725 | -0.6535896 | -0.4592585 |
| oxygen + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.4112376 | -0.5079428 | -0.2338729 |
| oxygen + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.0006668 | -0.1043966 | 0.1464830 |
| oxygen + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.2695589 | 0.2298494 | 0.2998597 |
| oxygen + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3547038 | 0.2112269 | 0.4615945 |
| oxygen + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3435489 | 0.1634526 | 0.5196264 |
| oxygen + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.2187510 | 0.0856698 | 0.3661542 |
| oxygen + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.4567786 | 0.3569081 | 0.5137391 |
| oxygen + silicate | Atlantic | (-Inf,26] | -0.0305278 | -0.6041686 | 0.4482681 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.4314745 | -0.6878190 | -0.2558677 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.6315163 | -0.6954525 | -0.5896978 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.7705197 | -0.8139741 | -0.7421973 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.5704295 | -0.5863540 | -0.5551832 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.5921970 | -0.6366353 | -0.5279703 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.4641657 | -0.6386202 | -0.3257792 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.2660655 | -0.5488116 | -0.0474173 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.2112856 | -0.4335928 | -0.0197358 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.3605893 | -0.5231060 | -0.1653692 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.7099203 | -0.7708889 | -0.6165090 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.8435616 | -0.8618609 | -0.8311741 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.9197272 | -0.9304852 | -0.8992364 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.5246651 | -0.8073352 | -0.2746950 |
| oxygen + silicate | Indo-Pacific | (-Inf,26] | -0.6400928 | -0.7203731 | -0.5618375 |
| oxygen + silicate | Indo-Pacific | (26,26.5] | -0.6731889 | -0.7022922 | -0.6578994 |
| oxygen + silicate | Indo-Pacific | (26.5,26.75] | -0.6794356 | -0.7224339 | -0.6376973 |
| oxygen + silicate | Indo-Pacific | (26.75,27] | -0.7706206 | -0.8137081 | -0.7221291 |
| oxygen + silicate | Indo-Pacific | (27,27.25] | -0.8616722 | -0.8993981 | -0.8174159 |
| oxygen + silicate | Indo-Pacific | (27.25,27.5] | -0.9022169 | -0.9359748 | -0.8532483 |
| oxygen + silicate | Indo-Pacific | (27.5,27.75] | -0.9271109 | -0.9496512 | -0.8981115 |
| oxygen + silicate | Indo-Pacific | (27.75,27.85] | -0.9597074 | -0.9705878 | -0.9404557 |
| oxygen + silicate | Indo-Pacific | (27.85,27.95] | -0.9675272 | -0.9778114 | -0.9521227 |
| oxygen + silicate | Indo-Pacific | (27.95,28.05] | -0.9748711 | -0.9818170 | -0.9621138 |
| oxygen + silicate | Indo-Pacific | (28.05,28.1] | -0.9853523 | -0.9911697 | -0.9777965 |
| oxygen + silicate | Indo-Pacific | (28.1, Inf] | -0.8638733 | -0.8842951 | -0.8255780 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.4956739 | 0.1663615 | 0.7540386 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.7656584 | 0.6761316 | 0.8710073 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.6408470 | 0.4773425 | 0.9435438 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.3358179 | 0.1233900 | 0.5734317 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.4318926 | 0.3802229 | 0.4631923 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.4615751 | 0.4163382 | 0.4942829 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.7334010 | 0.7178132 | 0.7418677 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.8870756 | 0.8653795 | 0.9275912 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9179548 | 0.9054938 | 0.9295679 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9496668 | 0.9453267 | 0.9522198 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9763489 | 0.9696526 | 0.9804782 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9832776 | 0.9816655 | 0.9848834 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9848233 | 0.9788299 | 0.9885349 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9830496 | 0.9780971 | 0.9871572 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7370143 | 0.6629284 | 0.7788790 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6764829 | 0.5945319 | 0.7464827 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6328283 | 0.5420210 | 0.7652940 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7681188 | 0.6829845 | 0.8163256 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8082275 | 0.7489981 | 0.8429185 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6289470 | 0.5300193 | 0.6828928 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.2164063 | 0.1177669 | 0.2985988 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.1249186 | -0.1417113 | -0.1115210 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2186559 | -0.3153621 | -0.0547606 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2184803 | -0.3989298 | -0.0112395 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.0867832 | -0.2396040 | 0.0727087 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2903208 | -0.3934271 | -0.1330283 |
| sal + aou | Atlantic | (-Inf,26] | -0.3290726 | -0.3994769 | -0.2413586 |
| sal + aou | Atlantic | (26,26.5] | -0.4259463 | -0.6957853 | -0.2194451 |
| sal + aou | Atlantic | (26.5,26.75] | -0.0925723 | -0.7220496 | 0.2435704 |
| sal + aou | Atlantic | (26.75,27] | 0.3305151 | 0.1154712 | 0.5672571 |
| sal + aou | Atlantic | (27,27.25] | 0.3117494 | 0.2588538 | 0.4141876 |
| sal + aou | Atlantic | (27.25,27.5] | 0.5528251 | 0.4697440 | 0.6277144 |
| sal + aou | Atlantic | (27.5,27.75] | 0.5323173 | 0.5049460 | 0.5827772 |
| sal + aou | Atlantic | (27.75,27.85] | 0.3541332 | 0.1834213 | 0.4456541 |
| sal + aou | Atlantic | (27.85,27.95] | 0.1718742 | 0.0774087 | 0.2206727 |
| sal + aou | Atlantic | (27.95,28.05] | -0.2286143 | -0.2767580 | -0.2007689 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7410776 | -0.7584204 | -0.7206205 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8726677 | -0.8776739 | -0.8682162 |
| sal + aou | Atlantic | (28.15,28.2] | -0.8516380 | -0.8802360 | -0.8215009 |
| sal + aou | Atlantic | (28.2, Inf] | -0.8988927 | -0.9544903 | -0.8689173 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.1527464 | -0.2785078 | 0.0512398 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.2344889 | -0.3885744 | -0.0503267 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1397092 | -0.4451865 | 0.1479270 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.3241188 | -0.5810817 | -0.0630124 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.5826482 | -0.7019751 | -0.4940972 |
| sal + aou | Indo-Pacific | (27.25,27.5] | -0.4589364 | -0.6201695 | -0.2485495 |
| sal + aou | Indo-Pacific | (27.5,27.75] | -0.0009471 | -0.1380915 | 0.1987127 |
| sal + aou | Indo-Pacific | (27.75,27.85] | 0.4012011 | 0.3678549 | 0.4391210 |
| sal + aou | Indo-Pacific | (27.85,27.95] | 0.5942633 | 0.5524583 | 0.6624758 |
| sal + aou | Indo-Pacific | (27.95,28.05] | 0.7868140 | 0.6653102 | 0.8573917 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.8457796 | 0.7289826 | 0.9241315 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.5357851 | 0.4915114 | 0.5677628 |
| sal + oxygen | Atlantic | (-Inf,26] | 0.1459896 | -0.1885701 | 0.4357109 |
| sal + oxygen | Atlantic | (26,26.5] | 0.1503492 | -0.0899063 | 0.4330307 |
| sal + oxygen | Atlantic | (26.5,26.75] | -0.0645955 | -0.4000187 | 0.5697301 |
| sal + oxygen | Atlantic | (26.75,27] | -0.4497919 | -0.6634067 | -0.2505270 |
| sal + oxygen | Atlantic | (27,27.25] | -0.4223488 | -0.5141722 | -0.3604011 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.7036110 | -0.7865526 | -0.6319974 |
| sal + oxygen | Atlantic | (27.5,27.75] | -0.7067418 | -0.7480410 | -0.6674345 |
| sal + oxygen | Atlantic | (27.75,27.85] | -0.5490458 | -0.6543253 | -0.3911025 |
| sal + oxygen | Atlantic | (27.85,27.95] | -0.4554404 | -0.5483015 | -0.3543479 |
| sal + oxygen | Atlantic | (27.95,28.05] | -0.1356977 | -0.2883012 | -0.0149807 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.5036118 | 0.3948727 | 0.5676742 |
| sal + oxygen | Atlantic | (28.1,28.15] | 0.7301834 | 0.6914341 | 0.7721617 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.7501641 | 0.7289491 | 0.7617841 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.6982236 | 0.5700550 | 0.7772625 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.0924267 | -0.2397090 | -0.0109321 |
| sal + oxygen | Indo-Pacific | (26,26.5] | 0.0157246 | -0.1264244 | 0.1166703 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.0443081 | -0.3304326 | 0.2578370 |
| sal + oxygen | Indo-Pacific | (26.75,27] | 0.1073842 | -0.1931265 | 0.3925593 |
| sal + oxygen | Indo-Pacific | (27,27.25] | 0.4350746 | 0.3328879 | 0.5867146 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | 0.3684856 | 0.1348285 | 0.5542237 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.0707412 | -0.2812893 | 0.0799248 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | -0.4579400 | -0.4972664 | -0.4312423 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | -0.6378983 | -0.6985990 | -0.6002620 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | -0.8102376 | -0.8688150 | -0.7041139 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | -0.8662571 | -0.9341687 | -0.7651189 |
| sal + oxygen | Indo-Pacific | (28.1, Inf] | -0.5544721 | -0.5816413 | -0.5193127 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.1182969 | -0.3269080 | 0.0983411 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6622266 | -0.9275963 | -0.4938026 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.3595023 | -0.8424504 | -0.0787438 |
| sal + phosphate | Atlantic | (26.75,27] | 0.1324804 | -0.1322127 | 0.4236732 |
| sal + phosphate | Atlantic | (27,27.25] | 0.0145051 | -0.0740656 | 0.1514033 |
| sal + phosphate | Atlantic | (27.25,27.5] | 0.3253199 | 0.2253352 | 0.3990753 |
| sal + phosphate | Atlantic | (27.5,27.75] | 0.2382237 | 0.1344552 | 0.3672769 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.2314209 | -0.3439333 | -0.1678431 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.4650279 | -0.5952070 | -0.3819523 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.6235716 | -0.7599067 | -0.5519602 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8878609 | -0.9301148 | -0.8594776 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9448198 | -0.9534895 | -0.9362409 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.8933733 | -0.9281705 | -0.8718645 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9195324 | -0.9535991 | -0.8912548 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.3038270 | -0.4341215 | -0.1488436 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.4172823 | -0.5983539 | -0.2779622 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.2866597 | -0.5894216 | 0.0909481 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.3861956 | -0.6660000 | 0.0338688 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.6056581 | -0.7511763 | -0.4345526 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | -0.4884145 | -0.6576529 | -0.4029651 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | -0.0124541 | -0.1681631 | 0.0716404 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | 0.3939406 | 0.3457083 | 0.4557764 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | 0.5693411 | 0.4834446 | 0.6156549 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | 0.7491316 | 0.6146316 | 0.8355202 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | 0.8133817 | 0.6859437 | 0.9042569 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | 0.5128434 | 0.4604009 | 0.5408937 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.1015579 | -0.3974519 | 0.2394851 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.8213946 | -0.8699232 | -0.7662047 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.8711234 | -0.9346956 | -0.8387051 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.7551948 | -0.8075658 | -0.6997765 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.7852341 | -0.8637187 | -0.7347450 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.5671728 | -0.6116643 | -0.5299575 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.3566621 | -0.4314980 | -0.2645581 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.5745236 | -0.6960267 | -0.4495713 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.7277725 | -0.8244826 | -0.6394695 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.7819448 | -0.8887828 | -0.7122211 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9470143 | -0.9728541 | -0.9321605 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9728241 | -0.9792613 | -0.9677890 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9184513 | -0.9545633 | -0.8985193 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9033796 | -0.9260084 | -0.8615713 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.6456605 | -0.7286547 | -0.5967453 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.8344917 | -0.9168049 | -0.7353517 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7875867 | -0.9249033 | -0.5226460 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.6910209 | -0.9406975 | -0.2519857 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.7484875 | -0.9421940 | -0.4201148 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.6032855 | -0.8752603 | -0.2042100 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.3367028 | -0.8429120 | 0.3085397 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4385478 | -0.9013520 | 0.1253020 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.6004023 | -0.8058244 | -0.2574201 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.6561798 | -0.7771225 | -0.5501217 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.5089987 | -0.6214950 | -0.4008796 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4116777 | -0.4726755 | -0.3687580 |
| sal + silicate | Atlantic | (-Inf,26] | -0.8653001 | -0.9222475 | -0.7900439 |
| sal + silicate | Atlantic | (26,26.5] | 0.0406219 | -0.0688224 | 0.1778448 |
| sal + silicate | Atlantic | (26.5,26.75] | 0.0781675 | -0.3674691 | 0.3202103 |
| sal + silicate | Atlantic | (26.75,27] | 0.1402779 | -0.0969037 | 0.3496892 |
| sal + silicate | Atlantic | (27,27.25] | -0.2630910 | -0.4297843 | -0.1700452 |
| sal + silicate | Atlantic | (27.25,27.5] | 0.1512326 | 0.0313294 | 0.2785948 |
| sal + silicate | Atlantic | (27.5,27.75] | 0.0270695 | -0.0708702 | 0.1638907 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.4800322 | -0.5544186 | -0.3975201 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6852633 | -0.7547638 | -0.5947000 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.7865253 | -0.8418038 | -0.7304422 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.9442242 | -0.9525542 | -0.9314768 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9480982 | -0.9502662 | -0.9459797 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.7723584 | -0.8382391 | -0.7180796 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.6620478 | -0.7416745 | -0.5440987 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5209934 | -0.6394908 | -0.4316622 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5887862 | -0.6976435 | -0.5135161 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.5381728 | -0.7471703 | -0.2391930 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.5552795 | -0.7487651 | -0.2099512 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.6894322 | -0.7905687 | -0.5127082 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.5801404 | -0.7103676 | -0.4550430 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | -0.0800046 | -0.2180939 | 0.0796954 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | 0.3580299 | 0.2185215 | 0.4992096 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | 0.5395645 | 0.3800975 | 0.6423499 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | 0.7267629 | 0.5466113 | 0.8429111 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.8028785 | 0.6523861 | 0.9106207 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | 0.7638635 | 0.6872458 | 0.8237623 |
| sal + temp | Atlantic | (-Inf,26] | 0.5758398 | 0.1109140 | 0.8704676 |
| sal + temp | Atlantic | (26,26.5] | 0.9359533 | 0.9211262 | 0.9499563 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9791279 | 0.9720294 | 0.9882707 |
| sal + temp | Atlantic | (26.75,27] | 0.9789337 | 0.9755486 | 0.9823861 |
| sal + temp | Atlantic | (27,27.25] | 0.9648553 | 0.9586743 | 0.9701576 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9848859 | 0.9821868 | 0.9891053 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9697611 | 0.9622407 | 0.9777552 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9697777 | 0.9631110 | 0.9754727 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9670747 | 0.9625950 | 0.9732117 |
| sal + temp | Atlantic | (27.95,28.05] | 0.9456929 | 0.9235459 | 0.9706401 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9579861 | 0.9272750 | 0.9796896 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9540762 | 0.9409461 | 0.9714544 |
| sal + temp | Atlantic | (28.15,28.2] | 0.9404649 | 0.9215379 | 0.9704946 |
| sal + temp | Atlantic | (28.2, Inf] | 0.9438473 | 0.9226141 | 0.9649111 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.6844698 | 0.5369646 | 0.7814926 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9446384 | 0.9118903 | 0.9623525 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9809310 | 0.9723981 | 0.9854290 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9818448 | 0.9792904 | 0.9833019 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9795876 | 0.9737071 | 0.9835574 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9302225 | 0.9186805 | 0.9437114 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8358912 | 0.7976381 | 0.8918152 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9449838 | 0.9275242 | 0.9548340 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.9341081 | 0.9300429 | 0.9371483 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.9025169 | 0.8695710 | 0.9289049 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9441753 | 0.9439388 | 0.9444632 |
| sal + temp | Indo-Pacific | (28.1, Inf] | 0.6254871 | 0.6242750 | 0.6268831 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.1111137 | -0.4925249 | 0.0984044 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.0268716 | -0.1075953 | 0.1476823 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.5417620 | 0.4279994 | 0.6756658 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8607136 | 0.8290069 | 0.9082251 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.8553455 | 0.8382968 | 0.8727719 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.8931892 | 0.8629531 | 0.9163478 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9191341 | 0.8966419 | 0.9452025 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9313727 | 0.9083667 | 0.9518107 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9399944 | 0.9077022 | 0.9592549 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9439650 | 0.9158866 | 0.9671040 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9692540 | 0.9562167 | 0.9843505 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9791355 | 0.9715407 | 0.9882152 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9645295 | 0.9561091 | 0.9744129 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.8799348 | 0.8355209 | 0.9048679 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8741010 | 0.8195417 | 0.9322975 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8822908 | 0.8729555 | 0.8942966 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8641198 | 0.8339559 | 0.8916494 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.9120776 | 0.8894684 | 0.9284962 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9466308 | 0.9356332 | 0.9591838 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9610411 | 0.9486442 | 0.9744575 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9721024 | 0.9620068 | 0.9815004 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9819287 | 0.9750288 | 0.9869474 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9856590 | 0.9787833 | 0.9896059 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9880148 | 0.9826899 | 0.9916898 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9940366 | 0.9915108 | 0.9954863 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.8880189 | 0.8741244 | 0.8988960 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | -0.1032946 | -0.5012973 | 0.4765695 |
| silicate + phosphate_star | Atlantic | (26,26.5] | -0.3314717 | -0.4159496 | -0.2340227 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.1314958 | -0.1482347 | 0.5706126 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.3494046 | 0.2411847 | 0.5450518 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7287576 | 0.6868519 | 0.7682711 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.6864247 | 0.5969089 | 0.7335803 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.8836956 | 0.8823853 | 0.8852601 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9596252 | 0.9377831 | 0.9783040 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9670229 | 0.9561398 | 0.9749835 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9693501 | 0.9607249 | 0.9780557 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9743724 | 0.9705065 | 0.9768908 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9739853 | 0.9653828 | 0.9795962 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9399644 | 0.9349042 | 0.9479015 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8980784 | 0.8749915 | 0.9314591 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7459018 | 0.6204997 | 0.8096140 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7622860 | 0.7457820 | 0.7798440 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7664070 | 0.6839074 | 0.8411911 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8137898 | 0.7973098 | 0.8248314 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8341491 | 0.8251492 | 0.8454096 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6838291 | 0.6271091 | 0.7217930 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.3054127 | 0.2281570 | 0.3876940 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0498080 | -0.0930031 | -0.0182950 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1635113 | -0.2852075 | 0.0381551 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.1858453 | -0.3831649 | 0.0487079 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.0913942 | -0.2439654 | 0.0801666 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2173036 | -0.3426413 | -0.0073490 |
| temp + aou | Atlantic | (-Inf,26] | -0.6390034 | -0.8454485 | -0.3763824 |
| temp + aou | Atlantic | (26,26.5] | -0.5032456 | -0.7321050 | -0.3175104 |
| temp + aou | Atlantic | (26.5,26.75] | -0.1609547 | -0.7449285 | 0.1482724 |
| temp + aou | Atlantic | (26.75,27] | 0.2573988 | 0.0214790 | 0.4993581 |
| temp + aou | Atlantic | (27,27.25] | 0.2796218 | 0.2227568 | 0.3607660 |
| temp + aou | Atlantic | (27.25,27.5] | 0.5677253 | 0.4852878 | 0.6327484 |
| temp + aou | Atlantic | (27.5,27.75] | 0.5413865 | 0.5015854 | 0.6004088 |
| temp + aou | Atlantic | (27.75,27.85] | 0.3207883 | 0.0891778 | 0.4556092 |
| temp + aou | Atlantic | (27.85,27.95] | 0.1772833 | 0.0415634 | 0.2539471 |
| temp + aou | Atlantic | (27.95,28.05] | -0.1366965 | -0.1999250 | -0.0871703 |
| temp + aou | Atlantic | (28.05,28.1] | -0.5928811 | -0.6690707 | -0.4807386 |
| temp + aou | Atlantic | (28.1,28.15] | -0.7499504 | -0.7838902 | -0.7090798 |
| temp + aou | Atlantic | (28.15,28.2] | -0.7991069 | -0.8412690 | -0.7647553 |
| temp + aou | Atlantic | (28.2, Inf] | -0.8401601 | -0.8953837 | -0.7744580 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3992296 | -0.5203184 | -0.2310820 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2585358 | -0.3890213 | -0.0834556 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1229597 | -0.4312569 | 0.1698839 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.2824832 | -0.5302140 | -0.0150048 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.5560927 | -0.6732665 | -0.4819731 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.4315781 | -0.5771739 | -0.2521126 |
| temp + aou | Indo-Pacific | (27.5,27.75] | 0.0105261 | -0.1028657 | 0.1756704 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.4227127 | 0.4006283 | 0.4605944 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.5980328 | 0.5205243 | 0.6488925 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.7353071 | 0.6236233 | 0.7958146 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.7789163 | 0.6726369 | 0.8433574 |
| temp + aou | Indo-Pacific | (28.1, Inf] | 0.8412592 | 0.7817126 | 0.8762637 |
| temp + oxygen | Atlantic | (-Inf,26] | 0.3124020 | -0.0979425 | 0.5606286 |
| temp + oxygen | Atlantic | (26,26.5] | 0.2169032 | 0.0002856 | 0.4550598 |
| temp + oxygen | Atlantic | (26.5,26.75] | -0.0004492 | -0.3117351 | 0.5938990 |
| temp + oxygen | Atlantic | (26.75,27] | -0.3827743 | -0.6033005 | -0.1615508 |
| temp + oxygen | Atlantic | (27,27.25] | -0.3954055 | -0.4672399 | -0.3259920 |
| temp + oxygen | Atlantic | (27.25,27.5] | -0.7197843 | -0.7941757 | -0.6492402 |
| temp + oxygen | Atlantic | (27.5,27.75] | -0.7203844 | -0.7666412 | -0.6853154 |
| temp + oxygen | Atlantic | (27.75,27.85] | -0.5243777 | -0.6699598 | -0.3091469 |
| temp + oxygen | Atlantic | (27.85,27.95] | -0.4690581 | -0.5861225 | -0.3315914 |
| temp + oxygen | Atlantic | (27.95,28.05] | -0.2426764 | -0.3816975 | -0.1152043 |
| temp + oxygen | Atlantic | (28.05,28.1] | 0.3189876 | 0.2660265 | 0.4238103 |
| temp + oxygen | Atlantic | (28.1,28.15] | 0.5618570 | 0.5134652 | 0.6116530 |
| temp + oxygen | Atlantic | (28.15,28.2] | 0.6689849 | 0.6429771 | 0.6965912 |
| temp + oxygen | Atlantic | (28.2, Inf] | 0.5702771 | 0.3677020 | 0.6977596 |
| temp + oxygen | Indo-Pacific | (-Inf,26] | 0.0839881 | -0.0674335 | 0.2340291 |
| temp + oxygen | Indo-Pacific | (26,26.5] | 0.0279467 | -0.0997953 | 0.1064593 |
| temp + oxygen | Indo-Pacific | (26.5,26.75] | -0.0651560 | -0.3572904 | 0.2394110 |
| temp + oxygen | Indo-Pacific | (26.75,27] | 0.0589581 | -0.2454450 | 0.3311933 |
| temp + oxygen | Indo-Pacific | (27,27.25] | 0.4018579 | 0.3166788 | 0.5509922 |
| temp + oxygen | Indo-Pacific | (27.25,27.5] | 0.3322748 | 0.1323931 | 0.5017342 |
| temp + oxygen | Indo-Pacific | (27.5,27.75] | -0.0947217 | -0.2684271 | 0.0311223 |
| temp + oxygen | Indo-Pacific | (27.75,27.85] | -0.4823014 | -0.5212952 | -0.4595799 |
| temp + oxygen | Indo-Pacific | (27.85,27.95] | -0.6459797 | -0.6904836 | -0.5741650 |
| temp + oxygen | Indo-Pacific | (27.95,28.05] | -0.7680060 | -0.8176465 | -0.6716608 |
| temp + oxygen | Indo-Pacific | (28.05,28.1] | -0.8071665 | -0.8612133 | -0.7165645 |
| temp + oxygen | Indo-Pacific | (28.1, Inf] | -0.8685081 | -0.8957338 | -0.8224643 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.5699845 | -0.9580271 | -0.0776522 |
| temp + phosphate | Atlantic | (26,26.5] | -0.7196642 | -0.9551255 | -0.5460465 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.4171077 | -0.8555004 | -0.1654889 |
| temp + phosphate | Atlantic | (26.75,27] | 0.0667756 | -0.2067637 | 0.3562171 |
| temp + phosphate | Atlantic | (27,27.25] | -0.0046599 | -0.0956262 | 0.1057343 |
| temp + phosphate | Atlantic | (27.25,27.5] | 0.3546403 | 0.2598729 | 0.4168450 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.2486772 | 0.1308680 | 0.3832213 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.3071331 | -0.3873187 | -0.2380866 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.4967174 | -0.6006474 | -0.4293527 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.6040039 | -0.7363812 | -0.5119046 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.7927537 | -0.8840353 | -0.6906137 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.8654373 | -0.9016464 | -0.8261654 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.8739708 | -0.9103587 | -0.8445536 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.9140087 | -0.9559646 | -0.8702178 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.5622781 | -0.6702276 | -0.4122422 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4536751 | -0.6094595 | -0.3176882 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.2680444 | -0.5772518 | 0.1233390 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.3514037 | -0.6258011 | 0.0793061 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.5882412 | -0.7322018 | -0.4065868 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.4880361 | -0.6416341 | -0.3974423 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | -0.0463311 | -0.1755285 | 0.0204813 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | 0.4016590 | 0.3645046 | 0.4675731 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | 0.5566122 | 0.4445223 | 0.6396262 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.6848493 | 0.5597556 | 0.7593920 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.7322468 | 0.6126445 | 0.8079060 |
| temp + phosphate | Indo-Pacific | (28.1, Inf] | 0.7952984 | 0.7062364 | 0.8531979 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.6142777 | -0.8686990 | -0.3915735 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8389632 | -0.8902166 | -0.8103952 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.8801883 | -0.9376572 | -0.8464685 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.7655867 | -0.8085722 | -0.7166361 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.7742349 | -0.8441042 | -0.7389696 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.5386176 | -0.5761862 | -0.4980366 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.3544264 | -0.4398433 | -0.2591732 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.6551057 | -0.7489018 | -0.5767096 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.7719512 | -0.8453226 | -0.7249545 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.8030793 | -0.8940231 | -0.7429685 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.8968530 | -0.9533581 | -0.8401615 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.9346160 | -0.9569522 | -0.9139186 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.9300930 | -0.9560712 | -0.9065541 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.9316974 | -0.9605304 | -0.8901830 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8856695 | -0.9152386 | -0.8570228 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.8902311 | -0.9489332 | -0.8303391 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7821229 | -0.9313500 | -0.4972881 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.6895507 | -0.9524123 | -0.2320812 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.7653195 | -0.9588750 | -0.4369571 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7157998 | -0.9494557 | -0.3563752 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6149934 | -0.9569331 | -0.1234111 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5642187 | -0.9339285 | -0.0672973 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.7482470 | -0.8819837 | -0.5055034 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.8042693 | -0.8754713 | -0.7536959 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6618956 | -0.7308722 | -0.5943587 |
| temp + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.6808255 | -0.6861892 | -0.6773514 |
| temp + silicate | Atlantic | (-Inf,26] | -0.4175413 | -0.6747236 | 0.0554046 |
| temp + silicate | Atlantic | (26,26.5] | 0.0638480 | -0.0209373 | 0.1225077 |
| temp + silicate | Atlantic | (26.5,26.75] | -0.0070891 | -0.4645273 | 0.2479046 |
| temp + silicate | Atlantic | (26.75,27] | 0.0583399 | -0.1834712 | 0.2720436 |
| temp + silicate | Atlantic | (27,27.25] | -0.2910968 | -0.4576438 | -0.1916495 |
| temp + silicate | Atlantic | (27.25,27.5] | 0.1858028 | 0.0765657 | 0.3005595 |
| temp + silicate | Atlantic | (27.5,27.75] | 0.0410478 | -0.0703305 | 0.1824811 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.5481282 | -0.5873553 | -0.5196312 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.7074080 | -0.7503912 | -0.6600326 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.7829536 | -0.8224309 | -0.7600735 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.8739728 | -0.9108100 | -0.8018133 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.8981396 | -0.9084739 | -0.8784256 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.7976159 | -0.8374968 | -0.7409979 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.7491024 | -0.8060946 | -0.6536930 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6218557 | -0.7464407 | -0.3754710 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6074102 | -0.6965488 | -0.5404634 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.5121589 | -0.7347531 | -0.1791839 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.5176616 | -0.7086407 | -0.1511081 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.6768735 | -0.7778597 | -0.4867589 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.5892959 | -0.7055242 | -0.4608314 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | -0.1425860 | -0.2550541 | -0.0239390 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.3493755 | 0.2280404 | 0.4873779 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.5056668 | 0.3253505 | 0.6408443 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.6350465 | 0.4745349 | 0.7213501 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.7197196 | 0.5821944 | 0.8086801 |
| temp + silicate | Indo-Pacific | (28.1, Inf] | 0.7150899 | 0.5797126 | 0.8069641 |
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 |
|---|---|---|
| 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] | 0.5025183 | 0.3050261 | 0.6561475 |
| aou | Atlantic | (26,26.5] | 0.0558734 | -0.3912624 | 0.3452699 |
| aou | Atlantic | (26.5,26.75] | -0.2437283 | -0.7891694 | 0.1770023 |
| aou | Atlantic | (26.75,27] | -0.2411295 | -0.4165799 | -0.1462945 |
| aou | Atlantic | (27,27.25] | -0.3719552 | -0.5132103 | -0.2321419 |
| aou | Atlantic | (27.25,27.5] | -0.6702907 | -0.7736238 | -0.5248834 |
| aou | Atlantic | (27.5,27.75] | -0.6199805 | -0.8263956 | -0.5087385 |
| aou | Atlantic | (27.75,27.85] | -0.5388105 | -0.7881223 | -0.3538527 |
| aou | Atlantic | (27.85,27.95] | -0.6247160 | -0.7948499 | -0.4816567 |
| aou | Atlantic | (27.95,28.05] | -0.7809180 | -0.8732162 | -0.6898621 |
| aou | Atlantic | (28.05,28.1] | -0.9425359 | -0.9560940 | -0.9282471 |
| aou | Atlantic | (28.1,28.15] | -0.9653623 | -0.9751159 | -0.9573290 |
| aou | Atlantic | (28.15,28.2] | -0.9622952 | -0.9773435 | -0.9386641 |
| aou | Atlantic | (28.2, Inf] | -0.8488809 | -0.9194834 | -0.7604665 |
| aou | Indo-Pacific | (-Inf,26] | 0.2032781 | 0.0850779 | 0.3700245 |
| aou | Indo-Pacific | (26,26.5] | -0.4049987 | -0.4901350 | -0.3489173 |
| aou | Indo-Pacific | (26.5,26.75] | -0.6484576 | -0.6897751 | -0.6175291 |
| aou | Indo-Pacific | (26.75,27] | -0.7764993 | -0.8111794 | -0.7115555 |
| aou | Indo-Pacific | (27,27.25] | -0.6739221 | -0.6983362 | -0.6333866 |
| aou | Indo-Pacific | (27.25,27.5] | -0.5237136 | -0.6271177 | -0.4455132 |
| aou | Indo-Pacific | (27.5,27.75] | -0.0495093 | -0.3651922 | 0.2730302 |
| aou | Indo-Pacific | (27.75,27.85] | 0.3675223 | 0.0729375 | 0.6782235 |
| aou | Indo-Pacific | (27.85,27.95] | 0.4297749 | 0.2271932 | 0.6896083 |
| aou | Indo-Pacific | (27.95,28.05] | 0.4077192 | 0.2636192 | 0.5529089 |
| aou | Indo-Pacific | (28.05,28.1] | 0.4434167 | 0.3556504 | 0.4954099 |
| aou | Indo-Pacific | (28.1, Inf] | 0.5981260 | 0.4716443 | 0.6735665 |
| oxygen | Atlantic | (-Inf,26] | -0.3955423 | -0.4479404 | -0.3693225 |
| oxygen | Atlantic | (26,26.5] | 0.0342118 | -0.2866940 | 0.5312249 |
| oxygen | Atlantic | (26.5,26.75] | 0.2423655 | -0.1678045 | 0.7591468 |
| oxygen | Atlantic | (26.75,27] | 0.2877735 | 0.1965265 | 0.4481575 |
| oxygen | Atlantic | (27,27.25] | 0.3491801 | 0.2090848 | 0.4621045 |
| oxygen | Atlantic | (27.25,27.5] | 0.6986344 | 0.5554230 | 0.7872953 |
| oxygen | Atlantic | (27.5,27.75] | 0.6151080 | 0.5034151 | 0.8287535 |
| oxygen | Atlantic | (27.75,27.85] | 0.4059100 | 0.1770110 | 0.6987305 |
| oxygen | Atlantic | (27.85,27.95] | 0.4078471 | 0.1868290 | 0.6365777 |
| oxygen | Atlantic | (27.95,28.05] | 0.5696495 | 0.3418162 | 0.7382647 |
| oxygen | Atlantic | (28.05,28.1] | 0.8139982 | 0.6979162 | 0.8853967 |
| oxygen | Atlantic | (28.1,28.15] | 0.8967274 | 0.8673913 | 0.9203335 |
| oxygen | Atlantic | (28.15,28.2] | 0.9161278 | 0.8887331 | 0.9468453 |
| oxygen | Atlantic | (28.2, Inf] | 0.6613878 | 0.4949399 | 0.8335619 |
| oxygen | Indo-Pacific | (-Inf,26] | -0.0673780 | -0.2254860 | 0.0267807 |
| oxygen | Indo-Pacific | (26,26.5] | 0.3861286 | 0.3193256 | 0.4661231 |
| oxygen | Indo-Pacific | (26.5,26.75] | 0.6247018 | 0.5596000 | 0.6654031 |
| oxygen | Indo-Pacific | (26.75,27] | 0.8150151 | 0.7909237 | 0.8288054 |
| oxygen | Indo-Pacific | (27,27.25] | 0.7286246 | 0.7166591 | 0.7395073 |
| oxygen | Indo-Pacific | (27.25,27.5] | 0.5294857 | 0.4203439 | 0.6632588 |
| oxygen | Indo-Pacific | (27.5,27.75] | 0.0462167 | -0.2860214 | 0.3653704 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.3676628 | -0.6514852 | -0.1080366 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.4226136 | -0.6571067 | -0.2586651 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.3739238 | -0.5134794 | -0.2368247 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.4118034 | -0.4672475 | -0.3308334 |
| oxygen | Indo-Pacific | (28.1, Inf] | -0.5835233 | -0.6645487 | -0.4489996 |
| phosphate | Atlantic | (-Inf,26] | 0.5736416 | 0.3770938 | 0.8549668 |
| phosphate | Atlantic | (26,26.5] | 0.1282632 | -0.1192021 | 0.3098939 |
| phosphate | Atlantic | (26.5,26.75] | -0.3737507 | -0.8580520 | -0.0103808 |
| phosphate | Atlantic | (26.75,27] | -0.3501704 | -0.5009967 | -0.2611875 |
| phosphate | Atlantic | (27,27.25] | -0.6150217 | -0.7377704 | -0.5074174 |
| phosphate | Atlantic | (27.25,27.5] | -0.8452437 | -0.8877460 | -0.7741359 |
| phosphate | Atlantic | (27.5,27.75] | -0.9126173 | -0.9325350 | -0.8966072 |
| phosphate | Atlantic | (27.75,27.85] | -0.9652039 | -0.9754349 | -0.9568619 |
| phosphate | Atlantic | (27.85,27.95] | -0.9810470 | -0.9840491 | -0.9771752 |
| phosphate | Atlantic | (27.95,28.05] | -0.9553258 | -0.9764974 | -0.9430715 |
| phosphate | Atlantic | (28.05,28.1] | -0.9919144 | -0.9939382 | -0.9902100 |
| phosphate | Atlantic | (28.1,28.15] | -0.9914991 | -0.9932035 | -0.9893319 |
| phosphate | Atlantic | (28.15,28.2] | -0.9908626 | -0.9933056 | -0.9882826 |
| phosphate | Atlantic | (28.2, Inf] | -0.9826491 | -0.9851704 | -0.9781664 |
| phosphate | Indo-Pacific | (-Inf,26] | 0.1547554 | 0.0179743 | 0.3544091 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5266397 | -0.5720366 | -0.4643326 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.7672022 | -0.7714885 | -0.7599401 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8464956 | -0.8526171 | -0.8421268 |
| phosphate | Indo-Pacific | (27,27.25] | -0.7384085 | -0.7629892 | -0.7234317 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.6018204 | -0.7012236 | -0.5448925 |
| phosphate | Indo-Pacific | (27.5,27.75] | -0.0788533 | -0.3620165 | 0.2023391 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.4339501 | 0.1902505 | 0.6987907 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.4894347 | 0.3102494 | 0.7179951 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.4452001 | 0.2983135 | 0.5843271 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.4754715 | 0.3892621 | 0.5305109 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.5790783 | 0.4254737 | 0.6604632 |
| phosphate_star | Atlantic | (-Inf,26] | 0.3775007 | -0.2093641 | 0.9033950 |
| phosphate_star | Atlantic | (26,26.5] | 0.1594682 | 0.1488130 | 0.1744758 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.4551938 | -0.8177440 | -0.2401334 |
| phosphate_star | Atlantic | (26.75,27] | -0.2241091 | -0.3023366 | -0.1277630 |
| phosphate_star | Atlantic | (27,27.25] | -0.6493011 | -0.7204391 | -0.5190109 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.4175848 | -0.5210292 | -0.3018699 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.7164569 | -0.7973849 | -0.6300053 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.9208012 | -0.9368101 | -0.9004077 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.9226269 | -0.9415181 | -0.9087507 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8991409 | -0.9167477 | -0.8825482 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9624983 | -0.9733751 | -0.9504331 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9687742 | -0.9774866 | -0.9591083 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9791949 | -0.9808560 | -0.9769643 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9849563 | -0.9921452 | -0.9794571 |
| phosphate_star | Indo-Pacific | (-Inf,26] | 0.1931525 | 0.0708149 | 0.3640215 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.4908262 | -0.6308621 | -0.3981005 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.6340639 | -0.7038122 | -0.5127913 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.5928651 | -0.6442962 | -0.5175782 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.5460146 | -0.6180228 | -0.4647284 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5358448 | -0.5502667 | -0.5104672 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1594939 | -0.3201803 | -0.0574489 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.3872288 | 0.1099466 | 0.6489299 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3273475 | 0.2902077 | 0.3554941 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.4080450 | 0.3419015 | 0.4685807 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.3992030 | 0.3020756 | 0.4609918 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2448297 | -0.3288179 | -0.1984223 |
| sal | Atlantic | (-Inf,26] | 0.3510057 | -0.0222728 | 0.7131786 |
| sal | Atlantic | (26,26.5] | -0.0273917 | -0.1046881 | 0.1189186 |
| sal | Atlantic | (26.5,26.75] | 0.1812899 | -0.1171095 | 0.6292443 |
| sal | Atlantic | (26.75,27] | -0.3603694 | -0.4469446 | -0.2489857 |
| sal | Atlantic | (27,27.25] | 0.0867467 | -0.1386413 | 0.3024599 |
| sal | Atlantic | (27.25,27.5] | -0.4934994 | -0.6122420 | -0.3467463 |
| sal | Atlantic | (27.5,27.75] | -0.3760498 | -0.5772040 | -0.2492680 |
| sal | Atlantic | (27.75,27.85] | 0.2267417 | 0.0882568 | 0.3294182 |
| sal | Atlantic | (27.85,27.95] | 0.4296814 | 0.2816427 | 0.5520281 |
| sal | Atlantic | (27.95,28.05] | 0.4765639 | 0.3996373 | 0.6047733 |
| sal | Atlantic | (28.05,28.1] | 0.8450675 | 0.8006553 | 0.8938818 |
| sal | Atlantic | (28.1,28.15] | 0.9103366 | 0.8887199 | 0.9234653 |
| sal | Atlantic | (28.15,28.2] | 0.8924450 | 0.8691655 | 0.9241490 |
| sal | Atlantic | (28.2, Inf] | 0.8818783 | 0.8139010 | 0.9195349 |
| sal | Indo-Pacific | (-Inf,26] | 0.0670918 | -0.1947065 | 0.3944294 |
| sal | Indo-Pacific | (26,26.5] | 0.2512179 | 0.0843724 | 0.3704701 |
| sal | Indo-Pacific | (26.5,26.75] | 0.2279591 | -0.2845319 | 0.4848458 |
| sal | Indo-Pacific | (26.75,27] | 0.0681430 | -0.4549299 | 0.3418159 |
| sal | Indo-Pacific | (27,27.25] | 0.1139338 | -0.1678838 | 0.2790301 |
| sal | Indo-Pacific | (27.25,27.5] | 0.0706883 | -0.1084004 | 0.1986374 |
| sal | Indo-Pacific | (27.5,27.75] | -0.1637963 | -0.3102739 | 0.0157012 |
| sal | Indo-Pacific | (27.75,27.85] | 0.1929901 | -0.0205494 | 0.5299647 |
| sal | Indo-Pacific | (27.85,27.95] | 0.2426994 | -0.0064537 | 0.6642341 |
| sal | Indo-Pacific | (27.95,28.05] | -0.0819930 | -0.1213950 | -0.0509088 |
| sal | Indo-Pacific | (28.05,28.1] | 0.0342075 | -0.1187160 | 0.1458514 |
| sal | Indo-Pacific | (28.1, Inf] | 0.2104314 | 0.0773075 | 0.2809502 |
| silicate | Atlantic | (-Inf,26] | -0.4448072 | -0.8146090 | -0.0650397 |
| silicate | Atlantic | (26,26.5] | -0.5322229 | -0.7479114 | -0.4119186 |
| silicate | Atlantic | (26.5,26.75] | -0.4399795 | -0.6074193 | -0.2494123 |
| silicate | Atlantic | (26.75,27] | -0.5757934 | -0.6496925 | -0.5160466 |
| silicate | Atlantic | (27,27.25] | -0.8389724 | -0.8973829 | -0.8083721 |
| silicate | Atlantic | (27.25,27.5] | -0.9010815 | -0.9016283 | -0.9007752 |
| silicate | Atlantic | (27.5,27.75] | -0.9039621 | -0.9293232 | -0.8867997 |
| silicate | Atlantic | (27.75,27.85] | -0.9399890 | -0.9438907 | -0.9380102 |
| silicate | Atlantic | (27.85,27.95] | -0.9294655 | -0.9368952 | -0.9242819 |
| silicate | Atlantic | (27.95,28.05] | -0.8765542 | -0.8963248 | -0.8464735 |
| silicate | Atlantic | (28.05,28.1] | -0.9435952 | -0.9649523 | -0.9313483 |
| silicate | Atlantic | (28.1,28.15] | -0.9558885 | -0.9724503 | -0.9463790 |
| silicate | Atlantic | (28.15,28.2] | -0.9431496 | -0.9615813 | -0.9315237 |
| silicate | Atlantic | (28.2, Inf] | -0.8945622 | -0.9471051 | -0.8516166 |
| silicate | Indo-Pacific | (-Inf,26] | 0.0509929 | -0.2498371 | 0.2971217 |
| silicate | Indo-Pacific | (26,26.5] | -0.6181200 | -0.6407573 | -0.5935675 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7565962 | -0.7790768 | -0.7345416 |
| silicate | Indo-Pacific | (26.75,27] | -0.7247068 | -0.7382447 | -0.7140962 |
| silicate | Indo-Pacific | (27,27.25] | -0.6051600 | -0.6368986 | -0.5648707 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.4656681 | -0.5634370 | -0.3927353 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.0177767 | -0.2416977 | 0.2895039 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.5102277 | 0.2990799 | 0.7578697 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.5459649 | 0.3773763 | 0.7780642 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.4857583 | 0.3269805 | 0.6531144 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.5091712 | 0.4054824 | 0.5651383 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.5694604 | 0.4532329 | 0.6460178 |
| temp | Atlantic | (-Inf,26] | -0.4009866 | -0.8755378 | 0.1405779 |
| temp | Atlantic | (26,26.5] | -0.2144872 | -0.3136847 | -0.0690166 |
| temp | Atlantic | (26.5,26.75] | 0.1668599 | -0.1194224 | 0.6220576 |
| temp | Atlantic | (26.75,27] | -0.3531624 | -0.4253686 | -0.2362453 |
| temp | Atlantic | (27,27.25] | 0.0963823 | -0.1386305 | 0.3223554 |
| temp | Atlantic | (27.25,27.5] | -0.5205563 | -0.6281083 | -0.3898671 |
| temp | Atlantic | (27.5,27.75] | -0.3758486 | -0.5745607 | -0.2652682 |
| temp | Atlantic | (27.75,27.85] | 0.3210245 | 0.2336377 | 0.3948292 |
| temp | Atlantic | (27.85,27.95] | 0.4792520 | 0.3814111 | 0.5727536 |
| temp | Atlantic | (27.95,28.05] | 0.4939448 | 0.4160899 | 0.6023274 |
| temp | Atlantic | (28.05,28.1] | 0.7505979 | 0.6327533 | 0.8421370 |
| temp | Atlantic | (28.1,28.15] | 0.8223982 | 0.7637722 | 0.8618071 |
| temp | Atlantic | (28.15,28.2] | 0.8569736 | 0.8234563 | 0.8953372 |
| temp | Atlantic | (28.2, Inf] | 0.8840470 | 0.8086601 | 0.9352880 |
| temp | Indo-Pacific | (-Inf,26] | -0.4828186 | -0.5513790 | -0.4445620 |
| temp | Indo-Pacific | (26,26.5] | 0.1772769 | -0.0057334 | 0.3098112 |
| temp | Indo-Pacific | (26.5,26.75] | 0.1710268 | -0.3712350 | 0.4485173 |
| temp | Indo-Pacific | (26.75,27] | 0.0165363 | -0.5081548 | 0.2815208 |
| temp | Indo-Pacific | (27,27.25] | 0.1008421 | -0.1839161 | 0.2629317 |
| temp | Indo-Pacific | (27.25,27.5] | 0.1836989 | -0.0020025 | 0.3115099 |
| temp | Indo-Pacific | (27.5,27.75] | 0.0628341 | -0.0209449 | 0.2110808 |
| temp | Indo-Pacific | (27.75,27.85] | 0.1571779 | -0.0006385 | 0.4558519 |
| temp | Indo-Pacific | (27.85,27.95] | 0.1455379 | -0.0501197 | 0.5181938 |
| temp | Indo-Pacific | (27.95,28.05] | -0.1596594 | -0.2198444 | -0.1270579 |
| temp | Indo-Pacific | (28.05,28.1] | -0.0787150 | -0.1747524 | 0.0249726 |
| temp | Indo-Pacific | (28.1, Inf] | 0.3657952 | 0.1694128 | 0.4945522 |
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