eMLR - assumption testing
Jens Daniel Müller
18 December, 2020
Last updated: 2020-12-18
Checks: 7 0
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).
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))))
)
}
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$gamma_slab)[5]
# print(i_gamma_slab)
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(params_local$MLR_target,
params_local$MLR_predictors),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assesment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated indivdually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$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).
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")
| Version | Author | Date |
|---|---|---|
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
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] | -0.9458193 | -0.9571461 | -0.9243177 |
| aou + oxygen | Atlantic | (26,26.5] | -0.8842638 | -0.9116646 | -0.8379710 |
| aou + oxygen | Atlantic | (26.5,26.75] | -0.9565355 | -0.9740203 | -0.9469965 |
| aou + oxygen | Atlantic | (26.75,27] | -0.9762971 | -0.9800897 | -0.9692709 |
| aou + oxygen | Atlantic | (27,27.25] | -0.9726948 | -0.9784929 | -0.9611251 |
| aou + oxygen | Atlantic | (27.25,27.5] | -0.9411758 | -0.9546968 | -0.9221031 |
| aou + oxygen | Atlantic | (27.5,27.75] | -0.9237710 | -0.9433230 | -0.9032870 |
| aou + oxygen | Atlantic | (27.75,27.85] | -0.9696566 | -0.9769603 | -0.9605659 |
| aou + oxygen | Atlantic | (27.85,27.95] | -0.9879147 | -0.9902831 | -0.9865453 |
| aou + oxygen | Atlantic | (27.95,28.05] | -0.9879611 | -0.9905980 | -0.9846951 |
| aou + oxygen | Atlantic | (28.05,28.1] | -0.9887890 | -0.9935655 | -0.9829956 |
| aou + oxygen | Atlantic | (28.1,28.15] | -0.9934868 | -0.9954174 | -0.9923959 |
| aou + oxygen | Atlantic | (28.15,28.2] | -0.9976966 | -0.9987352 | -0.9965443 |
| aou + oxygen | Atlantic | (28.2, Inf] | -0.9829473 | -0.9875809 | -0.9751212 |
| aou + oxygen | Indian | (-Inf,26] | -0.9925430 | -0.9952067 | -0.9894940 |
| aou + oxygen | Indian | (26,26.5] | -0.9972684 | -0.9979837 | -0.9967587 |
| aou + oxygen | Indian | (26.5,26.75] | -0.9973892 | -0.9977816 | -0.9967660 |
| aou + oxygen | Indian | (26.75,27] | -0.9896750 | -0.9970024 | -0.9777727 |
| aou + oxygen | Indian | (27,27.25] | -0.9946410 | -0.9960089 | -0.9927718 |
| aou + oxygen | Indian | (27.25,27.5] | -0.9955789 | -0.9959348 | -0.9948817 |
| aou + oxygen | Indian | (27.5,27.75] | -0.9960469 | -0.9963707 | -0.9958107 |
| aou + oxygen | Indian | (27.75,27.85] | -0.9969928 | -0.9979152 | -0.9960605 |
| aou + oxygen | Indian | (27.85,27.95] | -0.9927490 | -0.9958379 | -0.9896330 |
| aou + oxygen | Indian | (27.95,28.05] | -0.9901199 | -0.9917989 | -0.9868208 |
| aou + oxygen | Indian | (28.05,28.1] | -0.9900604 | -0.9953294 | -0.9868570 |
| aou + oxygen | Indian | (28.1, Inf] | -0.9900443 | -0.9931374 | -0.9880571 |
| aou + oxygen | Pacific | (-Inf,26] | -0.8783515 | -0.9013838 | -0.8544940 |
| aou + oxygen | Pacific | (26,26.5] | -0.9836192 | -0.9872007 | -0.9775421 |
| aou + oxygen | Pacific | (26.5,26.75] | -0.9879346 | -0.9917424 | -0.9836811 |
| aou + oxygen | Pacific | (26.75,27] | -0.9809441 | -0.9815907 | -0.9805897 |
| aou + oxygen | Pacific | (27,27.25] | -0.9936987 | -0.9942863 | -0.9927908 |
| aou + oxygen | Pacific | (27.25,27.5] | -0.9957021 | -0.9964240 | -0.9947710 |
| aou + oxygen | Pacific | (27.5,27.75] | -0.9943163 | -0.9953261 | -0.9931357 |
| aou + oxygen | Pacific | (27.75,27.85] | -0.9981108 | -0.9989642 | -0.9975905 |
| aou + oxygen | Pacific | (27.85,27.95] | -0.9985005 | -0.9992768 | -0.9980344 |
| aou + oxygen | Pacific | (27.95,28.05] | -0.9978044 | -0.9982757 | -0.9970190 |
| aou + oxygen | Pacific | (28.05,28.1] | -0.9974631 | -0.9979513 | -0.9968159 |
| aou + oxygen | Pacific | (28.1, Inf] | -0.9914891 | -0.9942912 | -0.9884941 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.4537325 | 0.0958277 | 0.7451969 |
| aou + phosphate | Atlantic | (26,26.5] | 0.6623719 | 0.5745865 | 0.7577255 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.8573482 | 0.8239214 | 0.9194043 |
| aou + phosphate | Atlantic | (26.75,27] | 0.8534365 | 0.8042820 | 0.8880181 |
| aou + phosphate | Atlantic | (27,27.25] | 0.8333455 | 0.7813969 | 0.8816526 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.7216188 | 0.6521519 | 0.7929094 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.8478028 | 0.8194643 | 0.8662362 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9350341 | 0.9232027 | 0.9492132 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9517892 | 0.9428599 | 0.9606375 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9607439 | 0.9474241 | 0.9833390 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9674983 | 0.9507817 | 0.9826263 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9807278 | 0.9780953 | 0.9850749 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9906782 | 0.9877474 | 0.9945984 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.8307717 | 0.6755631 | 0.9354880 |
| aou + phosphate | Indian | (-Inf,26] | 0.9938336 | 0.9914405 | 0.9958333 |
| aou + phosphate | Indian | (26,26.5] | 0.9952553 | 0.9930896 | 0.9971531 |
| aou + phosphate | Indian | (26.5,26.75] | 0.9835486 | 0.9752223 | 0.9936540 |
| aou + phosphate | Indian | (26.75,27] | 0.9178368 | 0.8301232 | 0.9763381 |
| aou + phosphate | Indian | (27,27.25] | 0.9209035 | 0.8726480 | 0.9648131 |
| aou + phosphate | Indian | (27.25,27.5] | 0.9397849 | 0.9252537 | 0.9558739 |
| aou + phosphate | Indian | (27.5,27.75] | 0.9490081 | 0.9328737 | 0.9589637 |
| aou + phosphate | Indian | (27.75,27.85] | 0.8979034 | 0.8367615 | 0.9584376 |
| aou + phosphate | Indian | (27.85,27.95] | 0.8736104 | 0.8312135 | 0.9378737 |
| aou + phosphate | Indian | (27.95,28.05] | 0.7856058 | 0.6693796 | 0.9156671 |
| aou + phosphate | Indian | (28.05,28.1] | 0.7618125 | 0.6280239 | 0.9265725 |
| aou + phosphate | Indian | (28.1, Inf] | 0.4402696 | 0.1353794 | 0.6553951 |
| aou + phosphate | Pacific | (-Inf,26] | 0.9059003 | 0.8816530 | 0.9451003 |
| aou + phosphate | Pacific | (26,26.5] | 0.9494518 | 0.9458754 | 0.9544235 |
| aou + phosphate | Pacific | (26.5,26.75] | 0.9405974 | 0.9345582 | 0.9474685 |
| aou + phosphate | Pacific | (26.75,27] | 0.9305490 | 0.9230913 | 0.9409345 |
| aou + phosphate | Pacific | (27,27.25] | 0.9798559 | 0.9772773 | 0.9816397 |
| aou + phosphate | Pacific | (27.25,27.5] | 0.9773999 | 0.9690531 | 0.9818751 |
| aou + phosphate | Pacific | (27.5,27.75] | 0.9608457 | 0.9558124 | 0.9703580 |
| aou + phosphate | Pacific | (27.75,27.85] | 0.9821145 | 0.9718280 | 0.9873337 |
| aou + phosphate | Pacific | (27.85,27.95] | 0.9827406 | 0.9727454 | 0.9885631 |
| aou + phosphate | Pacific | (27.95,28.05] | 0.9745304 | 0.9594204 | 0.9846784 |
| aou + phosphate | Pacific | (28.05,28.1] | 0.9630493 | 0.9448838 | 0.9755248 |
| aou + phosphate | Pacific | (28.1, Inf] | 0.8856427 | 0.8040582 | 0.9387551 |
| aou + phosphate_star | Atlantic | (-Inf,26] | -0.2153791 | -0.5541604 | 0.3419467 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.2399408 | 0.0474356 | 0.3755527 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.4561804 | 0.3682119 | 0.5972135 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.2678408 | 0.1836095 | 0.3723851 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.3006090 | 0.1885836 | 0.4556864 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.2261164 | 0.1645978 | 0.3393760 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5529736 | 0.5127358 | 0.5923666 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.7107633 | 0.6639714 | 0.7364134 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7035168 | 0.6913978 | 0.7265704 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.8137139 | 0.7309559 | 0.9132546 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8781470 | 0.8245251 | 0.9311796 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9257354 | 0.9178128 | 0.9414552 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9683344 | 0.9571325 | 0.9841597 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.5369831 | 0.1354873 | 0.7987665 |
| aou + phosphate_star | Indian | (-Inf,26] | 0.9420848 | 0.9407313 | 0.9445617 |
| aou + phosphate_star | Indian | (26,26.5] | 0.9415007 | 0.9102918 | 0.9739166 |
| aou + phosphate_star | Indian | (26.5,26.75] | 0.7663535 | 0.7049372 | 0.8595112 |
| aou + phosphate_star | Indian | (26.75,27] | 0.1478850 | 0.1100774 | 0.1767838 |
| aou + phosphate_star | Indian | (27,27.25] | -0.5274805 | -0.5567820 | -0.5111680 |
| aou + phosphate_star | Indian | (27.25,27.5] | -0.8229411 | -0.8436137 | -0.8100095 |
| aou + phosphate_star | Indian | (27.5,27.75] | -0.8934278 | -0.9031501 | -0.8838043 |
| aou + phosphate_star | Indian | (27.75,27.85] | -0.7073174 | -0.7620994 | -0.6534473 |
| aou + phosphate_star | Indian | (27.85,27.95] | -0.4628971 | -0.5940868 | -0.3103541 |
| aou + phosphate_star | Indian | (27.95,28.05] | -0.3736516 | -0.7222234 | 0.0579765 |
| aou + phosphate_star | Indian | (28.05,28.1] | -0.2551331 | -0.6238369 | 0.3163144 |
| aou + phosphate_star | Indian | (28.1, Inf] | -0.7702546 | -0.8535834 | -0.6105616 |
| aou + phosphate_star | Pacific | (-Inf,26] | 0.5789328 | 0.5066467 | 0.7217226 |
| aou + phosphate_star | Pacific | (26,26.5] | 0.5114734 | 0.4452185 | 0.5780252 |
| aou + phosphate_star | Pacific | (26.5,26.75] | 0.1741783 | -0.0001340 | 0.3449649 |
| aou + phosphate_star | Pacific | (26.75,27] | 0.1848158 | 0.1528223 | 0.2386312 |
| aou + phosphate_star | Pacific | (27,27.25] | 0.2049401 | 0.1835777 | 0.2401252 |
| aou + phosphate_star | Pacific | (27.25,27.5] | -0.3638194 | -0.4170021 | -0.2636251 |
| aou + phosphate_star | Pacific | (27.5,27.75] | -0.2941097 | -0.6458826 | 0.1748714 |
| aou + phosphate_star | Pacific | (27.75,27.85] | -0.6404437 | -0.6558395 | -0.6119423 |
| aou + phosphate_star | Pacific | (27.85,27.95] | -0.3261778 | -0.4056829 | -0.2048344 |
| aou + phosphate_star | Pacific | (27.95,28.05] | 0.2012202 | 0.0533155 | 0.3104815 |
| aou + phosphate_star | Pacific | (28.05,28.1] | 0.4368035 | 0.3078536 | 0.5119466 |
| aou + phosphate_star | Pacific | (28.1, Inf] | -0.4378332 | -0.5606316 | -0.3667898 |
| aou + silicate | Atlantic | (-Inf,26] | 0.1575937 | -0.1927484 | 0.5790385 |
| aou + silicate | Atlantic | (26,26.5] | 0.5921228 | 0.5110809 | 0.6777951 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8749698 | 0.8456967 | 0.9163579 |
| aou + silicate | Atlantic | (26.75,27] | 0.8614163 | 0.8141913 | 0.8946459 |
| aou + silicate | Atlantic | (27,27.25] | 0.8060701 | 0.7618866 | 0.8728368 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.5485961 | 0.4792323 | 0.6871007 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6463206 | 0.6280768 | 0.6635279 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.8430669 | 0.8242433 | 0.8597334 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.8968018 | 0.8886798 | 0.9028777 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.9442972 | 0.9348762 | 0.9555247 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9693651 | 0.9604392 | 0.9770917 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9786937 | 0.9775664 | 0.9794695 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9910071 | 0.9895455 | 0.9937068 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.8470336 | 0.7432408 | 0.9148023 |
| aou + silicate | Indian | (-Inf,26] | 0.9284081 | 0.8527858 | 0.9768449 |
| aou + silicate | Indian | (26,26.5] | 0.9525156 | 0.9048997 | 0.9962615 |
| aou + silicate | Indian | (26.5,26.75] | 0.9645164 | 0.9283481 | 0.9927638 |
| aou + silicate | Indian | (26.75,27] | 0.9647757 | 0.9530737 | 0.9801764 |
| aou + silicate | Indian | (27,27.25] | 0.9362353 | 0.8986309 | 0.9595332 |
| aou + silicate | Indian | (27.25,27.5] | 0.8971221 | 0.8424309 | 0.9373348 |
| aou + silicate | Indian | (27.5,27.75] | 0.8808714 | 0.7931842 | 0.9470670 |
| aou + silicate | Indian | (27.75,27.85] | 0.9035454 | 0.8755387 | 0.9437537 |
| aou + silicate | Indian | (27.85,27.95] | 0.8598284 | 0.8412530 | 0.8915540 |
| aou + silicate | Indian | (27.95,28.05] | 0.8422314 | 0.7948810 | 0.9091111 |
| aou + silicate | Indian | (28.05,28.1] | 0.8983956 | 0.8704209 | 0.9444155 |
| aou + silicate | Indian | (28.1, Inf] | 0.4629522 | 0.2804106 | 0.6455992 |
| aou + silicate | Pacific | (-Inf,26] | 0.6126563 | 0.5346275 | 0.7194576 |
| aou + silicate | Pacific | (26,26.5] | 0.5601272 | 0.5156228 | 0.6066101 |
| aou + silicate | Pacific | (26.5,26.75] | 0.4185496 | 0.2989031 | 0.5254721 |
| aou + silicate | Pacific | (26.75,27] | 0.5936312 | 0.5381009 | 0.6603004 |
| aou + silicate | Pacific | (27,27.25] | 0.8789941 | 0.8592016 | 0.9089152 |
| aou + silicate | Pacific | (27.25,27.5] | 0.9062914 | 0.8875583 | 0.9339918 |
| aou + silicate | Pacific | (27.5,27.75] | 0.9267253 | 0.9011979 | 0.9429425 |
| aou + silicate | Pacific | (27.75,27.85] | 0.9677689 | 0.9622790 | 0.9709692 |
| aou + silicate | Pacific | (27.85,27.95] | 0.9611672 | 0.9559288 | 0.9656185 |
| aou + silicate | Pacific | (27.95,28.05] | 0.9370013 | 0.9297503 | 0.9431200 |
| aou + silicate | Pacific | (28.05,28.1] | 0.9334894 | 0.9147266 | 0.9473558 |
| aou + silicate | Pacific | (28.1, Inf] | 0.6609870 | 0.5766806 | 0.7560045 |
| oxygen + phosphate | Atlantic | (-Inf,26] | -0.2423078 | -0.5249271 | 0.1110048 |
| oxygen + phosphate | Atlantic | (26,26.5] | -0.2645605 | -0.4448873 | -0.1673982 |
| oxygen + phosphate | Atlantic | (26.5,26.75] | -0.6747336 | -0.8093176 | -0.6058538 |
| oxygen + phosphate | Atlantic | (26.75,27] | -0.7235252 | -0.7810600 | -0.6360177 |
| oxygen + phosphate | Atlantic | (27,27.25] | -0.6859654 | -0.7673783 | -0.5827021 |
| oxygen + phosphate | Atlantic | (27.25,27.5] | -0.4526339 | -0.5799858 | -0.3150763 |
| oxygen + phosphate | Atlantic | (27.5,27.75] | -0.6004406 | -0.6682440 | -0.5190638 |
| oxygen + phosphate | Atlantic | (27.75,27.85] | -0.8291371 | -0.8680295 | -0.8033905 |
| oxygen + phosphate | Atlantic | (27.85,27.95] | -0.9003469 | -0.9204211 | -0.8857683 |
| oxygen + phosphate | Atlantic | (27.95,28.05] | -0.9202292 | -0.9606761 | -0.8953744 |
| oxygen + phosphate | Atlantic | (28.05,28.1] | -0.9293694 | -0.9658848 | -0.8873098 |
| oxygen + phosphate | Atlantic | (28.1,28.15] | -0.9580974 | -0.9705446 | -0.9503696 |
| oxygen + phosphate | Atlantic | (28.15,28.2] | -0.9851659 | -0.9935877 | -0.9800637 |
| oxygen + phosphate | Atlantic | (28.2, Inf] | -0.7424054 | -0.8815214 | -0.5321432 |
| oxygen + phosphate | Indian | (-Inf,26] | -0.9798904 | -0.9851517 | -0.9696964 |
| oxygen + phosphate | Indian | (26,26.5] | -0.9871733 | -0.9907596 | -0.9825703 |
| oxygen + phosphate | Indian | (26.5,26.75] | -0.9699559 | -0.9869619 | -0.9548721 |
| oxygen + phosphate | Indian | (26.75,27] | -0.8553795 | -0.9602640 | -0.6968290 |
| oxygen + phosphate | Indian | (27,27.25] | -0.8794406 | -0.9433905 | -0.8095215 |
| oxygen + phosphate | Indian | (27.25,27.5] | -0.9085157 | -0.9291740 | -0.8890298 |
| oxygen + phosphate | Indian | (27.5,27.75] | -0.9328194 | -0.9466419 | -0.9108015 |
| oxygen + phosphate | Indian | (27.75,27.85] | -0.8738795 | -0.9468757 | -0.7971953 |
| oxygen + phosphate | Indian | (27.85,27.95] | -0.8201066 | -0.9120561 | -0.7544792 |
| oxygen + phosphate | Indian | (27.95,28.05] | -0.7028461 | -0.8668411 | -0.5742155 |
| oxygen + phosphate | Indian | (28.05,28.1] | -0.6740783 | -0.8978351 | -0.5045392 |
| oxygen + phosphate | Indian | (28.1, Inf] | -0.3298803 | -0.5498417 | 0.0030960 |
| oxygen + phosphate | Pacific | (-Inf,26] | -0.6793638 | -0.7531775 | -0.5968468 |
| oxygen + phosphate | Pacific | (26,26.5] | -0.8853536 | -0.8985435 | -0.8646994 |
| oxygen + phosphate | Pacific | (26.5,26.75] | -0.8834904 | -0.9053784 | -0.8627645 |
| oxygen + phosphate | Pacific | (26.75,27] | -0.8485510 | -0.8649799 | -0.8367603 |
| oxygen + phosphate | Pacific | (27,27.25] | -0.9573186 | -0.9608809 | -0.9535584 |
| oxygen + phosphate | Pacific | (27.25,27.5] | -0.9703943 | -0.9733713 | -0.9646224 |
| oxygen + phosphate | Pacific | (27.5,27.75] | -0.9696435 | -0.9755250 | -0.9650469 |
| oxygen + phosphate | Pacific | (27.75,27.85] | -0.9809051 | -0.9895476 | -0.9674744 |
| oxygen + phosphate | Pacific | (27.85,27.95] | -0.9805818 | -0.9896494 | -0.9672713 |
| oxygen + phosphate | Pacific | (27.95,28.05] | -0.9669466 | -0.9789548 | -0.9473689 |
| oxygen + phosphate | Pacific | (28.05,28.1] | -0.9507417 | -0.9650766 | -0.9292569 |
| oxygen + phosphate | Pacific | (28.1, Inf] | -0.8342053 | -0.9033181 | -0.7314244 |
| oxygen + phosphate_star | Atlantic | (-Inf,26] | 0.4419931 | -0.0397274 | 0.7258723 |
| oxygen + phosphate_star | Atlantic | (26,26.5] | 0.2147492 | 0.0192686 | 0.3760138 |
| oxygen + phosphate_star | Atlantic | (26.5,26.75] | -0.1845266 | -0.4034488 | -0.0585057 |
| oxygen + phosphate_star | Atlantic | (26.75,27] | -0.0577243 | -0.1831655 | 0.0611927 |
| oxygen + phosphate_star | Atlantic | (27,27.25] | -0.0777151 | -0.2646934 | 0.0161744 |
| oxygen + phosphate_star | Atlantic | (27.25,27.5] | 0.1078715 | -0.0482755 | 0.2241931 |
| oxygen + phosphate_star | Atlantic | (27.5,27.75] | -0.2120377 | -0.2628093 | -0.1166284 |
| oxygen + phosphate_star | Atlantic | (27.75,27.85] | -0.5286510 | -0.5845345 | -0.4795427 |
| oxygen + phosphate_star | Atlantic | (27.85,27.95] | -0.5958203 | -0.6356716 | -0.5722150 |
| oxygen + phosphate_star | Atlantic | (27.95,28.05] | -0.7338541 | -0.8638819 | -0.6428347 |
| oxygen + phosphate_star | Atlantic | (28.05,28.1] | -0.8106614 | -0.8979440 | -0.7182041 |
| oxygen + phosphate_star | Atlantic | (28.1,28.15] | -0.8845501 | -0.9136147 | -0.8687892 |
| oxygen + phosphate_star | Atlantic | (28.15,28.2] | -0.9574705 | -0.9815685 | -0.9416282 |
| oxygen + phosphate_star | Atlantic | (28.2, Inf] | -0.4111931 | -0.7098734 | 0.0505669 |
| oxygen + phosphate_star | Indian | (-Inf,26] | -0.9038763 | -0.9209966 | -0.8837452 |
| oxygen + phosphate_star | Indian | (26,26.5] | -0.9173863 | -0.9581342 | -0.8784079 |
| oxygen + phosphate_star | Indian | (26.5,26.75] | -0.7226209 | -0.8306276 | -0.6583697 |
| oxygen + phosphate_star | Indian | (26.75,27] | -0.0215376 | -0.0535033 | 0.0312482 |
| oxygen + phosphate_star | Indian | (27,27.25] | 0.6071551 | 0.5937867 | 0.6188999 |
| oxygen + phosphate_star | Indian | (27.25,27.5] | 0.8686753 | 0.8560041 | 0.8873650 |
| oxygen + phosphate_star | Indian | (27.5,27.75] | 0.9187109 | 0.9087070 | 0.9261191 |
| oxygen + phosphate_star | Indian | (27.75,27.85] | 0.7456900 | 0.7063065 | 0.7943482 |
| oxygen + phosphate_star | Indian | (27.85,27.95] | 0.5496477 | 0.3787667 | 0.6761307 |
| oxygen + phosphate_star | Indian | (27.95,28.05] | 0.4812088 | 0.0544913 | 0.8017748 |
| oxygen + phosphate_star | Indian | (28.05,28.1] | 0.3592962 | -0.2449503 | 0.7344759 |
| oxygen + phosphate_star | Indian | (28.1, Inf] | 0.8429532 | 0.7131741 | 0.9184895 |
| oxygen + phosphate_star | Pacific | (-Inf,26] | -0.1907473 | -0.3866582 | -0.0537133 |
| oxygen + phosphate_star | Pacific | (26,26.5] | -0.3613339 | -0.4038832 | -0.3083689 |
| oxygen + phosphate_star | Pacific | (26.5,26.75] | -0.0328146 | -0.1808760 | 0.1441331 |
| oxygen + phosphate_star | Pacific | (26.75,27] | 0.0006826 | -0.0525873 | 0.0307522 |
| oxygen + phosphate_star | Pacific | (27,27.25] | -0.1073372 | -0.1379572 | -0.0876163 |
| oxygen + phosphate_star | Pacific | (27.25,27.5] | 0.4079079 | 0.2994803 | 0.4647889 |
| oxygen + phosphate_star | Pacific | (27.5,27.75] | 0.2771704 | -0.2340291 | 0.6766393 |
| oxygen + phosphate_star | Pacific | (27.75,27.85] | 0.6517730 | 0.6339070 | 0.6734718 |
| oxygen + phosphate_star | Pacific | (27.85,27.95] | 0.3415229 | 0.2024518 | 0.4266270 |
| oxygen + phosphate_star | Pacific | (27.95,28.05] | -0.1645014 | -0.2760510 | -0.0068720 |
| oxygen + phosphate_star | Pacific | (28.05,28.1] | -0.3940161 | -0.4727907 | -0.2601047 |
| oxygen + phosphate_star | Pacific | (28.1, Inf] | 0.5318988 | 0.4537100 | 0.6577271 |
| oxygen + silicate | Atlantic | (-Inf,26] | 0.0512001 | -0.3842042 | 0.3845408 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.2164501 | -0.4024521 | -0.0885189 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.7182100 | -0.8227535 | -0.6590117 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.7545323 | -0.8031178 | -0.6826182 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.6650209 | -0.7671611 | -0.5740157 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.2622958 | -0.4607116 | -0.1316335 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.3632248 | -0.3757087 | -0.3443686 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.7153140 | -0.7386784 | -0.6732635 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.8267206 | -0.8436497 | -0.8101174 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.8890648 | -0.9116911 | -0.8769319 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.9270444 | -0.9512979 | -0.8991089 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.9539618 | -0.9568982 | -0.9519545 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.9859601 | -0.9911993 | -0.9819444 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.7593740 | -0.8524293 | -0.6069309 |
| oxygen + silicate | Indian | (-Inf,26] | -0.8981435 | -0.9441616 | -0.8109790 |
| oxygen + silicate | Indian | (26,26.5] | -0.9389319 | -0.9922979 | -0.8796100 |
| oxygen + silicate | Indian | (26.5,26.75] | -0.9529277 | -0.9837545 | -0.9097245 |
| oxygen + silicate | Indian | (26.75,27] | -0.9468211 | -0.9685704 | -0.9333497 |
| oxygen + silicate | Indian | (27,27.25] | -0.9064675 | -0.9281212 | -0.8663580 |
| oxygen + silicate | Indian | (27.25,27.5] | -0.8589001 | -0.9066332 | -0.7924139 |
| oxygen + silicate | Indian | (27.5,27.75] | -0.8457270 | -0.9228973 | -0.7439252 |
| oxygen + silicate | Indian | (27.75,27.85] | -0.8841956 | -0.9240610 | -0.8546243 |
| oxygen + silicate | Indian | (27.85,27.95] | -0.8114240 | -0.8648893 | -0.7838352 |
| oxygen + silicate | Indian | (27.95,28.05] | -0.7752459 | -0.8660706 | -0.7259296 |
| oxygen + silicate | Indian | (28.05,28.1] | -0.8410655 | -0.9249420 | -0.7956432 |
| oxygen + silicate | Indian | (28.1, Inf] | -0.3573522 | -0.5724494 | -0.1583134 |
| oxygen + silicate | Pacific | (-Inf,26] | -0.2765007 | -0.4229424 | -0.2002797 |
| oxygen + silicate | Pacific | (26,26.5] | -0.4393552 | -0.4694885 | -0.3993817 |
| oxygen + silicate | Pacific | (26.5,26.75] | -0.2974198 | -0.3866072 | -0.1756602 |
| oxygen + silicate | Pacific | (26.75,27] | -0.4433088 | -0.5181389 | -0.3778295 |
| oxygen + silicate | Pacific | (27,27.25] | -0.8291547 | -0.8670514 | -0.8067155 |
| oxygen + silicate | Pacific | (27.25,27.5] | -0.8709114 | -0.9070075 | -0.8495400 |
| oxygen + silicate | Pacific | (27.5,27.75] | -0.8947933 | -0.9150217 | -0.8643592 |
| oxygen + silicate | Pacific | (27.75,27.85] | -0.9582871 | -0.9647818 | -0.9489267 |
| oxygen + silicate | Pacific | (27.85,27.95] | -0.9515618 | -0.9565922 | -0.9430563 |
| oxygen + silicate | Pacific | (27.95,28.05] | -0.9185789 | -0.9286368 | -0.9074173 |
| oxygen + silicate | Pacific | (28.05,28.1] | -0.9133160 | -0.9273952 | -0.8920270 |
| oxygen + silicate | Pacific | (28.1, Inf] | -0.5754641 | -0.6900293 | -0.4727373 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.7217038 | 0.5296283 | 0.8713292 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.8810173 | 0.8430342 | 0.9131698 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.8464124 | 0.8296591 | 0.8639643 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.7278102 | 0.6951673 | 0.7569547 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.7733109 | 0.6948563 | 0.8214448 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.8347686 | 0.8083603 | 0.8542697 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.9077686 | 0.8934117 | 0.9204542 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9120055 | 0.8985646 | 0.9272038 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.8855247 | 0.8781125 | 0.8915952 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9400538 | 0.9079902 | 0.9697723 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9691369 | 0.9581693 | 0.9812866 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9810485 | 0.9787541 | 0.9846579 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9927623 | 0.9897434 | 0.9968822 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9067412 | 0.8186624 | 0.9583135 |
| phosphate + phosphate_star | Indian | (-Inf,26] | 0.9705860 | 0.9662574 | 0.9742052 |
| phosphate + phosphate_star | Indian | (26,26.5] | 0.9688209 | 0.9519372 | 0.9881141 |
| phosphate + phosphate_star | Indian | (26.5,26.75] | 0.8672850 | 0.8261151 | 0.9094214 |
| phosphate + phosphate_star | Indian | (26.75,27] | 0.4931223 | 0.3195174 | 0.6951124 |
| phosphate + phosphate_star | Indian | (27,27.25] | -0.1673801 | -0.3233363 | -0.0270571 |
| phosphate + phosphate_star | Indian | (27.25,27.5] | -0.5839174 | -0.6145972 | -0.5593606 |
| phosphate + phosphate_star | Indian | (27.5,27.75] | -0.7160447 | -0.7438495 | -0.6785981 |
| phosphate + phosphate_star | Indian | (27.75,27.85] | -0.3404175 | -0.4797221 | -0.1356860 |
| phosphate + phosphate_star | Indian | (27.85,27.95] | 0.0084120 | -0.0885921 | 0.0797722 |
| phosphate + phosphate_star | Indian | (27.95,28.05] | 0.2300296 | 0.0288877 | 0.4506084 |
| phosphate + phosphate_star | Indian | (28.05,28.1] | 0.3773362 | 0.2153538 | 0.6468424 |
| phosphate + phosphate_star | Indian | (28.1, Inf] | 0.1967531 | -0.0014077 | 0.3982871 |
| phosphate + phosphate_star | Pacific | (-Inf,26] | 0.8470593 | 0.8100456 | 0.8978766 |
| phosphate + phosphate_star | Pacific | (26,26.5] | 0.7513289 | 0.7037849 | 0.8087376 |
| phosphate + phosphate_star | Pacific | (26.5,26.75] | 0.4905089 | 0.3385473 | 0.6533199 |
| phosphate + phosphate_star | Pacific | (26.75,27] | 0.5273187 | 0.4749692 | 0.5908146 |
| phosphate + phosphate_star | Pacific | (27,27.25] | 0.3898837 | 0.3683365 | 0.4177175 |
| phosphate + phosphate_star | Pacific | (27.25,27.5] | -0.1765462 | -0.2494432 | -0.0373504 |
| phosphate + phosphate_star | Pacific | (27.5,27.75] | -0.0548706 | -0.4600174 | 0.4420833 |
| phosphate + phosphate_star | Pacific | (27.75,27.85] | -0.4960702 | -0.5392433 | -0.4176404 |
| phosphate + phosphate_star | Pacific | (27.85,27.95] | -0.1574994 | -0.2631869 | -0.0598217 |
| phosphate + phosphate_star | Pacific | (27.95,28.05] | 0.4058461 | 0.3266467 | 0.4663889 |
| phosphate + phosphate_star | Pacific | (28.05,28.1] | 0.6572800 | 0.5984225 | 0.7058939 |
| phosphate + phosphate_star | Pacific | (28.1, Inf] | 0.0064640 | -0.0275669 | 0.0325848 |
| sal + aou | Atlantic | (-Inf,26] | 0.1634785 | -0.3353857 | 0.4917688 |
| sal + aou | Atlantic | (26,26.5] | -0.1018944 | -0.2200124 | 0.0553314 |
| sal + aou | Atlantic | (26.5,26.75] | -0.3404948 | -0.4730116 | -0.2674648 |
| sal + aou | Atlantic | (26.75,27] | -0.2223292 | -0.3346819 | -0.1361701 |
| sal + aou | Atlantic | (27,27.25] | -0.3148635 | -0.4815332 | -0.1988615 |
| sal + aou | Atlantic | (27.25,27.5] | -0.2158765 | -0.3438307 | -0.1346413 |
| sal + aou | Atlantic | (27.5,27.75] | -0.4198519 | -0.4772569 | -0.3552506 |
| sal + aou | Atlantic | (27.75,27.85] | -0.4219487 | -0.4576195 | -0.3706199 |
| sal + aou | Atlantic | (27.85,27.95] | -0.3280020 | -0.3466973 | -0.2925019 |
| sal + aou | Atlantic | (27.95,28.05] | -0.5322652 | -0.6739424 | -0.3231540 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7361335 | -0.8018260 | -0.6638557 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8451641 | -0.8697808 | -0.8214575 |
| sal + aou | Atlantic | (28.15,28.2] | -0.9450733 | -0.9784593 | -0.9263997 |
| sal + aou | Atlantic | (28.2, Inf] | -0.5798792 | -0.8383679 | -0.1928215 |
| sal + aou | Indian | (-Inf,26] | -0.7855226 | -0.9770891 | -0.5630589 |
| sal + aou | Indian | (26,26.5] | -0.7683208 | -0.9753419 | -0.5069429 |
| sal + aou | Indian | (26.5,26.75] | -0.4428401 | -0.7512329 | -0.0959418 |
| sal + aou | Indian | (26.75,27] | 0.2667561 | -0.0968067 | 0.5791682 |
| sal + aou | Indian | (27,27.25] | 0.8314123 | 0.8020018 | 0.8772788 |
| sal + aou | Indian | (27.25,27.5] | 0.9231362 | 0.8241684 | 0.9759566 |
| sal + aou | Indian | (27.5,27.75] | 0.9426962 | 0.9011423 | 0.9689412 |
| sal + aou | Indian | (27.75,27.85] | 0.9078014 | 0.8548135 | 0.9542393 |
| sal + aou | Indian | (27.85,27.95] | 0.8011247 | 0.6909369 | 0.8795675 |
| sal + aou | Indian | (27.95,28.05] | 0.6535064 | 0.5168492 | 0.7952620 |
| sal + aou | Indian | (28.05,28.1] | 0.4442909 | 0.0342474 | 0.7164454 |
| sal + aou | Indian | (28.1, Inf] | 0.7486695 | 0.6374940 | 0.8615975 |
| sal + aou | Pacific | (-Inf,26] | -0.0654057 | -0.1410386 | -0.0201230 |
| sal + aou | Pacific | (26,26.5] | 0.1242848 | -0.1099679 | 0.2548721 |
| sal + aou | Pacific | (26.5,26.75] | 0.2929829 | 0.0129913 | 0.4841300 |
| sal + aou | Pacific | (26.75,27] | 0.0456659 | -0.0824856 | 0.1211363 |
| sal + aou | Pacific | (27,27.25] | -0.1707702 | -0.2399728 | -0.0943802 |
| sal + aou | Pacific | (27.25,27.5] | 0.0683263 | -0.0024565 | 0.1852258 |
| sal + aou | Pacific | (27.5,27.75] | 0.2830093 | 0.1400318 | 0.5301517 |
| sal + aou | Pacific | (27.75,27.85] | -0.2307093 | -0.4711074 | 0.0122331 |
| sal + aou | Pacific | (27.85,27.95] | -0.4532296 | -0.7559996 | -0.2453678 |
| sal + aou | Pacific | (27.95,28.05] | -0.5873065 | -0.7884191 | -0.3797734 |
| sal + aou | Pacific | (28.05,28.1] | -0.6969545 | -0.8562773 | -0.5438457 |
| sal + aou | Pacific | (28.1, Inf] | -0.2566761 | -0.5485702 | -0.0018649 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.4245326 | -0.6921949 | -0.0021106 |
| sal + oxygen | Atlantic | (26,26.5] | -0.3535387 | -0.4694149 | -0.1860573 |
| sal + oxygen | Atlantic | (26.5,26.75] | 0.0592088 | -0.0482461 | 0.2641555 |
| sal + oxygen | Atlantic | (26.75,27] | 0.0121694 | -0.1077029 | 0.1446474 |
| sal + oxygen | Atlantic | (27,27.25] | 0.0942838 | -0.0078697 | 0.2943349 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.1139971 | -0.2153612 | 0.0565499 |
| sal + oxygen | Atlantic | (27.5,27.75] | 0.0573413 | -0.0653266 | 0.1210068 |
| sal + oxygen | Atlantic | (27.75,27.85] | 0.1960273 | 0.1461389 | 0.2412771 |
| sal + oxygen | Atlantic | (27.85,27.95] | 0.1881198 | 0.1424850 | 0.2215866 |
| sal + oxygen | Atlantic | (27.95,28.05] | 0.4186661 | 0.2016592 | 0.5858833 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.6364957 | 0.5223255 | 0.7397033 |
| sal + oxygen | Atlantic | (28.1,28.15] | 0.7814941 | 0.7475354 | 0.8210772 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.9231098 | 0.8991302 | 0.9683437 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.4541193 | -0.0021086 | 0.7510085 |
| sal + oxygen | Indian | (-Inf,26] | 0.7691840 | 0.5132861 | 0.9852040 |
| sal + oxygen | Indian | (26,26.5] | 0.7311428 | 0.4446857 | 0.9636681 |
| sal + oxygen | Indian | (26.5,26.75] | 0.3847084 | 0.0330081 | 0.6979433 |
| sal + oxygen | Indian | (26.75,27] | -0.3876400 | -0.6365607 | -0.1104928 |
| sal + oxygen | Indian | (27,27.25] | -0.8793370 | -0.9175578 | -0.8571372 |
| sal + oxygen | Indian | (27.25,27.5] | -0.9465174 | -0.9884127 | -0.8680057 |
| sal + oxygen | Indian | (27.5,27.75] | -0.9476798 | -0.9686563 | -0.9230071 |
| sal + oxygen | Indian | (27.75,27.85] | -0.9220660 | -0.9618165 | -0.8768389 |
| sal + oxygen | Indian | (27.85,27.95] | -0.8428870 | -0.9043549 | -0.7503987 |
| sal + oxygen | Indian | (27.95,28.05] | -0.7383418 | -0.8564349 | -0.6070247 |
| sal + oxygen | Indian | (28.05,28.1] | -0.5458598 | -0.8122353 | -0.1242063 |
| sal + oxygen | Indian | (28.1, Inf] | -0.8075190 | -0.8971138 | -0.7320324 |
| sal + oxygen | Pacific | (-Inf,26] | -0.3365823 | -0.3973610 | -0.2157659 |
| sal + oxygen | Pacific | (26,26.5] | -0.2849959 | -0.3972009 | -0.0882004 |
| sal + oxygen | Pacific | (26.5,26.75] | -0.4289471 | -0.6053117 | -0.1878178 |
| sal + oxygen | Pacific | (26.75,27] | -0.2324618 | -0.3085316 | -0.1085040 |
| sal + oxygen | Pacific | (27,27.25] | 0.0658097 | -0.0096263 | 0.1413228 |
| sal + oxygen | Pacific | (27.25,27.5] | -0.1439648 | -0.2589038 | -0.0662317 |
| sal + oxygen | Pacific | (27.5,27.75] | -0.3565936 | -0.6104007 | -0.2039840 |
| sal + oxygen | Pacific | (27.75,27.85] | 0.1868476 | -0.0695286 | 0.4483793 |
| sal + oxygen | Pacific | (27.85,27.95] | 0.4269183 | 0.2029533 | 0.7567132 |
| sal + oxygen | Pacific | (27.95,28.05] | 0.5645347 | 0.3382223 | 0.7823582 |
| sal + oxygen | Pacific | (28.05,28.1] | 0.6621824 | 0.4889841 | 0.8406107 |
| sal + oxygen | Pacific | (28.1, Inf] | 0.1684845 | -0.0882501 | 0.4724880 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.6238592 | -0.7630951 | -0.5128903 |
| sal + phosphate | Atlantic | (26,26.5] | -0.7777599 | -0.8019902 | -0.7577213 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.7598822 | -0.7715699 | -0.7538134 |
| sal + phosphate | Atlantic | (26.75,27] | -0.6837633 | -0.7208561 | -0.6428832 |
| sal + phosphate | Atlantic | (27,27.25] | -0.7721879 | -0.8295871 | -0.6921628 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.8106399 | -0.8369071 | -0.7654153 |
| sal + phosphate | Atlantic | (27.5,27.75] | -0.7860519 | -0.8159915 | -0.7652507 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.6702435 | -0.7069990 | -0.6468307 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.5595622 | -0.5894835 | -0.5359927 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.6940674 | -0.7740906 | -0.5559919 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8415343 | -0.8572609 | -0.8249594 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9064106 | -0.9098284 | -0.8997346 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9567366 | -0.9730464 | -0.9414677 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9094735 | -0.9643185 | -0.8161744 |
| sal + phosphate | Indian | (-Inf,26] | -0.7915584 | -0.9654574 | -0.5739553 |
| sal + phosphate | Indian | (26,26.5] | -0.7979335 | -0.9866185 | -0.5354407 |
| sal + phosphate | Indian | (26.5,26.75] | -0.5466996 | -0.8759061 | -0.1464527 |
| sal + phosphate | Indian | (26.75,27] | -0.0493719 | -0.6209015 | 0.4602030 |
| sal + phosphate | Indian | (27,27.25] | 0.5928769 | 0.4174420 | 0.7163866 |
| sal + phosphate | Indian | (27.25,27.5] | 0.7957570 | 0.7084063 | 0.8508951 |
| sal + phosphate | Indian | (27.5,27.75] | 0.8603239 | 0.8324236 | 0.8983295 |
| sal + phosphate | Indian | (27.75,27.85] | 0.7025439 | 0.4804058 | 0.8906037 |
| sal + phosphate | Indian | (27.85,27.95] | 0.4788128 | 0.2238727 | 0.7255127 |
| sal + phosphate | Indian | (27.95,28.05] | 0.1182504 | 0.0517306 | 0.1924099 |
| sal + phosphate | Indian | (28.05,28.1] | -0.1328082 | -0.2384086 | -0.0754313 |
| sal + phosphate | Indian | (28.1, Inf] | -0.0617958 | -0.1985480 | 0.0519978 |
| sal + phosphate | Pacific | (-Inf,26] | -0.2063904 | -0.2571093 | -0.1723919 |
| sal + phosphate | Pacific | (26,26.5] | -0.1212503 | -0.3643447 | 0.0047471 |
| sal + phosphate | Pacific | (26.5,26.75] | 0.0149462 | -0.2874327 | 0.2081159 |
| sal + phosphate | Pacific | (26.75,27] | -0.2663967 | -0.4036252 | -0.1891264 |
| sal + phosphate | Pacific | (27,27.25] | -0.2895720 | -0.3764946 | -0.2057789 |
| sal + phosphate | Pacific | (27.25,27.5] | 0.0692213 | -0.0277647 | 0.1784817 |
| sal + phosphate | Pacific | (27.5,27.75] | 0.3987379 | 0.1463531 | 0.7075888 |
| sal + phosphate | Pacific | (27.75,27.85] | -0.2094196 | -0.4104304 | -0.0049051 |
| sal + phosphate | Pacific | (27.85,27.95] | -0.4636290 | -0.7223579 | -0.3006100 |
| sal + phosphate | Pacific | (27.95,28.05] | -0.6505545 | -0.8206749 | -0.4932328 |
| sal + phosphate | Pacific | (28.05,28.1] | -0.7665324 | -0.8936081 | -0.6506432 |
| sal + phosphate | Pacific | (28.1, Inf] | -0.5143377 | -0.7345418 | -0.3610243 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.8969743 | -0.9323857 | -0.8614792 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.9618777 | -0.9706984 | -0.9553463 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.9759877 | -0.9797387 | -0.9727395 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.9816746 | -0.9845090 | -0.9770374 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.9843128 | -0.9858821 | -0.9834002 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.9775629 | -0.9797053 | -0.9756494 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.9325331 | -0.9392663 | -0.9209789 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.8766043 | -0.8865938 | -0.8709660 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.8340613 | -0.8396063 | -0.8305291 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.8495940 | -0.8982409 | -0.8010624 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9139926 | -0.9205703 | -0.9068810 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9479712 | -0.9524339 | -0.9407405 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9634054 | -0.9725188 | -0.9487572 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9774905 | -0.9842099 | -0.9641965 |
| sal + phosphate_star | Indian | (-Inf,26] | -0.7816244 | -0.8900318 | -0.6276921 |
| sal + phosphate_star | Indian | (26,26.5] | -0.8657471 | -0.9905708 | -0.6590623 |
| sal + phosphate_star | Indian | (26.5,26.75] | -0.7720239 | -0.9916187 | -0.4213739 |
| sal + phosphate_star | Indian | (26.75,27] | -0.7811191 | -0.9760112 | -0.5138155 |
| sal + phosphate_star | Indian | (27,27.25] | -0.8299140 | -0.9058682 | -0.7488909 |
| sal + phosphate_star | Indian | (27.25,27.5] | -0.9011385 | -0.9281982 | -0.8830535 |
| sal + phosphate_star | Indian | (27.5,27.75] | -0.8965483 | -0.9117965 | -0.8692308 |
| sal + phosphate_star | Indian | (27.75,27.85] | -0.8203560 | -0.8756481 | -0.7506152 |
| sal + phosphate_star | Indian | (27.85,27.95] | -0.7577264 | -0.8653000 | -0.5666755 |
| sal + phosphate_star | Indian | (27.95,28.05] | -0.8656376 | -0.9649073 | -0.7015463 |
| sal + phosphate_star | Indian | (28.05,28.1] | -0.8885132 | -0.9779690 | -0.7400516 |
| sal + phosphate_star | Indian | (28.1, Inf] | -0.8843945 | -0.9014065 | -0.8593231 |
| sal + phosphate_star | Pacific | (-Inf,26] | -0.5235693 | -0.5559883 | -0.5048550 |
| sal + phosphate_star | Pacific | (26,26.5] | -0.6523693 | -0.7668544 | -0.5550043 |
| sal + phosphate_star | Pacific | (26.5,26.75] | -0.7804649 | -0.8403483 | -0.7284193 |
| sal + phosphate_star | Pacific | (26.75,27] | -0.8805293 | -0.8959753 | -0.8683536 |
| sal + phosphate_star | Pacific | (27,27.25] | -0.7867905 | -0.8118468 | -0.7718361 |
| sal + phosphate_star | Pacific | (27.25,27.5] | -0.3298223 | -0.4043379 | -0.1985742 |
| sal + phosphate_star | Pacific | (27.5,27.75] | 0.2033091 | -0.2799079 | 0.6386200 |
| sal + phosphate_star | Pacific | (27.75,27.85] | 0.0584917 | -0.2647289 | 0.4662129 |
| sal + phosphate_star | Pacific | (27.85,27.95] | -0.0318418 | -0.2972619 | 0.3341912 |
| sal + phosphate_star | Pacific | (27.95,28.05] | -0.4941636 | -0.5421048 | -0.4664100 |
| sal + phosphate_star | Pacific | (28.05,28.1] | -0.6653392 | -0.6974568 | -0.6401242 |
| sal + phosphate_star | Pacific | (28.1, Inf] | -0.4990367 | -0.5440563 | -0.4249188 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7565509 | -0.7969850 | -0.6760531 |
| sal + silicate | Atlantic | (26,26.5] | -0.7444275 | -0.8386870 | -0.6917845 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.6743990 | -0.7018353 | -0.6587874 |
| sal + silicate | Atlantic | (26.75,27] | -0.5674705 | -0.6349907 | -0.5256251 |
| sal + silicate | Atlantic | (27,27.25] | -0.7274679 | -0.7716372 | -0.6720139 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.8068495 | -0.8196585 | -0.7976154 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.7605931 | -0.7983717 | -0.7204497 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.6900413 | -0.7147962 | -0.6562372 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6395042 | -0.6481259 | -0.6287393 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.7350989 | -0.8187120 | -0.5952319 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.8557417 | -0.8881626 | -0.8178273 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9129589 | -0.9337085 | -0.8926163 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.9502149 | -0.9773822 | -0.9350732 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.8751772 | -0.9782900 | -0.7319075 |
| sal + silicate | Indian | (-Inf,26] | -0.8985703 | -0.9541684 | -0.8521932 |
| sal + silicate | Indian | (26,26.5] | -0.8636631 | -0.9796211 | -0.7272138 |
| sal + silicate | Indian | (26.5,26.75] | -0.5648109 | -0.8015748 | -0.3440426 |
| sal + silicate | Indian | (26.75,27] | 0.1788905 | -0.1378319 | 0.4199044 |
| sal + silicate | Indian | (27,27.25] | 0.6441747 | 0.5605770 | 0.7382320 |
| sal + silicate | Indian | (27.25,27.5] | 0.7146170 | 0.4835765 | 0.8543879 |
| sal + silicate | Indian | (27.5,27.75] | 0.7668099 | 0.5507687 | 0.8920284 |
| sal + silicate | Indian | (27.75,27.85] | 0.8067622 | 0.7828598 | 0.8221312 |
| sal + silicate | Indian | (27.85,27.95] | 0.6356668 | 0.5480635 | 0.7468665 |
| sal + silicate | Indian | (27.95,28.05] | 0.3463637 | 0.2617607 | 0.4595107 |
| sal + silicate | Indian | (28.05,28.1] | 0.1614480 | -0.1035490 | 0.3710048 |
| sal + silicate | Indian | (28.1, Inf] | 0.1032053 | -0.1205222 | 0.3211273 |
| sal + silicate | Pacific | (-Inf,26] | -0.6241946 | -0.6326475 | -0.6134679 |
| sal + silicate | Pacific | (26,26.5] | -0.5401893 | -0.6441283 | -0.4603347 |
| sal + silicate | Pacific | (26.5,26.75] | -0.6015947 | -0.7100987 | -0.5304632 |
| sal + silicate | Pacific | (26.75,27] | -0.6997329 | -0.7175429 | -0.6792389 |
| sal + silicate | Pacific | (27,27.25] | -0.5450068 | -0.5549114 | -0.5256445 |
| sal + silicate | Pacific | (27.25,27.5] | -0.2216992 | -0.2709669 | -0.1647346 |
| sal + silicate | Pacific | (27.5,27.75] | 0.1571503 | -0.0302366 | 0.4115590 |
| sal + silicate | Pacific | (27.75,27.85] | -0.2441778 | -0.4177270 | -0.0640352 |
| sal + silicate | Pacific | (27.85,27.95] | -0.4198318 | -0.6587288 | -0.2701083 |
| sal + silicate | Pacific | (27.95,28.05] | -0.5414763 | -0.7050841 | -0.3952830 |
| sal + silicate | Pacific | (28.05,28.1] | -0.6843726 | -0.7931993 | -0.5886578 |
| sal + silicate | Pacific | (28.1, Inf] | -0.5022474 | -0.7498526 | -0.2878363 |
| sal + temp | Atlantic | (-Inf,26] | 0.8930751 | 0.8588183 | 0.9429951 |
| sal + temp | Atlantic | (26,26.5] | 0.9657447 | 0.9608489 | 0.9728465 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9889228 | 0.9880722 | 0.9903076 |
| sal + temp | Atlantic | (26.75,27] | 0.9812662 | 0.9774513 | 0.9842785 |
| sal + temp | Atlantic | (27,27.25] | 0.9801975 | 0.9788009 | 0.9822617 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9758399 | 0.9747358 | 0.9765390 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9691782 | 0.9633559 | 0.9731084 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9800432 | 0.9785246 | 0.9811217 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9449580 | 0.9415549 | 0.9474787 |
| sal + temp | Atlantic | (27.95,28.05] | 0.8942479 | 0.8682537 | 0.9202711 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9594559 | 0.9548355 | 0.9661162 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9558137 | 0.9437635 | 0.9635143 |
| sal + temp | Atlantic | (28.15,28.2] | 0.8958478 | 0.8855044 | 0.9026793 |
| sal + temp | Atlantic | (28.2, Inf] | 0.3012972 | 0.1404009 | 0.6113778 |
| sal + temp | Indian | (-Inf,26] | 0.5132413 | 0.4588252 | 0.5622458 |
| sal + temp | Indian | (26,26.5] | 0.8893607 | 0.8573640 | 0.9224295 |
| sal + temp | Indian | (26.5,26.75] | 0.9325245 | 0.9178808 | 0.9431598 |
| sal + temp | Indian | (26.75,27] | 0.9669541 | 0.9531552 | 0.9797263 |
| sal + temp | Indian | (27,27.25] | 0.9342623 | 0.9084287 | 0.9577201 |
| sal + temp | Indian | (27.25,27.5] | 0.9318985 | 0.9129899 | 0.9591015 |
| sal + temp | Indian | (27.5,27.75] | 0.8618700 | 0.7841634 | 0.9325225 |
| sal + temp | Indian | (27.75,27.85] | 0.9089731 | 0.8624499 | 0.9477963 |
| sal + temp | Indian | (27.85,27.95] | 0.8839717 | 0.8289541 | 0.9148494 |
| sal + temp | Indian | (27.95,28.05] | 0.9383838 | 0.9115668 | 0.9530009 |
| sal + temp | Indian | (28.05,28.1] | 0.9503036 | 0.9047747 | 0.9754324 |
| sal + temp | Indian | (28.1, Inf] | 0.9000509 | 0.8764653 | 0.9148806 |
| sal + temp | Pacific | (-Inf,26] | 0.7909931 | 0.7515415 | 0.8685303 |
| sal + temp | Pacific | (26,26.5] | 0.9110239 | 0.8754561 | 0.9296680 |
| sal + temp | Pacific | (26.5,26.75] | 0.9716767 | 0.9656652 | 0.9751806 |
| sal + temp | Pacific | (26.75,27] | 0.9714311 | 0.9674496 | 0.9766913 |
| sal + temp | Pacific | (27,27.25] | 0.9367135 | 0.9318706 | 0.9435944 |
| sal + temp | Pacific | (27.25,27.5] | 0.8147444 | 0.7972806 | 0.8299207 |
| sal + temp | Pacific | (27.5,27.75] | 0.7661745 | 0.6697556 | 0.8830940 |
| sal + temp | Pacific | (27.75,27.85] | 0.7253744 | 0.5995928 | 0.8114501 |
| sal + temp | Pacific | (27.85,27.95] | 0.5215649 | 0.2992391 | 0.6459582 |
| sal + temp | Pacific | (27.95,28.05] | 0.3799800 | 0.2380484 | 0.5285389 |
| sal + temp | Pacific | (28.05,28.1] | 0.3265661 | 0.2311720 | 0.4441301 |
| sal + temp | Pacific | (28.1, Inf] | 0.1266257 | -0.1386336 | 0.3227559 |
| silicate + phosphate | Atlantic | (-Inf,26] | 0.7690364 | 0.7493279 | 0.7854727 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.9203796 | 0.8818059 | 0.9676558 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.9670838 | 0.9607083 | 0.9742673 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.9459240 | 0.9146346 | 0.9655096 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9570518 | 0.9516840 | 0.9655555 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9130155 | 0.8941648 | 0.9314970 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.8979692 | 0.8877539 | 0.9156237 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9506608 | 0.9409399 | 0.9654296 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9704744 | 0.9656031 | 0.9770937 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9792213 | 0.9751574 | 0.9842770 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9875793 | 0.9874920 | 0.9877106 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9937085 | 0.9932042 | 0.9941104 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9939223 | 0.9912772 | 0.9976198 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9745235 | 0.9468958 | 0.9937540 |
| silicate + phosphate | Indian | (-Inf,26] | 0.9407835 | 0.8670851 | 0.9913476 |
| silicate + phosphate | Indian | (26,26.5] | 0.9598599 | 0.9213651 | 0.9957615 |
| silicate + phosphate | Indian | (26.5,26.75] | 0.9659889 | 0.9426172 | 0.9861938 |
| silicate + phosphate | Indian | (26.75,27] | 0.9107126 | 0.8306495 | 0.9514695 |
| silicate + phosphate | Indian | (27,27.25] | 0.9414105 | 0.9197583 | 0.9541485 |
| silicate + phosphate | Indian | (27.25,27.5] | 0.9352993 | 0.8790585 | 0.9784673 |
| silicate + phosphate | Indian | (27.5,27.75] | 0.8872742 | 0.7909350 | 0.9575325 |
| silicate + phosphate | Indian | (27.75,27.85] | 0.8824715 | 0.8701836 | 0.8953708 |
| silicate + phosphate | Indian | (27.85,27.95] | 0.8829985 | 0.8399737 | 0.9048808 |
| silicate + phosphate | Indian | (27.95,28.05] | 0.8933497 | 0.8311783 | 0.9359555 |
| silicate + phosphate | Indian | (28.05,28.1] | 0.9089845 | 0.8470389 | 0.9591777 |
| silicate + phosphate | Indian | (28.1, Inf] | 0.7626836 | 0.7521940 | 0.7748604 |
| silicate + phosphate | Pacific | (-Inf,26] | 0.7033186 | 0.6162538 | 0.8031138 |
| silicate + phosphate | Pacific | (26,26.5] | 0.6830321 | 0.6356794 | 0.7189812 |
| silicate + phosphate | Pacific | (26.5,26.75] | 0.5855482 | 0.4807077 | 0.6888054 |
| silicate + phosphate | Pacific | (26.75,27] | 0.7551031 | 0.7298412 | 0.8027336 |
| silicate + phosphate | Pacific | (27,27.25] | 0.8969446 | 0.8808913 | 0.9266244 |
| silicate + phosphate | Pacific | (27.25,27.5] | 0.8707585 | 0.8469327 | 0.9107457 |
| silicate + phosphate | Pacific | (27.5,27.75] | 0.8563960 | 0.8431556 | 0.8682076 |
| silicate + phosphate | Pacific | (27.75,27.85] | 0.9433093 | 0.9346856 | 0.9491874 |
| silicate + phosphate | Pacific | (27.85,27.95] | 0.9576662 | 0.9510968 | 0.9620016 |
| silicate + phosphate | Pacific | (27.95,28.05] | 0.9452991 | 0.9357957 | 0.9507989 |
| silicate + phosphate | Pacific | (28.05,28.1] | 0.9353157 | 0.9280556 | 0.9453413 |
| silicate + phosphate | Pacific | (28.1, Inf] | 0.7872980 | 0.7076486 | 0.8602433 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.7377353 | 0.6581797 | 0.7932154 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.8210662 | 0.7724010 | 0.9140053 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.7711030 | 0.7430541 | 0.7999104 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.6211474 | 0.5797044 | 0.6795739 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7349707 | 0.6845300 | 0.7698348 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8570013 | 0.8367447 | 0.8684533 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.9094381 | 0.8963880 | 0.9244866 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9207914 | 0.9047784 | 0.9331453 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9102967 | 0.9057407 | 0.9158444 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9310338 | 0.8944868 | 0.9677549 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9512629 | 0.9323042 | 0.9709490 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9738199 | 0.9672028 | 0.9846025 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9820213 | 0.9752288 | 0.9945257 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8627068 | 0.7052927 | 0.9666011 |
| silicate + phosphate_star | Indian | (-Inf,26] | 0.9424525 | 0.9015421 | 0.9795843 |
| silicate + phosphate_star | Indian | (26,26.5] | 0.9457061 | 0.9174967 | 0.9774230 |
| silicate + phosphate_star | Indian | (26.5,26.75] | 0.8112577 | 0.7396864 | 0.9104703 |
| silicate + phosphate_star | Indian | (26.75,27] | 0.2200180 | 0.2184764 | 0.2220433 |
| silicate + phosphate_star | Indian | (27,27.25] | -0.3016182 | -0.3151445 | -0.2935875 |
| silicate + phosphate_star | Indian | (27.25,27.5] | -0.5611314 | -0.6308589 | -0.4882290 |
| silicate + phosphate_star | Indian | (27.5,27.75] | -0.6682366 | -0.7401163 | -0.5637085 |
| silicate + phosphate_star | Indian | (27.75,27.85] | -0.5102656 | -0.5537137 | -0.4824093 |
| silicate + phosphate_star | Indian | (27.85,27.95] | -0.1395395 | -0.1903311 | -0.0673361 |
| silicate + phosphate_star | Indian | (27.95,28.05] | 0.0243684 | -0.2795792 | 0.3237262 |
| silicate + phosphate_star | Indian | (28.05,28.1] | 0.0799226 | -0.2341288 | 0.5100114 |
| silicate + phosphate_star | Indian | (28.1, Inf] | 0.0430966 | -0.2568057 | 0.2303768 |
| silicate + phosphate_star | Pacific | (-Inf,26] | 0.7464861 | 0.6751440 | 0.8428645 |
| silicate + phosphate_star | Pacific | (26,26.5] | 0.7506142 | 0.7339973 | 0.7597063 |
| silicate + phosphate_star | Pacific | (26.5,26.75] | 0.7062357 | 0.6595374 | 0.7609697 |
| silicate + phosphate_star | Pacific | (26.75,27] | 0.7186142 | 0.6984837 | 0.7568364 |
| silicate + phosphate_star | Pacific | (27,27.25] | 0.4448076 | 0.4061590 | 0.4665029 |
| silicate + phosphate_star | Pacific | (27.25,27.5] | -0.2588717 | -0.3083873 | -0.1802821 |
| silicate + phosphate_star | Pacific | (27.5,27.75] | -0.2933956 | -0.5595498 | 0.1011523 |
| silicate + phosphate_star | Pacific | (27.75,27.85] | -0.6203191 | -0.6707699 | -0.5507082 |
| silicate + phosphate_star | Pacific | (27.85,27.95] | -0.2097063 | -0.3042681 | -0.0927063 |
| silicate + phosphate_star | Pacific | (27.95,28.05] | 0.3746189 | 0.2440506 | 0.4845366 |
| silicate + phosphate_star | Pacific | (28.05,28.1] | 0.5632866 | 0.4144206 | 0.6451103 |
| silicate + phosphate_star | Pacific | (28.1, Inf] | 0.1772893 | 0.0887997 | 0.2639459 |
| temp + aou | Atlantic | (-Inf,26] | 0.1525728 | -0.3443143 | 0.4955137 |
| temp + aou | Atlantic | (26,26.5] | -0.1563927 | -0.2351595 | -0.0023207 |
| temp + aou | Atlantic | (26.5,26.75] | -0.3575722 | -0.4886277 | -0.2792322 |
| temp + aou | Atlantic | (26.75,27] | -0.2180049 | -0.3371739 | -0.1300003 |
| temp + aou | Atlantic | (27,27.25] | -0.2529025 | -0.4088192 | -0.1456856 |
| temp + aou | Atlantic | (27.25,27.5] | -0.1811273 | -0.3148102 | -0.1048674 |
| temp + aou | Atlantic | (27.5,27.75] | -0.3882867 | -0.4541746 | -0.3275062 |
| temp + aou | Atlantic | (27.75,27.85] | -0.4147021 | -0.4526517 | -0.3779644 |
| temp + aou | Atlantic | (27.85,27.95] | -0.2922229 | -0.3459842 | -0.1901608 |
| temp + aou | Atlantic | (27.95,28.05] | -0.5094197 | -0.6097758 | -0.3933330 |
| temp + aou | Atlantic | (28.05,28.1] | -0.6143924 | -0.7142514 | -0.5262006 |
| temp + aou | Atlantic | (28.1,28.15] | -0.6943970 | -0.6995813 | -0.6850711 |
| temp + aou | Atlantic | (28.15,28.2] | -0.7533337 | -0.8162647 | -0.7157224 |
| temp + aou | Atlantic | (28.2, Inf] | 0.3965707 | 0.2955435 | 0.4837979 |
| temp + aou | Indian | (-Inf,26] | -0.5733968 | -0.6362262 | -0.5158656 |
| temp + aou | Indian | (26,26.5] | -0.6453546 | -0.8676387 | -0.4579152 |
| temp + aou | Indian | (26.5,26.75] | -0.3014077 | -0.4904839 | -0.0898052 |
| temp + aou | Indian | (26.75,27] | 0.1613326 | -0.1482107 | 0.4824997 |
| temp + aou | Indian | (27,27.25] | 0.6715792 | 0.5541481 | 0.7577098 |
| temp + aou | Indian | (27.25,27.5] | 0.8313087 | 0.8199037 | 0.8412345 |
| temp + aou | Indian | (27.5,27.75] | 0.8639634 | 0.8384355 | 0.8774148 |
| temp + aou | Indian | (27.75,27.85] | 0.8837104 | 0.8225347 | 0.9314848 |
| temp + aou | Indian | (27.85,27.95] | 0.7942551 | 0.7438784 | 0.8216634 |
| temp + aou | Indian | (27.95,28.05] | 0.7122087 | 0.5594929 | 0.8619895 |
| temp + aou | Indian | (28.05,28.1] | 0.5986095 | 0.3054583 | 0.7934618 |
| temp + aou | Indian | (28.1, Inf] | 0.8670816 | 0.8121922 | 0.8957939 |
| temp + aou | Pacific | (-Inf,26] | -0.2676272 | -0.4183566 | -0.1757647 |
| temp + aou | Pacific | (26,26.5] | -0.0278434 | -0.2147180 | 0.0979126 |
| temp + aou | Pacific | (26.5,26.75] | 0.2726474 | 0.0118220 | 0.4382836 |
| temp + aou | Pacific | (26.75,27] | 0.0355560 | -0.0786206 | 0.0972681 |
| temp + aou | Pacific | (27,27.25] | -0.2406333 | -0.2807413 | -0.1649491 |
| temp + aou | Pacific | (27.25,27.5] | 0.0041064 | -0.0910624 | 0.1098402 |
| temp + aou | Pacific | (27.5,27.75] | 0.3334752 | 0.2234046 | 0.5423110 |
| temp + aou | Pacific | (27.75,27.85] | -0.0265463 | -0.2787247 | 0.2120146 |
| temp + aou | Pacific | (27.85,27.95] | -0.1177868 | -0.4180281 | 0.0919227 |
| temp + aou | Pacific | (27.95,28.05] | -0.0253026 | -0.1600648 | 0.1070904 |
| temp + aou | Pacific | (28.05,28.1] | 0.1254868 | -0.0810118 | 0.2768694 |
| temp + aou | Pacific | (28.1, Inf] | 0.8090795 | 0.7830093 | 0.8289076 |
| temp + oxygen | Atlantic | (-Inf,26] | -0.4453612 | -0.7280160 | -0.0393858 |
| temp + oxygen | Atlantic | (26,26.5] | -0.3160507 | -0.4269172 | -0.1881729 |
| temp + oxygen | Atlantic | (26.5,26.75] | 0.0741381 | -0.0389001 | 0.2784214 |
| temp + oxygen | Atlantic | (26.75,27] | 0.0038080 | -0.1177280 | 0.1436692 |
| temp + oxygen | Atlantic | (27,27.25] | 0.0255506 | -0.0737692 | 0.2119139 |
| temp + oxygen | Atlantic | (27.25,27.5] | -0.1573108 | -0.2695035 | 0.0183017 |
| temp + oxygen | Atlantic | (27.5,27.75] | 0.0094616 | -0.1085977 | 0.0815310 |
| temp + oxygen | Atlantic | (27.75,27.85] | 0.1816667 | 0.1478367 | 0.2098490 |
| temp + oxygen | Atlantic | (27.85,27.95] | 0.1415740 | 0.0275043 | 0.2122976 |
| temp + oxygen | Atlantic | (27.95,28.05] | 0.3719033 | 0.2507514 | 0.4958992 |
| temp + oxygen | Atlantic | (28.05,28.1] | 0.4938880 | 0.3626396 | 0.6343219 |
| temp + oxygen | Atlantic | (28.1,28.15] | 0.6111693 | 0.5923381 | 0.6305230 |
| temp + oxygen | Atlantic | (28.15,28.2] | 0.7097924 | 0.6701372 | 0.7881845 |
| temp + oxygen | Atlantic | (28.2, Inf] | -0.5478721 | -0.6583946 | -0.4424985 |
| temp + oxygen | Indian | (-Inf,26] | 0.4714954 | 0.4111380 | 0.5182026 |
| temp + oxygen | Indian | (26,26.5] | 0.5891729 | 0.3850168 | 0.8343641 |
| temp + oxygen | Indian | (26.5,26.75] | 0.2334842 | 0.0233554 | 0.4188916 |
| temp + oxygen | Indian | (26.75,27] | -0.2885863 | -0.5487627 | -0.0623382 |
| temp + oxygen | Indian | (27,27.25] | -0.7440259 | -0.8127698 | -0.6499594 |
| temp + oxygen | Indian | (27.25,27.5] | -0.8796492 | -0.8863696 | -0.8733287 |
| temp + oxygen | Indian | (27.5,27.75] | -0.9049164 | -0.9174520 | -0.8839129 |
| temp + oxygen | Indian | (27.75,27.85] | -0.9168261 | -0.9527983 | -0.8694024 |
| temp + oxygen | Indian | (27.85,27.95] | -0.8602004 | -0.8798737 | -0.8309945 |
| temp + oxygen | Indian | (27.95,28.05] | -0.7991229 | -0.9191880 | -0.6600418 |
| temp + oxygen | Indian | (28.05,28.1] | -0.6909145 | -0.8765577 | -0.3936972 |
| temp + oxygen | Indian | (28.1, Inf] | -0.9242589 | -0.9459709 | -0.8881520 |
| temp + oxygen | Pacific | (-Inf,26] | -0.2180311 | -0.3269660 | -0.0147312 |
| temp + oxygen | Pacific | (26,26.5] | -0.1497717 | -0.2550971 | 0.0043529 |
| temp + oxygen | Pacific | (26.5,26.75] | -0.4149509 | -0.5695894 | -0.1913493 |
| temp + oxygen | Pacific | (26.75,27] | -0.2281689 | -0.2899875 | -0.1180934 |
| temp + oxygen | Pacific | (27,27.25] | 0.1307374 | 0.0563596 | 0.1767602 |
| temp + oxygen | Pacific | (27.25,27.5] | -0.0960494 | -0.1991264 | 0.0066337 |
| temp + oxygen | Pacific | (27.5,27.75] | -0.4294478 | -0.6367205 | -0.3242294 |
| temp + oxygen | Pacific | (27.75,27.85] | -0.0326667 | -0.2792012 | 0.2348151 |
| temp + oxygen | Pacific | (27.85,27.95] | 0.0656472 | -0.1538654 | 0.3834730 |
| temp + oxygen | Pacific | (27.95,28.05] | -0.0379601 | -0.1813490 | 0.1035948 |
| temp + oxygen | Pacific | (28.05,28.1] | -0.1731003 | -0.3413294 | 0.0497238 |
| temp + oxygen | Pacific | (28.1, Inf] | -0.8702345 | -0.8768948 | -0.8587691 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.5374329 | -0.6406560 | -0.4310476 |
| temp + phosphate | Atlantic | (26,26.5] | -0.7908048 | -0.8326864 | -0.7545789 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.7722728 | -0.7811292 | -0.7621512 |
| temp + phosphate | Atlantic | (26.75,27] | -0.6794157 | -0.7215593 | -0.6347742 |
| temp + phosphate | Atlantic | (27,27.25] | -0.7296661 | -0.7808454 | -0.6531975 |
| temp + phosphate | Atlantic | (27.25,27.5] | -0.7915221 | -0.8137436 | -0.7480091 |
| temp + phosphate | Atlantic | (27.5,27.75] | -0.7650726 | -0.8022170 | -0.7423000 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.6734752 | -0.7146028 | -0.6443009 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.5241442 | -0.5829440 | -0.4473555 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.6523679 | -0.7038865 | -0.5739212 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.7394508 | -0.7739127 | -0.7208488 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.7754772 | -0.7873840 | -0.7564524 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.7647517 | -0.7989658 | -0.7373350 |
| temp + phosphate | Atlantic | (28.2, Inf] | 0.0133450 | -0.1182857 | 0.0794342 |
| temp + phosphate | Indian | (-Inf,26] | -0.6073024 | -0.7063994 | -0.4996580 |
| temp + phosphate | Indian | (26,26.5] | -0.6950302 | -0.8995190 | -0.5011553 |
| temp + phosphate | Indian | (26.5,26.75] | -0.4315103 | -0.6642845 | -0.1558005 |
| temp + phosphate | Indian | (26.75,27] | -0.1660959 | -0.6650335 | 0.3249710 |
| temp + phosphate | Indian | (27,27.25] | 0.3651731 | 0.0903367 | 0.6081877 |
| temp + phosphate | Indian | (27.25,27.5] | 0.6223491 | 0.5724610 | 0.6648918 |
| temp + phosphate | Indian | (27.5,27.75] | 0.7509344 | 0.6736746 | 0.8008164 |
| temp + phosphate | Indian | (27.75,27.85] | 0.6697357 | 0.4619446 | 0.8411303 |
| temp + phosphate | Indian | (27.85,27.95] | 0.4641726 | 0.3040327 | 0.6378359 |
| temp + phosphate | Indian | (27.95,28.05] | 0.2074097 | 0.1482972 | 0.2487566 |
| temp + phosphate | Indian | (28.05,28.1] | 0.0554494 | 0.0455438 | 0.0660315 |
| temp + phosphate | Indian | (28.1, Inf] | 0.0278977 | -0.2816898 | 0.1837259 |
| temp + phosphate | Pacific | (-Inf,26] | -0.4662677 | -0.5978833 | -0.3376798 |
| temp + phosphate | Pacific | (26,26.5] | -0.2927248 | -0.4800635 | -0.1737928 |
| temp + phosphate | Pacific | (26.5,26.75] | -0.0198193 | -0.3015478 | 0.1398583 |
| temp + phosphate | Pacific | (26.75,27] | -0.2948667 | -0.4188811 | -0.2218612 |
| temp + phosphate | Pacific | (27,27.25] | -0.3786306 | -0.4383934 | -0.2973031 |
| temp + phosphate | Pacific | (27.25,27.5] | -0.0296263 | -0.1514930 | 0.0645842 |
| temp + phosphate | Pacific | (27.5,27.75] | 0.4320798 | 0.2221400 | 0.7050192 |
| temp + phosphate | Pacific | (27.75,27.85] | -0.0102607 | -0.2091000 | 0.1795014 |
| temp + phosphate | Pacific | (27.85,27.95] | -0.1180054 | -0.3655454 | 0.0384573 |
| temp + phosphate | Pacific | (27.95,28.05] | -0.0917915 | -0.2147098 | -0.0086573 |
| temp + phosphate | Pacific | (28.05,28.1] | 0.0485728 | -0.1336304 | 0.1433120 |
| temp + phosphate | Pacific | (28.1, Inf] | 0.5470868 | 0.3917877 | 0.6323208 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.8260529 | -0.8566845 | -0.7748093 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.9561604 | -0.9732987 | -0.9394806 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.9814920 | -0.9836426 | -0.9781461 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.9839341 | -0.9860784 | -0.9801156 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.9853093 | -0.9871708 | -0.9828744 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.9829498 | -0.9844797 | -0.9811661 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.9321015 | -0.9419473 | -0.9251242 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.8919122 | -0.9058853 | -0.8778727 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.8183980 | -0.8431179 | -0.7924428 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.8136675 | -0.8595254 | -0.7850241 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.8474328 | -0.8625854 | -0.8361239 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.8499768 | -0.8657942 | -0.8199174 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.7897441 | -0.8019500 | -0.7668591 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.3114419 | -0.5861117 | -0.1500982 |
| temp + phosphate_star | Indian | (-Inf,26] | -0.7390203 | -0.8485191 | -0.5933683 |
| temp + phosphate_star | Indian | (26,26.5] | -0.8262816 | -0.9532530 | -0.6691804 |
| temp + phosphate_star | Indian | (26.5,26.75] | -0.7533616 | -0.9377440 | -0.4786543 |
| temp + phosphate_star | Indian | (26.75,27] | -0.8697904 | -0.9892455 | -0.6998285 |
| temp + phosphate_star | Indian | (27,27.25] | -0.9373125 | -0.9846078 | -0.8785405 |
| temp + phosphate_star | Indian | (27.25,27.5] | -0.9727469 | -0.9909033 | -0.9539549 |
| temp + phosphate_star | Indian | (27.5,27.75] | -0.9319640 | -0.9381086 | -0.9213587 |
| temp + phosphate_star | Indian | (27.75,27.85] | -0.8633377 | -0.8850913 | -0.8300850 |
| temp + phosphate_star | Indian | (27.85,27.95] | -0.8215697 | -0.8950753 | -0.6801756 |
| temp + phosphate_star | Indian | (27.95,28.05] | -0.8514756 | -0.9578963 | -0.6836287 |
| temp + phosphate_star | Indian | (28.05,28.1] | -0.8111911 | -0.9556328 | -0.5612551 |
| temp + phosphate_star | Indian | (28.1, Inf] | -0.9418684 | -0.9790996 | -0.8890524 |
| temp + phosphate_star | Pacific | (-Inf,26] | -0.7878672 | -0.8480577 | -0.7137211 |
| temp + phosphate_star | Pacific | (26,26.5] | -0.8055637 | -0.8692330 | -0.7693913 |
| temp + phosphate_star | Pacific | (26.5,26.75] | -0.8258418 | -0.8730932 | -0.7597066 |
| temp + phosphate_star | Pacific | (26.75,27] | -0.9273285 | -0.9379272 | -0.9173836 |
| temp + phosphate_star | Pacific | (27,27.25] | -0.8867978 | -0.9079078 | -0.8732303 |
| temp + phosphate_star | Pacific | (27.25,27.5] | -0.5061622 | -0.5917424 | -0.3697095 |
| temp + phosphate_star | Pacific | (27.5,27.75] | 0.0373846 | -0.4850896 | 0.5198945 |
| temp + phosphate_star | Pacific | (27.75,27.85] | -0.1507007 | -0.4540383 | 0.2750082 |
| temp + phosphate_star | Pacific | (27.85,27.95] | -0.2031296 | -0.4603635 | 0.1728874 |
| temp + phosphate_star | Pacific | (27.95,28.05] | -0.4990263 | -0.5624296 | -0.3724653 |
| temp + phosphate_star | Pacific | (28.05,28.1] | -0.2747663 | -0.3656600 | -0.1442151 |
| temp + phosphate_star | Pacific | (28.1, Inf] | -0.7433400 | -0.8258951 | -0.6743111 |
| temp + silicate | Atlantic | (-Inf,26] | -0.6501215 | -0.7356764 | -0.5467039 |
| temp + silicate | Atlantic | (26,26.5] | -0.7408321 | -0.8548341 | -0.6624929 |
| temp + silicate | Atlantic | (26.5,26.75] | -0.6917348 | -0.7154447 | -0.6706297 |
| temp + silicate | Atlantic | (26.75,27] | -0.5803828 | -0.6508389 | -0.5367369 |
| temp + silicate | Atlantic | (27,27.25] | -0.7046701 | -0.7418420 | -0.6555564 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.8433182 | -0.8490678 | -0.8349949 |
| temp + silicate | Atlantic | (27.5,27.75] | -0.7995382 | -0.8293917 | -0.7607409 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.7212421 | -0.7377864 | -0.6920122 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.6271320 | -0.6602594 | -0.5674581 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.7286233 | -0.7874039 | -0.6516083 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.7618230 | -0.8197665 | -0.7135137 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.7872874 | -0.7940630 | -0.7759031 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.7558860 | -0.8095729 | -0.7218422 |
| temp + silicate | Atlantic | (28.2, Inf] | 0.0338392 | -0.0405573 | 0.1119282 |
| temp + silicate | Indian | (-Inf,26] | -0.6756998 | -0.7355405 | -0.6279400 |
| temp + silicate | Indian | (26,26.5] | -0.7307035 | -0.8783613 | -0.6486952 |
| temp + silicate | Indian | (26.5,26.75] | -0.4168397 | -0.5487634 | -0.3231449 |
| temp + silicate | Indian | (26.75,27] | 0.0818816 | -0.1715802 | 0.3262320 |
| temp + silicate | Indian | (27,27.25] | 0.4481023 | 0.3629515 | 0.5132855 |
| temp + silicate | Indian | (27.25,27.5] | 0.5437413 | 0.4321172 | 0.6167918 |
| temp + silicate | Indian | (27.5,27.75] | 0.5851980 | 0.4539508 | 0.6743066 |
| temp + silicate | Indian | (27.75,27.85] | 0.7071665 | 0.6852913 | 0.7442311 |
| temp + silicate | Indian | (27.85,27.95] | 0.4917353 | 0.4091036 | 0.6024817 |
| temp + silicate | Indian | (27.95,28.05] | 0.3396572 | 0.2661629 | 0.4574532 |
| temp + silicate | Indian | (28.05,28.1] | 0.3248833 | 0.1753944 | 0.4602231 |
| temp + silicate | Indian | (28.1, Inf] | 0.1085564 | -0.0440962 | 0.3731137 |
| temp + silicate | Pacific | (-Inf,26] | -0.6768519 | -0.7560302 | -0.6163859 |
| temp + silicate | Pacific | (26,26.5] | -0.6359680 | -0.6962515 | -0.5762960 |
| temp + silicate | Pacific | (26.5,26.75] | -0.6142862 | -0.7141520 | -0.5438605 |
| temp + silicate | Pacific | (26.75,27] | -0.6962687 | -0.7087961 | -0.6719205 |
| temp + silicate | Pacific | (27,27.25] | -0.5949893 | -0.6325883 | -0.5689079 |
| temp + silicate | Pacific | (27.25,27.5] | -0.3365081 | -0.3638746 | -0.2818650 |
| temp + silicate | Pacific | (27.5,27.75] | 0.0674937 | -0.1200694 | 0.3274792 |
| temp + silicate | Pacific | (27.75,27.85] | -0.1433282 | -0.3570968 | 0.0524197 |
| temp + silicate | Pacific | (27.85,27.95] | -0.2481229 | -0.5344995 | -0.0735078 |
| temp + silicate | Pacific | (27.95,28.05] | -0.2318313 | -0.3965847 | -0.1150633 |
| temp + silicate | Pacific | (28.05,28.1] | 0.0532155 | -0.1171496 | 0.1496493 |
| temp + silicate | Pacific | (28.1, Inf] | 0.2406450 | 0.1323259 | 0.3545724 |
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)
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()
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 |
|---|---|---|
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
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] | 0.4607784 | 0.3694039 | 0.5067868 |
| aou | Atlantic | (26,26.5] | -0.0521831 | -0.1883826 | 0.1243051 |
| aou | Atlantic | (26.5,26.75] | -0.3939053 | -0.4495941 | -0.3489737 |
| aou | Atlantic | (26.75,27] | -0.2793788 | -0.4120916 | -0.1508932 |
| aou | Atlantic | (27,27.25] | -0.4674153 | -0.5418853 | -0.3995321 |
| aou | Atlantic | (27.25,27.5] | -0.4509943 | -0.4967325 | -0.3880691 |
| aou | Atlantic | (27.5,27.75] | -0.7727940 | -0.8182575 | -0.7420556 |
| aou | Atlantic | (27.75,27.85] | -0.9018165 | -0.9317417 | -0.8821842 |
| aou | Atlantic | (27.85,27.95] | -0.9152131 | -0.9284041 | -0.9042574 |
| aou | Atlantic | (27.95,28.05] | -0.8589714 | -0.8733314 | -0.8374835 |
| aou | Atlantic | (28.05,28.1] | -0.8176108 | -0.8416888 | -0.7717220 |
| aou | Atlantic | (28.1,28.15] | -0.8357540 | -0.8870467 | -0.7447482 |
| aou | Atlantic | (28.15,28.2] | -0.9370360 | -0.9647746 | -0.8982066 |
| aou | Atlantic | (28.2, Inf] | -0.1007154 | -0.3071852 | 0.0312341 |
| aou | Indian | (-Inf,26] | -0.7342432 | -0.9261659 | -0.6329190 |
| aou | Indian | (26,26.5] | -0.9479173 | -0.9923405 | -0.9233937 |
| aou | Indian | (26.5,26.75] | -0.9081769 | -0.9325981 | -0.8731001 |
| aou | Indian | (26.75,27] | -0.5701092 | -0.6497749 | -0.4998057 |
| aou | Indian | (27,27.25] | -0.0592761 | -0.1658279 | 0.0262074 |
| aou | Indian | (27.25,27.5] | 0.5461320 | 0.3828113 | 0.7513714 |
| aou | Indian | (27.5,27.75] | 0.5571496 | 0.2630037 | 0.8106104 |
| aou | Indian | (27.75,27.85] | 0.2586443 | -0.0972242 | 0.5572948 |
| aou | Indian | (27.85,27.95] | 0.0906032 | -0.1523531 | 0.2535683 |
| aou | Indian | (27.95,28.05] | 0.1322888 | -0.1764069 | 0.4277342 |
| aou | Indian | (28.05,28.1] | 0.2369561 | 0.0349832 | 0.4725615 |
| aou | Indian | (28.1, Inf] | 0.3357944 | 0.1689730 | 0.5640421 |
| aou | Pacific | (-Inf,26] | -0.0088550 | -0.0434267 | 0.0372024 |
| aou | Pacific | (26,26.5] | -0.6115603 | -0.7429180 | -0.4261155 |
| aou | Pacific | (26.5,26.75] | -0.5541698 | -0.6733976 | -0.3912738 |
| aou | Pacific | (26.75,27] | -0.5470150 | -0.7574686 | -0.3385898 |
| aou | Pacific | (27,27.25] | 0.0531278 | -0.0112337 | 0.1205172 |
| aou | Pacific | (27.25,27.5] | 0.5719689 | 0.5103989 | 0.6508407 |
| aou | Pacific | (27.5,27.75] | 0.7174845 | 0.6485409 | 0.7769615 |
| aou | Pacific | (27.75,27.85] | 0.7999042 | 0.7569250 | 0.8242009 |
| aou | Pacific | (27.85,27.95] | 0.7578000 | 0.6919632 | 0.7921193 |
| aou | Pacific | (27.95,28.05] | 0.5483371 | 0.4579252 | 0.6116384 |
| aou | Pacific | (28.05,28.1] | 0.2601839 | 0.2276714 | 0.3099138 |
| aou | Pacific | (28.1, Inf] | 0.3136664 | 0.1715847 | 0.5233743 |
| oxygen | Atlantic | (-Inf,26] | -0.4386497 | -0.5004191 | -0.3254713 |
| oxygen | Atlantic | (26,26.5] | -0.3095372 | -0.4685566 | -0.2207926 |
| oxygen | Atlantic | (26.5,26.75] | 0.1558459 | 0.0743782 | 0.2033004 |
| oxygen | Atlantic | (26.75,27] | 0.0892290 | -0.0226682 | 0.2421342 |
| oxygen | Atlantic | (27,27.25] | 0.2655839 | 0.2095874 | 0.3725173 |
| oxygen | Atlantic | (27.25,27.5] | 0.1357386 | 0.0012589 | 0.2282213 |
| oxygen | Atlantic | (27.5,27.75] | 0.4978825 | 0.4049467 | 0.6066814 |
| oxygen | Atlantic | (27.75,27.85] | 0.8017590 | 0.7572610 | 0.8737480 |
| oxygen | Atlantic | (27.85,27.95] | 0.8846444 | 0.8623880 | 0.9188868 |
| oxygen | Atlantic | (27.95,28.05] | 0.8401286 | 0.8246932 | 0.8487644 |
| oxygen | Atlantic | (28.05,28.1] | 0.7967165 | 0.7752316 | 0.8181982 |
| oxygen | Atlantic | (28.1,28.15] | 0.8266862 | 0.7491744 | 0.8684644 |
| oxygen | Atlantic | (28.15,28.2] | 0.9380623 | 0.8996091 | 0.9584607 |
| oxygen | Atlantic | (28.2, Inf] | -0.0793075 | -0.1911503 | 0.0720252 |
| oxygen | Indian | (-Inf,26] | 0.7757176 | 0.6739742 | 0.9610317 |
| oxygen | Indian | (26,26.5] | 0.9454561 | 0.9201691 | 0.9911360 |
| oxygen | Indian | (26.5,26.75] | 0.8885151 | 0.8540400 | 0.9064920 |
| oxygen | Indian | (26.75,27] | 0.4698085 | 0.3163147 | 0.6083259 |
| oxygen | Indian | (27,27.25] | -0.0190416 | -0.1046818 | 0.1224679 |
| oxygen | Indian | (27.25,27.5] | -0.5711888 | -0.7874342 | -0.3938662 |
| oxygen | Indian | (27.5,27.75] | -0.5337976 | -0.7937965 | -0.2327855 |
| oxygen | Indian | (27.75,27.85] | -0.2583755 | -0.5668224 | 0.1026754 |
| oxygen | Indian | (27.85,27.95] | -0.1133377 | -0.2812242 | 0.1462740 |
| oxygen | Indian | (27.95,28.05] | -0.1901608 | -0.4873691 | 0.1381942 |
| oxygen | Indian | (28.05,28.1] | -0.2866952 | -0.5395150 | -0.0547517 |
| oxygen | Indian | (28.1, Inf] | -0.3817014 | -0.6209188 | -0.2172680 |
| oxygen | Pacific | (-Inf,26] | 0.1385478 | 0.0962908 | 0.1901423 |
| oxygen | Pacific | (26,26.5] | 0.5351567 | 0.3684400 | 0.6721432 |
| oxygen | Pacific | (26.5,26.75] | 0.4771331 | 0.3329603 | 0.6008203 |
| oxygen | Pacific | (26.75,27] | 0.4702606 | 0.2636381 | 0.6980955 |
| oxygen | Pacific | (27,27.25] | -0.0226350 | -0.1047420 | 0.0614621 |
| oxygen | Pacific | (27.25,27.5] | -0.5244097 | -0.6123726 | -0.4650159 |
| oxygen | Pacific | (27.5,27.75] | -0.6755830 | -0.7438055 | -0.5994580 |
| oxygen | Pacific | (27.75,27.85] | -0.7791607 | -0.8030835 | -0.7336555 |
| oxygen | Pacific | (27.85,27.95] | -0.7431310 | -0.7770017 | -0.6771175 |
| oxygen | Pacific | (27.95,28.05] | -0.5404000 | -0.6032982 | -0.4533984 |
| oxygen | Pacific | (28.05,28.1] | -0.2644020 | -0.3126463 | -0.2305298 |
| oxygen | Pacific | (28.1, Inf] | -0.3210918 | -0.5363285 | -0.1890373 |
| phosphate | Atlantic | (-Inf,26] | -0.0479035 | -0.1086725 | 0.0480974 |
| phosphate | Atlantic | (26,26.5] | -0.6612326 | -0.7049370 | -0.6314961 |
| phosphate | Atlantic | (26.5,26.75] | -0.7435583 | -0.7881176 | -0.6758262 |
| phosphate | Atlantic | (26.75,27] | -0.7045346 | -0.7676270 | -0.5893427 |
| phosphate | Atlantic | (27,27.25] | -0.8591066 | -0.9039406 | -0.8145350 |
| phosphate | Atlantic | (27.25,27.5] | -0.9328664 | -0.9540545 | -0.9146041 |
| phosphate | Atlantic | (27.5,27.75] | -0.9794886 | -0.9837582 | -0.9762859 |
| phosphate | Atlantic | (27.75,27.85] | -0.9647889 | -0.9730538 | -0.9484062 |
| phosphate | Atlantic | (27.85,27.95] | -0.9343027 | -0.9461718 | -0.9121613 |
| phosphate | Atlantic | (27.95,28.05] | -0.8937587 | -0.9221590 | -0.8411102 |
| phosphate | Atlantic | (28.05,28.1] | -0.8666651 | -0.9032169 | -0.7999659 |
| phosphate | Atlantic | (28.1,28.15] | -0.8721316 | -0.9334845 | -0.7771204 |
| phosphate | Atlantic | (28.15,28.2] | -0.9645508 | -0.9855898 | -0.9409477 |
| phosphate | Atlantic | (28.2, Inf] | -0.7658219 | -0.8142512 | -0.6993518 |
| phosphate | Indian | (-Inf,26] | -0.7359630 | -0.8980704 | -0.6330164 |
| phosphate | Indian | (26,26.5] | -0.9526960 | -0.9908326 | -0.9268759 |
| phosphate | Indian | (26.5,26.75] | -0.9508942 | -0.9831505 | -0.9277001 |
| phosphate | Indian | (26.75,27] | -0.8103812 | -0.8846362 | -0.7729585 |
| phosphate | Indian | (27,27.25] | -0.3884862 | -0.4988200 | -0.3026585 |
| phosphate | Indian | (27.25,27.5] | 0.3401755 | 0.2074796 | 0.5192093 |
| phosphate | Indian | (27.5,27.75] | 0.4238687 | 0.1017766 | 0.6906211 |
| phosphate | Indian | (27.75,27.85] | 0.0041462 | -0.2464195 | 0.1900323 |
| phosphate | Indian | (27.85,27.95] | -0.2243117 | -0.3552247 | -0.1124917 |
| phosphate | Indian | (27.95,28.05] | -0.3256555 | -0.4299090 | -0.1979652 |
| phosphate | Indian | (28.05,28.1] | -0.2288540 | -0.2957865 | -0.1392614 |
| phosphate | Indian | (28.1, Inf] | -0.3731561 | -0.4527334 | -0.3103836 |
| phosphate | Pacific | (-Inf,26] | -0.0584901 | -0.1408614 | 0.0118061 |
| phosphate | Pacific | (26,26.5] | -0.7490661 | -0.8564402 | -0.5775645 |
| phosphate | Pacific | (26.5,26.75] | -0.7384213 | -0.8257075 | -0.5919237 |
| phosphate | Pacific | (26.75,27] | -0.7064237 | -0.8489086 | -0.5203285 |
| phosphate | Pacific | (27,27.25] | -0.0073896 | -0.0483787 | 0.0420836 |
| phosphate | Pacific | (27.25,27.5] | 0.4840545 | 0.4063623 | 0.5814022 |
| phosphate | Pacific | (27.5,27.75] | 0.6054806 | 0.5125509 | 0.6888970 |
| phosphate | Pacific | (27.75,27.85] | 0.7079398 | 0.6390477 | 0.7479533 |
| phosphate | Pacific | (27.85,27.95] | 0.6691315 | 0.5753522 | 0.7166343 |
| phosphate | Pacific | (27.95,28.05] | 0.4264290 | 0.2873669 | 0.5383637 |
| phosphate | Pacific | (28.05,28.1] | 0.1051468 | 0.0273847 | 0.2154291 |
| phosphate | Pacific | (28.1, Inf] | 0.0859362 | -0.0761287 | 0.3607751 |
| phosphate_star | Atlantic | (-Inf,26] | -0.3223742 | -0.4641085 | -0.2165555 |
| phosphate_star | Atlantic | (26,26.5] | -0.8180799 | -0.8477823 | -0.7837905 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.8862602 | -0.9126432 | -0.8617016 |
| phosphate_star | Atlantic | (26.75,27] | -0.9399476 | -0.9543130 | -0.9277430 |
| phosphate_star | Atlantic | (27,27.25] | -0.9489425 | -0.9603786 | -0.9344111 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.9475602 | -0.9699864 | -0.9181521 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.9264441 | -0.9551456 | -0.8896977 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.8757670 | -0.9191462 | -0.8191830 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.7863014 | -0.8311052 | -0.7147841 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8223177 | -0.8625658 | -0.7813511 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.8448331 | -0.8928357 | -0.7829831 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.8611371 | -0.9282590 | -0.7687605 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9660215 | -0.9830856 | -0.9475318 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.8163446 | -0.8365750 | -0.8049657 |
| phosphate_star | Indian | (-Inf,26] | -0.6497091 | -0.7844910 | -0.5096447 |
| phosphate_star | Indian | (26,26.5] | -0.9180222 | -0.9683347 | -0.8586958 |
| phosphate_star | Indian | (26.5,26.75] | -0.9006197 | -0.9280973 | -0.8652502 |
| phosphate_star | Indian | (26.75,27] | -0.8117450 | -0.9157432 | -0.6958985 |
| phosphate_star | Indian | (27,27.25] | -0.6862472 | -0.8016099 | -0.5106023 |
| phosphate_star | Indian | (27.25,27.5] | -0.7087107 | -0.8808558 | -0.5570984 |
| phosphate_star | Indian | (27.5,27.75] | -0.5761062 | -0.7618174 | -0.3653741 |
| phosphate_star | Indian | (27.75,27.85] | -0.4839317 | -0.7073714 | -0.2388307 |
| phosphate_star | Indian | (27.85,27.95] | -0.5351465 | -0.5968445 | -0.4456202 |
| phosphate_star | Indian | (27.95,28.05] | -0.6743062 | -0.7395527 | -0.6134006 |
| phosphate_star | Indian | (28.05,28.1] | -0.6664241 | -0.7196799 | -0.6309737 |
| phosphate_star | Indian | (28.1, Inf] | -0.5993656 | -0.7485794 | -0.4952105 |
| phosphate_star | Pacific | (-Inf,26] | 0.0222359 | -0.0875494 | 0.0809984 |
| phosphate_star | Pacific | (26,26.5] | -0.7463287 | -0.8194506 | -0.6386130 |
| phosphate_star | Pacific | (26.5,26.75] | -0.6839777 | -0.8060863 | -0.5425160 |
| phosphate_star | Pacific | (26.75,27] | -0.5720537 | -0.7062135 | -0.4612091 |
| phosphate_star | Pacific | (27,27.25] | -0.0978315 | -0.1824710 | 0.0287038 |
| phosphate_star | Pacific | (27.25,27.5] | -0.3544122 | -0.3953511 | -0.3096603 |
| phosphate_star | Pacific | (27.5,27.75] | -0.6467249 | -0.6808557 | -0.5913815 |
| phosphate_star | Pacific | (27.75,27.85] | -0.7421216 | -0.8122733 | -0.6818400 |
| phosphate_star | Pacific | (27.85,27.95] | -0.5511257 | -0.5814180 | -0.5143732 |
| phosphate_star | Pacific | (27.95,28.05] | -0.2751441 | -0.4440083 | -0.0794838 |
| phosphate_star | Pacific | (28.05,28.1] | -0.3235701 | -0.4710042 | -0.1538996 |
| phosphate_star | Pacific | (28.1, Inf] | -0.4644038 | -0.5145572 | -0.3783407 |
| sal | Atlantic | (-Inf,26] | 0.2456223 | 0.1325316 | 0.3502125 |
| sal | Atlantic | (26,26.5] | 0.7879216 | 0.7594538 | 0.8289292 |
| sal | Atlantic | (26.5,26.75] | 0.8587748 | 0.8331374 | 0.8729273 |
| sal | Atlantic | (26.75,27] | 0.9134934 | 0.8966392 | 0.9314149 |
| sal | Atlantic | (27,27.25] | 0.9292710 | 0.9151544 | 0.9437099 |
| sal | Atlantic | (27.25,27.5] | 0.9194760 | 0.8748799 | 0.9520059 |
| sal | Atlantic | (27.5,27.75] | 0.8127915 | 0.7720791 | 0.8631908 |
| sal | Atlantic | (27.75,27.85] | 0.6400588 | 0.5572259 | 0.7214053 |
| sal | Atlantic | (27.85,27.95] | 0.4086659 | 0.3068113 | 0.4917352 |
| sal | Atlantic | (27.95,28.05] | 0.4695068 | 0.3734785 | 0.6209011 |
| sal | Atlantic | (28.05,28.1] | 0.6246916 | 0.5378638 | 0.6785207 |
| sal | Atlantic | (28.1,28.15] | 0.7140471 | 0.5929421 | 0.8016989 |
| sal | Atlantic | (28.15,28.2] | 0.8832385 | 0.8279763 | 0.9315017 |
| sal | Atlantic | (28.2, Inf] | 0.7153955 | 0.7010611 | 0.7404216 |
| sal | Indian | (-Inf,26] | 0.7590821 | 0.5673008 | 0.9723890 |
| sal | Indian | (26,26.5] | 0.7868392 | 0.5818774 | 0.9748100 |
| sal | Indian | (26.5,26.75] | 0.6026046 | 0.2342444 | 0.9157710 |
| sal | Indian | (26.75,27] | 0.4215265 | -0.0608267 | 0.8610109 |
| sal | Indian | (27,27.25] | 0.2969103 | -0.0053905 | 0.5143702 |
| sal | Indian | (27.25,27.5] | 0.5678173 | 0.3389022 | 0.8093777 |
| sal | Indian | (27.5,27.75] | 0.5405609 | 0.1646918 | 0.8275583 |
| sal | Indian | (27.75,27.85] | 0.3463992 | -0.0833583 | 0.7320151 |
| sal | Indian | (27.85,27.95] | 0.3267807 | -0.0508794 | 0.5825276 |
| sal | Indian | (27.95,28.05] | 0.5010755 | 0.2249553 | 0.7213107 |
| sal | Indian | (28.05,28.1] | 0.4872113 | 0.2808817 | 0.6785447 |
| sal | Indian | (28.1, Inf] | 0.4294695 | 0.3172917 | 0.5839769 |
| sal | Pacific | (-Inf,26] | -0.0448622 | -0.0827233 | -0.0061574 |
| sal | Pacific | (26,26.5] | 0.3097448 | 0.2008778 | 0.5048197 |
| sal | Pacific | (26.5,26.75] | 0.2543630 | 0.0323654 | 0.4802997 |
| sal | Pacific | (26.75,27] | 0.2700140 | 0.1114292 | 0.4291755 |
| sal | Pacific | (27,27.25] | -0.3999877 | -0.5237490 | -0.3150338 |
| sal | Pacific | (27.25,27.5] | -0.5249677 | -0.6187349 | -0.4549854 |
| sal | Pacific | (27.5,27.75] | -0.3653753 | -0.4550497 | -0.2908254 |
| sal | Pacific | (27.75,27.85] | -0.4350718 | -0.6161161 | -0.2530727 |
| sal | Pacific | (27.85,27.95] | -0.4283250 | -0.6438869 | -0.2494003 |
| sal | Pacific | (27.95,28.05] | -0.2408812 | -0.4052841 | -0.0568709 |
| sal | Pacific | (28.05,28.1] | -0.1245678 | -0.2669849 | -0.0072969 |
| sal | Pacific | (28.1, Inf] | -0.0461881 | -0.2280995 | 0.0906222 |
| silicate | Atlantic | (-Inf,26] | -0.0996076 | -0.1368578 | -0.0392253 |
| silicate | Atlantic | (26,26.5] | -0.6344753 | -0.7153521 | -0.5823613 |
| silicate | Atlantic | (26.5,26.75] | -0.6842477 | -0.7358731 | -0.6203726 |
| silicate | Atlantic | (26.75,27] | -0.6047933 | -0.6894886 | -0.4969701 |
| silicate | Atlantic | (27,27.25] | -0.8226204 | -0.8480626 | -0.8090337 |
| silicate | Atlantic | (27.25,27.5] | -0.8895283 | -0.9019292 | -0.8699245 |
| silicate | Atlantic | (27.5,27.75] | -0.8762228 | -0.8894818 | -0.8573041 |
| silicate | Atlantic | (27.75,27.85] | -0.8794661 | -0.9131162 | -0.8397159 |
| silicate | Atlantic | (27.85,27.95] | -0.8582193 | -0.8903279 | -0.8197647 |
| silicate | Atlantic | (27.95,28.05] | -0.8306417 | -0.8759529 | -0.7587962 |
| silicate | Atlantic | (28.05,28.1] | -0.8227547 | -0.8627504 | -0.7498786 |
| silicate | Atlantic | (28.1,28.15] | -0.8510097 | -0.9125210 | -0.7510073 |
| silicate | Atlantic | (28.15,28.2] | -0.9506817 | -0.9725004 | -0.9206022 |
| silicate | Atlantic | (28.2, Inf] | -0.6139607 | -0.7610945 | -0.4591426 |
| silicate | Indian | (-Inf,26] | -0.7200282 | -0.8829751 | -0.6346577 |
| silicate | Indian | (26,26.5] | -0.9429188 | -0.9884638 | -0.9186674 |
| silicate | Indian | (26.5,26.75] | -0.9190328 | -0.9534379 | -0.8814177 |
| silicate | Indian | (26.75,27] | -0.5975245 | -0.6734716 | -0.5222116 |
| silicate | Indian | (27,27.25] | -0.2089620 | -0.2563897 | -0.1363603 |
| silicate | Indian | (27.25,27.5] | 0.4544145 | 0.3610147 | 0.6265295 |
| silicate | Indian | (27.5,27.75] | 0.6172337 | 0.4146960 | 0.8229974 |
| silicate | Indian | (27.75,27.85] | 0.2487067 | -0.0446326 | 0.5347759 |
| silicate | Indian | (27.85,27.95] | 0.0113468 | -0.2311775 | 0.1740230 |
| silicate | Indian | (27.95,28.05] | -0.0717317 | -0.3119119 | 0.2121851 |
| silicate | Indian | (28.05,28.1] | 0.0190484 | -0.1629135 | 0.2458458 |
| silicate | Indian | (28.1, Inf] | -0.2123900 | -0.2911199 | -0.1528876 |
| silicate | Pacific | (-Inf,26] | -0.0945107 | -0.1624276 | -0.0283693 |
| silicate | Pacific | (26,26.5] | -0.6179791 | -0.6906854 | -0.5012348 |
| silicate | Pacific | (26.5,26.75] | -0.5126752 | -0.6191701 | -0.4405435 |
| silicate | Pacific | (26.75,27] | -0.4565595 | -0.5227885 | -0.3578731 |
| silicate | Pacific | (27,27.25] | 0.3135681 | 0.2850265 | 0.3431445 |
| silicate | Pacific | (27.25,27.5] | 0.7953927 | 0.7528589 | 0.8223060 |
| silicate | Pacific | (27.5,27.75] | 0.8607656 | 0.8210904 | 0.8847971 |
| silicate | Pacific | (27.75,27.85] | 0.8368618 | 0.7938650 | 0.8602103 |
| silicate | Pacific | (27.85,27.95] | 0.7549394 | 0.6828637 | 0.7915568 |
| silicate | Pacific | (27.95,28.05] | 0.5237415 | 0.4190382 | 0.6077181 |
| silicate | Pacific | (28.05,28.1] | 0.2185846 | 0.1818148 | 0.2479219 |
| silicate | Pacific | (28.1, Inf] | 0.1388174 | -0.0614657 | 0.3081727 |
| temp | Atlantic | (-Inf,26] | 0.0378054 | -0.1689044 | 0.1962489 |
| temp | Atlantic | (26,26.5] | 0.7477564 | 0.7167644 | 0.7782852 |
| temp | Atlantic | (26.5,26.75] | 0.8467226 | 0.8338735 | 0.8600396 |
| temp | Atlantic | (26.75,27] | 0.8963147 | 0.8723016 | 0.9161632 |
| temp | Atlantic | (27,27.25] | 0.9048919 | 0.8992141 | 0.9143890 |
| temp | Atlantic | (27.25,27.5] | 0.9034364 | 0.8622439 | 0.9360951 |
| temp | Atlantic | (27.5,27.75] | 0.7816757 | 0.7269252 | 0.8412905 |
| temp | Atlantic | (27.75,27.85] | 0.6356603 | 0.5345319 | 0.7227604 |
| temp | Atlantic | (27.85,27.95] | 0.4007302 | 0.3217530 | 0.5155271 |
| temp | Atlantic | (27.95,28.05] | 0.4743154 | 0.4046986 | 0.5879711 |
| temp | Atlantic | (28.05,28.1] | 0.5315136 | 0.4606858 | 0.5680834 |
| temp | Atlantic | (28.1,28.15] | 0.5567723 | 0.3915907 | 0.6675175 |
| temp | Atlantic | (28.15,28.2] | 0.6447022 | 0.5722912 | 0.7174737 |
| temp | Atlantic | (28.2, Inf] | 0.5823881 | 0.5667710 | 0.6031554 |
| temp | Indian | (-Inf,26] | 0.0589805 | -0.0946030 | 0.3433448 |
| temp | Indian | (26,26.5] | 0.6130693 | 0.4737807 | 0.8548956 |
| temp | Indian | (26.5,26.75] | 0.4857564 | 0.2224899 | 0.7224139 |
| temp | Indian | (26.75,27] | 0.5283776 | 0.1138133 | 0.8872171 |
| temp | Indian | (27,27.25] | 0.5034051 | 0.1679433 | 0.7603617 |
| temp | Indian | (27.25,27.5] | 0.6173083 | 0.3803939 | 0.8649223 |
| temp | Indian | (27.5,27.75] | 0.3598846 | 0.0783182 | 0.5967897 |
| temp | Indian | (27.75,27.85] | 0.2198097 | -0.1249616 | 0.5313358 |
| temp | Indian | (27.85,27.95] | 0.1765792 | -0.1065612 | 0.3397513 |
| temp | Indian | (27.95,28.05] | 0.3918294 | 0.1173160 | 0.6214796 |
| temp | Indian | (28.05,28.1] | 0.4186066 | 0.1542101 | 0.6701266 |
| temp | Indian | (28.1, Inf] | 0.4440301 | 0.2730362 | 0.7038003 |
| temp | Pacific | (-Inf,26] | -0.2966587 | -0.3696875 | -0.2094684 |
| temp | Pacific | (26,26.5] | 0.3822074 | 0.2739712 | 0.5354019 |
| temp | Pacific | (26.5,26.75] | 0.2761212 | 0.0864260 | 0.4932527 |
| temp | Pacific | (26.75,27] | 0.3201013 | 0.1702976 | 0.4737108 |
| temp | Pacific | (27,27.25] | -0.2577271 | -0.3898164 | -0.1567217 |
| temp | Pacific | (27.25,27.5] | -0.4936141 | -0.5769801 | -0.4184984 |
| temp | Pacific | (27.5,27.75] | -0.4140881 | -0.5381948 | -0.3160862 |
| temp | Pacific | (27.75,27.85] | -0.3441409 | -0.5829861 | -0.1440555 |
| temp | Pacific | (27.85,27.95] | -0.3542027 | -0.6173756 | -0.1580644 |
| temp | Pacific | (27.95,28.05] | -0.1431369 | -0.2341555 | 0.0181255 |
| temp | Pacific | (28.05,28.1] | 0.0229534 | -0.0505502 | 0.1343063 |
| temp | Pacific | (28.1, Inf] | 0.2808771 | 0.1362949 | 0.5408977 |
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 15.1
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