eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
21 January, 2021
Last updated: 2021-01-21
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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|---|---|---|---|---|
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1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor correlation
The correlation between:
- pairs of seven potential predictor variables and
- C* and seven potential predictor variables
were investigated based on:
- property-property plots and
- calculated correlation coefficients.
2.1 Correlation plots
For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).
for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]
print(
GLODAP %>%
filter(basin == i_basin) %>%
sample_frac(0.05) %>%
ggpairs(columns = c(params_local$MLR_target,
params_local$MLR_predictors),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == i_basin))))
)
}
| Version | Author | Date |
|---|---|---|
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(params_local$MLR_target,
params_local$MLR_predictors),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assessment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# calculate correlation table
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$MLR_target) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_target_predictor")) {
cor_target_predictor <-
bind_rows(cor_target_predictor, cor_target_predictor_temp)
}
if (!exists("cor_target_predictor")) {
cor_target_predictor <- cor_target_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != params_local$MLR_target,
y != params_local$MLR_target) %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_target_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
# plot figure
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.7335650 | 0.5633370 | 0.9037929 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9050434 | 0.8609370 | 0.9809023 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9630232 | 0.9596752 | 0.9693027 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9834400 | 0.9783617 | 0.9870534 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9678757 | 0.9620447 | 0.9765554 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.9330456 | 0.9142135 | 0.9550904 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.8400130 | 0.7484269 | 0.9322502 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.7075071 | 0.5460920 | 0.8546967 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.7098476 | 0.5598931 | 0.8133461 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.8285413 | 0.7049533 | 0.8949586 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9477253 | 0.9196060 | 0.9640694 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9638243 | 0.9301175 | 0.9832119 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9784852 | 0.9658867 | 0.9924564 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.9227102 | 0.8909483 | 0.9583416 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9236312 | 0.9102931 | 0.9441280 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8421671 | 0.7593874 | 0.8945239 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.8644455 | 0.8429543 | 0.8921995 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.8791595 | 0.8409108 | 0.9066909 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.9210042 | 0.8757081 | 0.9511609 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.9373771 | 0.9055056 | 0.9592301 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.9576191 | 0.9309902 | 0.9736966 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9737047 | 0.9572718 | 0.9830497 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9800563 | 0.9654341 | 0.9875290 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9924435 | 0.9859885 | 0.9966303 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9918899 | 0.9859409 | 0.9957854 |
| aou + nitrate | Indo-Pacific | (28.1, Inf] | 0.9847029 | 0.9746634 | 0.9927489 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9305905 | 0.8861831 | 0.9749979 |
| aou + phosphate | Atlantic | (26,26.5] | 0.9106399 | 0.8859326 | 0.9569539 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9250735 | 0.8999742 | 0.9525005 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9557358 | 0.9486227 | 0.9601405 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9250102 | 0.9099598 | 0.9326578 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.8941731 | 0.8653945 | 0.9245586 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.7989666 | 0.6922531 | 0.9056951 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.6722578 | 0.5001500 | 0.8338382 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.6853054 | 0.5307499 | 0.7989051 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.8161386 | 0.6937891 | 0.8856222 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9436582 | 0.9163740 | 0.9597844 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9606933 | 0.9264323 | 0.9793935 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9792205 | 0.9684534 | 0.9911309 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9013696 | 0.8574432 | 0.9612080 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9501692 | 0.9437607 | 0.9549959 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9559645 | 0.9524614 | 0.9611692 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9617151 | 0.9557971 | 0.9734196 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9620987 | 0.9460100 | 0.9750621 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9726471 | 0.9548240 | 0.9835842 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9793704 | 0.9737977 | 0.9860921 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9839007 | 0.9779067 | 0.9894293 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9922232 | 0.9894753 | 0.9937655 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9943008 | 0.9932912 | 0.9955111 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9959682 | 0.9952957 | 0.9970581 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9951771 | 0.9937517 | 0.9965008 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.9881428 | 0.9819434 | 0.9932812 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.1924238 | 0.0327941 | 0.3520535 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.5150433 | 0.2842431 | 0.8810275 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.3127622 | 0.0746575 | 0.7569534 |
| aou + phosphate_star | Atlantic | (26.75,27] | -0.0966408 | -0.1515821 | 0.0068415 |
| aou + phosphate_star | Atlantic | (27,27.25] | -0.0638784 | -0.2779478 | 0.0536170 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.0519467 | -0.0223591 | 0.1292696 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.2147566 | 0.0627190 | 0.4099147 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.2612324 | 0.0050193 | 0.5490651 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.3451747 | 0.1549163 | 0.5099633 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.6009887 | 0.4404639 | 0.6974088 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8514693 | 0.8176705 | 0.8866030 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.8933550 | 0.8284641 | 0.9265981 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9340517 | 0.9082271 | 0.9640288 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.8113440 | 0.7410136 | 0.9014739 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5131357 | 0.4207238 | 0.5745539 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4391442 | 0.3171674 | 0.5161931 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4025692 | 0.2961597 | 0.6024387 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5908024 | 0.4624665 | 0.6814037 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.6766154 | 0.6192988 | 0.7438377 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4840860 | 0.3805356 | 0.5513530 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.0534293 | -0.0517640 | 0.1123357 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2104302 | -0.2443527 | -0.1534372 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2920258 | -0.4197583 | -0.0854786 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2969245 | -0.4838904 | -0.0899341 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1827986 | -0.3270789 | -0.0546247 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4264246 | -0.4903509 | -0.3187680 |
| aou + silicate | Atlantic | (-Inf,26] | 0.0300308 | -0.0955795 | 0.1556412 |
| aou + silicate | Atlantic | (26,26.5] | 0.4822030 | 0.2009060 | 0.9528781 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.7034496 | 0.5654080 | 0.9442311 |
| aou + silicate | Atlantic | (26.75,27] | 0.7856226 | 0.7608808 | 0.8157789 |
| aou + silicate | Atlantic | (27,27.25] | 0.5906486 | 0.5106398 | 0.6473687 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.6160252 | 0.5758629 | 0.6436375 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.5411438 | 0.3987731 | 0.7280833 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.4223552 | 0.2482406 | 0.6489140 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.4726133 | 0.3452620 | 0.6426531 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.6611841 | 0.5943645 | 0.7344191 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.8790386 | 0.8689051 | 0.8853735 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9284537 | 0.9085933 | 0.9438542 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9490249 | 0.9422450 | 0.9571863 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.6504663 | 0.5258560 | 0.8606818 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7975318 | 0.7381372 | 0.8689219 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7838575 | 0.7410702 | 0.8071430 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7655377 | 0.7275304 | 0.8219585 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8534460 | 0.8297651 | 0.8938548 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.9089018 | 0.8891031 | 0.9398340 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9273120 | 0.9004853 | 0.9562730 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9421214 | 0.9289791 | 0.9629093 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9650236 | 0.9571369 | 0.9760793 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9744034 | 0.9659932 | 0.9802836 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9822875 | 0.9738221 | 0.9867560 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9903835 | 0.9858837 | 0.9937399 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.8644368 | 0.8317016 | 0.8841020 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.5312160 | 0.1782070 | 0.8842251 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.8085594 | 0.7040927 | 0.9861712 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9520686 | 0.9191009 | 0.9957548 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9747765 | 0.9700145 | 0.9783517 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9838183 | 0.9815681 | 0.9863792 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9908583 | 0.9872502 | 0.9939364 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.9953720 | 0.9947324 | 0.9961978 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.9984504 | 0.9981140 | 0.9990183 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9989389 | 0.9986480 | 0.9994593 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9992539 | 0.9987831 | 0.9995573 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9996390 | 0.9994601 | 0.9997887 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9994927 | 0.9992831 | 0.9996977 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9970378 | 0.9959606 | 0.9979578 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9935555 | 0.9930431 | 0.9940317 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9692586 | 0.9542758 | 0.9866553 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.8825125 | 0.7863041 | 0.9359321 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.9056583 | 0.8933422 | 0.9267855 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.9162342 | 0.8825052 | 0.9333893 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | 0.9429089 | 0.9002658 | 0.9788084 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9531094 | 0.9184359 | 0.9737356 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9752061 | 0.9553426 | 0.9870870 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9887622 | 0.9832792 | 0.9919753 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9919393 | 0.9841898 | 0.9958646 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9979575 | 0.9947535 | 0.9996409 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9980135 | 0.9951242 | 0.9996144 |
| nitrate + phosphate | Indo-Pacific | (28.1, Inf] | 0.9956344 | 0.9911493 | 0.9982714 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | 0.2090337 | 0.0796168 | 0.3384507 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.4647466 | 0.1862508 | 0.9405968 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.4373819 | 0.1897066 | 0.9011858 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | 0.0065316 | -0.0501570 | 0.1009571 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.1604056 | -0.0772352 | 0.2944745 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.3620980 | 0.3190826 | 0.4014181 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.6774994 | 0.6592104 | 0.6877566 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.8579114 | 0.8362199 | 0.9007911 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.9002826 | 0.8854689 | 0.9130209 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.9402731 | 0.9331144 | 0.9455332 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9719270 | 0.9631842 | 0.9772197 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9781847 | 0.9750751 | 0.9818328 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9826868 | 0.9798862 | 0.9848929 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9684011 | 0.9595406 | 0.9790465 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7376466 | 0.6399507 | 0.7865135 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6413715 | 0.5021672 | 0.7560985 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6215662 | 0.5324442 | 0.7625687 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7539708 | 0.6873471 | 0.8032061 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7952358 | 0.7750655 | 0.8280973 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6184440 | 0.5892117 | 0.6496032 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.2278712 | 0.1544228 | 0.2968687 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0609270 | -0.1376935 | 0.0030740 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1658109 | -0.3134872 | 0.0580676 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.1935981 | -0.3958143 | 0.0576411 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.0697323 | -0.2262561 | 0.0973474 |
| nitrate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2818770 | -0.3906295 | -0.1240913 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.6393617 | 0.5198502 | 0.7588733 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.7598237 | 0.6163665 | 0.9789263 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.7998921 | 0.6970189 | 0.9913649 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.8492117 | 0.8354339 | 0.8727863 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.7514637 | 0.6606421 | 0.8112319 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8397821 | 0.8199522 | 0.8694881 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8848508 | 0.8640540 | 0.9145687 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.9083939 | 0.8834354 | 0.9311250 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.9257426 | 0.8855581 | 0.9523597 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.9342230 | 0.8983331 | 0.9616378 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.9624364 | 0.9463005 | 0.9819506 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.9731766 | 0.9622198 | 0.9859676 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.9481003 | 0.9390086 | 0.9588966 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.8074569 | 0.7611962 | 0.8541288 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.8612675 | 0.7682704 | 0.9361550 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.8607367 | 0.7486076 | 0.9202693 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.8838949 | 0.8441458 | 0.9111136 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.9214816 | 0.9080217 | 0.9347240 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.9497490 | 0.9343980 | 0.9604966 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.9603147 | 0.9490764 | 0.9699164 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | 0.9749253 | 0.9707428 | 0.9818345 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.9865804 | 0.9800300 | 0.9899654 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.9866311 | 0.9832181 | 0.9901609 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.9892828 | 0.9852762 | 0.9921006 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9936434 | 0.9929740 | 0.9940662 |
| nitrate + silicate | Indo-Pacific | (28.1, Inf] | 0.8655078 | 0.8465271 | 0.8788770 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.3664916 | 0.1663615 | 0.5666217 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.8016301 | 0.6761316 | 0.9790620 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.6300733 | 0.4754222 | 0.9193541 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.1867533 | 0.1233900 | 0.3115624 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.3081321 | 0.0849353 | 0.4544441 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.4723431 | 0.4533760 | 0.4903501 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.7384830 | 0.7175301 | 0.7503584 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.8832294 | 0.8658414 | 0.9178540 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9160021 | 0.9063275 | 0.9236091 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9487440 | 0.9459559 | 0.9509597 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9757556 | 0.9678362 | 0.9801803 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9817723 | 0.9776405 | 0.9854387 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9860748 | 0.9829986 | 0.9900762 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9814348 | 0.9770969 | 0.9843930 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7381219 | 0.6632634 | 0.7784507 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6716031 | 0.5802919 | 0.7458379 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6213273 | 0.5419019 | 0.7621253 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7648411 | 0.6745524 | 0.8149628 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8124096 | 0.7612061 | 0.8431494 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6400331 | 0.5615439 | 0.6830403 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.2194307 | 0.1232419 | 0.2999044 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0984269 | -0.1440939 | -0.0409752 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1982766 | -0.3160108 | 0.0072337 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2141652 | -0.4010358 | 0.0039066 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.0897298 | -0.2361792 | 0.0526864 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2905308 | -0.3913724 | -0.1401240 |
| sal + aou | Atlantic | (-Inf,26] | -0.3204178 | -0.3994769 | -0.2413586 |
| sal + aou | Atlantic | (26,26.5] | -0.4783407 | -0.8531464 | -0.2192672 |
| sal + aou | Atlantic | (26.5,26.75] | -0.0566807 | -0.6224283 | 0.2452195 |
| sal + aou | Atlantic | (26.75,27] | 0.4942107 | 0.3068334 | 0.6085418 |
| sal + aou | Atlantic | (27,27.25] | 0.4436801 | 0.2562087 | 0.6635816 |
| sal + aou | Atlantic | (27.25,27.5] | 0.5718825 | 0.4706042 | 0.6628792 |
| sal + aou | Atlantic | (27.5,27.75] | 0.5626389 | 0.4705841 | 0.7073681 |
| sal + aou | Atlantic | (27.75,27.85] | 0.3888718 | 0.2929205 | 0.4418724 |
| sal + aou | Atlantic | (27.85,27.95] | 0.2020083 | 0.1682881 | 0.2241345 |
| sal + aou | Atlantic | (27.95,28.05] | -0.1903385 | -0.2021761 | -0.1828784 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7190132 | -0.7516561 | -0.6626590 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8559950 | -0.8913566 | -0.8157769 |
| sal + aou | Atlantic | (28.15,28.2] | -0.8754586 | -0.9205737 | -0.8511678 |
| sal + aou | Atlantic | (28.2, Inf] | -0.8823846 | -0.9204041 | -0.8548853 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.1506148 | -0.2804254 | 0.0595223 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.2301159 | -0.3878321 | -0.0376123 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1258048 | -0.4397295 | 0.1462859 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.3228778 | -0.5775320 | -0.0633531 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.5919131 | -0.7020105 | -0.5214196 |
| sal + aou | Indo-Pacific | (27.25,27.5] | -0.4802429 | -0.6218791 | -0.3107113 |
| sal + aou | Indo-Pacific | (27.5,27.75] | -0.0141813 | -0.1402465 | 0.1626826 |
| sal + aou | Indo-Pacific | (27.75,27.85] | 0.3808241 | 0.3666611 | 0.3960690 |
| sal + aou | Indo-Pacific | (27.85,27.95] | 0.5780411 | 0.5047393 | 0.6617020 |
| sal + aou | Indo-Pacific | (27.95,28.05] | 0.7828265 | 0.6532498 | 0.8573758 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.8456085 | 0.7295140 | 0.9238303 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.5355616 | 0.4971850 | 0.5637747 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.7546064 | -0.8205875 | -0.6886253 |
| sal + nitrate | Atlantic | (26,26.5] | -0.5121411 | -0.8996957 | -0.2605841 |
| sal + nitrate | Atlantic | (26.5,26.75] | -0.1647652 | -0.7938955 | 0.1604415 |
| sal + nitrate | Atlantic | (26.75,27] | 0.4667639 | 0.2882587 | 0.5777858 |
| sal + nitrate | Atlantic | (27,27.25] | 0.3035286 | 0.1199041 | 0.5258819 |
| sal + nitrate | Atlantic | (27.25,27.5] | 0.4402242 | 0.3405527 | 0.5194685 |
| sal + nitrate | Atlantic | (27.5,27.75] | 0.3405238 | 0.1433109 | 0.5911489 |
| sal + nitrate | Atlantic | (27.75,27.85] | -0.1934319 | -0.3203870 | -0.1279804 |
| sal + nitrate | Atlantic | (27.85,27.95] | -0.4266939 | -0.5763929 | -0.3304256 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.5957523 | -0.7580460 | -0.4968374 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.8729908 | -0.9281261 | -0.8296721 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.9423524 | -0.9536346 | -0.9317309 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.9357800 | -0.9538010 | -0.9082763 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.9428290 | -0.9569918 | -0.9261285 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.3263555 | -0.4980194 | -0.0953855 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.5143425 | -0.6627883 | -0.4135767 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.3844451 | -0.6528597 | -0.0515241 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.4939654 | -0.7224854 | -0.1435948 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.6784703 | -0.7918619 | -0.5364588 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | -0.5513750 | -0.6811552 | -0.4438183 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | -0.0334422 | -0.1672287 | 0.0978705 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | 0.3985683 | 0.2235271 | 0.5575012 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | 0.5775110 | 0.3788639 | 0.7165607 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | 0.7219243 | 0.5381012 | 0.8357783 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | 0.7871895 | 0.6227233 | 0.8995906 |
| sal + nitrate | Indo-Pacific | (28.1, Inf] | 0.4599657 | 0.3846662 | 0.5026769 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.1142834 | -0.3269080 | 0.0983411 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6687053 | -0.9476169 | -0.4932178 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.3466665 | -0.8158702 | -0.0757684 |
| sal + phosphate | Atlantic | (26.75,27] | 0.3274259 | 0.1049054 | 0.4536990 |
| sal + phosphate | Atlantic | (27,27.25] | 0.1682333 | -0.0346937 | 0.3893519 |
| sal + phosphate | Atlantic | (27.25,27.5] | 0.3290786 | 0.2266075 | 0.4349773 |
| sal + phosphate | Atlantic | (27.5,27.75] | 0.2624294 | 0.0551169 | 0.5181843 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.2384844 | -0.3680020 | -0.1661803 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.4584981 | -0.6058681 | -0.3556585 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.6099509 | -0.7652323 | -0.5097947 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8810712 | -0.9312897 | -0.8386271 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9459196 | -0.9551028 | -0.9370812 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9156441 | -0.9388487 | -0.8793491 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9083260 | -0.9237634 | -0.8868130 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.3026919 | -0.4334169 | -0.1461461 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.4160831 | -0.5984388 | -0.2742935 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.2806801 | -0.5861523 | 0.0887523 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.3894995 | -0.6637643 | 0.0335869 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.6149343 | -0.7512792 | -0.4349567 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | -0.5086577 | -0.6590515 | -0.4045682 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | -0.0264336 | -0.1701806 | 0.0703699 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | 0.3733699 | 0.2849501 | 0.4551968 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | 0.5533550 | 0.4364771 | 0.6148228 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | 0.7454362 | 0.6033657 | 0.8354729 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | 0.8131745 | 0.6859624 | 0.9041788 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | 0.5128844 | 0.4651937 | 0.5391572 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.2720794 | -0.3974519 | -0.1467068 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.8580786 | -0.9792498 | -0.7662047 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.8790001 | -0.9612569 | -0.8377343 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.7181413 | -0.7572113 | -0.6974363 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.7732933 | -0.8318105 | -0.7323443 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.5563329 | -0.6112252 | -0.4735627 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.3171658 | -0.4833084 | -0.0949036 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.5957162 | -0.7171250 | -0.4939222 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.7299653 | -0.8325706 | -0.6420408 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.7773382 | -0.8940378 | -0.6969602 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9467983 | -0.9743156 | -0.9305827 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9745387 | -0.9798802 | -0.9659516 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9345205 | -0.9582777 | -0.8926780 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.8911064 | -0.9228341 | -0.8622036 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.6448486 | -0.7244787 | -0.5964603 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.8359790 | -0.9166849 | -0.7345415 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7912455 | -0.9335964 | -0.5248414 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.6941189 | -0.9497243 | -0.2520831 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.7519168 | -0.9519936 | -0.4201317 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.6084076 | -0.8904885 | -0.2037871 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.3387310 | -0.8503772 | 0.3095791 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4371536 | -0.9016106 | 0.1293424 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.5985637 | -0.7998840 | -0.2573470 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.6533689 | -0.7778812 | -0.5506055 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.5129286 | -0.6237510 | -0.3955206 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4098244 | -0.4651391 | -0.3757137 |
| sal + silicate | Atlantic | (-Inf,26] | -0.8561457 | -0.9222475 | -0.7900439 |
| sal + silicate | Atlantic | (26,26.5] | -0.2154679 | -0.8357616 | 0.1765147 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.0573898 | -0.7873285 | 0.3316367 |
| sal + silicate | Atlantic | (26.75,27] | 0.2430778 | 0.1729453 | 0.3496892 |
| sal + silicate | Atlantic | (27,27.25] | -0.1828220 | -0.1900250 | -0.1717058 |
| sal + silicate | Atlantic | (27.25,27.5] | 0.1214060 | 0.0325742 | 0.1989200 |
| sal + silicate | Atlantic | (27.5,27.75] | 0.0507890 | -0.1548584 | 0.3179770 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.4967278 | -0.5766301 | -0.4273043 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6758897 | -0.7623220 | -0.5623866 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.7738357 | -0.8442100 | -0.6924272 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.9420287 | -0.9526872 | -0.9248407 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9522545 | -0.9539223 | -0.9505304 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.8155408 | -0.8480191 | -0.7623203 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.6182473 | -0.7023908 | -0.5265288 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5199755 | -0.6387587 | -0.4302120 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5927134 | -0.6980769 | -0.5260752 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.5409559 | -0.7461597 | -0.2419806 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.5600909 | -0.7476241 | -0.2099372 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.6975908 | -0.7906804 | -0.5128149 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.6025482 | -0.7116815 | -0.4549977 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | -0.0981330 | -0.2201718 | 0.0787900 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | 0.3335259 | 0.1453432 | 0.4992782 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | 0.5191864 | 0.3201663 | 0.6422390 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | 0.7213149 | 0.5300472 | 0.8428186 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.8010499 | 0.6477496 | 0.9104875 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | 0.7649419 | 0.6928230 | 0.8232427 |
| sal + temp | Atlantic | (-Inf,26] | 0.8083028 | 0.7461379 | 0.8704676 |
| sal + temp | Atlantic | (26,26.5] | 0.9526948 | 0.9211262 | 0.9870275 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9798396 | 0.9719448 | 0.9905630 |
| sal + temp | Atlantic | (26.75,27] | 0.9752589 | 0.9645813 | 0.9823861 |
| sal + temp | Atlantic | (27,27.25] | 0.9622755 | 0.9507564 | 0.9702431 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9817821 | 0.9741280 | 0.9878092 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9667927 | 0.9622133 | 0.9727364 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9693550 | 0.9611117 | 0.9763294 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9673373 | 0.9625349 | 0.9738680 |
| sal + temp | Atlantic | (27.95,28.05] | 0.9511064 | 0.9390323 | 0.9716430 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9649221 | 0.9471342 | 0.9803727 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9579347 | 0.9475860 | 0.9739807 |
| sal + temp | Atlantic | (28.15,28.2] | 0.9424011 | 0.9144874 | 0.9727348 |
| sal + temp | Atlantic | (28.2, Inf] | 0.9409074 | 0.9235060 | 0.9555321 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.6829503 | 0.5361236 | 0.7782521 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9453113 | 0.9115139 | 0.9624629 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9816053 | 0.9725058 | 0.9869439 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9824705 | 0.9793285 | 0.9848129 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9801434 | 0.9737078 | 0.9851020 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9328760 | 0.9188721 | 0.9511511 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8380719 | 0.7974836 | 0.8983795 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9448039 | 0.9276493 | 0.9539238 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.9333311 | 0.9303790 | 0.9350672 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.9015998 | 0.8698214 | 0.9288661 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9445196 | 0.9437904 | 0.9457463 |
| sal + temp | Indo-Pacific | (28.1, Inf] | 0.6252920 | 0.6234524 | 0.6283661 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.1970603 | -0.4925249 | 0.0984044 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.2965113 | -0.1051566 | 0.9541628 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.6451564 | 0.4232961 | 0.9894357 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8651635 | 0.8303741 | 0.9202074 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.8239866 | 0.7596970 | 0.8739929 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.8824400 | 0.8628239 | 0.9105392 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9169709 | 0.8966984 | 0.9417754 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9289656 | 0.9086807 | 0.9456616 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9406563 | 0.9077103 | 0.9611970 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9447455 | 0.9154096 | 0.9677473 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9688241 | 0.9558658 | 0.9851021 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9792528 | 0.9707562 | 0.9891228 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9676386 | 0.9634954 | 0.9736310 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.8661580 | 0.8295180 | 0.9052449 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8729925 | 0.8163140 | 0.9324414 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8801169 | 0.8664526 | 0.8939290 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8621448 | 0.8337276 | 0.8909659 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.9119270 | 0.8895017 | 0.9281053 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9475701 | 0.9357674 | 0.9591450 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9606935 | 0.9476180 | 0.9744840 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9722082 | 0.9623026 | 0.9814637 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9813369 | 0.9732784 | 0.9869203 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9852594 | 0.9776259 | 0.9895666 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9877720 | 0.9819778 | 0.9916440 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9939992 | 0.9914471 | 0.9954919 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.8870701 | 0.8720456 | 0.8985313 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.0957067 | -0.2851561 | 0.4765695 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.0481670 | -0.4124864 | 0.9014304 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.2387167 | -0.1612728 | 0.9060029 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.2895962 | 0.2411847 | 0.3703195 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.6814666 | 0.6209451 | 0.7366075 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.7153497 | 0.6353392 | 0.7824184 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.8883727 | 0.8851444 | 0.8906405 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9578494 | 0.9366129 | 0.9742625 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9660788 | 0.9555720 | 0.9726423 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9704196 | 0.9596353 | 0.9822745 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9767506 | 0.9711901 | 0.9827630 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9754273 | 0.9674730 | 0.9859278 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9490845 | 0.9403988 | 0.9599541 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8864124 | 0.8635126 | 0.9069375 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7469767 | 0.6221441 | 0.8119398 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7640219 | 0.7516045 | 0.7798435 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7654509 | 0.6846562 | 0.8400020 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8142468 | 0.7996617 | 0.8239463 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8410107 | 0.8318503 | 0.8457663 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.7003901 | 0.6753779 | 0.7216386 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.3136271 | 0.2491467 | 0.3888689 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0197633 | -0.0955767 | 0.0728772 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1395880 | -0.2857816 | 0.1107103 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.1803308 | -0.3850919 | 0.0674047 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.0934461 | -0.2411560 | 0.0637014 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2168616 | -0.3394501 | -0.0158769 |
| temp + aou | Atlantic | (-Inf,26] | -0.5357809 | -0.6951794 | -0.3763824 |
| temp + aou | Atlantic | (26,26.5] | -0.5629035 | -0.9109261 | -0.3176631 |
| temp + aou | Atlantic | (26.5,26.75] | -0.1353018 | -0.6751871 | 0.1499006 |
| temp + aou | Atlantic | (26.75,27] | 0.4104363 | 0.2495016 | 0.4993581 |
| temp + aou | Atlantic | (27,27.25] | 0.3924531 | 0.2530074 | 0.5667172 |
| temp + aou | Atlantic | (27.25,27.5] | 0.5742682 | 0.4860533 | 0.6471519 |
| temp + aou | Atlantic | (27.5,27.75] | 0.5651190 | 0.4672033 | 0.7052201 |
| temp + aou | Atlantic | (27.75,27.85] | 0.3465919 | 0.1697515 | 0.4539236 |
| temp + aou | Atlantic | (27.85,27.95] | 0.2020787 | 0.1160496 | 0.2590775 |
| temp + aou | Atlantic | (27.95,28.05] | -0.1103413 | -0.1431434 | -0.0895589 |
| temp + aou | Atlantic | (28.05,28.1] | -0.5801027 | -0.6513026 | -0.4483672 |
| temp + aou | Atlantic | (28.1,28.15] | -0.7356573 | -0.7754779 | -0.7128442 |
| temp + aou | Atlantic | (28.15,28.2] | -0.8239407 | -0.8463396 | -0.8098379 |
| temp + aou | Atlantic | (28.2, Inf] | -0.8213251 | -0.8549910 | -0.7629141 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.4008331 | -0.5199960 | -0.2322697 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2504052 | -0.3875053 | -0.0601817 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1097201 | -0.4260655 | 0.1687985 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.2818999 | -0.5265823 | -0.0151896 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.5661188 | -0.6735160 | -0.5112627 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.4517597 | -0.5793188 | -0.3105334 |
| temp + aou | Indo-Pacific | (27.5,27.75] | -0.0011740 | -0.1054591 | 0.1446624 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.4022411 | 0.3986373 | 0.4085703 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.5808482 | 0.4690487 | 0.6488030 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.7327146 | 0.6152393 | 0.7958011 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.7777173 | 0.6712322 | 0.8424502 |
| temp + aou | Indo-Pacific | (28.1, Inf] | 0.8411410 | 0.7827766 | 0.8755862 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.8701081 | -0.8896045 | -0.8506118 |
| temp + nitrate | Atlantic | (26,26.5] | -0.5714743 | -0.9472283 | -0.3611420 |
| temp + nitrate | Atlantic | (26.5,26.75] | -0.2462760 | -0.8360050 | 0.0539521 |
| temp + nitrate | Atlantic | (26.75,27] | 0.3754780 | 0.2198148 | 0.4588876 |
| temp + nitrate | Atlantic | (27,27.25] | 0.2439036 | 0.1125062 | 0.4176027 |
| temp + nitrate | Atlantic | (27.25,27.5] | 0.4519703 | 0.3674818 | 0.5094410 |
| temp + nitrate | Atlantic | (27.5,27.75] | 0.3406454 | 0.1357315 | 0.5849432 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.2704638 | -0.3586434 | -0.1859324 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.4582100 | -0.5788637 | -0.3835186 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.5774806 | -0.7303706 | -0.4788545 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.7791640 | -0.8808407 | -0.6690059 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.8587711 | -0.9002592 | -0.8181253 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.8958219 | -0.9211880 | -0.8734618 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.9209951 | -0.9546983 | -0.8825822 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.6160034 | -0.7135869 | -0.4593938 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.5277780 | -0.6641261 | -0.4218473 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.3609022 | -0.6386888 | -0.0007676 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.4580480 | -0.6830852 | -0.0953860 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.6625948 | -0.7765742 | -0.5080423 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.5500909 | -0.6647718 | -0.4348236 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.0799488 | -0.1921360 | 0.0264049 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | 0.3992976 | 0.2425326 | 0.5556736 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | 0.5532957 | 0.3399780 | 0.7205515 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.6598386 | 0.4948019 | 0.7550256 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.7074767 | 0.5543900 | 0.8027537 |
| temp + nitrate | Indo-Pacific | (28.1, Inf] | 0.7689861 | 0.6589550 | 0.8395240 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.3759632 | -0.6742742 | -0.0776522 |
| temp + phosphate | Atlantic | (26,26.5] | -0.7242000 | -0.9693965 | -0.5453829 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.4131006 | -0.8538800 | -0.1625603 |
| temp + phosphate | Atlantic | (26.75,27] | 0.2493547 | 0.0498795 | 0.3562171 |
| temp + phosphate | Atlantic | (27,27.25] | 0.1268907 | -0.0248086 | 0.3013658 |
| temp + phosphate | Atlantic | (27.25,27.5] | 0.3482951 | 0.2610032 | 0.4341010 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.2674779 | 0.0520259 | 0.5173033 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.3160542 | -0.4069048 | -0.2367796 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.4908426 | -0.6091919 | -0.4255911 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.5963179 | -0.7403470 | -0.5076425 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.7905323 | -0.8853536 | -0.6819761 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.8685483 | -0.9047118 | -0.8305863 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.8944174 | -0.9121726 | -0.8745919 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.9087176 | -0.9408662 | -0.8685719 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.5644977 | -0.6700312 | -0.4166668 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4490767 | -0.6090755 | -0.3042581 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.2625797 | -0.5741954 | 0.1216985 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.3553759 | -0.6235193 | 0.0792007 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.5982471 | -0.7324844 | -0.4070636 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.5073121 | -0.6433487 | -0.3972160 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | -0.0593653 | -0.1780065 | 0.0193403 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | 0.3808742 | 0.3007293 | 0.4671303 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | 0.5396583 | 0.3937543 | 0.6396398 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.6823448 | 0.5515135 | 0.7593700 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.7312825 | 0.6105665 | 0.8075765 |
| temp + phosphate | Indo-Pacific | (28.1, Inf] | 0.7950021 | 0.7064458 | 0.8525925 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.4870671 | -0.5825606 | -0.3915735 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8675960 | -0.9759307 | -0.8103952 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.8920643 | -0.9752990 | -0.8452027 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.7246061 | -0.7706824 | -0.6864999 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.7661995 | -0.8233378 | -0.7376229 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.5300495 | -0.5758496 | -0.4546372 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.3184731 | -0.4914459 | -0.1004925 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.6732059 | -0.7658078 | -0.6159641 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.7723379 | -0.8516932 | -0.7241552 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.7997006 | -0.8983723 | -0.7384190 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.8967029 | -0.9555590 | -0.8395101 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.9366454 | -0.9626609 | -0.9172060 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.9427411 | -0.9608353 | -0.9220102 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.9267570 | -0.9447705 | -0.8912038 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8865087 | -0.9150422 | -0.8593740 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.8905556 | -0.9488999 | -0.8296618 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7855879 | -0.9396793 | -0.4992082 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.6926963 | -0.9617436 | -0.2319751 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.7687117 | -0.9686208 | -0.4369609 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7196652 | -0.9617530 | -0.3554986 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6177620 | -0.9668561 | -0.1219618 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5633203 | -0.9363440 | -0.0626622 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.7478834 | -0.8807690 | -0.5055394 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.8031439 | -0.8761081 | -0.7538345 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6649263 | -0.7315474 | -0.5899232 |
| temp + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.6814303 | -0.6837656 | -0.6779908 |
| temp + silicate | Atlantic | (-Inf,26] | -0.6540142 | -0.6747236 | -0.6333048 |
| temp + silicate | Atlantic | (26,26.5] | -0.2271352 | -0.8916209 | 0.1202416 |
| temp + silicate | Atlantic | (26.5,26.75] | -0.1265762 | -0.8347586 | 0.2577729 |
| temp + silicate | Atlantic | (26.75,27] | 0.1514524 | 0.0910285 | 0.2720436 |
| temp + silicate | Atlantic | (27,27.25] | -0.2286334 | -0.2714925 | -0.1885096 |
| temp + silicate | Atlantic | (27.25,27.5] | 0.1495589 | 0.0776649 | 0.2284196 |
| temp + silicate | Atlantic | (27.5,27.75] | 0.0602647 | -0.1531234 | 0.3216251 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.5629698 | -0.6049414 | -0.5354334 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.6986010 | -0.7560933 | -0.6308939 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.7757565 | -0.8234399 | -0.7398454 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.8773101 | -0.9129234 | -0.8098354 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.9061099 | -0.9133657 | -0.8926719 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.8421944 | -0.8589438 | -0.8313417 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.7210738 | -0.7901577 | -0.6392995 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6228852 | -0.7482130 | -0.3776199 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6093784 | -0.6969554 | -0.5472068 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.5143068 | -0.7339875 | -0.1815360 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.5218645 | -0.7073891 | -0.1509245 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.6852483 | -0.7906324 | -0.4869161 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.6097945 | -0.7072238 | -0.4605154 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | -0.1580078 | -0.2577805 | -0.0246650 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.3245451 | 0.1513011 | 0.4876359 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.4842722 | 0.2613893 | 0.6408850 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.6308553 | 0.4612245 | 0.7214681 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.7171223 | 0.5753786 | 0.8083207 |
| temp + silicate | Indo-Pacific | (28.1, Inf] | 0.7143782 | 0.5797220 | 0.8063599 |
rm(cor_predictors, cor_predictors_stats)2.2.3 C* vs individual predictors
Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
cor_target_predictor <- cor_target_predictor %>%
rename(predictor = term)
# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
select(-era) %>%
group_by(predictor, basin, gamma_slab) %>%
summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>%
ungroup()
# plot figure
cor_target_predictor_stats %>%
mutate(predictor = reorder(predictor, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "C* correlation with...") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.4257037 | 0.3050261 | 0.5463812 |
| aou | Atlantic | (26,26.5] | 0.0163390 | -0.5109072 | 0.3452699 |
| aou | Atlantic | (26.5,26.75] | -0.2423165 | -0.7905501 | 0.1772475 |
| aou | Atlantic | (26.75,27] | -0.2550532 | -0.4568538 | -0.1462945 |
| aou | Atlantic | (27,27.25] | -0.3405422 | -0.4123312 | -0.2367748 |
| aou | Atlantic | (27.25,27.5] | -0.6457634 | -0.7330044 | -0.5247707 |
| aou | Atlantic | (27.5,27.75] | -0.6090457 | -0.8270288 | -0.4753308 |
| aou | Atlantic | (27.75,27.85] | -0.5239005 | -0.7575153 | -0.3369498 |
| aou | Atlantic | (27.85,27.95] | -0.6160068 | -0.7781772 | -0.4664423 |
| aou | Atlantic | (27.95,28.05] | -0.7769756 | -0.8804137 | -0.6680606 |
| aou | Atlantic | (28.05,28.1] | -0.9430772 | -0.9643049 | -0.9178931 |
| aou | Atlantic | (28.1,28.15] | -0.9585262 | -0.9853394 | -0.9280293 |
| aou | Atlantic | (28.15,28.2] | -0.9651014 | -0.9858745 | -0.9514302 |
| aou | Atlantic | (28.2, Inf] | -0.8173077 | -0.9223423 | -0.7579194 |
| aou | Indo-Pacific | (-Inf,26] | 0.2020688 | 0.0958045 | 0.3575592 |
| aou | Indo-Pacific | (26,26.5] | -0.4056747 | -0.4914614 | -0.3626545 |
| aou | Indo-Pacific | (26.5,26.75] | -0.6418011 | -0.6888903 | -0.6130289 |
| aou | Indo-Pacific | (26.75,27] | -0.7765120 | -0.8089682 | -0.7148558 |
| aou | Indo-Pacific | (27,27.25] | -0.6754113 | -0.6973668 | -0.6398574 |
| aou | Indo-Pacific | (27.25,27.5] | -0.5164285 | -0.6385468 | -0.4134199 |
| aou | Indo-Pacific | (27.5,27.75] | -0.0349980 | -0.3890495 | 0.3383733 |
| aou | Indo-Pacific | (27.75,27.85] | 0.3756410 | 0.0514056 | 0.7234545 |
| aou | Indo-Pacific | (27.85,27.95] | 0.4326145 | 0.2121450 | 0.7123531 |
| aou | Indo-Pacific | (27.95,28.05] | 0.3951305 | 0.2298197 | 0.5487768 |
| aou | Indo-Pacific | (28.05,28.1] | 0.4355866 | 0.3301731 | 0.4993741 |
| aou | Indo-Pacific | (28.1, Inf] | 0.5902405 | 0.4536741 | 0.6655938 |
| nitrate | Atlantic | (-Inf,26] | 0.1682105 | -0.0214146 | 0.3578356 |
| nitrate | Atlantic | (26,26.5] | -0.2120811 | -0.6030063 | 0.0241332 |
| nitrate | Atlantic | (26.5,26.75] | -0.3916659 | -0.9000498 | 0.0269081 |
| nitrate | Atlantic | (26.75,27] | -0.3710697 | -0.5665259 | -0.2701627 |
| nitrate | Atlantic | (27,27.25] | -0.5308223 | -0.5846826 | -0.4455471 |
| nitrate | Atlantic | (27.25,27.5] | -0.8441242 | -0.8840458 | -0.7671822 |
| nitrate | Atlantic | (27.5,27.75] | -0.9140419 | -0.9607085 | -0.8812482 |
| nitrate | Atlantic | (27.75,27.85] | -0.9580632 | -0.9782977 | -0.9433153 |
| nitrate | Atlantic | (27.85,27.95] | -0.9790009 | -0.9885638 | -0.9697552 |
| nitrate | Atlantic | (27.95,28.05] | -0.9519026 | -0.9808384 | -0.9346417 |
| nitrate | Atlantic | (28.05,28.1] | -0.9932000 | -0.9947486 | -0.9918446 |
| nitrate | Atlantic | (28.1,28.15] | -0.9925605 | -0.9939399 | -0.9914447 |
| nitrate | Atlantic | (28.15,28.2] | -0.9920126 | -0.9933901 | -0.9905750 |
| nitrate | Atlantic | (28.2, Inf] | -0.9670831 | -0.9898392 | -0.9533716 |
| nitrate | Indo-Pacific | (-Inf,26] | 0.1882664 | 0.1194779 | 0.3255117 |
| nitrate | Indo-Pacific | (26,26.5] | -0.4864902 | -0.5874436 | -0.3963798 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.7013492 | -0.7365322 | -0.6685782 |
| nitrate | Indo-Pacific | (26.75,27] | -0.7465925 | -0.7722206 | -0.7177001 |
| nitrate | Indo-Pacific | (27,27.25] | -0.6429797 | -0.6664682 | -0.6202626 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.5092122 | -0.5801396 | -0.4511401 |
| nitrate | Indo-Pacific | (27.5,27.75] | -0.0290070 | -0.3042343 | 0.2712140 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.4941472 | 0.2867772 | 0.7427714 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.5548339 | 0.4390074 | 0.7499706 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.4448584 | 0.2649684 | 0.6117645 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.4909999 | 0.3669271 | 0.5610746 |
| nitrate | Indo-Pacific | (28.1, Inf] | 0.6082592 | 0.4818771 | 0.6739127 |
| phosphate | Atlantic | (-Inf,26] | 0.4329790 | 0.3770938 | 0.4888643 |
| phosphate | Atlantic | (26,26.5] | -0.0122329 | -0.5387179 | 0.3098939 |
| phosphate | Atlantic | (26.5,26.75] | -0.3840180 | -0.8971262 | -0.0104230 |
| phosphate | Atlantic | (26.75,27] | -0.3850324 | -0.6054617 | -0.2613085 |
| phosphate | Atlantic | (27,27.25] | -0.5971978 | -0.6813503 | -0.5101967 |
| phosphate | Atlantic | (27.25,27.5] | -0.8462835 | -0.9012118 | -0.7740643 |
| phosphate | Atlantic | (27.5,27.75] | -0.9204792 | -0.9588952 | -0.8966162 |
| phosphate | Atlantic | (27.75,27.85] | -0.9675095 | -0.9831900 | -0.9570152 |
| phosphate | Atlantic | (27.85,27.95] | -0.9824769 | -0.9888035 | -0.9771038 |
| phosphate | Atlantic | (27.95,28.05] | -0.9563084 | -0.9810561 | -0.9427805 |
| phosphate | Atlantic | (28.05,28.1] | -0.9925388 | -0.9938737 | -0.9915823 |
| phosphate | Atlantic | (28.1,28.15] | -0.9916613 | -0.9930058 | -0.9898352 |
| phosphate | Atlantic | (28.15,28.2] | -0.9907508 | -0.9933333 | -0.9878714 |
| phosphate | Atlantic | (28.2, Inf] | -0.9793331 | -0.9847616 | -0.9752612 |
| phosphate | Indo-Pacific | (-Inf,26] | 0.1537325 | 0.0258512 | 0.3411389 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5300032 | -0.5742604 | -0.4776244 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.7644215 | -0.7714235 | -0.7571441 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8436143 | -0.8548074 | -0.8296423 |
| phosphate | Indo-Pacific | (27,27.25] | -0.7341922 | -0.7673989 | -0.7078835 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.5888676 | -0.7102056 | -0.4984008 |
| phosphate | Indo-Pacific | (27.5,27.75] | -0.0609453 | -0.3838881 | 0.2758631 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.4410822 | 0.1696164 | 0.7402675 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.4914008 | 0.2957644 | 0.7375044 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.4327475 | 0.2654291 | 0.5795907 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.4674038 | 0.3637382 | 0.5334542 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.5708225 | 0.4074345 | 0.6527575 |
| phosphate_star | Atlantic | (-Inf,26] | 0.1145536 | -0.2093641 | 0.4384713 |
| phosphate_star | Atlantic | (26,26.5] | -0.0667954 | -0.4998372 | 0.1551158 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.4779346 | -0.8933677 | -0.2311607 |
| phosphate_star | Atlantic | (26.75,27] | -0.2357351 | -0.3427454 | -0.1222321 |
| phosphate_star | Atlantic | (27,27.25] | -0.6234638 | -0.7081191 | -0.5162938 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.4942308 | -0.6100241 | -0.3519367 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.7576741 | -0.7974285 | -0.7278447 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.9255705 | -0.9389743 | -0.9009746 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.9242546 | -0.9424507 | -0.9130715 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8972792 | -0.9129536 | -0.8802853 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9597956 | -0.9746948 | -0.9422251 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9646675 | -0.9795374 | -0.9532885 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9774868 | -0.9817322 | -0.9734461 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9837226 | -0.9907028 | -0.9773058 |
| phosphate_star | Indo-Pacific | (-Inf,26] | 0.1933206 | 0.0717840 | 0.3538975 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.4932239 | -0.6281878 | -0.4056467 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.6269389 | -0.6897915 | -0.5133449 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.5792273 | -0.6452374 | -0.4773253 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.5312003 | -0.6195263 | -0.4219863 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5107579 | -0.5504145 | -0.4724576 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1409398 | -0.2682750 | -0.0544214 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.4027214 | 0.1489597 | 0.6581002 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3415117 | 0.3227224 | 0.3547028 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.4178713 | 0.3417052 | 0.4896549 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.4031704 | 0.3049503 | 0.4784784 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | -0.2422183 | -0.3233938 | -0.1998351 |
| sal | Atlantic | (-Inf,26] | 0.3454529 | -0.0222728 | 0.7131786 |
| sal | Atlantic | (26,26.5] | 0.0448845 | -0.1046881 | 0.3338906 |
| sal | Atlantic | (26.5,26.75] | 0.2226787 | -0.1277866 | 0.7641508 |
| sal | Atlantic | (26.75,27] | -0.4040782 | -0.4541614 | -0.3728953 |
| sal | Atlantic | (27,27.25] | 0.0313337 | -0.1441327 | 0.1458570 |
| sal | Atlantic | (27.25,27.5] | -0.4289032 | -0.5442539 | -0.3476095 |
| sal | Atlantic | (27.5,27.75] | -0.3552711 | -0.6080745 | -0.2078798 |
| sal | Atlantic | (27.75,27.85] | 0.2656721 | 0.1776428 | 0.3591666 |
| sal | Atlantic | (27.85,27.95] | 0.4360593 | 0.2931361 | 0.5636697 |
| sal | Atlantic | (27.95,28.05] | 0.4664378 | 0.3681666 | 0.6105624 |
| sal | Atlantic | (28.05,28.1] | 0.8377925 | 0.7776230 | 0.8961814 |
| sal | Atlantic | (28.1,28.15] | 0.9104544 | 0.8862864 | 0.9263873 |
| sal | Atlantic | (28.15,28.2] | 0.9116880 | 0.8820999 | 0.9264913 |
| sal | Atlantic | (28.2, Inf] | 0.8595183 | 0.8081980 | 0.9202461 |
| sal | Indo-Pacific | (-Inf,26] | 0.0688573 | -0.1894874 | 0.3959701 |
| sal | Indo-Pacific | (26,26.5] | 0.2529232 | 0.0892846 | 0.3694642 |
| sal | Indo-Pacific | (26.5,26.75] | 0.2256589 | -0.2810371 | 0.4886866 |
| sal | Indo-Pacific | (26.75,27] | 0.0629148 | -0.4519167 | 0.3408702 |
| sal | Indo-Pacific | (27,27.25] | 0.1093431 | -0.1601787 | 0.2759419 |
| sal | Indo-Pacific | (27.25,27.5] | 0.0552590 | -0.0957659 | 0.1414267 |
| sal | Indo-Pacific | (27.5,27.75] | -0.1807034 | -0.3112293 | -0.0421204 |
| sal | Indo-Pacific | (27.75,27.85] | 0.1790086 | -0.0556855 | 0.5232738 |
| sal | Indo-Pacific | (27.85,27.95] | 0.2295376 | -0.0365297 | 0.6544871 |
| sal | Indo-Pacific | (27.95,28.05] | -0.0996589 | -0.1563709 | -0.0509275 |
| sal | Indo-Pacific | (28.05,28.1] | 0.0240820 | -0.1223429 | 0.1474019 |
| sal | Indo-Pacific | (28.1, Inf] | 0.2039425 | 0.0698266 | 0.2820273 |
| silicate | Atlantic | (-Inf,26] | -0.4398243 | -0.8146090 | -0.0650397 |
| silicate | Atlantic | (26,26.5] | -0.5181103 | -0.7090931 | -0.4083992 |
| silicate | Atlantic | (26.5,26.75] | -0.5451786 | -0.9284934 | -0.2478454 |
| silicate | Atlantic | (26.75,27] | -0.5903049 | -0.6951093 | -0.5141643 |
| silicate | Atlantic | (27,27.25] | -0.8414369 | -0.9027496 | -0.8080552 |
| silicate | Atlantic | (27.25,27.5] | -0.9148407 | -0.9456304 | -0.8979753 |
| silicate | Atlantic | (27.5,27.75] | -0.9203820 | -0.9337984 | -0.8978188 |
| silicate | Atlantic | (27.75,27.85] | -0.9450726 | -0.9530372 | -0.9384426 |
| silicate | Atlantic | (27.85,27.95] | -0.9351234 | -0.9439781 | -0.9241806 |
| silicate | Atlantic | (27.95,28.05] | -0.8802239 | -0.9084127 | -0.8457239 |
| silicate | Atlantic | (28.05,28.1] | -0.9444029 | -0.9662086 | -0.9307518 |
| silicate | Atlantic | (28.1,28.15] | -0.9562325 | -0.9739031 | -0.9448611 |
| silicate | Atlantic | (28.15,28.2] | -0.9473448 | -0.9604263 | -0.9314690 |
| silicate | Atlantic | (28.2, Inf] | -0.8896279 | -0.9366779 | -0.8515038 |
| silicate | Indo-Pacific | (-Inf,26] | 0.0489681 | -0.2468181 | 0.2839671 |
| silicate | Indo-Pacific | (26,26.5] | -0.6230656 | -0.6428982 | -0.6047512 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7583208 | -0.7783759 | -0.7382335 |
| silicate | Indo-Pacific | (26.75,27] | -0.7230475 | -0.7389873 | -0.7135898 |
| silicate | Indo-Pacific | (27,27.25] | -0.6036975 | -0.6414468 | -0.5576836 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.4514956 | -0.5728275 | -0.3424134 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.0328852 | -0.2641313 | 0.3548968 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.5172365 | 0.2789904 | 0.7981779 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.5492796 | 0.3631641 | 0.8009768 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.4744786 | 0.2939346 | 0.6520810 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.5029538 | 0.3798092 | 0.5689260 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.5620571 | 0.4397192 | 0.6479596 |
| temp | Atlantic | (-Inf,26] | -0.1637110 | -0.4679999 | 0.1405779 |
| temp | Atlantic | (26,26.5] | -0.0548520 | -0.3136847 | 0.4081336 |
| temp | Atlantic | (26.5,26.75] | 0.2213268 | -0.1283585 | 0.7947772 |
| temp | Atlantic | (26.75,27] | -0.3985262 | -0.4322729 | -0.3654323 |
| temp | Atlantic | (27,27.25] | 0.0522223 | -0.1441916 | 0.1989649 |
| temp | Atlantic | (27.25,27.5] | -0.4545479 | -0.5674097 | -0.3905709 |
| temp | Atlantic | (27.5,27.75] | -0.3514042 | -0.5955493 | -0.1926566 |
| temp | Atlantic | (27.75,27.85] | 0.3572198 | 0.3196154 | 0.4198307 |
| temp | Atlantic | (27.85,27.95] | 0.4838432 | 0.3895158 | 0.5819618 |
| temp | Atlantic | (27.95,28.05] | 0.4851102 | 0.4112964 | 0.6065903 |
| temp | Atlantic | (28.05,28.1] | 0.7440932 | 0.6107229 | 0.8443400 |
| temp | Atlantic | (28.1,28.15] | 0.8212111 | 0.7554702 | 0.8659866 |
| temp | Atlantic | (28.15,28.2] | 0.8700271 | 0.8549840 | 0.8991344 |
| temp | Atlantic | (28.2, Inf] | 0.8734885 | 0.8057190 | 0.9081239 |
| temp | Indo-Pacific | (-Inf,26] | -0.4827260 | -0.5443507 | -0.4516717 |
| temp | Indo-Pacific | (26,26.5] | 0.1793007 | 0.0004290 | 0.3073963 |
| temp | Indo-Pacific | (26.5,26.75] | 0.1691001 | -0.3676855 | 0.4411748 |
| temp | Indo-Pacific | (26.75,27] | 0.0117844 | -0.5053112 | 0.2799857 |
| temp | Indo-Pacific | (27,27.25] | 0.0969753 | -0.1763246 | 0.2598631 |
| temp | Indo-Pacific | (27.25,27.5] | 0.1695705 | 0.0086032 | 0.2600595 |
| temp | Indo-Pacific | (27.5,27.75] | 0.0514157 | -0.0221562 | 0.1740188 |
| temp | Indo-Pacific | (27.75,27.85] | 0.1433097 | -0.0366227 | 0.4486059 |
| temp | Indo-Pacific | (27.85,27.95] | 0.1308688 | -0.0834200 | 0.5068278 |
| temp | Indo-Pacific | (27.95,28.05] | -0.1744352 | -0.2524364 | -0.1315086 |
| temp | Indo-Pacific | (28.05,28.1] | -0.0897961 | -0.1816643 | 0.0269002 |
| temp | Indo-Pacific | (28.1, Inf] | 0.3577591 | 0.1545652 | 0.4841414 |
rm(cor_target_predictor, cor_target_predictor_stats)
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.3 broom_0.7.3 kableExtra_1.3.1 knitr_1.30
[5] olsrr_0.5.3 GGally_2.0.0 lubridate_1.7.9 metR_0.9.0
[9] scico_1.2.0 patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0
[13] stringr_1.4.0 dplyr_1.0.2 purrr_0.3.4 readr_1.4.0
[17] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0
[21] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 labeling_0.4.2
[22] scales_1.1.1 checkmate_2.0.0 goftest_1.2-2
[25] digest_0.6.27 foreign_0.8-80 rmarkdown_2.5
[28] rio_0.5.16 pkgconfig_2.0.3 htmltools_0.5.0
[31] highr_0.8 dbplyr_1.4.4 rlang_0.4.10
[34] readxl_1.3.1 rstudioapi_0.13 farver_2.0.3
[37] generics_0.1.0 jsonlite_1.7.2 zip_2.1.1
[40] car_3.0-10 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_0.2.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 carData_3.0-4
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.2 data.table_1.13.6
[67] modelr_0.1.8 vctrs_0.3.6 httpuv_1.5.4
[70] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8
[73] assertthat_0.2.1 xfun_0.20 openxlsx_4.2.3
[76] RcppEigen_0.3.3.9.1 later_1.1.0.1 viridisLite_0.3.0
[79] ellipsis_0.3.1 here_1.0.1