eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
25 January, 2021
Last updated: 2021-01-25
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| html | c1cec47 | Donghe-Zhu | 2021-01-25 | Build site. |
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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 |
|---|---|---|
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
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 |
|---|---|---|
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.8566630 | 0.8400495 | 0.8876974 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9163122 | 0.9087094 | 0.9217067 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9759958 | 0.9745391 | 0.9772222 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9822101 | 0.9796944 | 0.9841504 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9746215 | 0.9724008 | 0.9759149 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.9619867 | 0.9604882 | 0.9633083 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.9468773 | 0.9439636 | 0.9521034 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.9338769 | 0.9274717 | 0.9405932 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.9556122 | 0.9508667 | 0.9582242 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.9803160 | 0.9788123 | 0.9817860 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9873415 | 0.9855308 | 0.9883489 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9821324 | 0.9782446 | 0.9840905 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9809093 | 0.9773507 | 0.9842836 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.9748264 | 0.9608779 | 0.9840164 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9322999 | 0.9304671 | 0.9343005 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8484061 | 0.8451587 | 0.8524978 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.7506296 | 0.7426987 | 0.7654359 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.7721962 | 0.7675571 | 0.7781897 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.8321903 | 0.8194506 | 0.8470953 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.8742228 | 0.8694016 | 0.8778776 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.9078012 | 0.9041108 | 0.9103513 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9651658 | 0.9616548 | 0.9690674 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9706265 | 0.9684145 | 0.9741000 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9890090 | 0.9884545 | 0.9898507 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9882938 | 0.9878425 | 0.9890858 |
| aou + nitrate | Indo-Pacific | (28.1, Inf] | 0.9919209 | 0.9916958 | 0.9920920 |
| aou + nitrate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + nitrate | SO | (26,26.5] | 0.8568559 | 0.8554033 | 0.8587329 |
| aou + nitrate | SO | (26.5,26.75] | 0.7744700 | 0.7523308 | 0.7982383 |
| aou + nitrate | SO | (26.75,27] | 0.7915649 | 0.7834446 | 0.7964963 |
| aou + nitrate | SO | (27,27.25] | 0.7791669 | 0.7718938 | 0.7914246 |
| aou + nitrate | SO | (27.25,27.5] | 0.7732450 | 0.7606236 | 0.7836028 |
| aou + nitrate | SO | (27.5,27.75] | 0.8728350 | 0.8702390 | 0.8779041 |
| aou + nitrate | SO | (27.75,27.85] | 0.9621865 | 0.9582471 | 0.9656387 |
| aou + nitrate | SO | (27.85,27.95] | 0.9042467 | 0.8964261 | 0.9192095 |
| aou + nitrate | SO | (27.95,28.05] | 0.7759117 | 0.7696486 | 0.7876298 |
| aou + nitrate | SO | (28.05,28.1] | 0.7298361 | 0.7150487 | 0.7453870 |
| aou + nitrate | SO | (28.1, Inf] | 0.8850795 | 0.8746249 | 0.8942142 |
| aou + nitrate | SO | (28.1,28.15] | 0.3279665 | 0.3202445 | 0.3414051 |
| aou + nitrate | SO | (28.15,28.2] | 0.2863881 | 0.2515655 | 0.3171609 |
| aou + nitrate | SO | (28.2, Inf] | 0.4797057 | 0.4573807 | 0.5014155 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9292515 | 0.9194106 | 0.9399366 |
| aou + phosphate | Atlantic | (26,26.5] | 0.8918596 | 0.8908021 | 0.8924942 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9550546 | 0.9502962 | 0.9579237 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9683534 | 0.9663413 | 0.9700964 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9532612 | 0.9526505 | 0.9543808 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.9411886 | 0.9389894 | 0.9424274 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.9279364 | 0.9239991 | 0.9346766 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9156667 | 0.9074153 | 0.9244580 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9420057 | 0.9358413 | 0.9451830 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9738601 | 0.9715931 | 0.9755992 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9866780 | 0.9849364 | 0.9875935 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9811456 | 0.9769499 | 0.9836045 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9800417 | 0.9747126 | 0.9854717 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9750403 | 0.9625385 | 0.9831994 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9667161 | 0.9659406 | 0.9678699 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9586305 | 0.9576563 | 0.9596895 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9674434 | 0.9662756 | 0.9686972 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9625524 | 0.9624858 | 0.9626099 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9806984 | 0.9805875 | 0.9808488 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9830734 | 0.9814516 | 0.9844446 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9844817 | 0.9838691 | 0.9848311 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9925349 | 0.9919938 | 0.9932753 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9939917 | 0.9936692 | 0.9943233 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9976339 | 0.9974125 | 0.9978953 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9980514 | 0.9979909 | 0.9981599 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.9973556 | 0.9973015 | 0.9974456 |
| aou + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + phosphate | SO | (26,26.5] | 0.7944562 | 0.7894543 | 0.7998643 |
| aou + phosphate | SO | (26.5,26.75] | 0.7410214 | 0.7159951 | 0.7639681 |
| aou + phosphate | SO | (26.75,27] | 0.7913226 | 0.7777242 | 0.7992584 |
| aou + phosphate | SO | (27,27.25] | 0.7725463 | 0.7652941 | 0.7849281 |
| aou + phosphate | SO | (27.25,27.5] | 0.7583418 | 0.7445291 | 0.7688158 |
| aou + phosphate | SO | (27.5,27.75] | 0.8712228 | 0.8684501 | 0.8764147 |
| aou + phosphate | SO | (27.75,27.85] | 0.9599818 | 0.9554166 | 0.9634614 |
| aou + phosphate | SO | (27.85,27.95] | 0.8997112 | 0.8913716 | 0.9161765 |
| aou + phosphate | SO | (27.95,28.05] | 0.7498961 | 0.7422674 | 0.7628353 |
| aou + phosphate | SO | (28.05,28.1] | 0.7260020 | 0.7101001 | 0.7409405 |
| aou + phosphate | SO | (28.1, Inf] | 0.8454436 | 0.8297735 | 0.8578745 |
| aou + phosphate | SO | (28.1,28.15] | 0.3324721 | 0.3219205 | 0.3463815 |
| aou + phosphate | SO | (28.15,28.2] | 0.3121488 | 0.2826786 | 0.3349097 |
| aou + phosphate | SO | (28.2, Inf] | 0.5316471 | 0.4984793 | 0.5690238 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.2394828 | 0.1624787 | 0.2829947 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.3825528 | 0.3434901 | 0.4052700 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.1969379 | 0.1502583 | 0.2298211 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.0699011 | 0.0370803 | 0.0908958 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.2773418 | 0.2400605 | 0.3062876 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.4548091 | 0.4266543 | 0.4783131 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5061515 | 0.4929357 | 0.5148537 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.6714456 | 0.6549118 | 0.7029983 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7803325 | 0.7606091 | 0.7989737 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.9063208 | 0.8975830 | 0.9139302 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.9605439 | 0.9550249 | 0.9649380 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9444733 | 0.9380883 | 0.9480959 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9370098 | 0.9267931 | 0.9478345 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.9569177 | 0.9422620 | 0.9652000 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5880407 | 0.5807937 | 0.5971167 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4168363 | 0.4125618 | 0.4192650 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4312481 | 0.4110138 | 0.4455310 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5362488 | 0.5310002 | 0.5415870 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.7137447 | 0.7020904 | 0.7319147 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6724905 | 0.6506658 | 0.6998512 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.4767254 | 0.4605708 | 0.4958464 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.4164044 | 0.3798618 | 0.4351467 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.4296771 | 0.4241285 | 0.4372651 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5414850 | 0.5319100 | 0.5496837 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6534814 | 0.6403848 | 0.6644527 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.2198988 | 0.2058503 | 0.2359970 |
| aou + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| aou + phosphate_star | SO | (26,26.5] | -0.5036721 | -0.5691982 | -0.4496424 |
| aou + phosphate_star | SO | (26.5,26.75] | -0.1319567 | -0.2485097 | -0.0442656 |
| aou + phosphate_star | SO | (26.75,27] | 0.2301242 | 0.2056423 | 0.2674763 |
| aou + phosphate_star | SO | (27,27.25] | 0.0993379 | 0.0607571 | 0.1274723 |
| aou + phosphate_star | SO | (27.25,27.5] | -0.3696754 | -0.3928739 | -0.3552684 |
| aou + phosphate_star | SO | (27.5,27.75] | -0.4798755 | -0.5141261 | -0.4495177 |
| aou + phosphate_star | SO | (27.75,27.85] | -0.8545990 | -0.8592429 | -0.8513104 |
| aou + phosphate_star | SO | (27.85,27.95] | -0.8052536 | -0.8121923 | -0.7991602 |
| aou + phosphate_star | SO | (27.95,28.05] | -0.8817193 | -0.8842516 | -0.8780174 |
| aou + phosphate_star | SO | (28.05,28.1] | -0.8599477 | -0.8708064 | -0.8486554 |
| aou + phosphate_star | SO | (28.1, Inf] | -0.5100565 | -0.5385907 | -0.4939665 |
| aou + phosphate_star | SO | (28.1,28.15] | -0.6172206 | -0.6229616 | -0.6078300 |
| aou + phosphate_star | SO | (28.15,28.2] | -0.4404331 | -0.5241561 | -0.3327868 |
| aou + phosphate_star | SO | (28.2, Inf] | -0.0574317 | -0.0682076 | -0.0497003 |
| aou + silicate | Atlantic | (-Inf,26] | 0.1177800 | 0.0428611 | 0.1985943 |
| aou + silicate | Atlantic | (26,26.5] | 0.2657538 | 0.2320134 | 0.2901347 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.6152006 | 0.5893889 | 0.6405340 |
| aou + silicate | Atlantic | (26.75,27] | 0.7707217 | 0.7631254 | 0.7827178 |
| aou + silicate | Atlantic | (27,27.25] | 0.7788349 | 0.7716817 | 0.7850344 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.7596487 | 0.7521590 | 0.7640465 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.7328726 | 0.7220062 | 0.7486987 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.6555878 | 0.6344291 | 0.6844127 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.7245001 | 0.6990582 | 0.7447593 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.8565606 | 0.8388318 | 0.8664876 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9326107 | 0.9227914 | 0.9400594 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9481697 | 0.9426615 | 0.9575460 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9264100 | 0.9227627 | 0.9320682 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.9450983 | 0.9410217 | 0.9488752 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.8361597 | 0.8329494 | 0.8385872 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7667034 | 0.7661043 | 0.7672471 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7442450 | 0.7396327 | 0.7505051 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8131855 | 0.8129947 | 0.8135051 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8890653 | 0.8860516 | 0.8928669 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9165553 | 0.9143115 | 0.9203260 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9102748 | 0.9069478 | 0.9136746 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9408456 | 0.9402005 | 0.9417271 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9362138 | 0.9345819 | 0.9380852 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9742973 | 0.9730109 | 0.9758220 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9753401 | 0.9751122 | 0.9754986 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.6980777 | 0.6917099 | 0.7076743 |
| aou + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| aou + silicate | SO | (26,26.5] | 0.8937502 | 0.8772280 | 0.9082599 |
| aou + silicate | SO | (26.5,26.75] | 0.8767816 | 0.8645433 | 0.8868266 |
| aou + silicate | SO | (26.75,27] | 0.8702262 | 0.8670045 | 0.8725836 |
| aou + silicate | SO | (27,27.25] | 0.8278403 | 0.8215977 | 0.8352930 |
| aou + silicate | SO | (27.25,27.5] | 0.7678315 | 0.7511988 | 0.7764526 |
| aou + silicate | SO | (27.5,27.75] | 0.8534425 | 0.8506387 | 0.8578851 |
| aou + silicate | SO | (27.75,27.85] | 0.9400503 | 0.9353270 | 0.9434842 |
| aou + silicate | SO | (27.85,27.95] | 0.8787873 | 0.8670282 | 0.8930066 |
| aou + silicate | SO | (27.95,28.05] | 0.7268324 | 0.7214169 | 0.7369460 |
| aou + silicate | SO | (28.05,28.1] | 0.8042221 | 0.7920192 | 0.8116405 |
| aou + silicate | SO | (28.1, Inf] | 0.4850414 | 0.4579989 | 0.5048545 |
| aou + silicate | SO | (28.1,28.15] | 0.7402889 | 0.7312782 | 0.7548997 |
| aou + silicate | SO | (28.15,28.2] | 0.8119313 | 0.8038317 | 0.8204381 |
| aou + silicate | SO | (28.2, Inf] | 0.5327625 | 0.4924220 | 0.5830179 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.6913320 | 0.6358544 | 0.7735436 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.8269090 | 0.8135195 | 0.8448715 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9676769 | 0.9658054 | 0.9687236 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9807959 | 0.9798655 | 0.9816512 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9903223 | 0.9897895 | 0.9909468 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9954278 | 0.9951411 | 0.9957915 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.9967153 | 0.9966240 | 0.9967619 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.9986322 | 0.9984889 | 0.9987960 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9987986 | 0.9987452 | 0.9988428 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9988440 | 0.9986872 | 0.9989879 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9993944 | 0.9993416 | 0.9994240 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9990020 | 0.9989015 | 0.9991570 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9922700 | 0.9921224 | 0.9924727 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9966582 | 0.9963699 | 0.9971523 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9545493 | 0.9524449 | 0.9577585 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.8669960 | 0.8648067 | 0.8712859 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7775554 | 0.7680198 | 0.7941013 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.8100468 | 0.8026989 | 0.8176263 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | 0.8419228 | 0.8265281 | 0.8578280 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8744221 | 0.8704386 | 0.8772439 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9196678 | 0.9175879 | 0.9225627 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9762170 | 0.9735512 | 0.9790053 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9859126 | 0.9847079 | 0.9879060 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9958291 | 0.9956938 | 0.9960707 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9944340 | 0.9941162 | 0.9949190 |
| nitrate + phosphate | Indo-Pacific | (28.1, Inf] | 0.9953354 | 0.9951092 | 0.9954665 |
| nitrate + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| nitrate + phosphate | SO | (26,26.5] | 0.9750746 | 0.9700949 | 0.9785255 |
| nitrate + phosphate | SO | (26.5,26.75] | 0.9772417 | 0.9705299 | 0.9815729 |
| nitrate + phosphate | SO | (26.75,27] | 0.9923432 | 0.9919563 | 0.9927759 |
| nitrate + phosphate | SO | (27,27.25] | 0.9974611 | 0.9972351 | 0.9977264 |
| nitrate + phosphate | SO | (27.25,27.5] | 0.9983349 | 0.9982230 | 0.9984766 |
| nitrate + phosphate | SO | (27.5,27.75] | 0.9989155 | 0.9989127 | 0.9989199 |
| nitrate + phosphate | SO | (27.75,27.85] | 0.9985438 | 0.9984287 | 0.9986969 |
| nitrate + phosphate | SO | (27.85,27.95] | 0.9972564 | 0.9970879 | 0.9974191 |
| nitrate + phosphate | SO | (27.95,28.05] | 0.9953707 | 0.9952088 | 0.9955859 |
| nitrate + phosphate | SO | (28.05,28.1] | 0.9953582 | 0.9949869 | 0.9956418 |
| nitrate + phosphate | SO | (28.1, Inf] | 0.9660656 | 0.9659173 | 0.9662587 |
| nitrate + phosphate | SO | (28.1,28.15] | 0.9983149 | 0.9982183 | 0.9984125 |
| nitrate + phosphate | SO | (28.15,28.2] | 0.9983471 | 0.9979835 | 0.9988618 |
| nitrate + phosphate | SO | (28.2, Inf] | 0.9468245 | 0.9462909 | 0.9475729 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | 0.1391998 | 0.0453209 | 0.2437980 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.3895227 | 0.3430944 | 0.4276952 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.2992218 | 0.2531145 | 0.3301369 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | 0.1773824 | 0.1403560 | 0.2090179 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.4502054 | 0.4137401 | 0.4807827 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.6606615 | 0.6308035 | 0.6823538 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.7236786 | 0.7186111 | 0.7331943 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.8871655 | 0.8771393 | 0.8981105 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.9259267 | 0.9205320 | 0.9335342 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.9665729 | 0.9628387 | 0.9696859 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9870526 | 0.9853362 | 0.9885878 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9848015 | 0.9846042 | 0.9851771 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9723221 | 0.9706470 | 0.9744003 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9908656 | 0.9895979 | 0.9919531 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7302790 | 0.7281554 | 0.7336191 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.5635919 | 0.5605722 | 0.5680771 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.5552766 | 0.5495069 | 0.5628899 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.6603871 | 0.6488832 | 0.6675604 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7577903 | 0.7385741 | 0.7759874 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.7047411 | 0.6896930 | 0.7222581 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.5984352 | 0.5798768 | 0.6170396 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5327588 | 0.4995948 | 0.5504646 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.5748661 | 0.5689880 | 0.5792879 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.6512378 | 0.6451119 | 0.6547096 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7532741 | 0.7432389 | 0.7640570 |
| nitrate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.3130010 | 0.2999441 | 0.3276372 |
| nitrate + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| nitrate + phosphate_star | SO | (26,26.5] | -0.0198899 | -0.0970052 | 0.0431588 |
| nitrate + phosphate_star | SO | (26.5,26.75] | 0.4799824 | 0.3308968 | 0.5655976 |
| nitrate + phosphate_star | SO | (26.75,27] | 0.7556309 | 0.7451742 | 0.7733722 |
| nitrate + phosphate_star | SO | (27,27.25] | 0.6944440 | 0.6721427 | 0.7111254 |
| nitrate + phosphate_star | SO | (27.25,27.5] | 0.3001348 | 0.2727734 | 0.3283810 |
| nitrate + phosphate_star | SO | (27.5,27.75] | 0.0064835 | -0.0433659 | 0.0464193 |
| nitrate + phosphate_star | SO | (27.75,27.85] | -0.6919958 | -0.6987378 | -0.6883522 |
| nitrate + phosphate_star | SO | (27.85,27.95] | -0.4938414 | -0.5225795 | -0.4700514 |
| nitrate + phosphate_star | SO | (27.95,28.05] | -0.3973811 | -0.4069484 | -0.3902665 |
| nitrate + phosphate_star | SO | (28.05,28.1] | -0.2864503 | -0.3290754 | -0.2642849 |
| nitrate + phosphate_star | SO | (28.1, Inf] | -0.0980005 | -0.1539394 | -0.0536965 |
| nitrate + phosphate_star | SO | (28.1,28.15] | 0.5391009 | 0.5207984 | 0.5559448 |
| nitrate + phosphate_star | SO | (28.15,28.2] | 0.7300985 | 0.6910906 | 0.7877661 |
| nitrate + phosphate_star | SO | (28.2, Inf] | 0.8211420 | 0.8118035 | 0.8369993 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.5921507 | 0.5624675 | 0.6098511 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.5594234 | 0.5497191 | 0.5645305 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.6974547 | 0.6747752 | 0.7217900 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.8379768 | 0.8288988 | 0.8448331 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.8903668 | 0.8837577 | 0.8940127 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.9016375 | 0.8997245 | 0.9041236 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.9073736 | 0.9044074 | 0.9102577 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.8752576 | 0.8703923 | 0.8841603 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.8795336 | 0.8708814 | 0.8900490 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.9097358 | 0.8981812 | 0.9164811 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.9388669 | 0.9303721 | 0.9438850 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.9527421 | 0.9447871 | 0.9633785 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.9254260 | 0.9236115 | 0.9275145 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.9547523 | 0.9536439 | 0.9556904 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.8591998 | 0.8567964 | 0.8616736 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.7881389 | 0.7827572 | 0.7968731 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.8087510 | 0.8031455 | 0.8166973 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.8439984 | 0.8383042 | 0.8481140 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.8976533 | 0.8886607 | 0.9064227 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.9148072 | 0.9140664 | 0.9154017 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | 0.9363526 | 0.9341787 | 0.9387969 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.9587638 | 0.9581964 | 0.9593730 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.9554786 | 0.9544732 | 0.9570458 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.9674253 | 0.9659176 | 0.9691595 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9577569 | 0.9574411 | 0.9581114 |
| nitrate + silicate | Indo-Pacific | (28.1, Inf] | 0.7267426 | 0.7202751 | 0.7347959 |
| nitrate + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| nitrate + silicate | SO | (26,26.5] | 0.7731275 | 0.7564597 | 0.8019634 |
| nitrate + silicate | SO | (26.5,26.75] | 0.6167972 | 0.5918359 | 0.6485735 |
| nitrate + silicate | SO | (26.75,27] | 0.7511132 | 0.7323331 | 0.7631731 |
| nitrate + silicate | SO | (27,27.25] | 0.9068148 | 0.9038235 | 0.9124638 |
| nitrate + silicate | SO | (27.25,27.5] | 0.9603341 | 0.9579961 | 0.9622367 |
| nitrate + silicate | SO | (27.5,27.75] | 0.9610396 | 0.9597140 | 0.9625404 |
| nitrate + silicate | SO | (27.75,27.85] | 0.9663322 | 0.9649523 | 0.9680562 |
| nitrate + silicate | SO | (27.85,27.95] | 0.9451422 | 0.9430206 | 0.9491469 |
| nitrate + silicate | SO | (27.95,28.05] | 0.9188747 | 0.9136756 | 0.9233371 |
| nitrate + silicate | SO | (28.05,28.1] | 0.8785380 | 0.8740270 | 0.8811259 |
| nitrate + silicate | SO | (28.1, Inf] | 0.5649396 | 0.5561417 | 0.5713390 |
| nitrate + silicate | SO | (28.1,28.15] | 0.7239519 | 0.7164234 | 0.7377907 |
| nitrate + silicate | SO | (28.15,28.2] | 0.6095872 | 0.5695108 | 0.6586881 |
| nitrate + silicate | SO | (28.2, Inf] | 0.6841514 | 0.6586009 | 0.7128353 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.5250520 | 0.4582282 | 0.5774083 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.7468191 | 0.7204507 | 0.7615342 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.4730604 | 0.4442784 | 0.4970619 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.3102424 | 0.2776192 | 0.3387491 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.5476647 | 0.5166870 | 0.5740638 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.7204819 | 0.6947534 | 0.7379421 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.7730522 | 0.7676398 | 0.7815403 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9096246 | 0.9008176 | 0.9182068 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9424984 | 0.9384571 | 0.9493874 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9759483 | 0.9735210 | 0.9783113 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9909004 | 0.9895883 | 0.9921176 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9888308 | 0.9887289 | 0.9888870 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9868211 | 0.9860881 | 0.9876876 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9958206 | 0.9953405 | 0.9962060 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7602701 | 0.7565811 | 0.7644664 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6529099 | 0.6497667 | 0.6567376 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6379459 | 0.6251869 | 0.6453229 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7289505 | 0.7239668 | 0.7320661 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8263746 | 0.8174239 | 0.8393559 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.7892481 | 0.7749331 | 0.8082664 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6169488 | 0.6016987 | 0.6361282 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5144756 | 0.4757728 | 0.5363996 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.5193014 | 0.5126302 | 0.5249328 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5948842 | 0.5882639 | 0.5996288 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6962884 | 0.6847333 | 0.7072233 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.2872045 | 0.2738266 | 0.3037285 |
| phosphate + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| phosphate + phosphate_star | SO | (26,26.5] | 0.1147371 | 0.0457051 | 0.1683294 |
| phosphate + phosphate_star | SO | (26.5,26.75] | 0.5584515 | 0.4285595 | 0.6309744 |
| phosphate + phosphate_star | SO | (26.75,27] | 0.7731425 | 0.7592313 | 0.7887607 |
| phosphate + phosphate_star | SO | (27,27.25] | 0.7069676 | 0.6851688 | 0.7226229 |
| phosphate + phosphate_star | SO | (27.25,27.5] | 0.3242316 | 0.2957088 | 0.3531693 |
| phosphate + phosphate_star | SO | (27.5,27.75] | 0.0092692 | -0.0409535 | 0.0497413 |
| phosphate + phosphate_star | SO | (27.75,27.85] | -0.6854286 | -0.6921748 | -0.6804070 |
| phosphate + phosphate_star | SO | (27.85,27.95] | -0.4866725 | -0.5180352 | -0.4617424 |
| phosphate + phosphate_star | SO | (27.95,28.05] | -0.3636282 | -0.3744876 | -0.3547859 |
| phosphate + phosphate_star | SO | (28.05,28.1] | -0.2868124 | -0.3286409 | -0.2645958 |
| phosphate + phosphate_star | SO | (28.1, Inf] | 0.0174964 | -0.0399401 | 0.0660768 |
| phosphate + phosphate_star | SO | (28.1,28.15] | 0.5324961 | 0.5136905 | 0.5518180 |
| phosphate + phosphate_star | SO | (28.15,28.2] | 0.7092205 | 0.6651910 | 0.7744121 |
| phosphate + phosphate_star | SO | (28.2, Inf] | 0.8037443 | 0.7826430 | 0.8276087 |
| sal + aou | Atlantic | (-Inf,26] | -0.4062646 | -0.4569132 | -0.3689498 |
| sal + aou | Atlantic | (26,26.5] | -0.3587065 | -0.3971738 | -0.3294777 |
| sal + aou | Atlantic | (26.5,26.75] | 0.2590049 | 0.2455175 | 0.2852460 |
| sal + aou | Atlantic | (26.75,27] | 0.3932671 | 0.3762970 | 0.4177356 |
| sal + aou | Atlantic | (27,27.25] | 0.2450274 | 0.1946646 | 0.3014165 |
| sal + aou | Atlantic | (27.25,27.5] | 0.1412752 | 0.0865628 | 0.2057749 |
| sal + aou | Atlantic | (27.5,27.75] | 0.5448808 | 0.5253505 | 0.5751628 |
| sal + aou | Atlantic | (27.75,27.85] | 0.2766329 | 0.1962433 | 0.3552646 |
| sal + aou | Atlantic | (27.85,27.95] | 0.1962009 | 0.1512895 | 0.2690598 |
| sal + aou | Atlantic | (27.95,28.05] | -0.1925291 | -0.2629853 | -0.1168035 |
| sal + aou | Atlantic | (28.05,28.1] | -0.6189397 | -0.6277769 | -0.6061334 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8610865 | -0.8901876 | -0.8159710 |
| sal + aou | Atlantic | (28.15,28.2] | -0.7857065 | -0.7882410 | -0.7820209 |
| sal + aou | Atlantic | (28.2, Inf] | -0.9466600 | -0.9563082 | -0.9300260 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.2331820 | -0.2383106 | -0.2297260 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.1544975 | -0.1573811 | -0.1491021 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1406196 | -0.1419500 | -0.1391652 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.3056838 | -0.3203116 | -0.2971292 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.5451350 | -0.5609458 | -0.5340823 |
| sal + aou | Indo-Pacific | (27.25,27.5] | -0.5541902 | -0.5795082 | -0.5320452 |
| sal + aou | Indo-Pacific | (27.5,27.75] | -0.3379830 | -0.3500887 | -0.3253611 |
| sal + aou | Indo-Pacific | (27.75,27.85] | -0.0828459 | -0.1162528 | -0.0660693 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.0118244 | -0.0221539 | 0.0031062 |
| sal + aou | Indo-Pacific | (27.95,28.05] | 0.1864735 | 0.1317591 | 0.2375783 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.1095347 | 0.0387234 | 0.1550883 |
| sal + aou | Indo-Pacific | (28.1, Inf] | -0.5746835 | -0.5809862 | -0.5688463 |
| sal + aou | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + aou | SO | (26,26.5] | 0.5000490 | 0.4499495 | 0.5494461 |
| sal + aou | SO | (26.5,26.75] | 0.1717544 | 0.0809677 | 0.3052647 |
| sal + aou | SO | (26.75,27] | -0.2589037 | -0.2994280 | -0.2334258 |
| sal + aou | SO | (27,27.25] | -0.1642627 | -0.1916560 | -0.1339095 |
| sal + aou | SO | (27.25,27.5] | 0.4658954 | 0.4369613 | 0.5010990 |
| sal + aou | SO | (27.5,27.75] | 0.6957219 | 0.6618680 | 0.7348416 |
| sal + aou | SO | (27.75,27.85] | 0.9168036 | 0.9133442 | 0.9210026 |
| sal + aou | SO | (27.85,27.95] | 0.8264268 | 0.8172681 | 0.8375193 |
| sal + aou | SO | (27.95,28.05] | 0.7544122 | 0.7511793 | 0.7590235 |
| sal + aou | SO | (28.05,28.1] | 0.7786879 | 0.7602891 | 0.7951863 |
| sal + aou | SO | (28.1, Inf] | 0.5587830 | 0.5293878 | 0.5857625 |
| sal + aou | SO | (28.1,28.15] | 0.4989193 | 0.4952439 | 0.5022672 |
| sal + aou | SO | (28.15,28.2] | 0.3880550 | 0.2982584 | 0.4620976 |
| sal + aou | SO | (28.2, Inf] | 0.5067080 | 0.4587800 | 0.5559819 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.6745164 | -0.6845712 | -0.6657979 |
| sal + nitrate | Atlantic | (26,26.5] | -0.3993073 | -0.4364597 | -0.3661963 |
| sal + nitrate | Atlantic | (26.5,26.75] | 0.2066589 | 0.1870817 | 0.2398522 |
| sal + nitrate | Atlantic | (26.75,27] | 0.3477976 | 0.3175759 | 0.3794016 |
| sal + nitrate | Atlantic | (27,27.25] | 0.1539752 | 0.0995864 | 0.2161109 |
| sal + nitrate | Atlantic | (27.25,27.5] | -0.0072122 | -0.0707266 | 0.0688382 |
| sal + nitrate | Atlantic | (27.5,27.75] | 0.4802060 | 0.4633205 | 0.5119519 |
| sal + nitrate | Atlantic | (27.75,27.85] | 0.0646743 | -0.0443600 | 0.1513943 |
| sal + nitrate | Atlantic | (27.85,27.95] | 0.0249744 | -0.0158684 | 0.0766166 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.1924903 | -0.2518359 | -0.1211828 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.5489974 | -0.5668659 | -0.5274286 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.8012650 | -0.8474451 | -0.7259505 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.8067276 | -0.8392146 | -0.7732976 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.9329288 | -0.9613937 | -0.8930468 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.3670663 | -0.3692645 | -0.3651030 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.4003539 | -0.4030228 | -0.3962933 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.4160026 | -0.4216495 | -0.4095542 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.5185669 | -0.5449334 | -0.5019774 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.7074697 | -0.7124586 | -0.7033457 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | -0.6628104 | -0.6811005 | -0.6399154 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | -0.4337690 | -0.4368326 | -0.4306327 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | -0.1390672 | -0.1653710 | -0.1009325 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | -0.0736555 | -0.0956744 | -0.0386373 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | 0.0838769 | 0.0275407 | 0.1372844 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | -0.0121533 | -0.0867555 | 0.0329346 |
| sal + nitrate | Indo-Pacific | (28.1, Inf] | -0.5904493 | -0.5924850 | -0.5876347 |
| sal + nitrate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + nitrate | SO | (26,26.5] | 0.1369928 | 0.0625901 | 0.1962388 |
| sal + nitrate | SO | (26.5,26.75] | -0.3846041 | -0.4778892 | -0.2134149 |
| sal + nitrate | SO | (26.75,27] | -0.6981750 | -0.7097704 | -0.6879661 |
| sal + nitrate | SO | (27,27.25] | -0.7040882 | -0.7187157 | -0.6869767 |
| sal + nitrate | SO | (27.25,27.5] | -0.1601635 | -0.2125158 | -0.1177718 |
| sal + nitrate | SO | (27.5,27.75] | 0.2880040 | 0.2387761 | 0.3486077 |
| sal + nitrate | SO | (27.75,27.85] | 0.8133530 | 0.8091924 | 0.8179242 |
| sal + nitrate | SO | (27.85,27.95] | 0.6459700 | 0.6188773 | 0.6818897 |
| sal + nitrate | SO | (27.95,28.05] | 0.4971458 | 0.4642289 | 0.5228958 |
| sal + nitrate | SO | (28.05,28.1] | 0.3306155 | 0.2868915 | 0.3847026 |
| sal + nitrate | SO | (28.1, Inf] | 0.4164144 | 0.3815922 | 0.4507255 |
| sal + nitrate | SO | (28.1,28.15] | -0.6352801 | -0.6416358 | -0.6236355 |
| sal + nitrate | SO | (28.15,28.2] | -0.7604679 | -0.8033386 | -0.7294469 |
| sal + nitrate | SO | (28.2, Inf] | -0.0112067 | -0.0705532 | 0.0421036 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.2911109 | -0.3888854 | -0.2351049 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6203555 | -0.6375823 | -0.5975022 |
| sal + phosphate | Atlantic | (26.5,26.75] | 0.0318844 | 0.0162796 | 0.0542499 |
| sal + phosphate | Atlantic | (26.75,27] | 0.2289286 | 0.1968949 | 0.2615892 |
| sal + phosphate | Atlantic | (27,27.25] | 0.0395381 | -0.0153401 | 0.1008320 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.0858945 | -0.1460989 | -0.0111427 |
| sal + phosphate | Atlantic | (27.5,27.75] | 0.4163653 | 0.3994513 | 0.4479717 |
| sal + phosphate | Atlantic | (27.75,27.85] | 0.0200795 | -0.0919424 | 0.1065684 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.0132512 | -0.0586978 | 0.0333803 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.2138282 | -0.2695745 | -0.1457470 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.5665409 | -0.5835743 | -0.5469203 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.7993182 | -0.8472914 | -0.7212497 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.7446522 | -0.7763383 | -0.7124243 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9134772 | -0.9403186 | -0.8760032 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.3535446 | -0.3558418 | -0.3499633 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.3750784 | -0.3807210 | -0.3666112 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.3347937 | -0.3429622 | -0.3273857 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.4483172 | -0.4748317 | -0.4349838 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.6283524 | -0.6352681 | -0.6201805 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | -0.6127577 | -0.6392231 | -0.5825478 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | -0.4081280 | -0.4208418 | -0.3977234 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | -0.1248201 | -0.1568015 | -0.0994019 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | -0.0584692 | -0.0709047 | -0.0339848 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | 0.1534886 | 0.0983422 | 0.2048820 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | 0.0768182 | 0.0045938 | 0.1230796 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | -0.5627186 | -0.5665903 | -0.5607257 |
| sal + phosphate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + phosphate | SO | (26,26.5] | 0.0296221 | -0.0301258 | 0.0924401 |
| sal + phosphate | SO | (26.5,26.75] | -0.4626414 | -0.5477405 | -0.3043828 |
| sal + phosphate | SO | (26.75,27] | -0.7293779 | -0.7409643 | -0.7151708 |
| sal + phosphate | SO | (27,27.25] | -0.7227928 | -0.7353930 | -0.7063157 |
| sal + phosphate | SO | (27.25,27.5] | -0.1920716 | -0.2447861 | -0.1483851 |
| sal + phosphate | SO | (27.5,27.75] | 0.2866845 | 0.2367309 | 0.3476596 |
| sal + phosphate | SO | (27.75,27.85] | 0.8099077 | 0.8069586 | 0.8148332 |
| sal + phosphate | SO | (27.85,27.95] | 0.6506396 | 0.6226184 | 0.6877649 |
| sal + phosphate | SO | (27.95,28.05] | 0.4968341 | 0.4613035 | 0.5250658 |
| sal + phosphate | SO | (28.05,28.1] | 0.3506919 | 0.3050671 | 0.4052312 |
| sal + phosphate | SO | (28.1, Inf] | 0.5831201 | 0.5489909 | 0.6152517 |
| sal + phosphate | SO | (28.1,28.15] | -0.6289184 | -0.6371720 | -0.6169163 |
| sal + phosphate | SO | (28.15,28.2] | -0.7402490 | -0.7902224 | -0.7040397 |
| sal + phosphate | SO | (28.2, Inf] | 0.2573344 | 0.2022222 | 0.3056175 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.2430926 | -0.3278989 | -0.1505424 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.8670051 | -0.8833041 | -0.8571773 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.7636627 | -0.7839786 | -0.7499869 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.7101114 | -0.7244940 | -0.6997336 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.6765003 | -0.6955343 | -0.6533814 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.6443167 | -0.6721854 | -0.6141393 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.1397203 | -0.1618337 | -0.1117680 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.3148292 | -0.4218652 | -0.2512779 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.2792609 | -0.3100630 | -0.2533485 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.3120587 | -0.3532143 | -0.2571879 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.5812090 | -0.5997033 | -0.5593659 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.7614005 | -0.8153343 | -0.6699616 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.7094577 | -0.7590156 | -0.6606275 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9016999 | -0.9300748 | -0.8618812 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.7110023 | -0.7155861 | -0.7075461 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.8685987 | -0.8755767 | -0.8642054 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8754152 | -0.8886373 | -0.8665992 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.8373609 | -0.8590032 | -0.8249641 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8756955 | -0.8827540 | -0.8679831 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7951268 | -0.8131543 | -0.7613068 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6880805 | -0.6994596 | -0.6821804 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.6442916 | -0.7135612 | -0.5974300 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.5879802 | -0.6272385 | -0.5454946 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.4598197 | -0.4782200 | -0.4496229 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.5101511 | -0.5588283 | -0.4711300 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.0121716 | -0.0318024 | 0.0456644 |
| sal + phosphate_star | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| sal + phosphate_star | SO | (26,26.5] | -0.8502788 | -0.8582537 | -0.8450358 |
| sal + phosphate_star | SO | (26.5,26.75] | -0.9382524 | -0.9446209 | -0.9280855 |
| sal + phosphate_star | SO | (26.75,27] | -0.9295475 | -0.9373741 | -0.9229316 |
| sal + phosphate_star | SO | (27,27.25] | -0.9568181 | -0.9612308 | -0.9542089 |
| sal + phosphate_star | SO | (27.25,27.5] | -0.9536436 | -0.9572351 | -0.9509472 |
| sal + phosphate_star | SO | (27.5,27.75] | -0.9193127 | -0.9205758 | -0.9185825 |
| sal + phosphate_star | SO | (27.75,27.85] | -0.9536880 | -0.9543778 | -0.9533139 |
| sal + phosphate_star | SO | (27.85,27.95] | -0.8791964 | -0.8819408 | -0.8761199 |
| sal + phosphate_star | SO | (27.95,28.05] | -0.7841293 | -0.7984379 | -0.7766370 |
| sal + phosphate_star | SO | (28.05,28.1] | -0.8865909 | -0.8936897 | -0.8806704 |
| sal + phosphate_star | SO | (28.1, Inf] | -0.1373046 | -0.1555510 | -0.1227993 |
| sal + phosphate_star | SO | (28.1,28.15] | -0.9738979 | -0.9781878 | -0.9711842 |
| sal + phosphate_star | SO | (28.15,28.2] | -0.9878314 | -0.9909883 | -0.9851102 |
| sal + phosphate_star | SO | (28.2, Inf] | -0.1599531 | -0.1763859 | -0.1506818 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7666791 | -0.7830523 | -0.7520002 |
| sal + silicate | Atlantic | (26,26.5] | 0.1741301 | 0.1419087 | 0.1915686 |
| sal + silicate | Atlantic | (26.5,26.75] | 0.3324438 | 0.3127305 | 0.3717870 |
| sal + silicate | Atlantic | (26.75,27] | 0.1129257 | 0.0685965 | 0.1436684 |
| sal + silicate | Atlantic | (27,27.25] | -0.1017289 | -0.1568224 | -0.0406904 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.1930206 | -0.2548576 | -0.1099730 |
| sal + silicate | Atlantic | (27.5,27.75] | 0.2799278 | 0.2623504 | 0.3045594 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.3057330 | -0.4123406 | -0.2345000 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.3371575 | -0.3987254 | -0.2650744 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.4945356 | -0.5264815 | -0.4530095 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.7093125 | -0.7229771 | -0.7008754 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.7904323 | -0.8373141 | -0.7075439 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.6051579 | -0.6311014 | -0.5811753 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.8686819 | -0.8774003 | -0.8530630 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5419422 | -0.5467874 | -0.5333764 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5850000 | -0.5909851 | -0.5807674 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.6168258 | -0.6249149 | -0.6096455 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.6578774 | -0.6736608 | -0.6489361 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.7715069 | -0.7733625 | -0.7690625 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.7381889 | -0.7557523 | -0.7132817 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | -0.5276511 | -0.5374703 | -0.5194913 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | -0.2307326 | -0.2573798 | -0.1960244 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.1195623 | -0.1364709 | -0.0859129 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | 0.1123120 | 0.0483056 | 0.1737044 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.0753267 | 0.0011897 | 0.1207177 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | -0.0242696 | -0.0468537 | -0.0083560 |
| sal + silicate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| sal + silicate | SO | (26,26.5] | 0.6309591 | 0.5837950 | 0.6860279 |
| sal + silicate | SO | (26.5,26.75] | 0.3629873 | 0.2846958 | 0.4814036 |
| sal + silicate | SO | (26.75,27] | -0.1516908 | -0.1920761 | -0.1203793 |
| sal + silicate | SO | (27,27.25] | -0.4565615 | -0.4841328 | -0.4289849 |
| sal + silicate | SO | (27.25,27.5] | -0.1012570 | -0.1578350 | -0.0495507 |
| sal + silicate | SO | (27.5,27.75] | 0.3307399 | 0.2852320 | 0.3855064 |
| sal + silicate | SO | (27.75,27.85] | 0.8228099 | 0.8191485 | 0.8251821 |
| sal + silicate | SO | (27.85,27.95] | 0.7570159 | 0.7412289 | 0.7815525 |
| sal + silicate | SO | (27.95,28.05] | 0.6634407 | 0.6423626 | 0.6781267 |
| sal + silicate | SO | (28.05,28.1] | 0.6487293 | 0.6106004 | 0.6845746 |
| sal + silicate | SO | (28.1, Inf] | 0.8663762 | 0.8541659 | 0.8769218 |
| sal + silicate | SO | (28.1,28.15] | -0.0257423 | -0.0469818 | -0.0016877 |
| sal + silicate | SO | (28.15,28.2] | -0.0138763 | -0.1390698 | 0.0827413 |
| sal + silicate | SO | (28.2, Inf] | 0.6469354 | 0.6309500 | 0.6573449 |
| sal + temp | Atlantic | (-Inf,26] | 0.6604365 | 0.6490670 | 0.6796755 |
| sal + temp | Atlantic | (26,26.5] | 0.9572038 | 0.9535054 | 0.9590625 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9681573 | 0.9663888 | 0.9714643 |
| sal + temp | Atlantic | (26.75,27] | 0.9710636 | 0.9681616 | 0.9738493 |
| sal + temp | Atlantic | (27,27.25] | 0.9629817 | 0.9620792 | 0.9647522 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9632850 | 0.9625191 | 0.9646907 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9714393 | 0.9713434 | 0.9715817 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9617755 | 0.9589003 | 0.9638736 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9388722 | 0.9345155 | 0.9424398 |
| sal + temp | Atlantic | (27.95,28.05] | 0.8478038 | 0.8394906 | 0.8602059 |
| sal + temp | Atlantic | (28.05,28.1] | 0.8829094 | 0.8701282 | 0.8974325 |
| sal + temp | Atlantic | (28.1,28.15] | 0.8081464 | 0.7795418 | 0.8334689 |
| sal + temp | Atlantic | (28.15,28.2] | 0.7358422 | 0.7317659 | 0.7406487 |
| sal + temp | Atlantic | (28.2, Inf] | 0.8817203 | 0.8199984 | 0.9148395 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.8223290 | 0.8201284 | 0.8247242 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9553831 | 0.9537539 | 0.9566616 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9812762 | 0.9811398 | 0.9814531 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9818903 | 0.9809717 | 0.9825072 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9780590 | 0.9770127 | 0.9793049 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9395502 | 0.9385489 | 0.9414974 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8279809 | 0.8108638 | 0.8439982 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9285555 | 0.9122688 | 0.9442033 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.7895353 | 0.7595682 | 0.8143198 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.8311506 | 0.7972539 | 0.8640978 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9385447 | 0.9360203 | 0.9432801 |
| sal + temp | Indo-Pacific | (28.1, Inf] | -0.5085323 | -0.5291594 | -0.4740329 |
| sal + temp | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| sal + temp | SO | (26,26.5] | 0.9283731 | 0.9192149 | 0.9427547 |
| sal + temp | SO | (26.5,26.75] | 0.9665918 | 0.9616897 | 0.9696670 |
| sal + temp | SO | (26.75,27] | 0.9635271 | 0.9619051 | 0.9666616 |
| sal + temp | SO | (27,27.25] | 0.9516595 | 0.9486638 | 0.9548894 |
| sal + temp | SO | (27.25,27.5] | 0.9408029 | 0.9373428 | 0.9462609 |
| sal + temp | SO | (27.5,27.75] | 0.8782238 | 0.8721853 | 0.8821817 |
| sal + temp | SO | (27.75,27.85] | 0.9558119 | 0.9536019 | 0.9579032 |
| sal + temp | SO | (27.85,27.95] | 0.9336690 | 0.9314163 | 0.9353576 |
| sal + temp | SO | (27.95,28.05] | 0.9101713 | 0.9069505 | 0.9143246 |
| sal + temp | SO | (28.05,28.1] | 0.9508660 | 0.9491321 | 0.9518095 |
| sal + temp | SO | (28.1, Inf] | 0.4123200 | 0.3976094 | 0.4210274 |
| sal + temp | SO | (28.1,28.15] | 0.9429652 | 0.9394925 | 0.9455091 |
| sal + temp | SO | (28.15,28.2] | 0.9570815 | 0.9548207 | 0.9615656 |
| sal + temp | SO | (28.2, Inf] | 0.7183080 | 0.7126947 | 0.7216897 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.1108891 | -0.2206780 | 0.0298299 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.0227596 | -0.0122775 | 0.0613790 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.5591493 | 0.5100778 | 0.6030826 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8380896 | 0.8296218 | 0.8453912 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9192595 | 0.9147623 | 0.9215254 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9251888 | 0.9239600 | 0.9268011 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9276564 | 0.9254594 | 0.9296094 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.8981186 | 0.8945891 | 0.9049052 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9008063 | 0.8933314 | 0.9102977 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9249663 | 0.9157938 | 0.9303124 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9497402 | 0.9425939 | 0.9539973 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9638935 | 0.9573091 | 0.9722138 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9624658 | 0.9613222 | 0.9638874 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9717856 | 0.9709199 | 0.9725496 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8857204 | 0.8835508 | 0.8872226 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8764596 | 0.8739569 | 0.8778955 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8463835 | 0.8424680 | 0.8501505 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8930020 | 0.8915982 | 0.8948712 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9224476 | 0.9178510 | 0.9267301 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9354633 | 0.9334961 | 0.9384090 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9364547 | 0.9346465 | 0.9389086 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9501339 | 0.9495766 | 0.9506296 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9484780 | 0.9453918 | 0.9525982 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9741905 | 0.9733267 | 0.9758483 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9721842 | 0.9720820 | 0.9723379 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.7283979 | 0.7230102 | 0.7358303 |
| silicate + phosphate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| silicate + phosphate | SO | (26,26.5] | 0.7313642 | 0.7185697 | 0.7536148 |
| silicate + phosphate | SO | (26.5,26.75] | 0.5804836 | 0.5515864 | 0.6108164 |
| silicate + phosphate | SO | (26.75,27] | 0.7348410 | 0.7129410 | 0.7505947 |
| silicate + phosphate | SO | (27,27.25] | 0.9046854 | 0.9017308 | 0.9103423 |
| silicate + phosphate | SO | (27.25,27.5] | 0.9635419 | 0.9617343 | 0.9654469 |
| silicate + phosphate | SO | (27.5,27.75] | 0.9708486 | 0.9698786 | 0.9720810 |
| silicate + phosphate | SO | (27.75,27.85] | 0.9767597 | 0.9757030 | 0.9779332 |
| silicate + phosphate | SO | (27.85,27.95] | 0.9610667 | 0.9592427 | 0.9642313 |
| silicate + phosphate | SO | (27.95,28.05] | 0.9418395 | 0.9371366 | 0.9458776 |
| silicate + phosphate | SO | (28.05,28.1] | 0.9079351 | 0.9039782 | 0.9114943 |
| silicate + phosphate | SO | (28.1, Inf] | 0.7520739 | 0.7443672 | 0.7576452 |
| silicate + phosphate | SO | (28.1,28.15] | 0.7483627 | 0.7402431 | 0.7620633 |
| silicate + phosphate | SO | (28.15,28.2] | 0.6466993 | 0.6131129 | 0.6865471 |
| silicate + phosphate | SO | (28.2, Inf] | 0.8794741 | 0.8631049 | 0.8968592 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | -0.1622457 | -0.2465395 | -0.0296334 |
| silicate + phosphate_star | Atlantic | (26,26.5] | -0.3050419 | -0.3405004 | -0.2625854 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.0100211 | -0.0849452 | 0.0744302 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.4169248 | 0.3887712 | 0.4696531 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7481289 | 0.7267318 | 0.7687876 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8583630 | 0.8350298 | 0.8712939 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.8979477 | 0.8911541 | 0.9037690 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9898588 | 0.9891114 | 0.9903255 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9779547 | 0.9718188 | 0.9823790 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9687541 | 0.9656985 | 0.9712781 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9654632 | 0.9609486 | 0.9681095 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9617502 | 0.9571492 | 0.9682811 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9660973 | 0.9653850 | 0.9670923 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.9786991 | 0.9754935 | 0.9817901 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7717472 | 0.7693337 | 0.7756406 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7800882 | 0.7792851 | 0.7806548 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.8018682 | 0.8002113 | 0.8047413 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8265808 | 0.8232621 | 0.8302617 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8706263 | 0.8606944 | 0.8819629 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.8100634 | 0.7951782 | 0.8265385 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6864609 | 0.6688182 | 0.7095165 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5584164 | 0.5230718 | 0.5780639 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.5890109 | 0.5807825 | 0.5971715 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5824567 | 0.5783968 | 0.5859139 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6451110 | 0.6339727 | 0.6577591 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.6317455 | 0.5996061 | 0.6478788 |
| silicate + phosphate_star | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| silicate + phosphate_star | SO | (26,26.5] | -0.4650033 | -0.5085616 | -0.4196355 |
| silicate + phosphate_star | SO | (26.5,26.75] | -0.2463205 | -0.3502515 | -0.1768865 |
| silicate + phosphate_star | SO | (26.75,27] | 0.2510735 | 0.2114333 | 0.2943872 |
| silicate + phosphate_star | SO | (27,27.25] | 0.4932672 | 0.4612984 | 0.5224736 |
| silicate + phosphate_star | SO | (27.25,27.5] | 0.2588430 | 0.2205590 | 0.2933745 |
| silicate + phosphate_star | SO | (27.5,27.75] | -0.0180661 | -0.0635847 | 0.0175446 |
| silicate + phosphate_star | SO | (27.75,27.85] | -0.6876699 | -0.6913498 | -0.6821607 |
| silicate + phosphate_star | SO | (27.85,27.95] | -0.5360403 | -0.5596146 | -0.5241187 |
| silicate + phosphate_star | SO | (27.95,28.05] | -0.4052564 | -0.4094866 | -0.4029723 |
| silicate + phosphate_star | SO | (28.05,28.1] | -0.5044321 | -0.5296110 | -0.4819254 |
| silicate + phosphate_star | SO | (28.1, Inf] | 0.2739130 | 0.2342078 | 0.3121722 |
| silicate + phosphate_star | SO | (28.1,28.15] | -0.0668407 | -0.0976117 | -0.0512755 |
| silicate + phosphate_star | SO | (28.15,28.2] | -0.0107492 | -0.1095160 | 0.1285615 |
| silicate + phosphate_star | SO | (28.2, Inf] | 0.5991647 | 0.5909235 | 0.6070338 |
| temp + aou | Atlantic | (-Inf,26] | -0.6706962 | -0.7046934 | -0.6397576 |
| temp + aou | Atlantic | (26,26.5] | -0.4079855 | -0.4307841 | -0.3879041 |
| temp + aou | Atlantic | (26.5,26.75] | 0.1411373 | 0.1236676 | 0.1665206 |
| temp + aou | Atlantic | (26.75,27] | 0.3217826 | 0.3103724 | 0.3422981 |
| temp + aou | Atlantic | (27,27.25] | 0.2407229 | 0.1911282 | 0.2950058 |
| temp + aou | Atlantic | (27.25,27.5] | 0.1879613 | 0.1418323 | 0.2513936 |
| temp + aou | Atlantic | (27.5,27.75] | 0.5420875 | 0.5300441 | 0.5644537 |
| temp + aou | Atlantic | (27.75,27.85] | 0.3038319 | 0.2301161 | 0.3829335 |
| temp + aou | Atlantic | (27.85,27.95] | 0.2033124 | 0.1537034 | 0.2471341 |
| temp + aou | Atlantic | (27.95,28.05] | -0.0757023 | -0.1194441 | -0.0101802 |
| temp + aou | Atlantic | (28.05,28.1] | -0.3839369 | -0.4151924 | -0.3310606 |
| temp + aou | Atlantic | (28.1,28.15] | -0.6216201 | -0.6617243 | -0.5755149 |
| temp + aou | Atlantic | (28.15,28.2] | -0.7649849 | -0.7924665 | -0.7360185 |
| temp + aou | Atlantic | (28.2, Inf] | -0.8659258 | -0.9114870 | -0.7885794 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3770203 | -0.3786895 | -0.3742840 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2015796 | -0.2043503 | -0.1977604 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1235256 | -0.1260940 | -0.1188310 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.2584751 | -0.2701175 | -0.2500972 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.5352982 | -0.5526103 | -0.5247009 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.5511218 | -0.5817002 | -0.5267990 |
| temp + aou | Indo-Pacific | (27.5,27.75] | -0.3029700 | -0.3168538 | -0.2884532 |
| temp + aou | Indo-Pacific | (27.75,27.85] | -0.0643949 | -0.0964798 | -0.0374105 |
| temp + aou | Indo-Pacific | (27.85,27.95] | -0.0067469 | -0.0198359 | 0.0022242 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.1670367 | 0.0790451 | 0.2679683 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.2029044 | 0.1367068 | 0.2370435 |
| temp + aou | Indo-Pacific | (28.1, Inf] | 0.7140392 | 0.7115286 | 0.7165950 |
| temp + aou | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + aou | SO | (26,26.5] | 0.5377416 | 0.5234662 | 0.5650084 |
| temp + aou | SO | (26.5,26.75] | 0.1922608 | 0.1145243 | 0.3103231 |
| temp + aou | SO | (26.75,27] | -0.2228530 | -0.2630916 | -0.1948109 |
| temp + aou | SO | (27,27.25] | -0.1387358 | -0.1692290 | -0.1000124 |
| temp + aou | SO | (27.25,27.5] | 0.2988862 | 0.2823783 | 0.3245542 |
| temp + aou | SO | (27.5,27.75] | 0.3621573 | 0.3299233 | 0.3968909 |
| temp + aou | SO | (27.75,27.85] | 0.8229001 | 0.8141155 | 0.8330992 |
| temp + aou | SO | (27.85,27.95] | 0.7599841 | 0.7566966 | 0.7622350 |
| temp + aou | SO | (27.95,28.05] | 0.8045926 | 0.8031501 | 0.8070879 |
| temp + aou | SO | (28.05,28.1] | 0.7759578 | 0.7677196 | 0.7857064 |
| temp + aou | SO | (28.1, Inf] | 0.7757296 | 0.7710542 | 0.7787406 |
| temp + aou | SO | (28.1,28.15] | 0.4542183 | 0.4505380 | 0.4598176 |
| temp + aou | SO | (28.15,28.2] | 0.3762599 | 0.2758559 | 0.4487352 |
| temp + aou | SO | (28.2, Inf] | 0.3344562 | 0.2953446 | 0.3744683 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.7485724 | -0.7713420 | -0.7270565 |
| temp + nitrate | Atlantic | (26,26.5] | -0.4458926 | -0.4659714 | -0.4190282 |
| temp + nitrate | Atlantic | (26.5,26.75] | 0.0822247 | 0.0649413 | 0.1139064 |
| temp + nitrate | Atlantic | (26.75,27] | 0.2603138 | 0.2350834 | 0.2882822 |
| temp + nitrate | Atlantic | (27,27.25] | 0.1423640 | 0.0871899 | 0.2026714 |
| temp + nitrate | Atlantic | (27.25,27.5] | 0.0486827 | -0.0084785 | 0.1254998 |
| temp + nitrate | Atlantic | (27.5,27.75] | 0.4732106 | 0.4565670 | 0.4971951 |
| temp + nitrate | Atlantic | (27.75,27.85] | 0.0657576 | -0.0328382 | 0.1533466 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.0083370 | -0.0498663 | 0.0138738 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.1565757 | -0.1997568 | -0.0952962 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.3517851 | -0.3849944 | -0.2936029 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.5901860 | -0.6509793 | -0.5079009 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.7771375 | -0.8284536 | -0.7210067 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.7928056 | -0.8862486 | -0.6474031 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.5290604 | -0.5329882 | -0.5259758 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.4510190 | -0.4602746 | -0.4426692 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.4039534 | -0.4062410 | -0.4000494 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.4875129 | -0.5113171 | -0.4743440 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.7151644 | -0.7201341 | -0.7113002 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.6932384 | -0.7174164 | -0.6673175 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.4891302 | -0.4958371 | -0.4830847 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | -0.1426401 | -0.1760604 | -0.1205950 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | -0.1167462 | -0.1438011 | -0.0877718 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.0565443 | -0.0359015 | 0.1637615 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.0885925 | 0.0179804 | 0.1279382 |
| temp + nitrate | Indo-Pacific | (28.1, Inf] | 0.6389912 | 0.6373780 | 0.6419259 |
| temp + nitrate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + nitrate | SO | (26,26.5] | 0.1096770 | 0.0841828 | 0.1451464 |
| temp + nitrate | SO | (26.5,26.75] | -0.3793650 | -0.4623504 | -0.2177025 |
| temp + nitrate | SO | (26.75,27] | -0.6901071 | -0.7015563 | -0.6829303 |
| temp + nitrate | SO | (27,27.25] | -0.6991452 | -0.7166784 | -0.6761158 |
| temp + nitrate | SO | (27.25,27.5] | -0.3627158 | -0.3910593 | -0.3337264 |
| temp + nitrate | SO | (27.5,27.75] | -0.1227480 | -0.1629767 | -0.0739165 |
| temp + nitrate | SO | (27.75,27.85] | 0.6953389 | 0.6849667 | 0.7010771 |
| temp + nitrate | SO | (27.85,27.95] | 0.5455663 | 0.5371561 | 0.5600518 |
| temp + nitrate | SO | (27.95,28.05] | 0.4746132 | 0.4559721 | 0.4919343 |
| temp + nitrate | SO | (28.05,28.1] | 0.3330506 | 0.2987638 | 0.3781555 |
| temp + nitrate | SO | (28.1, Inf] | 0.5405268 | 0.5156248 | 0.5737596 |
| temp + nitrate | SO | (28.1,28.15] | -0.6384213 | -0.6479801 | -0.6275471 |
| temp + nitrate | SO | (28.15,28.2] | -0.7398620 | -0.7909613 | -0.7099080 |
| temp + nitrate | SO | (28.2, Inf] | -0.5088779 | -0.5634610 | -0.4558544 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.6888977 | -0.7521368 | -0.6452803 |
| temp + phosphate | Atlantic | (26,26.5] | -0.6422519 | -0.6503242 | -0.6270451 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.0759065 | -0.0871813 | -0.0534496 |
| temp + phosphate | Atlantic | (26.75,27] | 0.1541901 | 0.1277083 | 0.1810036 |
| temp + phosphate | Atlantic | (27,27.25] | 0.0403174 | -0.0147647 | 0.0991804 |
| temp + phosphate | Atlantic | (27.25,27.5] | -0.0241419 | -0.0784488 | 0.0509724 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.4128305 | 0.3960295 | 0.4362495 |
| temp + phosphate | Atlantic | (27.75,27.85] | 0.0197509 | -0.0812708 | 0.1070171 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.0503559 | -0.0943283 | -0.0248425 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.1876182 | -0.2298262 | -0.1302990 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.3784447 | -0.4107789 | -0.3231501 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.6100669 | -0.6680312 | -0.5257367 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.7947973 | -0.8454623 | -0.7393011 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.7953974 | -0.8872393 | -0.6536603 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.4993285 | -0.5037008 | -0.4968443 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4272983 | -0.4290178 | -0.4260178 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.3201821 | -0.3253146 | -0.3133004 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.4129496 | -0.4366704 | -0.3997971 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.6289190 | -0.6360062 | -0.6217187 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.6324519 | -0.6637494 | -0.6013335 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | -0.4118165 | -0.4238066 | -0.4016160 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | -0.1140688 | -0.1512455 | -0.0917349 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | -0.0745605 | -0.0907518 | -0.0559629 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.1243940 | 0.0328049 | 0.2292761 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.1728398 | 0.1054740 | 0.2071733 |
| temp + phosphate | Indo-Pacific | (28.1, Inf] | 0.6790383 | 0.6762227 | 0.6820712 |
| temp + phosphate | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + phosphate | SO | (26,26.5] | -0.0095330 | -0.0332951 | 0.0240630 |
| temp + phosphate | SO | (26.5,26.75] | -0.4634886 | -0.5341517 | -0.3224302 |
| temp + phosphate | SO | (26.75,27] | -0.7196737 | -0.7311109 | -0.7084074 |
| temp + phosphate | SO | (27,27.25] | -0.7136260 | -0.7295512 | -0.6915871 |
| temp + phosphate | SO | (27.25,27.5] | -0.3862731 | -0.4152156 | -0.3560129 |
| temp + phosphate | SO | (27.5,27.75] | -0.1211757 | -0.1622309 | -0.0717498 |
| temp + phosphate | SO | (27.75,27.85] | 0.6931805 | 0.6839623 | 0.6978737 |
| temp + phosphate | SO | (27.85,27.95] | 0.5504015 | 0.5417441 | 0.5669559 |
| temp + phosphate | SO | (27.95,28.05] | 0.4686023 | 0.4479159 | 0.4875559 |
| temp + phosphate | SO | (28.05,28.1] | 0.3633349 | 0.3269378 | 0.4090824 |
| temp + phosphate | SO | (28.1, Inf] | 0.4956339 | 0.4631515 | 0.5324807 |
| temp + phosphate | SO | (28.1,28.15] | -0.6197944 | -0.6314107 | -0.6081914 |
| temp + phosphate | SO | (28.15,28.2] | -0.7113505 | -0.7709428 | -0.6758689 |
| temp + phosphate | SO | (28.2, Inf] | -0.3020018 | -0.3627173 | -0.2414258 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.6779711 | -0.7302908 | -0.6230139 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8568257 | -0.8704930 | -0.8492796 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.7866427 | -0.8059291 | -0.7755535 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.7471434 | -0.7602757 | -0.7398564 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.6743573 | -0.6967736 | -0.6520163 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.5918697 | -0.6196218 | -0.5592816 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.1509409 | -0.1658567 | -0.1301657 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.3405038 | -0.4339148 | -0.2768474 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.3491560 | -0.3724147 | -0.3280353 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.3597620 | -0.3927005 | -0.3159164 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.4453234 | -0.4798869 | -0.3946553 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.6398817 | -0.7046297 | -0.5377614 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.8291264 | -0.8919122 | -0.7606595 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.7954851 | -0.8928088 | -0.6475753 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8468157 | -0.8503010 | -0.8443473 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.9136548 | -0.9167671 | -0.9110716 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8816382 | -0.8939692 | -0.8718486 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.8464392 | -0.8664345 | -0.8350281 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.9020837 | -0.9097458 | -0.8915425 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.8790230 | -0.8979740 | -0.8490445 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.8667331 | -0.8756382 | -0.8606844 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.7045305 | -0.7356260 | -0.6584187 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.7794257 | -0.8019844 | -0.7411814 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.6056982 | -0.6773465 | -0.5274854 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.4354040 | -0.4808026 | -0.4037619 |
| temp + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.4175931 | -0.4294984 | -0.4040198 |
| temp + phosphate_star | SO | (-Inf,26] | -1.0000000 | -1.0000000 | -1.0000000 |
| temp + phosphate_star | SO | (26,26.5] | -0.9501596 | -0.9551024 | -0.9467338 |
| temp + phosphate_star | SO | (26.5,26.75] | -0.9649000 | -0.9666263 | -0.9626471 |
| temp + phosphate_star | SO | (26.75,27] | -0.9543300 | -0.9595271 | -0.9478601 |
| temp + phosphate_star | SO | (27,27.25] | -0.9792955 | -0.9818500 | -0.9773965 |
| temp + phosphate_star | SO | (27.25,27.5] | -0.9910663 | -0.9917146 | -0.9906906 |
| temp + phosphate_star | SO | (27.5,27.75] | -0.9778323 | -0.9784364 | -0.9767827 |
| temp + phosphate_star | SO | (27.75,27.85] | -0.9566848 | -0.9569507 | -0.9563040 |
| temp + phosphate_star | SO | (27.85,27.95] | -0.9117058 | -0.9145014 | -0.9101017 |
| temp + phosphate_star | SO | (27.95,28.05] | -0.8800861 | -0.8852163 | -0.8762720 |
| temp + phosphate_star | SO | (28.05,28.1] | -0.8877686 | -0.8914109 | -0.8841726 |
| temp + phosphate_star | SO | (28.1, Inf] | -0.7468981 | -0.7545321 | -0.7404321 |
| temp + phosphate_star | SO | (28.1,28.15] | -0.9493866 | -0.9512707 | -0.9465270 |
| temp + phosphate_star | SO | (28.15,28.2] | -0.9718503 | -0.9744666 | -0.9695992 |
| temp + phosphate_star | SO | (28.2, Inf] | -0.6974456 | -0.7148740 | -0.6814413 |
| temp + silicate | Atlantic | (-Inf,26] | -0.3651392 | -0.3884488 | -0.3529087 |
| temp + silicate | Atlantic | (26,26.5] | 0.1299876 | 0.1155104 | 0.1472034 |
| temp + silicate | Atlantic | (26.5,26.75] | 0.2281856 | 0.2052918 | 0.2712238 |
| temp + silicate | Atlantic | (26.75,27] | -0.0106944 | -0.0500390 | 0.0161272 |
| temp + silicate | Atlantic | (27,27.25] | -0.1223309 | -0.1779828 | -0.0630712 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.1311997 | -0.1889734 | -0.0478165 |
| temp + silicate | Atlantic | (27.5,27.75] | 0.2757023 | 0.2581517 | 0.2917747 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.3158495 | -0.4094083 | -0.2440931 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.3894942 | -0.4322052 | -0.3240335 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.5088100 | -0.5410576 | -0.4752710 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.5953182 | -0.6221980 | -0.5647909 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.7143334 | -0.7659241 | -0.6280989 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.8148065 | -0.8571729 | -0.7679432 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.8377822 | -0.9022043 | -0.7363641 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6017430 | -0.6086808 | -0.5952722 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6117946 | -0.6167696 | -0.6084027 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.6073143 | -0.6124737 | -0.5995698 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.6339446 | -0.6474067 | -0.6272000 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.7840472 | -0.7857788 | -0.7829622 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.7716481 | -0.7930774 | -0.7459069 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | -0.5903550 | -0.6022406 | -0.5839216 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | -0.2570767 | -0.2873288 | -0.2387541 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | -0.2325332 | -0.2615250 | -0.2075480 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.0583252 | -0.0458537 | 0.1746661 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.1366553 | 0.0695324 | 0.1712851 |
| temp + silicate | Indo-Pacific | (28.1, Inf] | 0.1621944 | 0.1514906 | 0.1762845 |
| temp + silicate | SO | (-Inf,26] | 1.0000000 | 1.0000000 | 1.0000000 |
| temp + silicate | SO | (26,26.5] | 0.5740338 | 0.5172394 | 0.6138364 |
| temp + silicate | SO | (26.5,26.75] | 0.3438581 | 0.2850722 | 0.4477434 |
| temp + silicate | SO | (26.75,27] | -0.1859838 | -0.2250730 | -0.1473371 |
| temp + silicate | SO | (27,27.25] | -0.5001887 | -0.5327313 | -0.4654682 |
| temp + silicate | SO | (27.25,27.5] | -0.3223835 | -0.3572300 | -0.2816980 |
| temp + silicate | SO | (27.5,27.75] | -0.0712337 | -0.1071654 | -0.0270983 |
| temp + silicate | SO | (27.75,27.85] | 0.7121217 | 0.7072671 | 0.7165340 |
| temp + silicate | SO | (27.85,27.95] | 0.6513178 | 0.6417676 | 0.6606216 |
| temp + silicate | SO | (27.95,28.05] | 0.5968580 | 0.5863317 | 0.6065317 |
| temp + silicate | SO | (28.05,28.1] | 0.6648109 | 0.6331462 | 0.6937907 |
| temp + silicate | SO | (28.1, Inf] | 0.2072637 | 0.1705349 | 0.2373907 |
| temp + silicate | SO | (28.1,28.15] | 0.0116989 | -0.0062431 | 0.0335691 |
| temp + silicate | SO | (28.15,28.2] | 0.0307279 | -0.1045884 | 0.1204268 |
| temp + silicate | SO | (28.2, Inf] | 0.0768886 | 0.0488904 | 0.1058122 |
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 |
|---|---|---|
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.3641068 | 0.3220785 | 0.4010690 |
| aou | Atlantic | (26,26.5] | 0.0134427 | -0.1328226 | 0.1465116 |
| aou | Atlantic | (26.5,26.75] | -0.0178147 | -0.1664603 | 0.1864025 |
| aou | Atlantic | (26.75,27] | -0.1570587 | -0.3279373 | 0.0433005 |
| aou | Atlantic | (27,27.25] | -0.5686216 | -0.6459693 | -0.4724267 |
| aou | Atlantic | (27.25,27.5] | -0.7273468 | -0.7654186 | -0.6888048 |
| aou | Atlantic | (27.5,27.75] | -0.8103692 | -0.8171585 | -0.8050332 |
| aou | Atlantic | (27.75,27.85] | -0.8186279 | -0.8379416 | -0.8008781 |
| aou | Atlantic | (27.85,27.95] | -0.8809452 | -0.8860159 | -0.8731247 |
| aou | Atlantic | (27.95,28.05] | -0.8423523 | -0.8566452 | -0.8311557 |
| aou | Atlantic | (28.05,28.1] | -0.9356394 | -0.9407530 | -0.9305974 |
| aou | Atlantic | (28.1,28.15] | -0.9179708 | -0.9351108 | -0.8946709 |
| aou | Atlantic | (28.15,28.2] | -0.9215983 | -0.9438716 | -0.8979232 |
| aou | Atlantic | (28.2, Inf] | -0.9226001 | -0.9531391 | -0.8826672 |
| aou | Indo-Pacific | (-Inf,26] | -0.0963720 | -0.2620585 | 0.0527509 |
| aou | Indo-Pacific | (26,26.5] | -0.4547189 | -0.5914807 | -0.2796927 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7383172 | -0.8026811 | -0.6499723 |
| aou | Indo-Pacific | (26.75,27] | -0.7798772 | -0.8394209 | -0.7088835 |
| aou | Indo-Pacific | (27,27.25] | -0.6034564 | -0.7110559 | -0.4795654 |
| aou | Indo-Pacific | (27.25,27.5] | -0.3709633 | -0.5562856 | -0.1450474 |
| aou | Indo-Pacific | (27.5,27.75] | 0.2593596 | 0.0133267 | 0.4885531 |
| aou | Indo-Pacific | (27.75,27.85] | 0.7956512 | 0.7357683 | 0.8558428 |
| aou | Indo-Pacific | (27.85,27.95] | 0.8544697 | 0.8248134 | 0.8873045 |
| aou | Indo-Pacific | (27.95,28.05] | 0.9422986 | 0.9367898 | 0.9487115 |
| aou | Indo-Pacific | (28.05,28.1] | 0.9443876 | 0.9418433 | 0.9477518 |
| aou | Indo-Pacific | (28.1, Inf] | 0.5826784 | 0.5792932 | 0.5865050 |
| aou | SO | (-Inf,26] | NA | NA | NA |
| aou | SO | (26,26.5] | 0.0385221 | -0.1215011 | 0.2121927 |
| aou | SO | (26.5,26.75] | -0.3027929 | -0.4097574 | -0.1114921 |
| aou | SO | (26.75,27] | -0.5333167 | -0.5820872 | -0.4552017 |
| aou | SO | (27,27.25] | -0.4935927 | -0.5841874 | -0.4022213 |
| aou | SO | (27.25,27.5] | -0.3247318 | -0.4818662 | -0.0980407 |
| aou | SO | (27.5,27.75] | -0.4527153 | -0.7232259 | -0.0695473 |
| aou | SO | (27.75,27.85] | -0.5235779 | -0.8631491 | -0.0030714 |
| aou | SO | (27.85,27.95] | -0.4682072 | -0.7492141 | -0.0823457 |
| aou | SO | (27.95,28.05] | -0.5228811 | -0.7825069 | -0.1472627 |
| aou | SO | (28.05,28.1] | -0.5205179 | -0.7958826 | -0.1073573 |
| aou | SO | (28.1, Inf] | -0.1723202 | -0.4304746 | 0.1237863 |
| aou | SO | (28.1,28.15] | -0.0702034 | -0.3586173 | 0.2129153 |
| aou | SO | (28.15,28.2] | -0.1373457 | -0.3063467 | 0.0170049 |
| aou | SO | (28.2, Inf] | -0.2123146 | -0.3162166 | -0.1062179 |
| nitrate | Atlantic | (-Inf,26] | 0.0269936 | -0.0131800 | 0.0546032 |
| nitrate | Atlantic | (26,26.5] | -0.2131767 | -0.3587938 | -0.0757116 |
| nitrate | Atlantic | (26.5,26.75] | -0.1670926 | -0.3182288 | 0.0381308 |
| nitrate | Atlantic | (26.75,27] | -0.2816908 | -0.4441668 | -0.0937882 |
| nitrate | Atlantic | (27,27.25] | -0.7081124 | -0.7700090 | -0.6322332 |
| nitrate | Atlantic | (27.25,27.5] | -0.8523415 | -0.8755130 | -0.8252275 |
| nitrate | Atlantic | (27.5,27.75] | -0.9295114 | -0.9337097 | -0.9241054 |
| nitrate | Atlantic | (27.75,27.85] | -0.9523032 | -0.9534319 | -0.9504917 |
| nitrate | Atlantic | (27.85,27.95] | -0.9552889 | -0.9609275 | -0.9490973 |
| nitrate | Atlantic | (27.95,28.05] | -0.8948139 | -0.9069307 | -0.8831415 |
| nitrate | Atlantic | (28.05,28.1] | -0.9777710 | -0.9805864 | -0.9733428 |
| nitrate | Atlantic | (28.1,28.15] | -0.9748824 | -0.9824313 | -0.9663122 |
| nitrate | Atlantic | (28.15,28.2] | -0.9773077 | -0.9860211 | -0.9681484 |
| nitrate | Atlantic | (28.2, Inf] | -0.9836759 | -0.9906792 | -0.9762830 |
| nitrate | Indo-Pacific | (-Inf,26] | -0.1153585 | -0.2785644 | 0.0347786 |
| nitrate | Indo-Pacific | (26,26.5] | -0.4437976 | -0.5672927 | -0.2983814 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.6378921 | -0.7038815 | -0.5542220 |
| nitrate | Indo-Pacific | (26.75,27] | -0.5938740 | -0.6341193 | -0.5317439 |
| nitrate | Indo-Pacific | (27,27.25] | -0.3718510 | -0.4984835 | -0.2327816 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.2717972 | -0.4537899 | -0.0569680 |
| nitrate | Indo-Pacific | (27.5,27.75] | 0.2419147 | 0.0082914 | 0.4640013 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.8039138 | 0.7453562 | 0.8568030 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.8740711 | 0.8475212 | 0.8961838 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.9333527 | 0.9292405 | 0.9402229 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.9362165 | 0.9322405 | 0.9407983 |
| nitrate | Indo-Pacific | (28.1, Inf] | 0.6346617 | 0.6298747 | 0.6393144 |
| nitrate | SO | (-Inf,26] | NA | NA | NA |
| nitrate | SO | (26,26.5] | -0.0463672 | -0.2187253 | 0.1767781 |
| nitrate | SO | (26.5,26.75] | -0.4945737 | -0.5773303 | -0.3649339 |
| nitrate | SO | (26.75,27] | -0.8225417 | -0.8558738 | -0.7752854 |
| nitrate | SO | (27,27.25] | -0.8852202 | -0.9144223 | -0.8516066 |
| nitrate | SO | (27.25,27.5] | -0.8037659 | -0.8976026 | -0.6676149 |
| nitrate | SO | (27.5,27.75] | -0.7492500 | -0.9204668 | -0.4810042 |
| nitrate | SO | (27.75,27.85] | -0.5724674 | -0.8591478 | -0.1251742 |
| nitrate | SO | (27.85,27.95] | -0.5214966 | -0.7128086 | -0.2414105 |
| nitrate | SO | (27.95,28.05] | -0.6538688 | -0.7594093 | -0.4821410 |
| nitrate | SO | (28.05,28.1] | -0.7214253 | -0.7983692 | -0.5919682 |
| nitrate | SO | (28.1, Inf] | -0.3421623 | -0.4785399 | -0.1878962 |
| nitrate | SO | (28.1,28.15] | -0.8688624 | -0.8970070 | -0.8224678 |
| nitrate | SO | (28.15,28.2] | -0.9478247 | -0.9583120 | -0.9312860 |
| nitrate | SO | (28.2, Inf] | -0.8434043 | -0.8664006 | -0.8210800 |
| phosphate | Atlantic | (-Inf,26] | 0.4402535 | 0.3629020 | 0.5016541 |
| phosphate | Atlantic | (26,26.5] | 0.0459523 | -0.0588170 | 0.1325068 |
| phosphate | Atlantic | (26.5,26.75] | -0.1427326 | -0.2762492 | 0.0447381 |
| phosphate | Atlantic | (26.75,27] | -0.2941660 | -0.4469355 | -0.1234100 |
| phosphate | Atlantic | (27,27.25] | -0.7093385 | -0.7674004 | -0.6363141 |
| phosphate | Atlantic | (27.25,27.5] | -0.8492931 | -0.8678334 | -0.8265920 |
| phosphate | Atlantic | (27.5,27.75] | -0.9218689 | -0.9247180 | -0.9176869 |
| phosphate | Atlantic | (27.75,27.85] | -0.9561092 | -0.9594551 | -0.9539219 |
| phosphate | Atlantic | (27.85,27.95] | -0.9544162 | -0.9607737 | -0.9472911 |
| phosphate | Atlantic | (27.95,28.05] | -0.8994826 | -0.9099966 | -0.8908359 |
| phosphate | Atlantic | (28.05,28.1] | -0.9755503 | -0.9781999 | -0.9710068 |
| phosphate | Atlantic | (28.1,28.15] | -0.9743455 | -0.9809789 | -0.9663580 |
| phosphate | Atlantic | (28.15,28.2] | -0.9703577 | -0.9759461 | -0.9638066 |
| phosphate | Atlantic | (28.2, Inf] | -0.9801235 | -0.9872437 | -0.9723413 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.1432178 | -0.3108490 | 0.0111439 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5812862 | -0.7060592 | -0.4196967 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8081903 | -0.8624466 | -0.7301714 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8002622 | -0.8446290 | -0.7452978 |
| phosphate | Indo-Pacific | (27,27.25] | -0.6258570 | -0.7244410 | -0.5133750 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.4616388 | -0.6284407 | -0.2579581 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.1659814 | -0.0754379 | 0.3928129 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.7805826 | 0.7187074 | 0.8389897 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.8536812 | 0.8254233 | 0.8819081 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.9358013 | 0.9310542 | 0.9425708 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.9373044 | 0.9339333 | 0.9411976 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.6044220 | 0.6013063 | 0.6103664 |
| phosphate | SO | (-Inf,26] | NA | NA | NA |
| phosphate | SO | (26,26.5] | -0.2227416 | -0.3922610 | -0.0183606 |
| phosphate | SO | (26.5,26.75] | -0.6338441 | -0.6955993 | -0.5103859 |
| phosphate | SO | (26.75,27] | -0.8423383 | -0.8773630 | -0.7953939 |
| phosphate | SO | (27,27.25] | -0.8929812 | -0.9217274 | -0.8605690 |
| phosphate | SO | (27.25,27.5] | -0.8159189 | -0.9070394 | -0.6837451 |
| phosphate | SO | (27.5,27.75] | -0.7540888 | -0.9237358 | -0.4876511 |
| phosphate | SO | (27.75,27.85] | -0.5785651 | -0.8622325 | -0.1353140 |
| phosphate | SO | (27.85,27.95] | -0.5277905 | -0.7215582 | -0.2449000 |
| phosphate | SO | (27.95,28.05] | -0.6479437 | -0.7509567 | -0.4826326 |
| phosphate | SO | (28.05,28.1] | -0.7182938 | -0.7985300 | -0.5842650 |
| phosphate | SO | (28.1, Inf] | -0.4993132 | -0.6433124 | -0.3268918 |
| phosphate | SO | (28.1,28.15] | -0.8840723 | -0.9169825 | -0.8320634 |
| phosphate | SO | (28.15,28.2] | -0.9532374 | -0.9677218 | -0.9296612 |
| phosphate | SO | (28.2, Inf] | -0.8996168 | -0.9056353 | -0.8963205 |
| phosphate_star | Atlantic | (-Inf,26] | 0.1011514 | 0.0498067 | 0.1452297 |
| phosphate_star | Atlantic | (26,26.5] | 0.1400864 | 0.1284891 | 0.1574891 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.2915671 | -0.3116241 | -0.2687491 |
| phosphate_star | Atlantic | (26.75,27] | -0.4306626 | -0.4975140 | -0.3970827 |
| phosphate_star | Atlantic | (27,27.25] | -0.5651641 | -0.5921448 | -0.5280326 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.6611922 | -0.6952853 | -0.6145469 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.6853521 | -0.6950955 | -0.6735290 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.9017090 | -0.9186807 | -0.8905622 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8939534 | -0.9130266 | -0.8770901 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8723798 | -0.8836154 | -0.8655107 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9722234 | -0.9748875 | -0.9677540 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9826912 | -0.9861330 | -0.9784997 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9762582 | -0.9788031 | -0.9730685 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9818576 | -0.9867942 | -0.9764303 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.0066006 | -0.1347371 | 0.1161477 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.5558906 | -0.6017165 | -0.4987522 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.5642982 | -0.5866573 | -0.5397611 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.4138915 | -0.4382190 | -0.3847312 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.3736218 | -0.4599924 | -0.2834146 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5106093 | -0.6058370 | -0.4011317 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2343920 | -0.3388559 | -0.1251663 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.2759459 | 0.2561048 | 0.3021459 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3735980 | 0.3554258 | 0.3847242 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5354112 | 0.5232869 | 0.5474158 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6307884 | 0.6080667 | 0.6479446 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | 0.5721427 | 0.5412369 | 0.5970712 |
| phosphate_star | SO | (-Inf,26] | NA | NA | NA |
| phosphate_star | SO | (26,26.5] | -0.3106508 | -0.3541261 | -0.2805632 |
| phosphate_star | SO | (26.5,26.75] | -0.5296398 | -0.5736190 | -0.4480337 |
| phosphate_star | SO | (26.75,27] | -0.7643671 | -0.7718385 | -0.7550489 |
| phosphate_star | SO | (27,27.25] | -0.8349307 | -0.8843814 | -0.8007594 |
| phosphate_star | SO | (27.25,27.5] | -0.6879861 | -0.8170893 | -0.5847677 |
| phosphate_star | SO | (27.5,27.75] | -0.4155594 | -0.7001395 | -0.1941076 |
| phosphate_star | SO | (27.75,27.85] | 0.3996560 | -0.1104319 | 0.7375404 |
| phosphate_star | SO | (27.85,27.95] | 0.3659473 | -0.0251629 | 0.6663037 |
| phosphate_star | SO | (27.95,28.05] | 0.3250727 | -0.0967934 | 0.6221720 |
| phosphate_star | SO | (28.05,28.1] | 0.2188695 | -0.2853516 | 0.5444041 |
| phosphate_star | SO | (28.1, Inf] | -0.4376094 | -0.7007508 | -0.1834657 |
| phosphate_star | SO | (28.1,28.15] | -0.6502431 | -0.8688049 | -0.4129507 |
| phosphate_star | SO | (28.15,28.2] | -0.7760614 | -0.9331219 | -0.6038515 |
| phosphate_star | SO | (28.2, Inf] | -0.8859583 | -0.9533998 | -0.8168336 |
| sal | Atlantic | (-Inf,26] | 0.6329389 | 0.6159084 | 0.6581242 |
| sal | Atlantic | (26,26.5] | -0.1291086 | -0.1574107 | -0.0975787 |
| sal | Atlantic | (26.5,26.75] | -0.1204740 | -0.2183011 | -0.0031774 |
| sal | Atlantic | (26.75,27] | -0.1595345 | -0.2548609 | -0.0077844 |
| sal | Atlantic | (27,27.25] | -0.1966808 | -0.2761483 | -0.1286056 |
| sal | Atlantic | (27.25,27.5] | -0.1243997 | -0.2211825 | -0.0409964 |
| sal | Atlantic | (27.5,27.75] | -0.6166700 | -0.6519075 | -0.5957457 |
| sal | Atlantic | (27.75,27.85] | -0.1131718 | -0.2057863 | 0.0415736 |
| sal | Atlantic | (27.85,27.95] | -0.1310864 | -0.2072880 | -0.0649641 |
| sal | Atlantic | (27.95,28.05] | -0.0878421 | -0.1491866 | -0.0388953 |
| sal | Atlantic | (28.05,28.1] | 0.3926092 | 0.3774388 | 0.4202449 |
| sal | Atlantic | (28.1,28.15] | 0.6714919 | 0.5449833 | 0.7563610 |
| sal | Atlantic | (28.15,28.2] | 0.7444649 | 0.6603701 | 0.8292914 |
| sal | Atlantic | (28.2, Inf] | 0.8707223 | 0.7932830 | 0.9323215 |
| sal | Indo-Pacific | (-Inf,26] | -0.0634099 | -0.1299086 | 0.0031338 |
| sal | Indo-Pacific | (26,26.5] | 0.2969028 | 0.2728891 | 0.3280196 |
| sal | Indo-Pacific | (26.5,26.75] | 0.2344476 | 0.1999278 | 0.2558391 |
| sal | Indo-Pacific | (26.75,27] | 0.0143671 | -0.0411759 | 0.0856443 |
| sal | Indo-Pacific | (27,27.25] | 0.0076339 | -0.0978427 | 0.1047335 |
| sal | Indo-Pacific | (27.25,27.5] | 0.0674567 | -0.0902203 | 0.1968483 |
| sal | Indo-Pacific | (27.5,27.75] | -0.1025585 | -0.1714533 | -0.0208989 |
| sal | Indo-Pacific | (27.75,27.85] | -0.0453048 | -0.0791746 | 0.0078162 |
| sal | Indo-Pacific | (27.85,27.95] | 0.0643005 | 0.0107637 | 0.1165043 |
| sal | Indo-Pacific | (27.95,28.05] | -0.0075923 | -0.0522749 | 0.0346359 |
| sal | Indo-Pacific | (28.05,28.1] | -0.0726072 | -0.1400006 | -0.0293198 |
| sal | Indo-Pacific | (28.1, Inf] | -0.0787692 | -0.1079066 | -0.0587205 |
| sal | SO | (-Inf,26] | NA | NA | NA |
| sal | SO | (26,26.5] | 0.1347137 | 0.0542014 | 0.2445397 |
| sal | SO | (26.5,26.75] | 0.4565331 | 0.3525198 | 0.5144968 |
| sal | SO | (26.75,27] | 0.6708690 | 0.6584847 | 0.6810248 |
| sal | SO | (27,27.25] | 0.8239513 | 0.7941420 | 0.8704929 |
| sal | SO | (27.25,27.5] | 0.5775963 | 0.4818912 | 0.7165567 |
| sal | SO | (27.5,27.75] | 0.1213478 | -0.1228386 | 0.4542908 |
| sal | SO | (27.75,27.85] | -0.5413004 | -0.8659144 | -0.0305235 |
| sal | SO | (27.85,27.95] | -0.5083512 | -0.8229966 | -0.0926210 |
| sal | SO | (27.95,28.05] | -0.3881091 | -0.6829523 | 0.0375378 |
| sal | SO | (28.05,28.1] | -0.2479743 | -0.5429738 | 0.2423288 |
| sal | SO | (28.1, Inf] | -0.4390755 | -0.6966906 | -0.1193043 |
| sal | SO | (28.1,28.15] | 0.7248525 | 0.5150418 | 0.9101129 |
| sal | SO | (28.15,28.2] | 0.8007822 | 0.6383253 | 0.9419906 |
| sal | SO | (28.2, Inf] | -0.2403837 | -0.3954903 | -0.0636011 |
| silicate | Atlantic | (-Inf,26] | -0.6235293 | -0.6822996 | -0.5931277 |
| silicate | Atlantic | (26,26.5] | -0.5073410 | -0.5723965 | -0.4354363 |
| silicate | Atlantic | (26.5,26.75] | -0.3724035 | -0.4758375 | -0.2292362 |
| silicate | Atlantic | (26.75,27] | -0.5510540 | -0.6797241 | -0.4105334 |
| silicate | Atlantic | (27,27.25] | -0.8522367 | -0.8856181 | -0.8083345 |
| silicate | Atlantic | (27.25,27.5] | -0.9188662 | -0.9209262 | -0.9176872 |
| silicate | Atlantic | (27.5,27.75] | -0.9165423 | -0.9252712 | -0.9073101 |
| silicate | Atlantic | (27.75,27.85] | -0.8991719 | -0.9148785 | -0.8887860 |
| silicate | Atlantic | (27.85,27.95] | -0.8386133 | -0.8623038 | -0.8137609 |
| silicate | Atlantic | (27.95,28.05] | -0.7753483 | -0.7841655 | -0.7603938 |
| silicate | Atlantic | (28.05,28.1] | -0.8941518 | -0.9008840 | -0.8896967 |
| silicate | Atlantic | (28.1,28.15] | -0.9158149 | -0.9286375 | -0.9064773 |
| silicate | Atlantic | (28.15,28.2] | -0.9023770 | -0.9056633 | -0.8988795 |
| silicate | Atlantic | (28.2, Inf] | -0.9298343 | -0.9450108 | -0.9127071 |
| silicate | Indo-Pacific | (-Inf,26] | -0.1261024 | -0.2814879 | 0.0089027 |
| silicate | Indo-Pacific | (26,26.5] | -0.6558585 | -0.7502486 | -0.5357737 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7302886 | -0.7771870 | -0.6612801 |
| silicate | Indo-Pacific | (26.75,27] | -0.5946801 | -0.6467539 | -0.5351239 |
| silicate | Indo-Pacific | (27,27.25] | -0.3866372 | -0.5066120 | -0.2528250 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.2450483 | -0.4256020 | -0.0364198 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.3167315 | 0.0974504 | 0.5225338 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.8587578 | 0.8074688 | 0.9036132 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.8881193 | 0.8553960 | 0.9171620 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.9626057 | 0.9566429 | 0.9699462 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.9636061 | 0.9613815 | 0.9656484 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.8926415 | 0.8882250 | 0.8982181 |
| silicate | SO | (-Inf,26] | NA | NA | NA |
| silicate | SO | (26,26.5] | -0.0985568 | -0.2605162 | 0.0410952 |
| silicate | SO | (26.5,26.75] | -0.2474979 | -0.3600991 | -0.0595193 |
| silicate | SO | (26.75,27] | -0.5469216 | -0.5867988 | -0.4700472 |
| silicate | SO | (27,27.25] | -0.7703788 | -0.8184982 | -0.7161598 |
| silicate | SO | (27.25,27.5] | -0.7625189 | -0.8687156 | -0.6092375 |
| silicate | SO | (27.5,27.75] | -0.7547523 | -0.9225736 | -0.4888154 |
| silicate | SO | (27.75,27.85] | -0.6257954 | -0.8930703 | -0.1946425 |
| silicate | SO | (27.85,27.95] | -0.5929213 | -0.8079495 | -0.2810395 |
| silicate | SO | (27.95,28.05] | -0.6459426 | -0.7879905 | -0.4266620 |
| silicate | SO | (28.05,28.1] | -0.6586684 | -0.8327044 | -0.3829195 |
| silicate | SO | (28.1, Inf] | -0.7081568 | -0.8484625 | -0.5177641 |
| silicate | SO | (28.1,28.15] | -0.6262137 | -0.8507410 | -0.4006644 |
| silicate | SO | (28.15,28.2] | -0.5629029 | -0.6956021 | -0.4489454 |
| silicate | SO | (28.2, Inf] | -0.8148211 | -0.8690908 | -0.7461712 |
| temp | Atlantic | (-Inf,26] | -0.0491292 | -0.0822790 | -0.0015824 |
| temp | Atlantic | (26,26.5] | -0.2688171 | -0.2949974 | -0.2299504 |
| temp | Atlantic | (26.5,26.75] | -0.1314137 | -0.2072449 | -0.0436950 |
| temp | Atlantic | (26.75,27] | -0.0921143 | -0.1618560 | 0.0338289 |
| temp | Atlantic | (27,27.25] | -0.1774679 | -0.2444849 | -0.1185468 |
| temp | Atlantic | (27.25,27.5] | -0.1846506 | -0.2771377 | -0.1116338 |
| temp | Atlantic | (27.5,27.75] | -0.6004454 | -0.6250249 | -0.5852099 |
| temp | Atlantic | (27.75,27.85] | -0.0826736 | -0.1757042 | 0.0551301 |
| temp | Atlantic | (27.85,27.95] | -0.0680163 | -0.1090908 | -0.0032535 |
| temp | Atlantic | (27.95,28.05] | -0.0617843 | -0.1239581 | -0.0205804 |
| temp | Atlantic | (28.05,28.1] | 0.2272013 | 0.1816041 | 0.2723865 |
| temp | Atlantic | (28.1,28.15] | 0.4900159 | 0.3547689 | 0.5674220 |
| temp | Atlantic | (28.15,28.2] | 0.7368339 | 0.6324405 | 0.8335483 |
| temp | Atlantic | (28.2, Inf] | 0.6954071 | 0.4931011 | 0.8356910 |
| temp | Indo-Pacific | (-Inf,26] | -0.3732002 | -0.4630140 | -0.2789492 |
| temp | Indo-Pacific | (26,26.5] | 0.2553706 | 0.2150127 | 0.2968322 |
| temp | Indo-Pacific | (26.5,26.75] | 0.1934476 | 0.1508856 | 0.2164772 |
| temp | Indo-Pacific | (26.75,27] | -0.0364139 | -0.0950016 | 0.0331295 |
| temp | Indo-Pacific | (27,27.25] | 0.0115172 | -0.0944896 | 0.1076068 |
| temp | Indo-Pacific | (27.25,27.5] | 0.1643998 | 0.0124821 | 0.2971873 |
| temp | Indo-Pacific | (27.5,27.75] | 0.0485224 | -0.0326897 | 0.1262672 |
| temp | Indo-Pacific | (27.75,27.85] | -0.0481030 | -0.0650656 | -0.0215427 |
| temp | Indo-Pacific | (27.85,27.95] | 0.0244539 | -0.0419906 | 0.0600805 |
| temp | Indo-Pacific | (27.95,28.05] | -0.0146844 | -0.0958125 | 0.0710901 |
| temp | Indo-Pacific | (28.05,28.1] | 0.0017158 | -0.0588047 | 0.0380475 |
| temp | Indo-Pacific | (28.1, Inf] | -0.0112376 | -0.0163620 | -0.0071627 |
| temp | SO | (-Inf,26] | NA | NA | NA |
| temp | SO | (26,26.5] | 0.1134426 | 0.0633127 | 0.2031318 |
| temp | SO | (26.5,26.75] | 0.4145144 | 0.3305717 | 0.4644764 |
| temp | SO | (26.75,27] | 0.6309195 | 0.6158216 | 0.6419254 |
| temp | SO | (27,27.25] | 0.7806142 | 0.7489082 | 0.8301048 |
| temp | SO | (27.25,27.5] | 0.7060903 | 0.6151782 | 0.8172565 |
| temp | SO | (27.5,27.75] | 0.4608075 | 0.2742930 | 0.6974241 |
| temp | SO | (27.75,27.85] | -0.5229500 | -0.8010661 | -0.0879219 |
| temp | SO | (27.85,27.95] | -0.5681238 | -0.8105096 | -0.2347362 |
| temp | SO | (27.95,28.05] | -0.4816829 | -0.7531812 | -0.0853674 |
| temp | SO | (28.05,28.1] | -0.3193793 | -0.6021788 | 0.1466290 |
| temp | SO | (28.1, Inf] | 0.0096015 | -0.2430679 | 0.2977399 |
| temp | SO | (28.1,28.15] | 0.6330356 | 0.4222752 | 0.8278762 |
| temp | SO | (28.15,28.2] | 0.7370964 | 0.5743819 | 0.8911479 |
| temp | SO | (28.2, Inf] | 0.3882747 | 0.2424820 | 0.5439653 |
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