eMLR - assumption testing
Jens Daniel Müller
07 December, 2020
Last updated: 2020-12-07
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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1 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor correlation
The correlation between:
- pairs of seven potential predictor variables and
- C* and seven potential predictor variables
were investigated based on:
- property-property plots and
- calculated correlation coeffcients.
2.1 Correlation plots
For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).
GLODAP %>%
filter(basin == "Atlantic") %>%
sample_frac(0.05) %>%
ggpairs(columns = c("cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin: Atlantic | era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == "Atlantic"))))
| Version | Author | Date |
|---|---|---|
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
GLODAP %>%
filter(basin == "Indo-Pacific") %>%
sample_frac(0.05) %>%
ggpairs(columns = c("cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin: Indo-Pacific | era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == "Indo-Pacific") )))
| Version | Author | Date |
|---|---|---|
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at updata.
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
# print(i_basin)
# print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
# print(i_gamma_slab)
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(
"cstar",
"sal",
"tem",
"aou",
"oxygen",
"silicate",
"phosphate",
"phosphate_star"
),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assesment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated indivdually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
cstar,
sal,
tem,
aou,
oxygen,
silicate,
phosphate,
phosphate_star)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
cor_cstar_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(cstar) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_cstar_predictor")) {
cor_cstar_predictor <- bind_rows(cor_cstar_predictor, cor_cstar_predictor_temp)
}
if (!exists("cor_cstar_predictor")) {
cor_cstar_predictor <- cor_cstar_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != "cstar",
y != "cstar") %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_cstar_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + oxygen | Atlantic | (-Inf,26] | -0.9562636 | -0.9646157 | -0.9479115 |
| aou + oxygen | Atlantic | (26,26.5] | -0.8950828 | -0.8996117 | -0.8905538 |
| aou + oxygen | Atlantic | (26.5,26.75] | -0.9491667 | -0.9530680 | -0.9452654 |
| aou + oxygen | Atlantic | (26.75,27] | -0.9758694 | -0.9776791 | -0.9740598 |
| aou + oxygen | Atlantic | (27,27.25] | -0.9694926 | -0.9770330 | -0.9619522 |
| aou + oxygen | Atlantic | (27.25,27.5] | -0.9336761 | -0.9433909 | -0.9239614 |
| aou + oxygen | Atlantic | (27.5,27.75] | -0.9205075 | -0.9311097 | -0.9099054 |
| aou + oxygen | Atlantic | (27.75,27.85] | -0.9729033 | -0.9763835 | -0.9694231 |
| aou + oxygen | Atlantic | (27.85,27.95] | -0.9880014 | -0.9909683 | -0.9850344 |
| aou + oxygen | Atlantic | (27.95,28.05] | -0.9871452 | -0.9938506 | -0.9804398 |
| aou + oxygen | Atlantic | (28.05,28.1] | -0.9870482 | -0.9945925 | -0.9795039 |
| aou + oxygen | Atlantic | (28.1,28.15] | -0.9936793 | -0.9959872 | -0.9913714 |
| aou + oxygen | Atlantic | (28.15,28.2] | -0.9980371 | -0.9986388 | -0.9974354 |
| aou + oxygen | Atlantic | (28.2, Inf] | -0.9870714 | -0.9879248 | -0.9862180 |
| aou + oxygen | Indo-Pacific | (-Inf,26] | -0.9001217 | -0.9045825 | -0.8956610 |
| aou + oxygen | Indo-Pacific | (26,26.5] | -0.9804682 | -0.9849414 | -0.9759950 |
| aou + oxygen | Indo-Pacific | (26.5,26.75] | -0.9852389 | -0.9863340 | -0.9841437 |
| aou + oxygen | Indo-Pacific | (26.75,27] | -0.9832646 | -0.9846942 | -0.9818351 |
| aou + oxygen | Indo-Pacific | (27,27.25] | -0.9927694 | -0.9929488 | -0.9925900 |
| aou + oxygen | Indo-Pacific | (27.25,27.5] | -0.9950142 | -0.9952556 | -0.9947727 |
| aou + oxygen | Indo-Pacific | (27.5,27.75] | -0.9935964 | -0.9941369 | -0.9930559 |
| aou + oxygen | Indo-Pacific | (27.75,27.85] | -0.9979105 | -0.9988912 | -0.9969297 |
| aou + oxygen | Indo-Pacific | (27.85,27.95] | -0.9975123 | -0.9988038 | -0.9962209 |
| aou + oxygen | Indo-Pacific | (27.95,28.05] | -0.9957027 | -0.9963134 | -0.9950920 |
| aou + oxygen | Indo-Pacific | (28.05,28.1] | -0.9949023 | -0.9960498 | -0.9937547 |
| aou + oxygen | Indo-Pacific | (28.1, Inf] | -0.9924956 | -0.9925810 | -0.9924102 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.3933351 | 0.2598012 | 0.5268689 |
| aou + phosphate | Atlantic | (26,26.5] | 0.6268104 | 0.5942105 | 0.6594104 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.8390340 | 0.8222842 | 0.8557838 |
| aou + phosphate | Atlantic | (26.75,27] | 0.8495116 | 0.8306437 | 0.8683795 |
| aou + phosphate | Atlantic | (27,27.25] | 0.8140836 | 0.7905432 | 0.8376240 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.6888778 | 0.6554062 | 0.7223493 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.8373642 | 0.8359335 | 0.8387948 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9350798 | 0.9144532 | 0.9557065 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9507980 | 0.9349079 | 0.9666880 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9636168 | 0.9390374 | 0.9881961 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9627641 | 0.9446326 | 0.9808955 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9807169 | 0.9758521 | 0.9855818 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9913394 | 0.9883151 | 0.9943636 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9109701 | 0.8873027 | 0.9346374 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9256525 | 0.9051675 | 0.9461375 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9524370 | 0.9523193 | 0.9525548 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9472548 | 0.9381518 | 0.9563578 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9479546 | 0.9472889 | 0.9486203 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9743316 | 0.9703912 | 0.9782721 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9733974 | 0.9685255 | 0.9782693 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9581785 | 0.9517313 | 0.9646258 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9859566 | 0.9836904 | 0.9882228 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9834630 | 0.9782708 | 0.9886553 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9704559 | 0.9654939 | 0.9754179 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9571006 | 0.9474436 | 0.9667576 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.8017430 | 0.7728411 | 0.8306449 |
| aou + phosphate_star | Atlantic | (-Inf,26] | -0.4320662 | -0.4766688 | -0.3874635 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.1544033 | 0.1108773 | 0.1979292 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.4159678 | 0.3419100 | 0.4900256 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.2608906 | 0.2294787 | 0.2923025 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.2591324 | 0.2353884 | 0.2828764 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.1824299 | 0.0643173 | 0.3005425 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5307992 | 0.5258515 | 0.5357469 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.7124934 | 0.6284209 | 0.7965659 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7245427 | 0.6601471 | 0.7889382 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.8510675 | 0.7572656 | 0.9448695 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8696108 | 0.8094111 | 0.9298104 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9274572 | 0.9108478 | 0.9440666 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9708976 | 0.9580692 | 0.9837259 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.7470404 | 0.6979199 | 0.7961608 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.6219236 | 0.5219806 | 0.7218666 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.5750255 | 0.5142374 | 0.6358136 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.3664205 | 0.1240656 | 0.6087755 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.3944725 | 0.3101375 | 0.4788076 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.1834089 | 0.1561861 | 0.2106318 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.3676232 | -0.3835422 | -0.3517041 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2003365 | -0.4820211 | 0.0813482 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5397084 | -0.6251270 | -0.4542898 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1467850 | -0.1653131 | -0.1282569 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.1458046 | 0.1194875 | 0.1721216 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.2862098 | 0.2370977 | 0.3353219 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.6728177 | -0.6950962 | -0.6505392 |
| aou + silicate | Atlantic | (-Inf,26] | 0.0544106 | -0.0090087 | 0.1178299 |
| aou + silicate | Atlantic | (26,26.5] | 0.5916339 | 0.5461911 | 0.6370768 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8730930 | 0.8546425 | 0.8915436 |
| aou + silicate | Atlantic | (26.75,27] | 0.8565175 | 0.8275067 | 0.8855282 |
| aou + silicate | Atlantic | (27,27.25] | 0.7817376 | 0.7707268 | 0.7927485 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.4918259 | 0.4129790 | 0.5706727 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6508222 | 0.6056700 | 0.6959744 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.8582316 | 0.8454549 | 0.8710083 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.9004833 | 0.8812630 | 0.9197035 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.9494523 | 0.9266040 | 0.9723006 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9669774 | 0.9548440 | 0.9791108 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9782258 | 0.9775149 | 0.9789368 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9905714 | 0.9878731 | 0.9932697 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.8999428 | 0.8885313 | 0.9113543 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7069554 | 0.6715288 | 0.7423819 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.6141936 | 0.5352184 | 0.6931687 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.5569785 | 0.4046609 | 0.7092961 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.7287574 | 0.6766286 | 0.7808862 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8901514 | 0.8736172 | 0.9066857 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9207607 | 0.9064020 | 0.9351194 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9442351 | 0.9419347 | 0.9465355 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9738857 | 0.9715156 | 0.9762559 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9676657 | 0.9650767 | 0.9702546 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9512889 | 0.9493182 | 0.9532596 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9468624 | 0.9458041 | 0.9479207 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.6854491 | 0.6775231 | 0.6933751 |
| oxygen + phosphate | Atlantic | (-Inf,26] | -0.1886210 | -0.2940952 | -0.0831468 |
| oxygen + phosphate | Atlantic | (26,26.5] | -0.2331847 | -0.2892036 | -0.1771658 |
| oxygen + phosphate | Atlantic | (26.5,26.75] | -0.6293360 | -0.6431824 | -0.6154897 |
| oxygen + phosphate | Atlantic | (26.75,27] | -0.7161014 | -0.7467754 | -0.6854274 |
| oxygen + phosphate | Atlantic | (27,27.25] | -0.6505345 | -0.7044385 | -0.5966304 |
| oxygen + phosphate | Atlantic | (27.25,27.5] | -0.3914053 | -0.4102116 | -0.3725990 |
| oxygen + phosphate | Atlantic | (27.5,27.75] | -0.5772583 | -0.5975325 | -0.5569841 |
| oxygen + phosphate | Atlantic | (27.75,27.85] | -0.8370077 | -0.8759032 | -0.7981122 |
| oxygen + phosphate | Atlantic | (27.85,27.95] | -0.8998155 | -0.9300009 | -0.8696301 |
| oxygen + phosphate | Atlantic | (27.95,28.05] | -0.9203623 | -0.9747162 | -0.8660084 |
| oxygen + phosphate | Atlantic | (28.05,28.1] | -0.9175057 | -0.9662375 | -0.8687739 |
| oxygen + phosphate | Atlantic | (28.1,28.15] | -0.9582528 | -0.9725208 | -0.9439849 |
| oxygen + phosphate | Atlantic | (28.15,28.2] | -0.9860078 | -0.9933805 | -0.9786351 |
| oxygen + phosphate | Atlantic | (28.2, Inf] | -0.8515068 | -0.8802367 | -0.8227770 |
| oxygen + phosphate | Indo-Pacific | (-Inf,26] | -0.7243605 | -0.7589095 | -0.6898116 |
| oxygen + phosphate | Indo-Pacific | (26,26.5] | -0.8810911 | -0.8922338 | -0.8699484 |
| oxygen + phosphate | Indo-Pacific | (26.5,26.75] | -0.8836485 | -0.8943464 | -0.8729506 |
| oxygen + phosphate | Indo-Pacific | (26.75,27] | -0.8786906 | -0.8831549 | -0.8742263 |
| oxygen + phosphate | Indo-Pacific | (27,27.25] | -0.9461797 | -0.9529244 | -0.9394349 |
| oxygen + phosphate | Indo-Pacific | (27.25,27.5] | -0.9613409 | -0.9624998 | -0.9601820 |
| oxygen + phosphate | Indo-Pacific | (27.5,27.75] | -0.9679570 | -0.9716418 | -0.9642721 |
| oxygen + phosphate | Indo-Pacific | (27.75,27.85] | -0.9825251 | -0.9883190 | -0.9767311 |
| oxygen + phosphate | Indo-Pacific | (27.85,27.95] | -0.9760373 | -0.9865606 | -0.9655140 |
| oxygen + phosphate | Indo-Pacific | (27.95,28.05] | -0.9501710 | -0.9575099 | -0.9428322 |
| oxygen + phosphate | Indo-Pacific | (28.05,28.1] | -0.9281545 | -0.9442426 | -0.9120663 |
| oxygen + phosphate | Indo-Pacific | (28.1, Inf] | -0.7324766 | -0.7626724 | -0.7022808 |
| oxygen + phosphate_star | Atlantic | (-Inf,26] | 0.6304907 | 0.6229632 | 0.6380183 |
| oxygen + phosphate_star | Atlantic | (26,26.5] | 0.2871212 | 0.2310421 | 0.3432002 |
| oxygen + phosphate_star | Atlantic | (26.5,26.75] | -0.1135230 | -0.1817345 | -0.0453116 |
| oxygen + phosphate_star | Atlantic | (26.75,27] | -0.0464562 | -0.0871329 | -0.0057795 |
| oxygen + phosphate_star | Atlantic | (27,27.25] | -0.0195502 | -0.0256035 | -0.0134969 |
| oxygen + phosphate_star | Atlantic | (27.25,27.5] | 0.1736217 | 0.0808339 | 0.2664095 |
| oxygen + phosphate_star | Atlantic | (27.5,27.75] | -0.1762121 | -0.1936367 | -0.1587874 |
| oxygen + phosphate_star | Atlantic | (27.75,27.85] | -0.5426754 | -0.6545697 | -0.4307810 |
| oxygen + phosphate_star | Atlantic | (27.85,27.95] | -0.6214402 | -0.7088120 | -0.5340684 |
| oxygen + phosphate_star | Atlantic | (27.95,28.05] | -0.7726254 | -0.9154199 | -0.6298309 |
| oxygen + phosphate_star | Atlantic | (28.05,28.1] | -0.7935298 | -0.9012459 | -0.6858138 |
| oxygen + phosphate_star | Atlantic | (28.1,28.15] | -0.8872313 | -0.9190337 | -0.8554289 |
| oxygen + phosphate_star | Atlantic | (28.15,28.2] | -0.9607168 | -0.9811307 | -0.9403029 |
| oxygen + phosphate_star | Atlantic | (28.2, Inf] | -0.6535532 | -0.7067042 | -0.6004022 |
| oxygen + phosphate_star | Indo-Pacific | (-Inf,26] | -0.2684794 | -0.3926356 | -0.1443233 |
| oxygen + phosphate_star | Indo-Pacific | (26,26.5] | -0.4144941 | -0.4610883 | -0.3679000 |
| oxygen + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.2154935 | -0.4654153 | 0.0344284 |
| oxygen + phosphate_star | Indo-Pacific | (26.75,27] | -0.2277046 | -0.3245090 | -0.1309002 |
| oxygen + phosphate_star | Indo-Pacific | (27,27.25] | -0.0760518 | -0.1051161 | -0.0469875 |
| oxygen + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4251027 | 0.3976686 | 0.4525368 |
| oxygen + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.1835572 | -0.1374432 | 0.5045576 |
| oxygen + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5635214 | 0.4961271 | 0.6309156 |
| oxygen + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.1878943 | 0.1482551 | 0.2275335 |
| oxygen + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.0682112 | -0.0910252 | -0.0453973 |
| oxygen + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1990639 | -0.2593631 | -0.1387647 |
| oxygen + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.7512212 | 0.7333725 | 0.7690700 |
| oxygen + silicate | Atlantic | (-Inf,26] | 0.1748733 | 0.1545640 | 0.1951826 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.2304320 | -0.2889408 | -0.1719233 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.6998309 | -0.7149950 | -0.6846669 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.7500549 | -0.7871608 | -0.7129491 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.6239117 | -0.6604537 | -0.5873698 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.1771017 | -0.2415152 | -0.1126882 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.3592378 | -0.4003279 | -0.3181477 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.7413829 | -0.7670557 | -0.7157101 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.8327778 | -0.8673323 | -0.7982233 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.8939688 | -0.9455114 | -0.8424262 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.9196314 | -0.9574582 | -0.8818046 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.9538384 | -0.9604023 | -0.9472745 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.9863892 | -0.9905291 | -0.9822493 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.8377072 | -0.8481205 | -0.8272940 |
| oxygen + silicate | Indo-Pacific | (-Inf,26] | -0.4223228 | -0.4652411 | -0.3794046 |
| oxygen + silicate | Indo-Pacific | (26,26.5] | -0.4919695 | -0.5674939 | -0.4164450 |
| oxygen + silicate | Indo-Pacific | (26.5,26.75] | -0.4346566 | -0.5948537 | -0.2744596 |
| oxygen + silicate | Indo-Pacific | (26.75,27] | -0.6110833 | -0.6794481 | -0.5427185 |
| oxygen + silicate | Indo-Pacific | (27,27.25] | -0.8391382 | -0.8594288 | -0.8188475 |
| oxygen + silicate | Indo-Pacific | (27.25,27.5] | -0.8863228 | -0.9044381 | -0.8682076 |
| oxygen + silicate | Indo-Pacific | (27.5,27.75] | -0.9150234 | -0.9176503 | -0.9123964 |
| oxygen + silicate | Indo-Pacific | (27.75,27.85] | -0.9651981 | -0.9721195 | -0.9582767 |
| oxygen + silicate | Indo-Pacific | (27.85,27.95] | -0.9556507 | -0.9637262 | -0.9475751 |
| oxygen + silicate | Indo-Pacific | (27.95,28.05] | -0.9277308 | -0.9316663 | -0.9237953 |
| oxygen + silicate | Indo-Pacific | (28.05,28.1] | -0.9198129 | -0.9225804 | -0.9170454 |
| oxygen + silicate | Indo-Pacific | (28.1, Inf] | -0.6127320 | -0.6247292 | -0.6007349 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.6393761 | 0.5644465 | 0.7143057 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.8640750 | 0.8636008 | 0.8645493 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.8425374 | 0.8152243 | 0.8698505 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.7298529 | 0.7276156 | 0.7320902 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.7690321 | 0.7275684 | 0.8104957 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.8355189 | 0.7951908 | 0.8758469 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.9054004 | 0.9023726 | 0.9084282 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9128251 | 0.8875496 | 0.9381006 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9001547 | 0.8818395 | 0.9184698 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9580198 | 0.9338278 | 0.9822119 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9693398 | 0.9562188 | 0.9824607 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9819852 | 0.9784198 | 0.9855506 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9935172 | 0.9901887 | 0.9968458 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9531609 | 0.9485170 | 0.9578048 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8564206 | 0.8159650 | 0.8968761 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7934355 | 0.7481556 | 0.8387153 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6348380 | 0.4574651 | 0.8122109 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.6630326 | 0.5957774 | 0.7302877 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.3940932 | 0.3864904 | 0.4016960 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.1595755 | -0.1936516 | -0.1254993 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.0549745 | -0.2578102 | 0.3677591 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4018392 | -0.5053069 | -0.2983715 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.0245815 | 0.0153277 | 0.0338354 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3746386 | 0.3315715 | 0.4177057 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.5477618 | 0.5326384 | 0.5628851 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.1023514 | -0.1196211 | -0.0850818 |
| sal + aou | Atlantic | (-Inf,26] | 0.3693643 | 0.2795003 | 0.4592283 |
| sal + aou | Atlantic | (26,26.5] | -0.0218919 | -0.0422790 | -0.0015048 |
| sal + aou | Atlantic | (26.5,26.75] | -0.3064282 | -0.3827827 | -0.2300737 |
| sal + aou | Atlantic | (26.75,27] | -0.2149017 | -0.2511184 | -0.1786851 |
| sal + aou | Atlantic | (27,27.25] | -0.2664777 | -0.3021726 | -0.2307827 |
| sal + aou | Atlantic | (27.25,27.5] | -0.1732965 | -0.2858132 | -0.0607797 |
| sal + aou | Atlantic | (27.5,27.75] | -0.3958290 | -0.4295185 | -0.3621395 |
| sal + aou | Atlantic | (27.75,27.85] | -0.4492365 | -0.5621345 | -0.3363385 |
| sal + aou | Atlantic | (27.85,27.95] | -0.3983672 | -0.4847729 | -0.3119615 |
| sal + aou | Atlantic | (27.95,28.05] | -0.6789499 | -0.8072390 | -0.5506609 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7461637 | -0.8377308 | -0.6545965 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8486021 | -0.8827853 | -0.8144190 |
| sal + aou | Atlantic | (28.15,28.2] | -0.9465139 | -0.9783320 | -0.9146957 |
| sal + aou | Atlantic | (28.2, Inf] | -0.7814067 | -0.8340082 | -0.7288052 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.0934763 | -0.1426518 | -0.0443007 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.0514054 | -0.2557134 | 0.1529026 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.0384262 | -0.3892100 | 0.3123576 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.2232409 | -0.3417994 | -0.1046824 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.1672887 | -0.1729082 | -0.1616693 |
| sal + aou | Indo-Pacific | (27.25,27.5] | 0.0731438 | 0.0682125 | 0.0780752 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.3079342 | 0.1116103 | 0.5042582 |
| sal + aou | Indo-Pacific | (27.75,27.85] | -0.2743524 | -0.3865775 | -0.1621273 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.4413007 | -0.6495002 | -0.2331011 |
| sal + aou | Indo-Pacific | (27.95,28.05] | -0.3814512 | -0.4535282 | -0.3093742 |
| sal + aou | Indo-Pacific | (28.05,28.1] | -0.3743418 | -0.5158947 | -0.2327888 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.4112835 | 0.3204399 | 0.5021270 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.6146627 | -0.6710600 | -0.5582653 |
| sal + oxygen | Atlantic | (26,26.5] | -0.4137823 | -0.4436869 | -0.3838777 |
| sal + oxygen | Atlantic | (26.5,26.75] | -0.0042470 | -0.0720071 | 0.0635131 |
| sal + oxygen | Atlantic | (26.75,27] | 0.0008333 | -0.0446297 | 0.0462963 |
| sal + oxygen | Atlantic | (27,27.25] | 0.0285085 | 0.0222843 | 0.0347327 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.1784798 | -0.2637031 | -0.0932564 |
| sal + oxygen | Atlantic | (27.5,27.75] | 0.0211232 | -0.0431416 | 0.0853881 |
| sal + oxygen | Atlantic | (27.75,27.85] | 0.2390012 | 0.1018599 | 0.3761426 |
| sal + oxygen | Atlantic | (27.85,27.95] | 0.2637972 | 0.1561087 | 0.3714856 |
| sal + oxygen | Atlantic | (27.95,28.05] | 0.5729075 | 0.3938037 | 0.7520113 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.6408742 | 0.4957007 | 0.7860478 |
| sal + oxygen | Atlantic | (28.1,28.15] | 0.7866895 | 0.7337921 | 0.8395869 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.9268951 | 0.8860416 | 0.9677485 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.6926146 | 0.6391190 | 0.7461102 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.2565159 | -0.3091687 | -0.2038632 |
| sal + oxygen | Indo-Pacific | (26,26.5] | -0.1265180 | -0.3033136 | 0.0502776 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.1176491 | -0.4582957 | 0.2229975 |
| sal + oxygen | Indo-Pacific | (26.75,27] | 0.0481791 | -0.0804811 | 0.1768392 |
| sal + oxygen | Indo-Pacific | (27,27.25] | 0.0542351 | 0.0494765 | 0.0589938 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | -0.1572017 | -0.1613806 | -0.1530227 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.3909616 | -0.5870984 | -0.1948248 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | 0.2265453 | 0.0954184 | 0.3576722 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | 0.3968986 | 0.1620065 | 0.6317906 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | 0.3112651 | 0.2294729 | 0.3930573 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | 0.2894353 | 0.1302665 | 0.4486041 |
| sal + oxygen | Indo-Pacific | (28.1, Inf] | -0.4937780 | -0.5757684 | -0.4117876 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.5236671 | -0.5448708 | -0.5024634 |
| sal + phosphate | Atlantic | (26,26.5] | -0.7633406 | -0.7769733 | -0.7497080 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.7614350 | -0.7946455 | -0.7282245 |
| sal + phosphate | Atlantic | (26.75,27] | -0.6873031 | -0.6889590 | -0.6856471 |
| sal + phosphate | Atlantic | (27,27.25] | -0.7617831 | -0.8103217 | -0.7132445 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.8111151 | -0.8482212 | -0.7740089 |
| sal + phosphate | Atlantic | (27.5,27.75] | -0.7833336 | -0.8103272 | -0.7563399 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.6913924 | -0.7485702 | -0.6342146 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.6174338 | -0.6600396 | -0.5748280 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.8068729 | -0.8519592 | -0.7617866 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8611658 | -0.8903067 | -0.8320250 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9106473 | -0.9200528 | -0.9012418 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9617959 | -0.9719403 | -0.9516515 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9574906 | -0.9616896 | -0.9532915 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.2293269 | -0.2608216 | -0.1978321 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.2852155 | -0.4908944 | -0.0795366 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.2985694 | -0.6069448 | 0.0098061 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.4805494 | -0.5877399 | -0.3733590 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.3156382 | -0.3360172 | -0.2952592 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | 0.0310431 | -0.0064194 | 0.0685055 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | 0.4158773 | 0.1475446 | 0.6842100 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | -0.2885927 | -0.3651241 | -0.2120614 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | -0.4965953 | -0.6596835 | -0.3335071 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | -0.5366539 | -0.5931385 | -0.4801692 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | -0.5749891 | -0.6725477 | -0.4774304 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | -0.0976443 | -0.1833870 | -0.0119016 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.8938077 | -0.9281011 | -0.8595142 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.9661587 | -0.9688036 | -0.9635139 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.9777605 | -0.9795848 | -0.9759362 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.9837979 | -0.9842180 | -0.9833779 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.9836586 | -0.9842836 | -0.9830336 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.9763060 | -0.9763810 | -0.9762310 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.9331998 | -0.9455595 | -0.9208401 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.8874803 | -0.9029021 | -0.8720585 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.8511276 | -0.8669967 | -0.8352584 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.9021526 | -0.9026949 | -0.9016104 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9291112 | -0.9298309 | -0.9283916 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9509698 | -0.9550331 | -0.9469065 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9702064 | -0.9730872 | -0.9673256 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9835335 | -0.9851425 | -0.9819244 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.5120423 | -0.5172617 | -0.5068228 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.7186215 | -0.8277880 | -0.6094551 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8626714 | -0.9100048 | -0.8153380 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.9115605 | -0.9276152 | -0.8955058 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8182034 | -0.8461954 | -0.7902114 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.4615676 | -0.6047209 | -0.3184144 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.1637625 | -0.2297056 | 0.5572306 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.1337060 | -0.4338666 | 0.1664546 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3760148 | -0.6254841 | -0.1265455 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7889707 | -0.8092016 | -0.7687398 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.8654057 | -0.8842036 | -0.8466079 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8206913 | -0.8248526 | -0.8165300 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7598150 | -0.8052417 | -0.7143883 |
| sal + silicate | Atlantic | (26,26.5] | -0.7092454 | -0.7133476 | -0.7051432 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.6524605 | -0.6932485 | -0.6116724 |
| sal + silicate | Atlantic | (26.75,27] | -0.5521336 | -0.5691010 | -0.5351661 |
| sal + silicate | Atlantic | (27,27.25] | -0.7194652 | -0.7564919 | -0.6824386 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.8128031 | -0.8291471 | -0.7964592 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.7544416 | -0.7969555 | -0.7119278 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.7041189 | -0.7682862 | -0.6399515 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6797808 | -0.7212582 | -0.6383034 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.8338284 | -0.8855163 | -0.7821404 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.8667160 | -0.9106302 | -0.8228018 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9167822 | -0.9403854 | -0.8931789 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.9511001 | -0.9767958 | -0.9254045 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.9489225 | -0.9766172 | -0.9212278 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5635099 | -0.5749573 | -0.5520625 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5899696 | -0.6466330 | -0.5333062 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.7007190 | -0.7957684 | -0.6056696 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.7326728 | -0.7448135 | -0.7205322 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.5140095 | -0.5406371 | -0.4873820 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.1752652 | -0.2023926 | -0.1481379 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | 0.2035057 | 0.0107819 | 0.3962294 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | -0.2815030 | -0.3397269 | -0.2232791 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.4440268 | -0.5885546 | -0.2994991 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | -0.4386264 | -0.4888464 | -0.3884063 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | -0.4732915 | -0.5693777 | -0.3772053 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | 0.0537690 | -0.0774256 | 0.1849637 |
| sal + tem | Atlantic | (-Inf,26] | 0.9616815 | 0.9515604 | 0.9718026 |
| sal + tem | Atlantic | (26,26.5] | 0.9666072 | 0.9601544 | 0.9730599 |
| sal + tem | Atlantic | (26.5,26.75] | 0.9900330 | 0.9893951 | 0.9906709 |
| sal + tem | Atlantic | (26.75,27] | 0.9821115 | 0.9809801 | 0.9832428 |
| sal + tem | Atlantic | (27,27.25] | 0.9808128 | 0.9794156 | 0.9822100 |
| sal + tem | Atlantic | (27.25,27.5] | 0.9750253 | 0.9713392 | 0.9787113 |
| sal + tem | Atlantic | (27.5,27.75] | 0.9694985 | 0.9652220 | 0.9737750 |
| sal + tem | Atlantic | (27.75,27.85] | 0.9806884 | 0.9803733 | 0.9810036 |
| sal + tem | Atlantic | (27.85,27.95] | 0.9470897 | 0.9432880 | 0.9508914 |
| sal + tem | Atlantic | (27.95,28.05] | 0.9165973 | 0.9083444 | 0.9248502 |
| sal + tem | Atlantic | (28.05,28.1] | 0.9649706 | 0.9595924 | 0.9703488 |
| sal + tem | Atlantic | (28.1,28.15] | 0.9572867 | 0.9471945 | 0.9673789 |
| sal + tem | Atlantic | (28.15,28.2] | 0.8875714 | 0.8853778 | 0.8897651 |
| sal + tem | Atlantic | (28.2, Inf] | 0.1467643 | 0.1461208 | 0.1474078 |
| sal + tem | Indo-Pacific | (-Inf,26] | 0.7420409 | 0.7401931 | 0.7438887 |
| sal + tem | Indo-Pacific | (26,26.5] | 0.9129021 | 0.8794944 | 0.9463097 |
| sal + tem | Indo-Pacific | (26.5,26.75] | 0.9753133 | 0.9678680 | 0.9827586 |
| sal + tem | Indo-Pacific | (26.75,27] | 0.9756157 | 0.9722578 | 0.9789737 |
| sal + tem | Indo-Pacific | (27,27.25] | 0.9388220 | 0.9327088 | 0.9449351 |
| sal + tem | Indo-Pacific | (27.25,27.5] | 0.8411400 | 0.8263816 | 0.8558985 |
| sal + tem | Indo-Pacific | (27.5,27.75] | 0.8295909 | 0.7773206 | 0.8818612 |
| sal + tem | Indo-Pacific | (27.75,27.85] | 0.7527623 | 0.6592203 | 0.8463043 |
| sal + tem | Indo-Pacific | (27.85,27.95] | 0.6356773 | 0.4758088 | 0.7955459 |
| sal + tem | Indo-Pacific | (27.95,28.05] | 0.6928087 | 0.6359560 | 0.7496613 |
| sal + tem | Indo-Pacific | (28.05,28.1] | 0.6901648 | 0.6131097 | 0.7672199 |
| sal + tem | Indo-Pacific | (28.1, Inf] | 0.6784005 | 0.6255894 | 0.7312116 |
| silicate + phosphate | Atlantic | (-Inf,26] | 0.7392827 | 0.7218927 | 0.7566727 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.9303675 | 0.9184702 | 0.9422649 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.9637014 | 0.9553218 | 0.9720809 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.9367004 | 0.9182073 | 0.9551934 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9541172 | 0.9540871 | 0.9541474 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9060245 | 0.8873688 | 0.9246801 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9050480 | 0.8884142 | 0.9216818 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9584242 | 0.9552816 | 0.9615668 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9744157 | 0.9734345 | 0.9753968 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9829741 | 0.9825357 | 0.9834126 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9884206 | 0.9870520 | 0.9897892 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9939174 | 0.9930392 | 0.9947956 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9938536 | 0.9904923 | 0.9972149 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9881521 | 0.9836192 | 0.9926849 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.7821588 | 0.7437695 | 0.8205482 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.7203845 | 0.6586584 | 0.7821105 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7008661 | 0.5866121 | 0.8151201 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8319051 | 0.7981840 | 0.8656262 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9081316 | 0.8872851 | 0.9289782 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8927932 | 0.8642960 | 0.9212903 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.8788468 | 0.8622101 | 0.8954834 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9598370 | 0.9596486 | 0.9600253 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9699708 | 0.9695519 | 0.9703896 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9633824 | 0.9618933 | 0.9648714 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9589194 | 0.9569164 | 0.9609225 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.8052618 | 0.7796959 | 0.8308278 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.7238307 | 0.6948742 | 0.7527872 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.7972422 | 0.7884776 | 0.8060068 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.7477461 | 0.7077619 | 0.7877303 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.6064299 | 0.5940135 | 0.6188462 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7327702 | 0.7054164 | 0.7601241 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8654154 | 0.8480346 | 0.8827961 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.9050898 | 0.8941772 | 0.9160023 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9195814 | 0.8929925 | 0.9461704 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9216171 | 0.9045502 | 0.9386840 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9502225 | 0.9235700 | 0.9768750 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9505659 | 0.9294893 | 0.9716425 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9754952 | 0.9654349 | 0.9855556 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9830611 | 0.9719943 | 0.9941280 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.9446513 | 0.9229519 | 0.9663507 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7782510 | 0.7136137 | 0.8428884 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7625121 | 0.7443803 | 0.7806439 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7692458 | 0.7015195 | 0.8369720 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7440303 | 0.7320666 | 0.7559940 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.4158788 | 0.3947939 | 0.4369637 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.2434879 | -0.2445691 | -0.2424067 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2024203 | -0.4283998 | 0.0235592 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4985407 | -0.6190049 | -0.3780766 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.0176700 | -0.0241560 | -0.0111840 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3250855 | 0.2944331 | 0.3557380 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.4594357 | 0.4279823 | 0.4908892 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.1115982 | -0.1743361 | -0.0488604 |
| tem + aou | Atlantic | (-Inf,26] | 0.3416220 | 0.2503275 | 0.4329165 |
| tem + aou | Atlantic | (26,26.5] | -0.0955014 | -0.1247923 | -0.0662106 |
| tem + aou | Atlantic | (26.5,26.75] | -0.3228076 | -0.4029583 | -0.2426569 |
| tem + aou | Atlantic | (26.75,27] | -0.2120169 | -0.2538599 | -0.1701738 |
| tem + aou | Atlantic | (27,27.25] | -0.2070073 | -0.2447352 | -0.1692793 |
| tem + aou | Atlantic | (27.25,27.5] | -0.1299034 | -0.2632904 | 0.0034836 |
| tem + aou | Atlantic | (27.5,27.75] | -0.3632705 | -0.3826390 | -0.3439020 |
| tem + aou | Atlantic | (27.75,27.85] | -0.4443223 | -0.5493742 | -0.3392705 |
| tem + aou | Atlantic | (27.85,27.95] | -0.3853057 | -0.4632422 | -0.3073692 |
| tem + aou | Atlantic | (27.95,28.05] | -0.6086662 | -0.7316540 | -0.4856785 |
| tem + aou | Atlantic | (28.05,28.1] | -0.6391122 | -0.7517221 | -0.5265024 |
| tem + aou | Atlantic | (28.1,28.15] | -0.7055632 | -0.7230903 | -0.6880362 |
| tem + aou | Atlantic | (28.15,28.2] | -0.7524771 | -0.7967323 | -0.7082218 |
| tem + aou | Atlantic | (28.2, Inf] | 0.3355249 | 0.2914898 | 0.3795601 |
| tem + aou | Indo-Pacific | (-Inf,26] | -0.2996640 | -0.4148890 | -0.1844389 |
| tem + aou | Indo-Pacific | (26,26.5] | -0.1592316 | -0.3126081 | -0.0058552 |
| tem + aou | Indo-Pacific | (26.5,26.75] | -0.0318541 | -0.3596397 | 0.2959315 |
| tem + aou | Indo-Pacific | (26.75,27] | -0.2215916 | -0.3372522 | -0.1059311 |
| tem + aou | Indo-Pacific | (27,27.25] | -0.2404907 | -0.2679454 | -0.2130360 |
| tem + aou | Indo-Pacific | (27.25,27.5] | 0.0354767 | 0.0143868 | 0.0565665 |
| tem + aou | Indo-Pacific | (27.5,27.75] | 0.3413944 | 0.1616959 | 0.5210929 |
| tem + aou | Indo-Pacific | (27.75,27.85] | -0.0786133 | -0.1671156 | 0.0098889 |
| tem + aou | Indo-Pacific | (27.85,27.95] | -0.0716075 | -0.2033134 | 0.0600984 |
| tem + aou | Indo-Pacific | (27.95,28.05] | 0.1388948 | 0.1342896 | 0.1435001 |
| tem + aou | Indo-Pacific | (28.05,28.1] | 0.2895438 | 0.2363012 | 0.3427864 |
| tem + aou | Indo-Pacific | (28.1, Inf] | 0.8731320 | 0.8700316 | 0.8762325 |
| tem + oxygen | Atlantic | (-Inf,26] | -0.6001942 | -0.6550352 | -0.5453531 |
| tem + oxygen | Atlantic | (26,26.5] | -0.3576865 | -0.3946537 | -0.3207194 |
| tem + oxygen | Atlantic | (26.5,26.75] | 0.0100525 | -0.0623133 | 0.0824183 |
| tem + oxygen | Atlantic | (26.75,27] | -0.0059756 | -0.0570916 | 0.0451403 |
| tem + oxygen | Atlantic | (27,27.25] | -0.0368439 | -0.0444371 | -0.0292507 |
| tem + oxygen | Atlantic | (27.25,27.5] | -0.2300017 | -0.3346667 | -0.1253367 |
| tem + oxygen | Atlantic | (27.5,27.75] | -0.0278862 | -0.0757318 | 0.0199594 |
| tem + oxygen | Atlantic | (27.75,27.85] | 0.2272660 | 0.0984399 | 0.3560921 |
| tem + oxygen | Atlantic | (27.85,27.95] | 0.2398714 | 0.1391796 | 0.3405632 |
| tem + oxygen | Atlantic | (27.95,28.05] | 0.4781650 | 0.3044010 | 0.6519290 |
| tem + oxygen | Atlantic | (28.05,28.1] | 0.5142759 | 0.3459600 | 0.6825918 |
| tem + oxygen | Atlantic | (28.1,28.15] | 0.6252394 | 0.5888976 | 0.6615812 |
| tem + oxygen | Atlantic | (28.15,28.2] | 0.7122377 | 0.6582439 | 0.7662315 |
| tem + oxygen | Atlantic | (28.2, Inf] | -0.4751923 | -0.5122756 | -0.4381091 |
| tem + oxygen | Indo-Pacific | (-Inf,26] | -0.1402746 | -0.2694383 | -0.0111109 |
| tem + oxygen | Indo-Pacific | (26,26.5] | -0.0341938 | -0.1669125 | 0.0985249 |
| tem + oxygen | Indo-Pacific | (26.5,26.75] | -0.1302020 | -0.4490317 | 0.1886277 |
| tem + oxygen | Indo-Pacific | (26.75,27] | 0.0419554 | -0.0844038 | 0.1683145 |
| tem + oxygen | Indo-Pacific | (27,27.25] | 0.1223900 | 0.0958136 | 0.1489664 |
| tem + oxygen | Indo-Pacific | (27.25,27.5] | -0.1348540 | -0.1581699 | -0.1115380 |
| tem + oxygen | Indo-Pacific | (27.5,27.75] | -0.4424646 | -0.6177306 | -0.2671985 |
| tem + oxygen | Indo-Pacific | (27.75,27.85] | 0.0162968 | -0.0880111 | 0.1206048 |
| tem + oxygen | Indo-Pacific | (27.85,27.95] | 0.0046300 | -0.1463121 | 0.1555721 |
| tem + oxygen | Indo-Pacific | (27.95,28.05] | -0.2287000 | -0.2396490 | -0.2177510 |
| tem + oxygen | Indo-Pacific | (28.05,28.1] | -0.3749511 | -0.4402434 | -0.3096588 |
| tem + oxygen | Indo-Pacific | (28.1, Inf] | -0.9218735 | -0.9242289 | -0.9195181 |
| tem + phosphate | Atlantic | (-Inf,26] | -0.4670495 | -0.4782182 | -0.4558807 |
| tem + phosphate | Atlantic | (26,26.5] | -0.7901214 | -0.8097292 | -0.7705136 |
| tem + phosphate | Atlantic | (26.5,26.75] | -0.7734011 | -0.8092346 | -0.7375676 |
| tem + phosphate | Atlantic | (26.75,27] | -0.6843450 | -0.6901130 | -0.6785771 |
| tem + phosphate | Atlantic | (27,27.25] | -0.7204276 | -0.7735199 | -0.6673353 |
| tem + phosphate | Atlantic | (27.25,27.5] | -0.7871120 | -0.8372086 | -0.7370154 |
| tem + phosphate | Atlantic | (27.5,27.75] | -0.7620799 | -0.7798964 | -0.7442634 |
| tem + phosphate | Atlantic | (27.75,27.85] | -0.6952623 | -0.7452086 | -0.6453160 |
| tem + phosphate | Atlantic | (27.85,27.95] | -0.6027689 | -0.6349443 | -0.5705936 |
| tem + phosphate | Atlantic | (27.95,28.05] | -0.7352471 | -0.7703169 | -0.7001773 |
| tem + phosphate | Atlantic | (28.05,28.1] | -0.7719549 | -0.8069166 | -0.7369931 |
| tem + phosphate | Atlantic | (28.1,28.15] | -0.7855934 | -0.7948896 | -0.7762971 |
| tem + phosphate | Atlantic | (28.15,28.2] | -0.7678820 | -0.7773805 | -0.7583835 |
| tem + phosphate | Atlantic | (28.2, Inf] | 0.0680938 | 0.0649505 | 0.0712372 |
| tem + phosphate | Indo-Pacific | (-Inf,26] | -0.5071231 | -0.5942832 | -0.4199630 |
| tem + phosphate | Indo-Pacific | (26,26.5] | -0.4137961 | -0.5563704 | -0.2712219 |
| tem + phosphate | Indo-Pacific | (26.5,26.75] | -0.3068244 | -0.5897620 | -0.0238869 |
| tem + phosphate | Indo-Pacific | (26.75,27] | -0.4939664 | -0.5951766 | -0.3927563 |
| tem + phosphate | Indo-Pacific | (27,27.25] | -0.4064604 | -0.4067068 | -0.4062139 |
| tem + phosphate | Indo-Pacific | (27.25,27.5] | -0.0399058 | -0.1012024 | 0.0213908 |
| tem + phosphate | Indo-Pacific | (27.5,27.75] | 0.4410199 | 0.1969753 | 0.6850644 |
| tem + phosphate | Indo-Pacific | (27.75,27.85] | -0.0909529 | -0.1417313 | -0.0401745 |
| tem + phosphate | Indo-Pacific | (27.85,27.95] | -0.1277257 | -0.2141369 | -0.0413145 |
| tem + phosphate | Indo-Pacific | (27.95,28.05] | -0.0302208 | -0.0316014 | -0.0288403 |
| tem + phosphate | Indo-Pacific | (28.05,28.1] | 0.0747721 | 0.0519419 | 0.0976023 |
| tem + phosphate | Indo-Pacific | (28.1, Inf] | 0.4729268 | 0.4511767 | 0.4946770 |
| tem + phosphate_star | Atlantic | (-Inf,26] | -0.8373320 | -0.8623978 | -0.8122662 |
| tem + phosphate_star | Atlantic | (26,26.5] | -0.9632245 | -0.9749457 | -0.9515033 |
| tem + phosphate_star | Atlantic | (26.5,26.75] | -0.9833980 | -0.9861407 | -0.9806553 |
| tem + phosphate_star | Atlantic | (26.75,27] | -0.9862330 | -0.9871388 | -0.9853271 |
| tem + phosphate_star | Atlantic | (27,27.25] | -0.9839968 | -0.9851302 | -0.9828633 |
| tem + phosphate_star | Atlantic | (27.25,27.5] | -0.9827484 | -0.9841760 | -0.9813208 |
| tem + phosphate_star | Atlantic | (27.5,27.75] | -0.9331898 | -0.9434918 | -0.9228879 |
| tem + phosphate_star | Atlantic | (27.75,27.85] | -0.9016651 | -0.9120285 | -0.8913017 |
| tem + phosphate_star | Atlantic | (27.85,27.95] | -0.8481422 | -0.8521076 | -0.8441768 |
| tem + phosphate_star | Atlantic | (27.95,28.05] | -0.8548016 | -0.8698673 | -0.8397359 |
| tem + phosphate_star | Atlantic | (28.05,28.1] | -0.8708422 | -0.8786605 | -0.8630239 |
| tem + phosphate_star | Atlantic | (28.1,28.15] | -0.8559299 | -0.8788400 | -0.8330199 |
| tem + phosphate_star | Atlantic | (28.15,28.2] | -0.7935327 | -0.8079894 | -0.7790760 |
| tem + phosphate_star | Atlantic | (28.2, Inf] | -0.1766147 | -0.1940838 | -0.1591456 |
| tem + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8180009 | -0.8468615 | -0.7891403 |
| tem + phosphate_star | Indo-Pacific | (26,26.5] | -0.8480353 | -0.8923258 | -0.8037449 |
| tem + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8941535 | -0.9208273 | -0.8674797 |
| tem + phosphate_star | Indo-Pacific | (26.75,27] | -0.9483143 | -0.9550257 | -0.9416029 |
| tem + phosphate_star | Indo-Pacific | (27,27.25] | -0.9049531 | -0.9275287 | -0.8823775 |
| tem + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.6137314 | -0.7360352 | -0.4914276 |
| tem + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.0538867 | -0.3325683 | 0.4403418 |
| tem + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2964772 | -0.5543204 | -0.0386340 |
| tem + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.5301176 | -0.7161832 | -0.3440520 |
| tem + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7799979 | -0.8122156 | -0.7477803 |
| tem + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6489726 | -0.6729514 | -0.6249938 |
| tem + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8903129 | -0.8987497 | -0.8818762 |
| tem + silicate | Atlantic | (-Inf,26] | -0.6995702 | -0.7715066 | -0.6276338 |
| tem + silicate | Atlantic | (26,26.5] | -0.7233317 | -0.7241738 | -0.7224895 |
| tem + silicate | Atlantic | (26.5,26.75] | -0.6695788 | -0.7161709 | -0.6229867 |
| tem + silicate | Atlantic | (26.75,27] | -0.5668528 | -0.5876550 | -0.5460506 |
| tem + silicate | Atlantic | (27,27.25] | -0.6988100 | -0.7351064 | -0.6625137 |
| tem + silicate | Atlantic | (27.25,27.5] | -0.8465084 | -0.8644227 | -0.8285942 |
| tem + silicate | Atlantic | (27.5,27.75] | -0.7930052 | -0.8372436 | -0.7487669 |
| tem + silicate | Atlantic | (27.75,27.85] | -0.7338875 | -0.7940283 | -0.6737468 |
| tem + silicate | Atlantic | (27.85,27.95] | -0.6872413 | -0.7187785 | -0.6557040 |
| tem + silicate | Atlantic | (27.95,28.05] | -0.7938374 | -0.8418746 | -0.7458002 |
| tem + silicate | Atlantic | (28.05,28.1] | -0.7859129 | -0.8438176 | -0.7280081 |
| tem + silicate | Atlantic | (28.1,28.15] | -0.7987463 | -0.8097412 | -0.7877514 |
| tem + silicate | Atlantic | (28.15,28.2] | -0.7527248 | -0.7904979 | -0.7149517 |
| tem + silicate | Atlantic | (28.2, Inf] | 0.0594325 | 0.0213592 | 0.0975058 |
| tem + silicate | Indo-Pacific | (-Inf,26] | -0.6620193 | -0.7316487 | -0.5923900 |
| tem + silicate | Indo-Pacific | (26,26.5] | -0.6617807 | -0.6838229 | -0.6397384 |
| tem + silicate | Indo-Pacific | (26.5,26.75] | -0.6997254 | -0.7906455 | -0.6088053 |
| tem + silicate | Indo-Pacific | (26.75,27] | -0.7238073 | -0.7378014 | -0.7098133 |
| tem + silicate | Indo-Pacific | (27,27.25] | -0.5721307 | -0.6172427 | -0.5270188 |
| tem + silicate | Indo-Pacific | (27.25,27.5] | -0.2662947 | -0.2770598 | -0.2555296 |
| tem + silicate | Indo-Pacific | (27.5,27.75] | 0.1294016 | -0.0623484 | 0.3211516 |
| tem + silicate | Indo-Pacific | (27.75,27.85] | -0.1708069 | -0.2231541 | -0.1184596 |
| tem + silicate | Indo-Pacific | (27.85,27.95] | -0.1917835 | -0.2897096 | -0.0938573 |
| tem + silicate | Indo-Pacific | (27.95,28.05] | -0.0546748 | -0.0566685 | -0.0526810 |
| tem + silicate | Indo-Pacific | (28.05,28.1] | 0.1479718 | 0.1275866 | 0.1683571 |
| tem + silicate | Indo-Pacific | (28.1, Inf] | 0.3690650 | 0.3454664 | 0.3926636 |
rm(cor_predictors, cor_predictors_stats)2.2.3 C* vs individual predictors
Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
cor_cstar_predictor <- cor_cstar_predictor %>%
rename(predictor = term)
cor_cstar_predictor_stats <- cor_cstar_predictor %>%
group_by(predictor, basin, gamma_slab) %>%
summarise(mean_r = mean(cstar),
min_r = min(cstar),
max_r = max(cstar)) %>%
ungroup()
cor_cstar_predictor_stats %>%
mutate(predictor = reorder(predictor, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "C* correlation with...") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
kable(cor_cstar_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.4559899 | 0.4168457 | 0.4951340 |
| aou | Atlantic | (26,26.5] | -0.0143226 | -0.0857728 | 0.0571276 |
| aou | Atlantic | (26.5,26.75] | -0.4168537 | -0.5154524 | -0.3182550 |
| aou | Atlantic | (26.75,27] | -0.3337144 | -0.3606361 | -0.3067927 |
| aou | Atlantic | (27,27.25] | -0.4570635 | -0.4591715 | -0.4549556 |
| aou | Atlantic | (27.25,27.5] | -0.4321854 | -0.4874506 | -0.3769202 |
| aou | Atlantic | (27.5,27.75] | -0.7714839 | -0.7861964 | -0.7567714 |
| aou | Atlantic | (27.75,27.85] | -0.9051746 | -0.9453983 | -0.8649510 |
| aou | Atlantic | (27.85,27.95] | -0.9203397 | -0.9455274 | -0.8951519 |
| aou | Atlantic | (27.95,28.05] | -0.8727775 | -0.8914655 | -0.8540895 |
| aou | Atlantic | (28.05,28.1] | -0.8362266 | -0.8364703 | -0.8359829 |
| aou | Atlantic | (28.1,28.15] | -0.8696988 | -0.8698818 | -0.8695157 |
| aou | Atlantic | (28.15,28.2] | -0.9542715 | -0.9610806 | -0.9474624 |
| aou | Atlantic | (28.2, Inf] | -0.2037950 | -0.3458869 | -0.0617031 |
| aou | Indo-Pacific | (-Inf,26] | -0.0698995 | -0.1506572 | 0.0108582 |
| aou | Indo-Pacific | (26,26.5] | -0.7234269 | -0.7252185 | -0.7216353 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7294029 | -0.7673429 | -0.6914629 |
| aou | Indo-Pacific | (26.75,27] | -0.7485020 | -0.7887816 | -0.7082223 |
| aou | Indo-Pacific | (27,27.25] | 0.0207228 | -0.0159992 | 0.0574448 |
| aou | Indo-Pacific | (27.25,27.5] | 0.5953822 | 0.5676885 | 0.6230758 |
| aou | Indo-Pacific | (27.5,27.75] | 0.7515688 | 0.7413572 | 0.7617804 |
| aou | Indo-Pacific | (27.75,27.85] | 0.8150042 | 0.7978133 | 0.8321952 |
| aou | Indo-Pacific | (27.85,27.95] | 0.7647268 | 0.7354401 | 0.7940134 |
| aou | Indo-Pacific | (27.95,28.05] | 0.5451907 | 0.4699660 | 0.6204154 |
| aou | Indo-Pacific | (28.05,28.1] | 0.2506354 | 0.1698917 | 0.3313791 |
| aou | Indo-Pacific | (28.1, Inf] | 0.4041235 | 0.2063842 | 0.6018627 |
| oxygen | Atlantic | (-Inf,26] | -0.5082758 | -0.5370508 | -0.4795007 |
| oxygen | Atlantic | (26,26.5] | -0.3534126 | -0.4101728 | -0.2966525 |
| oxygen | Atlantic | (26.5,26.75] | 0.1498342 | 0.0610062 | 0.2386622 |
| oxygen | Atlantic | (26.75,27] | 0.1373855 | 0.0999417 | 0.1748294 |
| oxygen | Atlantic | (27,27.25] | 0.2390790 | 0.2115341 | 0.2666238 |
| oxygen | Atlantic | (27.25,27.5] | 0.0881234 | 0.0578204 | 0.1184263 |
| oxygen | Atlantic | (27.5,27.75] | 0.4806127 | 0.4390196 | 0.5222059 |
| oxygen | Atlantic | (27.75,27.85] | 0.8124402 | 0.7447710 | 0.8801094 |
| oxygen | Atlantic | (27.85,27.95] | 0.8886094 | 0.8438617 | 0.9333570 |
| oxygen | Atlantic | (27.95,28.05] | 0.8477193 | 0.7981394 | 0.8972992 |
| oxygen | Atlantic | (28.05,28.1] | 0.8108692 | 0.7819119 | 0.8398266 |
| oxygen | Atlantic | (28.1,28.15] | 0.8640064 | 0.8527202 | 0.8752925 |
| oxygen | Atlantic | (28.15,28.2] | 0.9542338 | 0.9528381 | 0.9556296 |
| oxygen | Atlantic | (28.2, Inf] | 0.0195939 | -0.0848516 | 0.1240395 |
| oxygen | Indo-Pacific | (-Inf,26] | 0.1958650 | 0.1159332 | 0.2757969 |
| oxygen | Indo-Pacific | (26,26.5] | 0.6280201 | 0.6108413 | 0.6451990 |
| oxygen | Indo-Pacific | (26.5,26.75] | 0.6358219 | 0.5996146 | 0.6720292 |
| oxygen | Indo-Pacific | (26.75,27] | 0.6670954 | 0.6175153 | 0.7166755 |
| oxygen | Indo-Pacific | (27,27.25] | -0.0012046 | -0.0622476 | 0.0598384 |
| oxygen | Indo-Pacific | (27.25,27.5] | -0.5516377 | -0.5892717 | -0.5140038 |
| oxygen | Indo-Pacific | (27.5,27.75] | -0.7150667 | -0.7282799 | -0.7018535 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.7962561 | -0.8162598 | -0.7762524 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.7503319 | -0.7820309 | -0.7186329 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.5423030 | -0.6155152 | -0.4690908 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.2645961 | -0.3399456 | -0.1892466 |
| oxygen | Indo-Pacific | (28.1, Inf] | -0.4309062 | -0.6267261 | -0.2350864 |
| phosphate | Atlantic | (-Inf,26] | -0.2611452 | -0.4975260 | -0.0247644 |
| phosphate | Atlantic | (26,26.5] | -0.6719189 | -0.6917201 | -0.6521176 |
| phosphate | Atlantic | (26.5,26.75] | -0.7943288 | -0.8413863 | -0.7472712 |
| phosphate | Atlantic | (26.75,27] | -0.7581461 | -0.7622774 | -0.7540147 |
| phosphate | Atlantic | (27,27.25] | -0.8757951 | -0.8963077 | -0.8552825 |
| phosphate | Atlantic | (27.25,27.5] | -0.9476694 | -0.9564427 | -0.9388961 |
| phosphate | Atlantic | (27.5,27.75] | -0.9851251 | -0.9869732 | -0.9832770 |
| phosphate | Atlantic | (27.75,27.85] | -0.9701235 | -0.9721883 | -0.9680587 |
| phosphate | Atlantic | (27.85,27.95] | -0.9411476 | -0.9445090 | -0.9377862 |
| phosphate | Atlantic | (27.95,28.05] | -0.9081241 | -0.9144412 | -0.9018070 |
| phosphate | Atlantic | (28.05,28.1] | -0.8800533 | -0.8930323 | -0.8670743 |
| phosphate | Atlantic | (28.1,28.15] | -0.8986551 | -0.9013151 | -0.8959952 |
| phosphate | Atlantic | (28.15,28.2] | -0.9756892 | -0.9839520 | -0.9674263 |
| phosphate | Atlantic | (28.2, Inf] | -0.8075998 | -0.8265430 | -0.7886565 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.0881318 | -0.1589887 | -0.0172748 |
| phosphate | Indo-Pacific | (26,26.5] | -0.8493963 | -0.8515321 | -0.8472606 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8750910 | -0.8960517 | -0.8541302 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8725801 | -0.8876444 | -0.8575158 |
| phosphate | Indo-Pacific | (27,27.25] | -0.0597183 | -0.0617939 | -0.0576426 |
| phosphate | Indo-Pacific | (27.25,27.5] | 0.5173841 | 0.4859653 | 0.5488029 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.6629026 | 0.6459742 | 0.6798311 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.7411251 | 0.7194814 | 0.7627689 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.6840093 | 0.6389741 | 0.7290445 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.4286515 | 0.3172233 | 0.5400797 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.1084516 | -0.0142881 | 0.2311913 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.0700223 | -0.1599327 | 0.2999773 |
| phosphate_star | Atlantic | (-Inf,26] | -0.5879081 | -0.7572417 | -0.4185745 |
| phosphate_star | Atlantic | (26,26.5] | -0.8388500 | -0.8535827 | -0.8241173 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.9223790 | -0.9379066 | -0.9068514 |
| phosphate_star | Atlantic | (26.75,27] | -0.9563837 | -0.9568210 | -0.9559465 |
| phosphate_star | Atlantic | (27,27.25] | -0.9528328 | -0.9595152 | -0.9461504 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.9481455 | -0.9624556 | -0.9338355 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.9267695 | -0.9360881 | -0.9174508 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.8858922 | -0.8875881 | -0.8841962 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8146455 | -0.8201887 | -0.8091022 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8595054 | -0.8703565 | -0.8486543 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.8503166 | -0.8503237 | -0.8503095 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.8803630 | -0.8806263 | -0.8800997 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9740378 | -0.9799749 | -0.9681007 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.8182692 | -0.8338185 | -0.8027199 |
| phosphate_star | Indo-Pacific | (-Inf,26] | 0.0286351 | 0.0029204 | 0.0543499 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.8258794 | -0.8576435 | -0.7941154 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7799373 | -0.8964062 | -0.6634684 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.7271247 | -0.8298347 | -0.6244147 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.1785885 | -0.3358906 | -0.0212863 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.3277024 | -0.3365516 | -0.3188532 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6023562 | -0.6529433 | -0.5517692 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | -0.6402980 | -0.7387686 | -0.5418274 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3708940 | -0.3730268 | -0.3687612 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2368654 | -0.3309687 | -0.1427620 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | -0.3001788 | -0.4251198 | -0.1752377 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | -0.5596728 | -0.6467270 | -0.4726186 |
| sal | Atlantic | (-Inf,26] | 0.4213348 | 0.3054698 | 0.5371998 |
| sal | Atlantic | (26,26.5] | 0.7899256 | 0.7723096 | 0.8075416 |
| sal | Atlantic | (26.5,26.75] | 0.8838923 | 0.8612043 | 0.9065802 |
| sal | Atlantic | (26.75,27] | 0.9325305 | 0.9288404 | 0.9362206 |
| sal | Atlantic | (27,27.25] | 0.9320753 | 0.9224046 | 0.9417461 |
| sal | Atlantic | (27.25,27.5] | 0.9209914 | 0.9102003 | 0.9317825 |
| sal | Atlantic | (27.5,27.75] | 0.8140964 | 0.7980833 | 0.8301095 |
| sal | Atlantic | (27.75,27.85] | 0.6700950 | 0.6370681 | 0.7031220 |
| sal | Atlantic | (27.85,27.95] | 0.4870339 | 0.4771202 | 0.4969476 |
| sal | Atlantic | (27.95,28.05] | 0.6185980 | 0.6104899 | 0.6267061 |
| sal | Atlantic | (28.05,28.1] | 0.6577055 | 0.6500149 | 0.6653962 |
| sal | Atlantic | (28.1,28.15] | 0.7333228 | 0.7148162 | 0.7518294 |
| sal | Atlantic | (28.15,28.2] | 0.9070979 | 0.8889875 | 0.9252083 |
| sal | Atlantic | (28.2, Inf] | 0.7093820 | 0.6742871 | 0.7444769 |
| sal | Indo-Pacific | (-Inf,26] | 0.0090507 | -0.0446195 | 0.0627210 |
| sal | Indo-Pacific | (26,26.5] | 0.4792326 | 0.3207365 | 0.6377287 |
| sal | Indo-Pacific | (26.5,26.75] | 0.4983705 | 0.2634938 | 0.7332471 |
| sal | Indo-Pacific | (26.75,27] | 0.5032878 | 0.3534774 | 0.6530982 |
| sal | Indo-Pacific | (27,27.25] | -0.2803302 | -0.4672424 | -0.0934180 |
| sal | Indo-Pacific | (27.25,27.5] | -0.4338502 | -0.5440639 | -0.3236366 |
| sal | Indo-Pacific | (27.5,27.75] | -0.2984802 | -0.3844158 | -0.2125447 |
| sal | Indo-Pacific | (27.75,27.85] | -0.4169821 | -0.5250504 | -0.3089138 |
| sal | Indo-Pacific | (27.85,27.95] | -0.3879447 | -0.5592663 | -0.2166231 |
| sal | Indo-Pacific | (27.95,28.05] | -0.0939247 | -0.2025705 | 0.0147212 |
| sal | Indo-Pacific | (28.05,28.1] | 0.0368394 | -0.0984716 | 0.1721504 |
| sal | Indo-Pacific | (28.1, Inf] | 0.3049400 | 0.2785195 | 0.3313605 |
| silicate | Atlantic | (-Inf,26] | -0.3311513 | -0.6258726 | -0.0364300 |
| silicate | Atlantic | (26,26.5] | -0.6488045 | -0.6987993 | -0.5988096 |
| silicate | Atlantic | (26.5,26.75] | -0.7243307 | -0.7922666 | -0.6563948 |
| silicate | Atlantic | (26.75,27] | -0.6495475 | -0.6704050 | -0.6286900 |
| silicate | Atlantic | (27,27.25] | -0.8396506 | -0.8435681 | -0.8357331 |
| silicate | Atlantic | (27.25,27.5] | -0.9049930 | -0.9080138 | -0.9019722 |
| silicate | Atlantic | (27.5,27.75] | -0.8834247 | -0.8989796 | -0.8678698 |
| silicate | Atlantic | (27.75,27.85] | -0.8943647 | -0.9098393 | -0.8788901 |
| silicate | Atlantic | (27.85,27.95] | -0.8751085 | -0.8861694 | -0.8640477 |
| silicate | Atlantic | (27.95,28.05] | -0.8564135 | -0.8699341 | -0.8428930 |
| silicate | Atlantic | (28.05,28.1] | -0.8405016 | -0.8591471 | -0.8218562 |
| silicate | Atlantic | (28.1,28.15] | -0.8780067 | -0.8849297 | -0.8710837 |
| silicate | Atlantic | (28.15,28.2] | -0.9648110 | -0.9712457 | -0.9583762 |
| silicate | Atlantic | (28.2, Inf] | -0.7011346 | -0.7637823 | -0.6384870 |
| silicate | Indo-Pacific | (-Inf,26] | -0.1219984 | -0.1820834 | -0.0619134 |
| silicate | Indo-Pacific | (26,26.5] | -0.7144461 | -0.7404965 | -0.6883956 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.6894435 | -0.7670938 | -0.6117932 |
| silicate | Indo-Pacific | (26.75,27] | -0.6469336 | -0.6798179 | -0.6140493 |
| silicate | Indo-Pacific | (27,27.25] | 0.2589785 | 0.2022231 | 0.3157340 |
| silicate | Indo-Pacific | (27.25,27.5] | 0.7925891 | 0.7810748 | 0.8041033 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.8679446 | 0.8625309 | 0.8733583 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.8379913 | 0.8213046 | 0.8546779 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.7525825 | 0.7206443 | 0.7845206 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.5142802 | 0.4276908 | 0.6008695 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.1927953 | 0.1093712 | 0.2762194 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.0522671 | -0.1124998 | 0.2170341 |
| tem | Atlantic | (-Inf,26] | 0.2877079 | 0.1650315 | 0.4103843 |
| tem | Atlantic | (26,26.5] | 0.7495085 | 0.7442808 | 0.7547361 |
| tem | Atlantic | (26.5,26.75] | 0.8756111 | 0.8472814 | 0.9039407 |
| tem | Atlantic | (26.75,27] | 0.9180135 | 0.9169384 | 0.9190886 |
| tem | Atlantic | (27,27.25] | 0.9062774 | 0.8956405 | 0.9169143 |
| tem | Atlantic | (27.25,27.5] | 0.9015574 | 0.8839165 | 0.9191982 |
| tem | Atlantic | (27.5,27.75] | 0.7815751 | 0.7728350 | 0.7903153 |
| tem | Atlantic | (27.75,27.85] | 0.6651047 | 0.6418301 | 0.6883792 |
| tem | Atlantic | (27.85,27.95] | 0.5001781 | 0.4994768 | 0.5008793 |
| tem | Atlantic | (27.95,28.05] | 0.5807918 | 0.5768144 | 0.5847692 |
| tem | Atlantic | (28.05,28.1] | 0.5651981 | 0.5481194 | 0.5822768 |
| tem | Atlantic | (28.1,28.15] | 0.5717333 | 0.5127791 | 0.6306876 |
| tem | Atlantic | (28.15,28.2] | 0.6680195 | 0.6203460 | 0.7156930 |
| tem | Atlantic | (28.2, Inf] | 0.5731594 | 0.5704620 | 0.5758569 |
| tem | Indo-Pacific | (-Inf,26] | -0.3177459 | -0.3376904 | -0.2978014 |
| tem | Indo-Pacific | (26,26.5] | 0.5153942 | 0.4030266 | 0.6277619 |
| tem | Indo-Pacific | (26.5,26.75] | 0.4948961 | 0.2759148 | 0.7138774 |
| tem | Indo-Pacific | (26.75,27] | 0.5337960 | 0.3910586 | 0.6765334 |
| tem | Indo-Pacific | (27,27.25] | -0.1428888 | -0.3333651 | 0.0475876 |
| tem | Indo-Pacific | (27.25,27.5] | -0.3929431 | -0.4833054 | -0.3025809 |
| tem | Indo-Pacific | (27.5,27.75] | -0.3561074 | -0.4461809 | -0.2660339 |
| tem | Indo-Pacific | (27.75,27.85] | -0.3452616 | -0.4503834 | -0.2401397 |
| tem | Indo-Pacific | (27.85,27.95] | -0.2607883 | -0.3946921 | -0.1268845 |
| tem | Indo-Pacific | (27.95,28.05] | 0.0496416 | 0.0386595 | 0.0606236 |
| tem | Indo-Pacific | (28.05,28.1] | 0.1681518 | 0.1517875 | 0.1845161 |
| tem | Indo-Pacific | (28.1, Inf] | 0.4608543 | 0.2671166 | 0.6545920 |
rm(cor_cstar_predictor, cor_cstar_predictor_stats)
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.1
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.3 broom_0.7.2 kableExtra_1.3.1 knitr_1.30
[5] olsrr_0.5.3.9000 GGally_2.0.0 lubridate_1.7.9 metR_0.9.0
[9] scico_1.2.0 patchwork_1.1.0 collapse_1.4.2 forcats_0.5.0
[13] stringr_1.4.0 dplyr_1.0.2 purrr_0.3.4 readr_1.4.0
[17] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.2 tidyverse_1.3.0
[21] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 labeling_0.4.2
[22] scales_1.1.1 checkmate_2.0.0 goftest_1.2-2
[25] digest_0.6.27 foreign_0.8-80 rmarkdown_2.5
[28] rio_0.5.16 pkgconfig_2.0.3 htmltools_0.5.0
[31] highr_0.8 dbplyr_1.4.4 rlang_0.4.9
[34] readxl_1.3.1 rstudioapi_0.13 farver_2.0.3
[37] generics_0.0.2 jsonlite_1.7.1 zip_2.1.1
[40] car_3.0-10 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_0.2.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 carData_3.0-4
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.0 data.table_1.13.2
[67] modelr_0.1.8 vctrs_0.3.5 httpuv_1.5.4
[70] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8
[73] assertthat_0.2.1 xfun_0.18 openxlsx_4.2.3
[76] RcppEigen_0.3.3.7.0 later_1.1.0.1 viridisLite_0.3.0
[79] ellipsis_0.3.1 here_0.1