eMLR - assumption testing
Jens Daniel Müller
09 December, 2020
Last updated: 2020-12-09
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 |
|---|---|---|
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
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 |
|---|---|---|
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
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 |
|---|---|---|
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + oxygen | Atlantic | (-Inf,26] | -0.9358466 | -0.9571461 | -0.9240131 |
| aou + oxygen | Atlantic | (26,26.5] | -0.9184307 | -0.9367528 | -0.9063053 |
| aou + oxygen | Atlantic | (26.5,26.75] | -0.9647433 | -0.9741030 | -0.9488335 |
| aou + oxygen | Atlantic | (26.75,27] | -0.9783537 | -0.9854978 | -0.9700035 |
| aou + oxygen | Atlantic | (27,27.25] | -0.9739495 | -0.9803421 | -0.9629462 |
| aou + oxygen | Atlantic | (27.25,27.5] | -0.9433217 | -0.9546374 | -0.9235487 |
| aou + oxygen | Atlantic | (27.5,27.75] | -0.9258710 | -0.9469496 | -0.9060072 |
| aou + oxygen | Atlantic | (27.75,27.85] | -0.9690543 | -0.9763052 | -0.9607842 |
| aou + oxygen | Atlantic | (27.85,27.95] | -0.9879284 | -0.9912758 | -0.9859386 |
| aou + oxygen | Atlantic | (27.95,28.05] | -0.9883584 | -0.9921210 | -0.9829452 |
| aou + oxygen | Atlantic | (28.05,28.1] | -0.9885452 | -0.9941113 | -0.9811814 |
| aou + oxygen | Atlantic | (28.1,28.15] | -0.9932846 | -0.9948225 | -0.9920725 |
| aou + oxygen | Atlantic | (28.15,28.2] | -0.9978497 | -0.9983471 | -0.9975651 |
| aou + oxygen | Atlantic | (28.2, Inf] | -0.9826729 | -0.9879698 | -0.9739090 |
| aou + oxygen | Indo-Pacific | (-Inf,26] | -0.9220678 | -0.9644994 | -0.8942352 |
| aou + oxygen | Indo-Pacific | (26,26.5] | -0.9817925 | -0.9850603 | -0.9753497 |
| aou + oxygen | Indo-Pacific | (26.5,26.75] | -0.9856857 | -0.9883603 | -0.9829294 |
| aou + oxygen | Indo-Pacific | (26.75,27] | -0.9842471 | -0.9857587 | -0.9834144 |
| aou + oxygen | Indo-Pacific | (27,27.25] | -0.9910084 | -0.9929277 | -0.9871944 |
| aou + oxygen | Indo-Pacific | (27.25,27.5] | -0.9923465 | -0.9952587 | -0.9869129 |
| aou + oxygen | Indo-Pacific | (27.5,27.75] | -0.9912967 | -0.9936503 | -0.9872213 |
| aou + oxygen | Indo-Pacific | (27.75,27.85] | -0.9961710 | -0.9989593 | -0.9925303 |
| aou + oxygen | Indo-Pacific | (27.85,27.95] | -0.9964687 | -0.9987338 | -0.9942513 |
| aou + oxygen | Indo-Pacific | (27.95,28.05] | -0.9948675 | -0.9960943 | -0.9932342 |
| aou + oxygen | Indo-Pacific | (28.05,28.1] | -0.9949621 | -0.9958482 | -0.9939395 |
| aou + oxygen | Indo-Pacific | (28.1, Inf] | -0.9910517 | -0.9926673 | -0.9881660 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.6784178 | 0.5201731 | 0.7715939 |
| aou + phosphate | Atlantic | (26,26.5] | 0.7535561 | 0.5836085 | 0.9184981 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.8748392 | 0.8312183 | 0.9197556 |
| aou + phosphate | Atlantic | (26.75,27] | 0.8599324 | 0.8160792 | 0.8953957 |
| aou + phosphate | Atlantic | (27,27.25] | 0.8397354 | 0.7913029 | 0.8821878 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.7380953 | 0.6684915 | 0.7926507 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.8531708 | 0.8216081 | 0.8800572 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9367674 | 0.9183601 | 0.9590800 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9531693 | 0.9404831 | 0.9670763 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.9619269 | 0.9477651 | 0.9856874 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9671331 | 0.9469881 | 0.9842341 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9809769 | 0.9772601 | 0.9844723 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9916882 | 0.9888950 | 0.9932307 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.8365424 | 0.6879006 | 0.9354880 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9399344 | 0.9074036 | 0.9653313 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9557211 | 0.9505935 | 0.9629755 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9519295 | 0.9400932 | 0.9630614 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9505858 | 0.9463419 | 0.9535104 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9692888 | 0.9579338 | 0.9793673 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9679110 | 0.9569239 | 0.9782868 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9561198 | 0.9505058 | 0.9590257 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9800476 | 0.9678177 | 0.9882885 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9777202 | 0.9655393 | 0.9884881 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9639538 | 0.9509206 | 0.9741448 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9523880 | 0.9420098 | 0.9656907 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.7713293 | 0.7101089 | 0.8250526 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.0901021 | -0.4339236 | 0.3680101 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.3491255 | 0.0543723 | 0.6175760 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.4491029 | 0.3561840 | 0.5982470 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.2448911 | 0.2198355 | 0.2665603 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.3058427 | 0.1849167 | 0.4574559 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.2509240 | 0.1892424 | 0.3390705 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.5679332 | 0.5147666 | 0.5962786 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.7265871 | 0.6491032 | 0.7987476 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.7167096 | 0.6840696 | 0.7746586 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.8220770 | 0.7515084 | 0.9284927 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8802648 | 0.8152496 | 0.9428837 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9276388 | 0.9153223 | 0.9421530 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9730436 | 0.9602488 | 0.9803060 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.5542068 | 0.1711696 | 0.7987665 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.6637260 | 0.5373306 | 0.7305231 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.5845506 | 0.5276381 | 0.6244718 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4239260 | 0.1766281 | 0.5779456 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.3791636 | 0.3179066 | 0.4680905 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.1096405 | -0.0554958 | 0.2307605 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.3903647 | -0.4372709 | -0.3445722 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.3170452 | -0.5775859 | 0.0575821 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5134961 | -0.6072076 | -0.4620515 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1459221 | -0.1683655 | -0.1202353 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.1563843 | 0.0599954 | 0.2176460 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.3209820 | 0.2595290 | 0.4137902 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.6457128 | -0.6890703 | -0.5914079 |
| aou + silicate | Atlantic | (-Inf,26] | 0.3438193 | 0.0864911 | 0.5754309 |
| aou + silicate | Atlantic | (26,26.5] | 0.6827910 | 0.5295973 | 0.8303297 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8921240 | 0.8571774 | 0.9214654 |
| aou + silicate | Atlantic | (26.75,27] | 0.8659280 | 0.8209950 | 0.9009151 |
| aou + silicate | Atlantic | (27,27.25] | 0.8121792 | 0.7739088 | 0.8729256 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.5682279 | 0.4951061 | 0.6871112 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6560379 | 0.6481381 | 0.6627962 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.8444422 | 0.8240218 | 0.8591080 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.8978130 | 0.8887057 | 0.9136563 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.9458271 | 0.9370913 | 0.9614347 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.9695140 | 0.9567884 | 0.9806587 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9782356 | 0.9762942 | 0.9800912 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9906249 | 0.9884645 | 0.9917646 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.8487040 | 0.7442040 | 0.9148023 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7397582 | 0.6747236 | 0.8047999 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.6568471 | 0.5410996 | 0.7511108 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.6122051 | 0.4145844 | 0.7306881 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.7476919 | 0.6953753 | 0.7746168 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8768329 | 0.8476834 | 0.9058018 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9045950 | 0.8725306 | 0.9351112 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9210461 | 0.8758081 | 0.9467386 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9654229 | 0.9479156 | 0.9761985 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9613382 | 0.9481756 | 0.9699239 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9467809 | 0.9378697 | 0.9523270 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9469161 | 0.9449646 | 0.9484274 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.6250031 | 0.4996577 | 0.6883816 |
| oxygen + phosphate | Atlantic | (-Inf,26] | -0.4969968 | -0.6560306 | -0.3130012 |
| oxygen + phosphate | Atlantic | (26,26.5] | -0.4670003 | -0.7542929 | -0.1993685 |
| oxygen + phosphate | Atlantic | (26.5,26.75] | -0.7212700 | -0.8100534 | -0.6168588 |
| oxygen + phosphate | Atlantic | (26.75,27] | -0.7387772 | -0.8087854 | -0.6535353 |
| oxygen + phosphate | Atlantic | (27,27.25] | -0.6982424 | -0.7683184 | -0.6010086 |
| oxygen + phosphate | Atlantic | (27.25,27.5] | -0.4794480 | -0.5794747 | -0.3391249 |
| oxygen + phosphate | Atlantic | (27.5,27.75] | -0.6117619 | -0.6952326 | -0.5259271 |
| oxygen + phosphate | Atlantic | (27.75,27.85] | -0.8303521 | -0.8820615 | -0.8041696 |
| oxygen + phosphate | Atlantic | (27.85,27.95] | -0.9020497 | -0.9314913 | -0.8796330 |
| oxygen + phosphate | Atlantic | (27.95,28.05] | -0.9227188 | -0.9667391 | -0.8852677 |
| oxygen + phosphate | Atlantic | (28.05,28.1] | -0.9283810 | -0.9700315 | -0.8768665 |
| oxygen + phosphate | Atlantic | (28.1,28.15] | -0.9581251 | -0.9687863 | -0.9480043 |
| oxygen + phosphate | Atlantic | (28.15,28.2] | -0.9875896 | -0.9919316 | -0.9797658 |
| oxygen + phosphate | Atlantic | (28.2, Inf] | -0.7484177 | -0.8815214 | -0.5423359 |
| oxygen + phosphate | Indo-Pacific | (-Inf,26] | -0.7862454 | -0.9032623 | -0.6906567 |
| oxygen + phosphate | Indo-Pacific | (26,26.5] | -0.8893117 | -0.9084707 | -0.8655858 |
| oxygen + phosphate | Indo-Pacific | (26.5,26.75] | -0.8918674 | -0.9160933 | -0.8740913 |
| oxygen + phosphate | Indo-Pacific | (26.75,27] | -0.8854172 | -0.8916323 | -0.8767115 |
| oxygen + phosphate | Indo-Pacific | (27,27.25] | -0.9340668 | -0.9555268 | -0.9070964 |
| oxygen + phosphate | Indo-Pacific | (27.25,27.5] | -0.9445130 | -0.9628987 | -0.9104178 |
| oxygen + phosphate | Indo-Pacific | (27.5,27.75] | -0.9526026 | -0.9707371 | -0.9241545 |
| oxygen + phosphate | Indo-Pacific | (27.75,27.85] | -0.9723783 | -0.9887399 | -0.9510259 |
| oxygen + phosphate | Indo-Pacific | (27.85,27.95] | -0.9675189 | -0.9861357 | -0.9491900 |
| oxygen + phosphate | Indo-Pacific | (27.95,28.05] | -0.9407701 | -0.9551042 | -0.9221251 |
| oxygen + phosphate | Indo-Pacific | (28.05,28.1] | -0.9246553 | -0.9418615 | -0.9153923 |
| oxygen + phosphate | Indo-Pacific | (28.1, Inf] | -0.6928896 | -0.7569192 | -0.6138085 |
| oxygen + phosphate_star | Atlantic | (-Inf,26] | 0.1470106 | -0.1661504 | 0.6398343 |
| oxygen + phosphate_star | Atlantic | (26,26.5] | 0.0153939 | -0.3345648 | 0.3627811 |
| oxygen + phosphate_star | Atlantic | (26.5,26.75] | -0.2064371 | -0.4049578 | -0.0859833 |
| oxygen + phosphate_star | Atlantic | (26.75,27] | -0.0441355 | -0.1016872 | 0.0214023 |
| oxygen + phosphate_star | Atlantic | (27,27.25] | -0.0885668 | -0.2669300 | 0.0107948 |
| oxygen + phosphate_star | Atlantic | (27.25,27.5] | 0.0764428 | -0.0477493 | 0.1960903 |
| oxygen + phosphate_star | Atlantic | (27.5,27.75] | -0.2339961 | -0.3212187 | -0.1237536 |
| oxygen + phosphate_star | Atlantic | (27.75,27.85] | -0.5456068 | -0.6577916 | -0.4564533 |
| oxygen + phosphate_star | Atlantic | (27.85,27.95] | -0.6105209 | -0.6942259 | -0.5650058 |
| oxygen + phosphate_star | Atlantic | (27.95,28.05] | -0.7456702 | -0.8876553 | -0.6745695 |
| oxygen + phosphate_star | Atlantic | (28.05,28.1] | -0.8127678 | -0.9152530 | -0.6996791 |
| oxygen + phosphate_star | Atlantic | (28.1,28.15] | -0.8862577 | -0.9127665 | -0.8639985 |
| oxygen + phosphate_star | Atlantic | (28.15,28.2] | -0.9647115 | -0.9769752 | -0.9434779 |
| oxygen + phosphate_star | Atlantic | (28.2, Inf] | -0.4283201 | -0.7098734 | 0.0194009 |
| oxygen + phosphate_star | Indo-Pacific | (-Inf,26] | -0.3765236 | -0.5706185 | -0.1584270 |
| oxygen + phosphate_star | Indo-Pacific | (26,26.5] | -0.4307128 | -0.4642062 | -0.3826324 |
| oxygen + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.2765247 | -0.4248449 | -0.0153823 |
| oxygen + phosphate_star | Indo-Pacific | (26.75,27] | -0.2169481 | -0.3068553 | -0.1611387 |
| oxygen + phosphate_star | Indo-Pacific | (27,27.25] | 0.0101716 | -0.1287786 | 0.2033718 |
| oxygen + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4696153 | 0.3901912 | 0.5614765 |
| oxygen + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.3343969 | -0.1140382 | 0.6758984 |
| oxygen + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.5513506 | 0.5116497 | 0.6108994 |
| oxygen + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.1960124 | 0.1418965 | 0.2280981 |
| oxygen + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.0747479 | -0.1287166 | 0.0169182 |
| oxygen + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.2395722 | -0.3455146 | -0.1634257 |
| oxygen + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.7322639 | 0.6940630 | 0.7645888 |
| oxygen + silicate | Atlantic | (-Inf,26] | -0.1227944 | -0.3797872 | 0.1532636 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.4131177 | -0.6413382 | -0.1843260 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.7636381 | -0.8285857 | -0.6756479 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.7668921 | -0.8297448 | -0.6923470 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.6764259 | -0.7674405 | -0.5933414 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.2906634 | -0.4605697 | -0.1516917 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.3795441 | -0.4196854 | -0.3484698 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.7164943 | -0.7532720 | -0.6733727 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.8283254 | -0.8612957 | -0.8102405 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.8924939 | -0.9243597 | -0.8643618 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.9267387 | -0.9581888 | -0.8890582 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.9528215 | -0.9544763 | -0.9503664 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.9864042 | -0.9884199 | -0.9830969 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.7606950 | -0.8524293 | -0.6042015 |
| oxygen + silicate | Indo-Pacific | (-Inf,26] | -0.5180208 | -0.7062389 | -0.3780615 |
| oxygen + silicate | Indo-Pacific | (26,26.5] | -0.5457613 | -0.6676851 | -0.4229569 |
| oxygen + silicate | Indo-Pacific | (26.5,26.75] | -0.4973947 | -0.6428274 | -0.2804766 |
| oxygen + silicate | Indo-Pacific | (26.75,27] | -0.6375856 | -0.6768693 | -0.5704625 |
| oxygen + silicate | Indo-Pacific | (27,27.25] | -0.8175221 | -0.8581719 | -0.7699141 |
| oxygen + silicate | Indo-Pacific | (27.25,27.5] | -0.8589905 | -0.9043372 | -0.8040922 |
| oxygen + silicate | Indo-Pacific | (27.5,27.75] | -0.8788714 | -0.9167437 | -0.8090341 |
| oxygen + silicate | Indo-Pacific | (27.75,27.85] | -0.9496669 | -0.9721806 | -0.9174215 |
| oxygen + silicate | Indo-Pacific | (27.85,27.95] | -0.9450252 | -0.9629198 | -0.9227704 |
| oxygen + silicate | Indo-Pacific | (27.95,28.05] | -0.9200425 | -0.9298993 | -0.9048741 |
| oxygen + silicate | Indo-Pacific | (28.05,28.1] | -0.9211391 | -0.9240902 | -0.9182833 |
| oxygen + silicate | Indo-Pacific | (28.1, Inf] | -0.5386936 | -0.6180874 | -0.3851015 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.7508103 | 0.5296283 | 0.8695592 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.8660287 | 0.8408395 | 0.8861832 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.8221230 | 0.7650069 | 0.8641636 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.7017678 | 0.6672986 | 0.7427355 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.7691141 | 0.6804568 | 0.8219308 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.8357105 | 0.8094227 | 0.8559786 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.9112093 | 0.9040145 | 0.9205365 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.9191774 | 0.8954408 | 0.9350710 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.8919779 | 0.8779941 | 0.9084868 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9434812 | 0.9140276 | 0.9759128 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9705229 | 0.9569891 | 0.9857156 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9817457 | 0.9793152 | 0.9855372 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9940799 | 0.9907233 | 0.9961402 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9115777 | 0.8294818 | 0.9583135 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8626346 | 0.8234682 | 0.8966432 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7939811 | 0.7562202 | 0.8338170 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6740277 | 0.4991496 | 0.7969298 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.6439913 | 0.5905200 | 0.7268341 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.3421894 | 0.2276485 | 0.4155000 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.1622094 | -0.2002070 | -0.1175686 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.0588897 | -0.3430887 | 0.3492793 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.3491664 | -0.4855459 | -0.2436382 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.0503607 | 0.0243327 | 0.1001679 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.4044894 | 0.2800691 | 0.5023663 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.5881779 | 0.5261055 | 0.6916787 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.0205283 | -0.1178242 | 0.1423180 |
| sal + aou | Atlantic | (-Inf,26] | -0.0693667 | -0.3310034 | 0.3340526 |
| sal + aou | Atlantic | (26,26.5] | -0.1371376 | -0.2414174 | 0.0492189 |
| sal + aou | Atlantic | (26.5,26.75] | -0.3107349 | -0.4740326 | -0.1655041 |
| sal + aou | Atlantic | (26.75,27] | -0.1926738 | -0.2089202 | -0.1718850 |
| sal + aou | Atlantic | (27,27.25] | -0.3207614 | -0.4830665 | -0.1964886 |
| sal + aou | Atlantic | (27.25,27.5] | -0.2411193 | -0.3434923 | -0.1855403 |
| sal + aou | Atlantic | (27.5,27.75] | -0.4400134 | -0.4806668 | -0.3620159 |
| sal + aou | Atlantic | (27.75,27.85] | -0.4561958 | -0.5478822 | -0.3640374 |
| sal + aou | Atlantic | (27.85,27.95] | -0.3641828 | -0.4622517 | -0.2917037 |
| sal + aou | Atlantic | (27.95,28.05] | -0.5601957 | -0.7599965 | -0.3281245 |
| sal + aou | Atlantic | (28.05,28.1] | -0.7550796 | -0.8565866 | -0.6632945 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8498018 | -0.8746150 | -0.8234154 |
| sal + aou | Atlantic | (28.15,28.2] | -0.9514252 | -0.9746964 | -0.9193749 |
| sal + aou | Atlantic | (28.2, Inf] | -0.5959575 | -0.8383679 | -0.2268212 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.0998065 | -0.1376477 | -0.0452091 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.0374451 | -0.2454403 | 0.1427841 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.0403896 | -0.3519785 | 0.2625971 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.1432623 | -0.3339392 | 0.0407040 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.0392513 | -0.1798021 | 0.2289563 |
| sal + aou | Indo-Pacific | (27.25,27.5] | 0.1571884 | 0.0687569 | 0.3279394 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.3153313 | 0.1472908 | 0.4888984 |
| sal + aou | Indo-Pacific | (27.75,27.85] | -0.1333815 | -0.4074011 | 0.1797061 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.3024019 | -0.6483702 | -0.0041290 |
| sal + aou | Indo-Pacific | (27.95,28.05] | -0.3031832 | -0.4053862 | -0.1667368 |
| sal + aou | Indo-Pacific | (28.05,28.1] | -0.3657671 | -0.4717638 | -0.2642723 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.4396415 | 0.3266540 | 0.5031114 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.2510572 | -0.5792924 | -0.0075604 |
| sal + oxygen | Atlantic | (26,26.5] | -0.2467027 | -0.4575219 | -0.0971031 |
| sal + oxygen | Atlantic | (26.5,26.75] | 0.0585391 | -0.0688106 | 0.2656171 |
| sal + oxygen | Atlantic | (26.75,27] | -0.0078397 | -0.0687638 | 0.0444512 |
| sal + oxygen | Atlantic | (27,27.25] | 0.1058731 | 0.0032590 | 0.2963162 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.0822232 | -0.1866012 | 0.0559779 |
| sal + oxygen | Atlantic | (27.5,27.75] | 0.0854013 | -0.0517550 | 0.1869890 |
| sal + oxygen | Atlantic | (27.75,27.85] | 0.2313932 | 0.1337736 | 0.3599978 |
| sal + oxygen | Atlantic | (27.85,27.95] | 0.2266510 | 0.1418097 | 0.3495871 |
| sal + oxygen | Atlantic | (27.95,28.05] | 0.4524930 | 0.2158353 | 0.6899272 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.6575291 | 0.5132902 | 0.8056622 |
| sal + oxygen | Atlantic | (28.1,28.15] | 0.7857270 | 0.7480398 | 0.8231797 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.9317927 | 0.8922582 | 0.9621134 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.4701056 | 0.0272673 | 0.7510085 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.2066649 | -0.3074739 | -0.1098589 |
| sal + oxygen | Indo-Pacific | (26,26.5] | -0.1372468 | -0.2943005 | 0.0371980 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.1184266 | -0.4150355 | 0.1773271 |
| sal + oxygen | Indo-Pacific | (26.75,27] | -0.0272165 | -0.2038853 | 0.1624747 |
| sal + oxygen | Indo-Pacific | (27,27.25] | -0.0843023 | -0.3759859 | 0.0686301 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | -0.2593215 | -0.4669477 | -0.1519785 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.4165259 | -0.5730475 | -0.2352335 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | 0.0658433 | -0.2897378 | 0.3802234 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | 0.2418730 | -0.0901370 | 0.6294063 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | 0.2227470 | 0.0673471 | 0.3406845 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | 0.2798239 | 0.1642871 | 0.4001890 |
| sal + oxygen | Indo-Pacific | (28.1, Inf] | -0.5277378 | -0.6024504 | -0.4154610 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.5411880 | -0.7613570 | -0.3493169 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6852352 | -0.7721372 | -0.5288609 |
| sal + phosphate | Atlantic | (26.5,26.75] | -0.7116634 | -0.7717190 | -0.6009001 |
| sal + phosphate | Atlantic | (26.75,27] | -0.6512626 | -0.6998538 | -0.6107017 |
| sal + phosphate | Atlantic | (27,27.25] | -0.7686277 | -0.8299268 | -0.6793957 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.8114982 | -0.8389645 | -0.7659035 |
| sal + phosphate | Atlantic | (27.5,27.75] | -0.7960362 | -0.8159011 | -0.7704988 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.6950992 | -0.7270993 | -0.6524665 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.5872002 | -0.6377329 | -0.5350598 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.7151940 | -0.8213304 | -0.5471838 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.8579619 | -0.8995554 | -0.8337115 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9100072 | -0.9154527 | -0.9043353 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9577882 | -0.9677701 | -0.9514364 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.9136988 | -0.9643185 | -0.8254622 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.2140891 | -0.2530378 | -0.1919738 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.2667137 | -0.4859041 | -0.0886277 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.2921000 | -0.5854159 | -0.0378637 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.3971912 | -0.5868734 | -0.2200382 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.2094089 | -0.3401173 | 0.0081900 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | 0.0667222 | -0.0115958 | 0.1372233 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | 0.3553399 | 0.1734152 | 0.6724322 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | -0.1633590 | -0.3809459 | 0.1111361 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | -0.3657133 | -0.6599179 | -0.0877588 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | -0.4653641 | -0.5559025 | -0.3392945 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | -0.5587859 | -0.6413333 | -0.4990502 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | -0.0976024 | -0.1797645 | -0.0236873 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.8000689 | -0.9323857 | -0.5713254 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.9204889 | -0.9704238 | -0.8317543 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.9674266 | -0.9797506 | -0.9471006 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.9796851 | -0.9852564 | -0.9767479 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.9841964 | -0.9858889 | -0.9832035 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.9766968 | -0.9797148 | -0.9733254 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.9361840 | -0.9450453 | -0.9242929 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.8850655 | -0.8915636 | -0.8777867 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.8439850 | -0.8602173 | -0.8315406 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.8609215 | -0.9033980 | -0.7890376 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9244944 | -0.9331009 | -0.9111087 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9506106 | -0.9551031 | -0.9457560 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9617340 | -0.9742262 | -0.9484309 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.9777556 | -0.9850097 | -0.9641919 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.5024127 | -0.5047468 | -0.4991628 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.7146824 | -0.8278102 | -0.6121869 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8369663 | -0.9097285 | -0.7828799 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.8877877 | -0.9292208 | -0.8430572 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8270258 | -0.8507374 | -0.7846850 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5826161 | -0.8380468 | -0.3198186 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1098399 | -0.7505005 | 0.5458761 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2712214 | -0.6045344 | 0.2058051 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.4360986 | -0.6064121 | -0.1447535 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7652637 | -0.8044477 | -0.7191675 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.8321507 | -0.8813124 | -0.7617659 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8242591 | -0.8368384 | -0.8168904 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7179745 | -0.7969850 | -0.6732885 |
| sal + silicate | Atlantic | (26,26.5] | -0.6685981 | -0.6968872 | -0.6166166 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.6165768 | -0.7017144 | -0.4824009 |
| sal + silicate | Atlantic | (26.75,27] | -0.5303360 | -0.5476353 | -0.5015934 |
| sal + silicate | Atlantic | (27,27.25] | -0.7255352 | -0.7726427 | -0.6609887 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.8053341 | -0.8262770 | -0.7922185 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.7638322 | -0.8055562 | -0.7231499 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.7045799 | -0.7567342 | -0.6584125 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6610859 | -0.7048881 | -0.6281679 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.7513966 | -0.8692522 | -0.5891648 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.8698483 | -0.9226926 | -0.8251939 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9175920 | -0.9410139 | -0.8967364 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.9526381 | -0.9733337 | -0.9294936 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.8849177 | -0.9782900 | -0.7573875 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5117662 | -0.5721616 | -0.4111244 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5352783 | -0.6569768 | -0.4129810 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.6505841 | -0.7923306 | -0.5235228 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.6451295 | -0.7505208 | -0.4593808 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.4101005 | -0.5402058 | -0.1966681 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.1186241 | -0.1951322 | -0.0025800 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | 0.1496738 | 0.0279839 | 0.3796061 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | -0.1873971 | -0.3602995 | 0.0280045 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.3404344 | -0.5940205 | -0.1136075 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | -0.3820018 | -0.4488146 | -0.2868176 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | -0.4714573 | -0.5339593 | -0.4011667 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | -0.0063435 | -0.1394927 | 0.1539092 |
| sal + tem | Atlantic | (-Inf,26] | 0.9271315 | 0.8591490 | 0.9792505 |
| sal + tem | Atlantic | (26,26.5] | 0.9587716 | 0.9434088 | 0.9722042 |
| sal + tem | Atlantic | (26.5,26.75] | 0.9862819 | 0.9802495 | 0.9901757 |
| sal + tem | Atlantic | (26.75,27] | 0.9787162 | 0.9745610 | 0.9840770 |
| sal + tem | Atlantic | (27,27.25] | 0.9796781 | 0.9784187 | 0.9817817 |
| sal + tem | Atlantic | (27.25,27.5] | 0.9752146 | 0.9731639 | 0.9763128 |
| sal + tem | Atlantic | (27.5,27.75] | 0.9694593 | 0.9644988 | 0.9727017 |
| sal + tem | Atlantic | (27.75,27.85] | 0.9802898 | 0.9794452 | 0.9810268 |
| sal + tem | Atlantic | (27.85,27.95] | 0.9451842 | 0.9415125 | 0.9493241 |
| sal + tem | Atlantic | (27.95,28.05] | 0.8954079 | 0.8625851 | 0.9232805 |
| sal + tem | Atlantic | (28.05,28.1] | 0.9614505 | 0.9531302 | 0.9685525 |
| sal + tem | Atlantic | (28.1,28.15] | 0.9588322 | 0.9515702 | 0.9661370 |
| sal + tem | Atlantic | (28.15,28.2] | 0.8958025 | 0.8895198 | 0.9022843 |
| sal + tem | Atlantic | (28.2, Inf] | 0.2952889 | 0.1404009 | 0.6019678 |
| sal + tem | Indo-Pacific | (-Inf,26] | 0.7622448 | 0.7321860 | 0.8143201 |
| sal + tem | Indo-Pacific | (26,26.5] | 0.9266617 | 0.8850868 | 0.9498731 |
| sal + tem | Indo-Pacific | (26.5,26.75] | 0.9778104 | 0.9691766 | 0.9825174 |
| sal + tem | Indo-Pacific | (26.75,27] | 0.9764911 | 0.9722667 | 0.9791828 |
| sal + tem | Indo-Pacific | (27,27.25] | 0.9480433 | 0.9326253 | 0.9667965 |
| sal + tem | Indo-Pacific | (27.25,27.5] | 0.8786772 | 0.8288827 | 0.9532627 |
| sal + tem | Indo-Pacific | (27.5,27.75] | 0.8619859 | 0.7971344 | 0.9086352 |
| sal + tem | Indo-Pacific | (27.75,27.85] | 0.8095714 | 0.6544091 | 0.9311680 |
| sal + tem | Indo-Pacific | (27.85,27.95] | 0.7156032 | 0.4919380 | 0.8677990 |
| sal + tem | Indo-Pacific | (27.95,28.05] | 0.7367933 | 0.6544831 | 0.8157351 |
| sal + tem | Indo-Pacific | (28.05,28.1] | 0.7150560 | 0.6354842 | 0.7551418 |
| sal + tem | Indo-Pacific | (28.1, Inf] | 0.7160284 | 0.6244071 | 0.7966486 |
| silicate + phosphate | Atlantic | (-Inf,26] | 0.6981620 | 0.5769755 | 0.7723085 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.9142324 | 0.8895051 | 0.9338273 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.9663358 | 0.9622206 | 0.9695066 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.9451110 | 0.9196380 | 0.9581126 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9580020 | 0.9535001 | 0.9656975 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9135697 | 0.8918536 | 0.9315551 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.8985160 | 0.8899520 | 0.9147551 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9497356 | 0.9410032 | 0.9631703 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9706165 | 0.9656859 | 0.9755432 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9797902 | 0.9773091 | 0.9841189 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9878103 | 0.9873026 | 0.9885166 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9936688 | 0.9933268 | 0.9939299 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9939088 | 0.9909752 | 0.9969382 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.9764970 | 0.9522516 | 0.9937540 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.7928966 | 0.7495898 | 0.8167928 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.7538788 | 0.6610246 | 0.8249498 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7429847 | 0.5953044 | 0.8256303 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8456155 | 0.8043534 | 0.8686939 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9030331 | 0.8882626 | 0.9281766 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8846996 | 0.8633152 | 0.9206935 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.8658820 | 0.8517731 | 0.8871773 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9493875 | 0.9290366 | 0.9609671 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9630557 | 0.9492788 | 0.9702390 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9581465 | 0.9481899 | 0.9633724 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9545436 | 0.9457907 | 0.9612718 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.7808447 | 0.7313327 | 0.8252533 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.6903156 | 0.6533103 | 0.7618108 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.8043811 | 0.7724673 | 0.8605853 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.7396047 | 0.6695780 | 0.8007092 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.5920147 | 0.5698998 | 0.6038921 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.7328856 | 0.6734857 | 0.7710647 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.8571247 | 0.8366132 | 0.8727855 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.9089771 | 0.8965484 | 0.9229088 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9235780 | 0.9017252 | 0.9440913 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9158427 | 0.9058976 | 0.9310004 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9343032 | 0.9011341 | 0.9712061 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9526385 | 0.9312200 | 0.9748838 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9751480 | 0.9672562 | 0.9856038 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9847225 | 0.9735169 | 0.9934188 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8731672 | 0.7315322 | 0.9666011 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7682080 | 0.7268218 | 0.8324700 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7673308 | 0.7449613 | 0.7842963 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7845209 | 0.7250399 | 0.8344034 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7289863 | 0.6871021 | 0.7590251 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.3775714 | 0.2953182 | 0.4439564 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.2221861 | -0.2489627 | -0.1753808 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2458052 | -0.3898529 | -0.0015697 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4463844 | -0.6101722 | -0.3326620 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.0025785 | -0.0172836 | 0.0264031 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3396272 | 0.2381273 | 0.4081203 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.4830861 | 0.4458256 | 0.5510221 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.0166541 | -0.1546647 | 0.1840703 |
| tem + aou | Atlantic | (-Inf,26] | -0.0885021 | -0.3425090 | 0.3065192 |
| tem + aou | Atlantic | (26,26.5] | -0.2035118 | -0.3701995 | -0.0092747 |
| tem + aou | Atlantic | (26.5,26.75] | -0.3313889 | -0.4894569 | -0.1986178 |
| tem + aou | Atlantic | (26.75,27] | -0.1899610 | -0.2159809 | -0.1663616 |
| tem + aou | Atlantic | (27,27.25] | -0.2569778 | -0.4106699 | -0.1379596 |
| tem + aou | Atlantic | (27.25,27.5] | -0.2054094 | -0.3148319 | -0.1479325 |
| tem + aou | Atlantic | (27.5,27.75] | -0.4125425 | -0.4546473 | -0.3335869 |
| tem + aou | Atlantic | (27.75,27.85] | -0.4496069 | -0.5296931 | -0.3672680 |
| tem + aou | Atlantic | (27.85,27.95] | -0.3182619 | -0.4327088 | -0.1892903 |
| tem + aou | Atlantic | (27.95,28.05] | -0.5366323 | -0.6807520 | -0.4118457 |
| tem + aou | Atlantic | (28.05,28.1] | -0.6406127 | -0.7861695 | -0.5309631 |
| tem + aou | Atlantic | (28.1,28.15] | -0.7068061 | -0.7202554 | -0.6956956 |
| tem + aou | Atlantic | (28.15,28.2] | -0.7654934 | -0.8046305 | -0.7143601 |
| tem + aou | Atlantic | (28.2, Inf] | 0.3847255 | 0.2955435 | 0.4647025 |
| tem + aou | Indo-Pacific | (-Inf,26] | -0.2765020 | -0.4123548 | -0.2027597 |
| tem + aou | Indo-Pacific | (26,26.5] | -0.1169827 | -0.3024046 | -0.0114244 |
| tem + aou | Indo-Pacific | (26.5,26.75] | -0.0311420 | -0.3228928 | 0.2526348 |
| tem + aou | Indo-Pacific | (26.75,27] | -0.1588546 | -0.3297678 | -0.0116407 |
| tem + aou | Indo-Pacific | (27,27.25] | -0.1180092 | -0.2762285 | 0.1401590 |
| tem + aou | Indo-Pacific | (27.25,27.5] | 0.1259680 | 0.0059086 | 0.3048698 |
| tem + aou | Indo-Pacific | (27.5,27.75] | 0.3502373 | 0.1951595 | 0.5072673 |
| tem + aou | Indo-Pacific | (27.75,27.85] | 0.0301987 | -0.2010291 | 0.2873408 |
| tem + aou | Indo-Pacific | (27.85,27.95] | 0.0089834 | -0.2129490 | 0.1903371 |
| tem + aou | Indo-Pacific | (27.95,28.05] | 0.1525056 | 0.1268865 | 0.1665650 |
| tem + aou | Indo-Pacific | (28.05,28.1] | 0.2460187 | 0.1501208 | 0.3306282 |
| tem + aou | Indo-Pacific | (28.1, Inf] | 0.8500778 | 0.8051669 | 0.8753908 |
| tem + oxygen | Atlantic | (-Inf,26] | -0.2548418 | -0.5686817 | -0.0421108 |
| tem + oxygen | Atlantic | (26,26.5] | -0.1931788 | -0.4139034 | 0.0218196 |
| tem + oxygen | Atlantic | (26.5,26.75] | 0.0765118 | -0.0401069 | 0.2796851 |
| tem + oxygen | Atlantic | (26.75,27] | -0.0148470 | -0.0781579 | 0.0472757 |
| tem + oxygen | Atlantic | (27,27.25] | 0.0351877 | -0.0600288 | 0.2142155 |
| tem + oxygen | Atlantic | (27.25,27.5] | -0.1269840 | -0.2422283 | 0.0181253 |
| tem + oxygen | Atlantic | (27.5,27.75] | 0.0416854 | -0.0958677 | 0.1389858 |
| tem + oxygen | Atlantic | (27.75,27.85] | 0.2172814 | 0.1307902 | 0.3338386 |
| tem + oxygen | Atlantic | (27.85,27.95] | 0.1693522 | 0.0267745 | 0.3102718 |
| tem + oxygen | Atlantic | (27.95,28.05] | 0.4049696 | 0.2796369 | 0.5839105 |
| tem + oxygen | Atlantic | (28.05,28.1] | 0.5224539 | 0.3589112 | 0.7181812 |
| tem + oxygen | Atlantic | (28.1,28.15] | 0.6227568 | 0.6020861 | 0.6479990 |
| tem + oxygen | Atlantic | (28.15,28.2] | 0.7241028 | 0.6661021 | 0.7715737 |
| tem + oxygen | Atlantic | (28.2, Inf] | -0.5379540 | -0.6459579 | -0.4424985 |
| tem + oxygen | Indo-Pacific | (-Inf,26] | -0.1038245 | -0.2545687 | -0.0070798 |
| tem + oxygen | Indo-Pacific | (26,26.5] | -0.0705218 | -0.1612640 | 0.0849072 |
| tem + oxygen | Indo-Pacific | (26.5,26.75] | -0.1323264 | -0.4114707 | 0.1434545 |
| tem + oxygen | Indo-Pacific | (26.75,27] | -0.0162112 | -0.1563091 | 0.1542202 |
| tem + oxygen | Indo-Pacific | (27,27.25] | -0.0117814 | -0.2960367 | 0.1602459 |
| tem + oxygen | Indo-Pacific | (27.25,27.5] | -0.2416488 | -0.4541845 | -0.1030775 |
| tem + oxygen | Indo-Pacific | (27.5,27.75] | -0.4674139 | -0.6052279 | -0.3040122 |
| tem + oxygen | Indo-Pacific | (27.75,27.85] | -0.1089671 | -0.4019084 | 0.1562325 |
| tem + oxygen | Indo-Pacific | (27.85,27.95] | -0.0879039 | -0.2940632 | 0.1638898 |
| tem + oxygen | Indo-Pacific | (27.95,28.05] | -0.2499622 | -0.2764310 | -0.2215051 |
| tem + oxygen | Indo-Pacific | (28.05,28.1] | -0.3337363 | -0.4267220 | -0.2414689 |
| tem + oxygen | Indo-Pacific | (28.1, Inf] | -0.9078995 | -0.9232234 | -0.8809520 |
| tem + phosphate | Atlantic | (-Inf,26] | -0.4658670 | -0.6413374 | -0.3252160 |
| tem + phosphate | Atlantic | (26,26.5] | -0.7181149 | -0.7824767 | -0.6186692 |
| tem + phosphate | Atlantic | (26.5,26.75] | -0.7285627 | -0.7811880 | -0.6330724 |
| tem + phosphate | Atlantic | (26.75,27] | -0.6484548 | -0.6944657 | -0.6160706 |
| tem + phosphate | Atlantic | (27,27.25] | -0.7245427 | -0.7813908 | -0.6359645 |
| tem + phosphate | Atlantic | (27.25,27.5] | -0.7921891 | -0.8153446 | -0.7481500 |
| tem + phosphate | Atlantic | (27.5,27.75] | -0.7774998 | -0.8024027 | -0.7552184 |
| tem + phosphate | Atlantic | (27.75,27.85] | -0.6988536 | -0.7195554 | -0.6634561 |
| tem + phosphate | Atlantic | (27.85,27.95] | -0.5446900 | -0.6052054 | -0.4463972 |
| tem + phosphate | Atlantic | (27.95,28.05] | -0.6722003 | -0.7378796 | -0.5715144 |
| tem + phosphate | Atlantic | (28.05,28.1] | -0.7614431 | -0.8301090 | -0.7199937 |
| tem + phosphate | Atlantic | (28.1,28.15] | -0.7873900 | -0.7954886 | -0.7814111 |
| tem + phosphate | Atlantic | (28.15,28.2] | -0.7678198 | -0.7838248 | -0.7574032 |
| tem + phosphate | Atlantic | (28.2, Inf] | 0.0110673 | -0.1214116 | 0.0788866 |
| tem + phosphate | Indo-Pacific | (-Inf,26] | -0.4414159 | -0.5911273 | -0.2985427 |
| tem + phosphate | Indo-Pacific | (26,26.5] | -0.3637090 | -0.5526212 | -0.2653459 |
| tem + phosphate | Indo-Pacific | (26.5,26.75] | -0.2955112 | -0.5690505 | -0.0631812 |
| tem + phosphate | Indo-Pacific | (26.75,27] | -0.4278935 | -0.5948751 | -0.2878471 |
| tem + phosphate | Indo-Pacific | (27,27.25] | -0.3077085 | -0.4104837 | -0.1044570 |
| tem + phosphate | Indo-Pacific | (27.25,27.5] | 0.0053930 | -0.1057113 | 0.0909536 |
| tem + phosphate | Indo-Pacific | (27.5,27.75] | 0.3813762 | 0.2032355 | 0.6749976 |
| tem + phosphate | Indo-Pacific | (27.75,27.85] | -0.0026459 | -0.1687655 | 0.2047482 |
| tem + phosphate | Indo-Pacific | (27.85,27.95] | -0.0615470 | -0.2268579 | 0.0887766 |
| tem + phosphate | Indo-Pacific | (27.95,28.05] | -0.0254643 | -0.0429826 | -0.0031797 |
| tem + phosphate | Indo-Pacific | (28.05,28.1] | 0.0332898 | -0.0552395 | 0.0926154 |
| tem + phosphate | Indo-Pacific | (28.1, Inf] | 0.3983748 | 0.2545421 | 0.4851177 |
| tem + phosphate_star | Atlantic | (-Inf,26] | -0.7212300 | -0.8566845 | -0.5311396 |
| tem + phosphate_star | Atlantic | (26,26.5] | -0.9278561 | -0.9727377 | -0.8716933 |
| tem + phosphate_star | Atlantic | (26.5,26.75] | -0.9761812 | -0.9834695 | -0.9669531 |
| tem + phosphate_star | Atlantic | (26.75,27] | -0.9829302 | -0.9864498 | -0.9800880 |
| tem + phosphate_star | Atlantic | (27,27.25] | -0.9853137 | -0.9877796 | -0.9822905 |
| tem + phosphate_star | Atlantic | (27.25,27.5] | -0.9827207 | -0.9845017 | -0.9806590 |
| tem + phosphate_star | Atlantic | (27.5,27.75] | -0.9361083 | -0.9420052 | -0.9280738 |
| tem + phosphate_star | Atlantic | (27.75,27.85] | -0.9003554 | -0.9053827 | -0.8964992 |
| tem + phosphate_star | Atlantic | (27.85,27.95] | -0.8263567 | -0.8460576 | -0.7919875 |
| tem + phosphate_star | Atlantic | (27.95,28.05] | -0.8218663 | -0.8658285 | -0.7692665 |
| tem + phosphate_star | Atlantic | (28.05,28.1] | -0.8611122 | -0.8785897 | -0.8301577 |
| tem + phosphate_star | Atlantic | (28.1,28.15] | -0.8605676 | -0.8756980 | -0.8446351 |
| tem + phosphate_star | Atlantic | (28.15,28.2] | -0.7867646 | -0.8099575 | -0.7654332 |
| tem + phosphate_star | Atlantic | (28.2, Inf] | -0.3044439 | -0.5739109 | -0.1500982 |
| tem + phosphate_star | Indo-Pacific | (-Inf,26] | -0.7559080 | -0.8456010 | -0.6290706 |
| tem + phosphate_star | Indo-Pacific | (26,26.5] | -0.8175646 | -0.8945085 | -0.7598741 |
| tem + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8637610 | -0.9218768 | -0.8053617 |
| tem + phosphate_star | Indo-Pacific | (26.75,27] | -0.9332104 | -0.9568394 | -0.9060655 |
| tem + phosphate_star | Indo-Pacific | (27,27.25] | -0.9110216 | -0.9278133 | -0.8783444 |
| tem + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.7057151 | -0.9001897 | -0.4943386 |
| tem + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2042084 | -0.8201021 | 0.4309248 |
| tem + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4075034 | -0.6999555 | 0.0198276 |
| tem + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.5748791 | -0.7043122 | -0.3659200 |
| tem + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7548649 | -0.8271050 | -0.6952757 |
| tem + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6292655 | -0.6610141 | -0.5662088 |
| tem + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.8853183 | -0.9020680 | -0.8724200 |
| tem + silicate | Atlantic | (-Inf,26] | -0.6228996 | -0.7356764 | -0.5464948 |
| tem + silicate | Atlantic | (26,26.5] | -0.6762847 | -0.7019768 | -0.6633387 |
| tem + silicate | Atlantic | (26.5,26.75] | -0.6402034 | -0.7159446 | -0.5273097 |
| tem + silicate | Atlantic | (26.75,27] | -0.5470238 | -0.5596025 | -0.5281561 |
| tem + silicate | Atlantic | (27,27.25] | -0.7015539 | -0.7431286 | -0.6406674 |
| tem + silicate | Atlantic | (27.25,27.5] | -0.8433622 | -0.8551079 | -0.8349626 |
| tem + silicate | Atlantic | (27.5,27.75] | -0.8047479 | -0.8428197 | -0.7630054 |
| tem + silicate | Atlantic | (27.75,27.85] | -0.7374161 | -0.7824796 | -0.6920160 |
| tem + silicate | Atlantic | (27.85,27.95] | -0.6433780 | -0.6994384 | -0.5666891 |
| tem + silicate | Atlantic | (27.95,28.05] | -0.7455564 | -0.8295364 | -0.6559829 |
| tem + silicate | Atlantic | (28.05,28.1] | -0.7824452 | -0.8691954 | -0.7262274 |
| tem + silicate | Atlantic | (28.1,28.15] | -0.8004715 | -0.8207617 | -0.7887081 |
| tem + silicate | Atlantic | (28.15,28.2] | -0.7618497 | -0.7967451 | -0.7211328 |
| tem + silicate | Atlantic | (28.2, Inf] | 0.0260593 | -0.0594088 | 0.1074401 |
| tem + silicate | Indo-Pacific | (-Inf,26] | -0.5842398 | -0.7257970 | -0.4191867 |
| tem + silicate | Indo-Pacific | (26,26.5] | -0.5908918 | -0.6937474 | -0.4398689 |
| tem + silicate | Indo-Pacific | (26.5,26.75] | -0.6506173 | -0.7862144 | -0.5280643 |
| tem + silicate | Indo-Pacific | (26.75,27] | -0.6559826 | -0.7436209 | -0.5114372 |
| tem + silicate | Indo-Pacific | (27,27.25] | -0.4803310 | -0.6173177 | -0.2908227 |
| tem + silicate | Indo-Pacific | (27.25,27.5] | -0.1995615 | -0.2653292 | -0.0687463 |
| tem + silicate | Indo-Pacific | (27.5,27.75] | 0.0847762 | -0.0270494 | 0.3046667 |
| tem + silicate | Indo-Pacific | (27.75,27.85] | -0.0955189 | -0.2568067 | 0.0910175 |
| tem + silicate | Indo-Pacific | (27.85,27.95] | -0.1322278 | -0.3048418 | 0.0069328 |
| tem + silicate | Indo-Pacific | (27.95,28.05] | -0.0491129 | -0.0664545 | -0.0268182 |
| tem + silicate | Indo-Pacific | (28.05,28.1] | 0.1054351 | 0.0130633 | 0.1613521 |
| tem + silicate | Indo-Pacific | (28.1, Inf] | 0.2623824 | 0.0435483 | 0.3822239 |
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 |
|---|---|---|
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
kable(cor_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] | 0.3902430 | 0.1597008 | 0.5067868 |
| aou | Atlantic | (26,26.5] | -0.1282057 | -0.4205475 | 0.1238295 |
| aou | Atlantic | (26.5,26.75] | -0.3879488 | -0.4150110 | -0.3653048 |
| aou | Atlantic | (26.75,27] | -0.2637653 | -0.3288150 | -0.1550364 |
| aou | Atlantic | (27,27.25] | -0.4725793 | -0.5465086 | -0.3974250 |
| aou | Atlantic | (27.25,27.5] | -0.4659615 | -0.5007592 | -0.4099920 |
| aou | Atlantic | (27.5,27.75] | -0.7766649 | -0.8247977 | -0.7440616 |
| aou | Atlantic | (27.75,27.85] | -0.9038535 | -0.9411111 | -0.8759095 |
| aou | Atlantic | (27.85,27.95] | -0.9214963 | -0.9462524 | -0.9029839 |
| aou | Atlantic | (27.95,28.05] | -0.8764584 | -0.8856668 | -0.8606226 |
| aou | Atlantic | (28.05,28.1] | -0.8394543 | -0.8428430 | -0.8342403 |
| aou | Atlantic | (28.1,28.15] | -0.8831749 | -0.8913670 | -0.8702206 |
| aou | Atlantic | (28.15,28.2] | -0.9359510 | -0.9631477 | -0.9135788 |
| aou | Atlantic | (28.2, Inf] | -0.1218721 | -0.3071852 | -0.0013943 |
| aou | Indo-Pacific | (-Inf,26] | -0.1569041 | -0.3422696 | -0.0046724 |
| aou | Indo-Pacific | (26,26.5] | -0.7192822 | -0.7396745 | -0.7067953 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7330353 | -0.7527397 | -0.7133258 |
| aou | Indo-Pacific | (26.75,27] | -0.7067762 | -0.8057260 | -0.6100411 |
| aou | Indo-Pacific | (27,27.25] | 0.0165164 | -0.0306988 | 0.0737416 |
| aou | Indo-Pacific | (27.25,27.5] | 0.5636841 | 0.4978153 | 0.6326660 |
| aou | Indo-Pacific | (27.5,27.75] | 0.6981206 | 0.5898636 | 0.7675781 |
| aou | Indo-Pacific | (27.75,27.85] | 0.7539050 | 0.6269674 | 0.8308269 |
| aou | Indo-Pacific | (27.85,27.95] | 0.6997565 | 0.5592922 | 0.7969835 |
| aou | Indo-Pacific | (27.95,28.05] | 0.4741448 | 0.3057595 | 0.6421059 |
| aou | Indo-Pacific | (28.05,28.1] | 0.2373766 | 0.1658133 | 0.3705657 |
| aou | Indo-Pacific | (28.1, Inf] | 0.3527386 | 0.2046071 | 0.6321521 |
| oxygen | Atlantic | (-Inf,26] | -0.3929914 | -0.5004191 | -0.1915009 |
| oxygen | Atlantic | (26,26.5] | -0.1494727 | -0.4628879 | 0.2567238 |
| oxygen | Atlantic | (26.5,26.75] | 0.1673516 | 0.0934483 | 0.2044135 |
| oxygen | Atlantic | (26.75,27] | 0.0811662 | -0.0183206 | 0.1772353 |
| oxygen | Atlantic | (27,27.25] | 0.2750052 | 0.2166291 | 0.3779246 |
| oxygen | Atlantic | (27.25,27.5] | 0.1560529 | 0.0276526 | 0.2324485 |
| oxygen | Atlantic | (27.5,27.75] | 0.5036726 | 0.4089943 | 0.6162694 |
| oxygen | Atlantic | (27.75,27.85] | 0.7995138 | 0.7604588 | 0.8760271 |
| oxygen | Atlantic | (27.85,27.95] | 0.8887827 | 0.8584939 | 0.9321115 |
| oxygen | Atlantic | (27.95,28.05] | 0.8576882 | 0.8140159 | 0.8884417 |
| oxygen | Atlantic | (28.05,28.1] | 0.8198709 | 0.7837074 | 0.8518189 |
| oxygen | Atlantic | (28.1,28.15] | 0.8765551 | 0.8555362 | 0.8979109 |
| oxygen | Atlantic | (28.15,28.2] | 0.9404167 | 0.9242003 | 0.9554984 |
| oxygen | Atlantic | (28.2, Inf] | -0.0605756 | -0.1662463 | 0.0720252 |
| oxygen | Indo-Pacific | (-Inf,26] | 0.2563567 | 0.1274000 | 0.3882789 |
| oxygen | Indo-Pacific | (26,26.5] | 0.6326142 | 0.5963270 | 0.6595753 |
| oxygen | Indo-Pacific | (26.5,26.75] | 0.6444594 | 0.6217926 | 0.6621673 |
| oxygen | Indo-Pacific | (26.75,27] | 0.6281687 | 0.5326677 | 0.7426010 |
| oxygen | Indo-Pacific | (27,27.25] | -0.0007401 | -0.0767913 | 0.0727461 |
| oxygen | Indo-Pacific | (27.25,27.5] | -0.5160530 | -0.5980742 | -0.4417375 |
| oxygen | Indo-Pacific | (27.5,27.75] | -0.6459146 | -0.7340956 | -0.5059424 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.7211230 | -0.8153970 | -0.5653989 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.6765508 | -0.7848256 | -0.5183725 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.4677439 | -0.6353413 | -0.2943502 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.2484355 | -0.3779536 | -0.1739406 |
| oxygen | Indo-Pacific | (28.1, Inf] | -0.3790380 | -0.6565419 | -0.2310927 |
| phosphate | Atlantic | (-Inf,26] | -0.1225353 | -0.3310830 | 0.0466125 |
| phosphate | Atlantic | (26,26.5] | -0.6449061 | -0.6667250 | -0.6257437 |
| phosphate | Atlantic | (26.5,26.75] | -0.7440599 | -0.7875598 | -0.6752387 |
| phosphate | Atlantic | (26.75,27] | -0.6896948 | -0.7761004 | -0.5921422 |
| phosphate | Atlantic | (27,27.25] | -0.8600208 | -0.9034896 | -0.8156052 |
| phosphate | Atlantic | (27.25,27.5] | -0.9352639 | -0.9546579 | -0.9165906 |
| phosphate | Atlantic | (27.5,27.75] | -0.9825875 | -0.9867532 | -0.9771145 |
| phosphate | Atlantic | (27.75,27.85] | -0.9700098 | -0.9736130 | -0.9639729 |
| phosphate | Atlantic | (27.85,27.95] | -0.9429953 | -0.9461061 | -0.9403502 |
| phosphate | Atlantic | (27.95,28.05] | -0.9094201 | -0.9220609 | -0.8914845 |
| phosphate | Atlantic | (28.05,28.1] | -0.8859308 | -0.9016843 | -0.8644672 |
| phosphate | Atlantic | (28.1,28.15] | -0.9134496 | -0.9330107 | -0.9012448 |
| phosphate | Atlantic | (28.15,28.2] | -0.9614819 | -0.9847679 | -0.9436914 |
| phosphate | Atlantic | (28.2, Inf] | -0.7709099 | -0.8142512 | -0.7136048 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.1848004 | -0.3949427 | -0.0255964 |
| phosphate | Indo-Pacific | (26,26.5] | -0.8352089 | -0.8584866 | -0.8005675 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8696117 | -0.8915800 | -0.8504305 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8330987 | -0.8928650 | -0.7490053 |
| phosphate | Indo-Pacific | (27,27.25] | -0.0699245 | -0.0920433 | -0.0390108 |
| phosphate | Indo-Pacific | (27.25,27.5] | 0.4808312 | 0.4068797 | 0.5601748 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.6096441 | 0.5029898 | 0.6876844 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.6716255 | 0.5280952 | 0.7585550 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.6059276 | 0.4364678 | 0.7314931 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.3405336 | 0.1310608 | 0.5650718 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.0706818 | -0.0619262 | 0.2738233 |
| phosphate | Indo-Pacific | (28.1, Inf] | -0.0072260 | -0.2107949 | 0.3233067 |
| phosphate_star | Atlantic | (-Inf,26] | -0.4157427 | -0.5649024 | -0.2182171 |
| phosphate_star | Atlantic | (26,26.5] | -0.8104672 | -0.8452546 | -0.7649341 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.9185976 | -0.9606405 | -0.8836209 |
| phosphate_star | Atlantic | (26.75,27] | -0.9477686 | -0.9610646 | -0.9280418 |
| phosphate_star | Atlantic | (27,27.25] | -0.9555667 | -0.9600370 | -0.9524451 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.9567328 | -0.9692455 | -0.9458322 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.9365564 | -0.9544482 | -0.9197128 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.8947934 | -0.9175322 | -0.8802268 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8078097 | -0.8243522 | -0.7893002 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8401443 | -0.8566161 | -0.8166432 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.8614365 | -0.8892923 | -0.8428676 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.8958315 | -0.9264866 | -0.8791632 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9617560 | -0.9810185 | -0.9472992 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.8134221 | -0.8299025 | -0.8028707 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.0785895 | -0.3029590 | 0.0511597 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.8060921 | -0.8562580 | -0.7581732 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.7973863 | -0.8924220 | -0.6827634 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.7134215 | -0.8266408 | -0.6323323 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.1903191 | -0.3213911 | -0.0396222 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.3013912 | -0.3374650 | -0.2390848 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.4957023 | -0.6559753 | -0.2743537 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5425694 | -0.7502784 | -0.3282256 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3398796 | -0.3682821 | -0.2867591 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2641156 | -0.3228543 | -0.1516316 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | -0.3405709 | -0.4600082 | -0.1597865 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | -0.5400904 | -0.6638791 | -0.4743801 |
| sal | Atlantic | (-Inf,26] | 0.2147765 | 0.1348588 | 0.3502125 |
| sal | Atlantic | (26,26.5] | 0.7331920 | 0.6010706 | 0.8264723 |
| sal | Atlantic | (26.5,26.75] | 0.8793380 | 0.8692296 | 0.8965654 |
| sal | Atlantic | (26.75,27] | 0.9190332 | 0.8967297 | 0.9333685 |
| sal | Atlantic | (27,27.25] | 0.9383276 | 0.9288653 | 0.9434525 |
| sal | Atlantic | (27.25,27.5] | 0.9289955 | 0.9035235 | 0.9512144 |
| sal | Atlantic | (27.5,27.75] | 0.8301069 | 0.8109659 | 0.8618644 |
| sal | Atlantic | (27.75,27.85] | 0.6821460 | 0.6506123 | 0.7174167 |
| sal | Atlantic | (27.85,27.95] | 0.4574541 | 0.4217136 | 0.4845347 |
| sal | Atlantic | (27.95,28.05] | 0.5141741 | 0.3454419 | 0.6214670 |
| sal | Atlantic | (28.05,28.1] | 0.6605432 | 0.6489930 | 0.6668097 |
| sal | Atlantic | (28.1,28.15] | 0.7535099 | 0.7131067 | 0.7958425 |
| sal | Atlantic | (28.15,28.2] | 0.8724439 | 0.8266690 | 0.9292830 |
| sal | Atlantic | (28.2, Inf] | 0.7138644 | 0.7010611 | 0.7387237 |
| sal | Indo-Pacific | (-Inf,26] | 0.0242786 | -0.0306768 | 0.0603153 |
| sal | Indo-Pacific | (26,26.5] | 0.4382387 | 0.3250031 | 0.6418080 |
| sal | Indo-Pacific | (26.5,26.75] | 0.4803486 | 0.2855457 | 0.7280936 |
| sal | Indo-Pacific | (26.75,27] | 0.4494364 | 0.3447111 | 0.6535324 |
| sal | Indo-Pacific | (27,27.25] | -0.2294338 | -0.4603699 | -0.1083578 |
| sal | Indo-Pacific | (27.25,27.5] | -0.3335688 | -0.5357910 | -0.1288324 |
| sal | Indo-Pacific | (27.5,27.75] | -0.2691951 | -0.3792308 | -0.2042871 |
| sal | Indo-Pacific | (27.75,27.85] | -0.3925468 | -0.5363776 | -0.3203051 |
| sal | Indo-Pacific | (27.85,27.95] | -0.3742456 | -0.5587954 | -0.2396771 |
| sal | Indo-Pacific | (27.95,28.05] | -0.1025923 | -0.1943710 | -0.0059271 |
| sal | Indo-Pacific | (28.05,28.1] | 0.0284630 | -0.1103803 | 0.1487320 |
| sal | Indo-Pacific | (28.1, Inf] | 0.2856398 | 0.2476024 | 0.3324353 |
| silicate | Atlantic | (-Inf,26] | -0.1891700 | -0.3998719 | -0.0448985 |
| silicate | Atlantic | (26,26.5] | -0.6204788 | -0.6894801 | -0.5771398 |
| silicate | Atlantic | (26.5,26.75] | -0.6744355 | -0.7083233 | -0.6185328 |
| silicate | Atlantic | (26.75,27] | -0.5877582 | -0.6462842 | -0.4997900 |
| silicate | Atlantic | (27,27.25] | -0.8244139 | -0.8496196 | -0.8116393 |
| silicate | Atlantic | (27.25,27.5] | -0.8954714 | -0.9115983 | -0.8716174 |
| silicate | Atlantic | (27.5,27.75] | -0.8829989 | -0.8908394 | -0.8759680 |
| silicate | Atlantic | (27.75,27.85] | -0.8851422 | -0.9099525 | -0.8594966 |
| silicate | Atlantic | (27.85,27.95] | -0.8687786 | -0.8853983 | -0.8568378 |
| silicate | Atlantic | (27.95,28.05] | -0.8476207 | -0.8722232 | -0.8142167 |
| silicate | Atlantic | (28.05,28.1] | -0.8416672 | -0.8580037 | -0.8135846 |
| silicate | Atlantic | (28.1,28.15] | -0.8911888 | -0.9126052 | -0.8752921 |
| silicate | Atlantic | (28.15,28.2] | -0.9483717 | -0.9726988 | -0.9272451 |
| silicate | Atlantic | (28.2, Inf] | -0.6298539 | -0.7610945 | -0.4938764 |
| silicate | Indo-Pacific | (-Inf,26] | -0.2094420 | -0.3877003 | -0.0796025 |
| silicate | Indo-Pacific | (26,26.5] | -0.7218324 | -0.7416976 | -0.6926154 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7173648 | -0.7682301 | -0.6168378 |
| silicate | Indo-Pacific | (26.75,27] | -0.6357977 | -0.6811366 | -0.6066064 |
| silicate | Indo-Pacific | (27,27.25] | 0.2357829 | 0.1854728 | 0.2997518 |
| silicate | Indo-Pacific | (27.25,27.5] | 0.7618066 | 0.6955873 | 0.7996958 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.8363182 | 0.7692541 | 0.8732571 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.7918991 | 0.6924548 | 0.8566653 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.6912702 | 0.5551060 | 0.7916405 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.4403619 | 0.2613732 | 0.6289435 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.1727742 | 0.0857018 | 0.3145297 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.0240472 | -0.0996072 | 0.2415362 |
| tem | Atlantic | (-Inf,26] | 0.0299669 | -0.1697860 | 0.1962489 |
| tem | Atlantic | (26,26.5] | 0.6774652 | 0.5090937 | 0.7771867 |
| tem | Atlantic | (26.5,26.75] | 0.8685958 | 0.8455647 | 0.9016566 |
| tem | Atlantic | (26.75,27] | 0.9006506 | 0.8723176 | 0.9175562 |
| tem | Atlantic | (27,27.25] | 0.9118749 | 0.9008314 | 0.9207768 |
| tem | Atlantic | (27.25,27.5] | 0.9133559 | 0.8918085 | 0.9355456 |
| tem | Atlantic | (27.5,27.75] | 0.8015431 | 0.7797528 | 0.8406293 |
| tem | Atlantic | (27.75,27.85] | 0.6774288 | 0.6548773 | 0.7190502 |
| tem | Atlantic | (27.85,27.95] | 0.4391569 | 0.3600504 | 0.5110242 |
| tem | Atlantic | (27.95,28.05] | 0.5058151 | 0.4041197 | 0.5893981 |
| tem | Atlantic | (28.05,28.1] | 0.5612964 | 0.5495326 | 0.5796251 |
| tem | Atlantic | (28.1,28.15] | 0.6024576 | 0.5261656 | 0.6567292 |
| tem | Atlantic | (28.15,28.2] | 0.6281535 | 0.5668585 | 0.7204818 |
| tem | Atlantic | (28.2, Inf] | 0.5736689 | 0.5555713 | 0.6031554 |
| tem | Indo-Pacific | (-Inf,26] | -0.2710324 | -0.3393723 | -0.1842138 |
| tem | Indo-Pacific | (26,26.5] | 0.4560611 | 0.3304919 | 0.6312220 |
| tem | Indo-Pacific | (26.5,26.75] | 0.4727703 | 0.2916009 | 0.7090256 |
| tem | Indo-Pacific | (26.75,27] | 0.4942685 | 0.3874918 | 0.6761798 |
| tem | Indo-Pacific | (27,27.25] | -0.1098368 | -0.3217916 | 0.0295921 |
| tem | Indo-Pacific | (27.25,27.5] | -0.3048601 | -0.4691784 | -0.1290503 |
| tem | Indo-Pacific | (27.5,27.75] | -0.3187628 | -0.4407776 | -0.2395815 |
| tem | Indo-Pacific | (27.75,27.85] | -0.3302669 | -0.4761970 | -0.2462148 |
| tem | Indo-Pacific | (27.85,27.95] | -0.2609570 | -0.3971569 | -0.1375699 |
| tem | Indo-Pacific | (27.95,28.05] | 0.0222352 | -0.0323667 | 0.0498487 |
| tem | Indo-Pacific | (28.05,28.1] | 0.1479370 | 0.1006095 | 0.1751078 |
| tem | Indo-Pacific | (28.1, Inf] | 0.3985282 | 0.2332123 | 0.6835729 |
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