eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
27 January, 2021
Last updated: 2021-01-27
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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|---|---|---|---|---|
| html | 61efb56 | Donghe-Zhu | 2021-01-25 | Build site. |
| html | 48f638e | Donghe-Zhu | 2021-01-25 | Build site. |
| html | c1cec47 | Donghe-Zhu | 2021-01-25 | Build site. |
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1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor correlation
The correlation between:
- pairs of seven potential predictor variables and
- C* and seven potential predictor variables
were investigated based on:
- property-property plots and
- calculated correlation coefficients.
2.1 Correlation plots
For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).
for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]
print(
GLODAP %>%
filter(basin == i_basin) %>%
sample_frac(0.05) %>%
ggpairs(columns = c(params_local$MLR_target,
params_local$MLR_predictors),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == i_basin))))
)
}
| Version | Author | Date |
|---|---|---|
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(params_local$MLR_target,
params_local$MLR_predictors),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}2.2 Correlation assessment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# calculate correlation table
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$MLR_target) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_target_predictor")) {
cor_target_predictor <-
bind_rows(cor_target_predictor, cor_target_predictor_temp)
}
if (!exists("cor_target_predictor")) {
cor_target_predictor <- cor_target_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != params_local$MLR_target,
y != params_local$MLR_target) %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_target_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
# plot figure
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.8474259 | 0.8266115 | 0.8819213 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9210619 | 0.9153348 | 0.9244668 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9752898 | 0.9735736 | 0.9773553 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9831746 | 0.9805709 | 0.9853460 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9631083 | 0.9596579 | 0.9655219 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.8474823 | 0.8377983 | 0.8553777 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.6012790 | 0.5864528 | 0.6189707 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.4024520 | 0.3757277 | 0.4324710 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.5688714 | 0.4724808 | 0.6714969 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.3806328 | 0.3167072 | 0.4221763 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.6097363 | 0.5705959 | 0.6609940 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.8842871 | 0.8598995 | 0.9096156 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9366901 | 0.9336298 | 0.9427450 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.9219512 | 0.9190820 | 0.9253084 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9334829 | 0.9319173 | 0.9360307 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8505107 | 0.8479640 | 0.8543417 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.7792487 | 0.7751969 | 0.7850696 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.8406238 | 0.8350112 | 0.8470841 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.9244868 | 0.9196208 | 0.9290681 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.9493712 | 0.9472474 | 0.9511318 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.9721661 | 0.9717913 | 0.9724487 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9910870 | 0.9904836 | 0.9916523 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9898033 | 0.9888119 | 0.9910977 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9892191 | 0.9887682 | 0.9895711 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9894045 | 0.9887788 | 0.9900598 |
| aou + nitrate | Indo-Pacific | (28.1, Inf] | 0.9908069 | 0.9903537 | 0.9910997 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9258443 | 0.9145388 | 0.9377956 |
| aou + phosphate | Atlantic | (26,26.5] | 0.8976175 | 0.8923019 | 0.9013403 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9518435 | 0.9483806 | 0.9543411 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9641771 | 0.9605810 | 0.9663368 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9232785 | 0.9211369 | 0.9246839 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.7843905 | 0.7728788 | 0.7941271 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.5297423 | 0.5125694 | 0.5497214 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.3322424 | 0.3040592 | 0.3646367 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.5340406 | 0.4327796 | 0.6418639 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.3623724 | 0.2973788 | 0.4041694 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.6040366 | 0.5657198 | 0.6552057 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.8841024 | 0.8598042 | 0.9093648 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9430936 | 0.9397447 | 0.9495258 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.9277082 | 0.9263062 | 0.9285853 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9676542 | 0.9670305 | 0.9685302 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9602284 | 0.9590835 | 0.9615415 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9733799 | 0.9727976 | 0.9738210 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9752983 | 0.9744456 | 0.9762754 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9853908 | 0.9850195 | 0.9855852 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9862143 | 0.9855648 | 0.9866095 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9889516 | 0.9888988 | 0.9889876 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9945413 | 0.9943528 | 0.9946399 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9950546 | 0.9947906 | 0.9955307 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9909280 | 0.9906928 | 0.9913333 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9925272 | 0.9918445 | 0.9930599 |
| aou + phosphate | Indo-Pacific | (28.1, Inf] | 0.9915940 | 0.9907817 | 0.9923535 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.2371350 | 0.1773169 | 0.2822293 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.4085143 | 0.3739364 | 0.4409341 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.1664508 | 0.1297563 | 0.1990617 |
| aou + phosphate_star | Atlantic | (26.75,27] | -0.1189632 | -0.1324455 | -0.1012611 |
| aou + phosphate_star | Atlantic | (27,27.25] | -0.0424460 | -0.0696779 | -0.0166542 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | -0.1443710 | -0.1652679 | -0.1279037 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | -0.3215425 | -0.3447855 | -0.3014228 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | -0.3393933 | -0.3762285 | -0.2792479 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.1694351 | 0.0246244 | 0.3284824 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | -0.0260735 | -0.0994208 | 0.0195755 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.3161462 | 0.2539865 | 0.3881855 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.7478364 | 0.7025034 | 0.7936524 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.8496650 | 0.8430001 | 0.8613788 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.8208822 | 0.8172523 | 0.8257788 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5951193 | 0.5875310 | 0.6035955 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4244352 | 0.4209592 | 0.4296565 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4823027 | 0.4643600 | 0.4937869 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.6158918 | 0.6031291 | 0.6338326 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.6951626 | 0.6806725 | 0.7120876 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.3451646 | 0.2833872 | 0.3989142 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.2920460 | -0.3470591 | -0.2434783 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5746378 | -0.5836868 | -0.5573694 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3724079 | -0.3938370 | -0.3522534 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.3795971 | -0.4090024 | -0.3512158 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.2709860 | -0.3522246 | -0.2098694 |
| aou + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.1501097 | 0.1358150 | 0.1602845 |
| aou + silicate | Atlantic | (-Inf,26] | 0.1068293 | 0.0364329 | 0.1856052 |
| aou + silicate | Atlantic | (26,26.5] | 0.2766743 | 0.2402128 | 0.3024468 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.6181012 | 0.5931660 | 0.6422019 |
| aou + silicate | Atlantic | (26.75,27] | 0.7996681 | 0.7940141 | 0.8103001 |
| aou + silicate | Atlantic | (27,27.25] | 0.7389053 | 0.7358695 | 0.7442758 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.5325255 | 0.5256000 | 0.5460647 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.2176428 | 0.2062112 | 0.2247835 |
| aou + silicate | Atlantic | (27.75,27.85] | -0.0501331 | -0.0799877 | -0.0257134 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.2759439 | 0.1549713 | 0.4057111 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.3094688 | 0.2465865 | 0.3502460 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.6325761 | 0.6057525 | 0.6734265 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9137647 | 0.8972208 | 0.9313956 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9446387 | 0.9411159 | 0.9476109 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.7337543 | 0.7167609 | 0.7521245 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.8374201 | 0.8339467 | 0.8400774 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7713602 | 0.7707356 | 0.7723737 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7842646 | 0.7805646 | 0.7892034 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8744312 | 0.8709404 | 0.8777089 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.9403334 | 0.9392422 | 0.9410064 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9545676 | 0.9541536 | 0.9552728 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9651423 | 0.9643931 | 0.9656973 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9829640 | 0.9824985 | 0.9832373 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9821700 | 0.9816893 | 0.9826522 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9875303 | 0.9868837 | 0.9879667 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9907655 | 0.9899160 | 0.9914571 |
| aou + silicate | Indo-Pacific | (28.1, Inf] | 0.8242684 | 0.8238638 | 0.8246705 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.6701397 | 0.6051445 | 0.7593596 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.8347051 | 0.8255172 | 0.8506486 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9678564 | 0.9660826 | 0.9690300 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9800587 | 0.9789120 | 0.9812576 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9865734 | 0.9862957 | 0.9869124 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9917651 | 0.9915996 | 0.9918717 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.9944017 | 0.9941421 | 0.9945578 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.9965328 | 0.9964607 | 0.9966409 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9986564 | 0.9985214 | 0.9987923 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9993835 | 0.9993144 | 0.9994364 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9997909 | 0.9997700 | 0.9998055 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9998183 | 0.9998134 | 0.9998271 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9977082 | 0.9975518 | 0.9979142 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9896436 | 0.9888768 | 0.9900674 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9542396 | 0.9519468 | 0.9581887 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.8646178 | 0.8605885 | 0.8688633 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.7967319 | 0.7925700 | 0.8040735 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.8618210 | 0.8538498 | 0.8691379 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | 0.9347447 | 0.9299662 | 0.9389290 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9542040 | 0.9522953 | 0.9560159 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9786504 | 0.9783937 | 0.9790223 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9946484 | 0.9943388 | 0.9948427 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9966237 | 0.9961889 | 0.9971692 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9987801 | 0.9986832 | 0.9988910 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9981226 | 0.9979339 | 0.9982250 |
| nitrate + phosphate | Indo-Pacific | (28.1, Inf] | 0.9951005 | 0.9949502 | 0.9952016 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | 0.1172519 | 0.0377457 | 0.2126446 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.4122297 | 0.3547445 | 0.4485492 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.2812815 | 0.2403186 | 0.3159696 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | -0.0018082 | -0.0128397 | 0.0090086 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.2049232 | 0.1708927 | 0.2389114 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.3922095 | 0.3817052 | 0.4036879 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.5465926 | 0.5406656 | 0.5529017 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.7211230 | 0.6965657 | 0.7422893 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.9036552 | 0.8905678 | 0.9185495 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.9121154 | 0.9100834 | 0.9136215 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9432716 | 0.9379931 | 0.9468017 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9702550 | 0.9663964 | 0.9737060 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9779412 | 0.9774495 | 0.9786873 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9695047 | 0.9687507 | 0.9702461 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7318322 | 0.7292862 | 0.7350555 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.5555238 | 0.5501554 | 0.5623941 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.5711046 | 0.5676668 | 0.5768383 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7017056 | 0.6842760 | 0.7185738 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7739045 | 0.7615904 | 0.7860120 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4558924 | 0.4015931 | 0.5023851 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1595806 | -0.2176310 | -0.1100190 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.5008760 | -0.5111174 | -0.4855874 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2643489 | -0.2827162 | -0.2484827 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2468204 | -0.2779089 | -0.2140440 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1366259 | -0.2153183 | -0.0742665 |
| nitrate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.2584536 | 0.2420091 | 0.2677446 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.5979739 | 0.5784461 | 0.6118348 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.5623554 | 0.5450756 | 0.5728961 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.6995890 | 0.6782830 | 0.7214472 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.8556502 | 0.8481245 | 0.8626148 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.8706567 | 0.8648363 | 0.8737429 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8568247 | 0.8522417 | 0.8592122 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8599828 | 0.8576496 | 0.8638334 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.8380300 | 0.8363898 | 0.8395080 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.9141880 | 0.9076897 | 0.9224982 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.9677684 | 0.9659295 | 0.9690809 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.9834575 | 0.9819848 | 0.9846936 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.9859700 | 0.9855886 | 0.9863662 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.9144859 | 0.9122445 | 0.9177656 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.7044217 | 0.6953985 | 0.7097828 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.8584377 | 0.8557252 | 0.8609596 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.7840225 | 0.7765084 | 0.7959583 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.8224276 | 0.8199236 | 0.8272667 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.8737151 | 0.8684167 | 0.8785463 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.9380673 | 0.9343655 | 0.9408551 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.9596946 | 0.9585155 | 0.9608022 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | 0.9790578 | 0.9784824 | 0.9796809 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.9897304 | 0.9892626 | 0.9900311 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.9892118 | 0.9889780 | 0.9894002 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.9916267 | 0.9913685 | 0.9921187 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9900843 | 0.9897189 | 0.9903729 |
| nitrate + silicate | Indo-Pacific | (28.1, Inf] | 0.8347132 | 0.8329393 | 0.8364787 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.5303529 | 0.4804012 | 0.5860756 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.7569850 | 0.7261739 | 0.7774512 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.4559870 | 0.4323689 | 0.4826767 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.1434305 | 0.1338887 | 0.1522105 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.3397297 | 0.3105640 | 0.3686057 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.4956302 | 0.4851988 | 0.5074641 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.6235786 | 0.6197809 | 0.6289976 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.7721570 | 0.7501105 | 0.7906373 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9214218 | 0.9105996 | 0.9339702 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9207570 | 0.9192104 | 0.9218733 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9460251 | 0.9403910 | 0.9497091 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9706860 | 0.9667319 | 0.9742451 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9759369 | 0.9755686 | 0.9766249 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9718490 | 0.9709979 | 0.9731182 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7634750 | 0.7592186 | 0.7678483 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6551199 | 0.6530221 | 0.6563537 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6633962 | 0.6505557 | 0.6707528 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7624326 | 0.7521981 | 0.7735868 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8023582 | 0.7921312 | 0.8149407 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4922983 | 0.4376881 | 0.5411191 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1497306 | -0.2061579 | -0.0999830 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4888020 | -0.5000106 | -0.4707374 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2820300 | -0.3015833 | -0.2657056 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2553269 | -0.2846537 | -0.2240643 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1551305 | -0.2333891 | -0.0936779 |
| phosphate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.2717623 | 0.2518650 | 0.2820173 |
| sal + aou | Atlantic | (-Inf,26] | -0.3954769 | -0.4422819 | -0.3653613 |
| sal + aou | Atlantic | (26,26.5] | -0.3807203 | -0.4301488 | -0.3492244 |
| sal + aou | Atlantic | (26.5,26.75] | 0.2653558 | 0.2446454 | 0.2907258 |
| sal + aou | Atlantic | (26.75,27] | 0.4582672 | 0.4461428 | 0.4724062 |
| sal + aou | Atlantic | (27,27.25] | 0.3706608 | 0.3382596 | 0.4092778 |
| sal + aou | Atlantic | (27.25,27.5] | 0.3873373 | 0.3825692 | 0.3961306 |
| sal + aou | Atlantic | (27.5,27.75] | 0.6730500 | 0.6618790 | 0.6895658 |
| sal + aou | Atlantic | (27.75,27.85] | 0.6571147 | 0.5960155 | 0.6912220 |
| sal + aou | Atlantic | (27.85,27.95] | 0.2095582 | 0.0755069 | 0.3425664 |
| sal + aou | Atlantic | (27.95,28.05] | 0.0390131 | -0.0135670 | 0.0994952 |
| sal + aou | Atlantic | (28.05,28.1] | -0.3146866 | -0.3799902 | -0.2588251 |
| sal + aou | Atlantic | (28.1,28.15] | -0.7388478 | -0.7823808 | -0.6949033 |
| sal + aou | Atlantic | (28.15,28.2] | -0.8025215 | -0.8053872 | -0.7968380 |
| sal + aou | Atlantic | (28.2, Inf] | -0.6729560 | -0.6821564 | -0.6591232 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.2353120 | -0.2433284 | -0.2312231 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.1595948 | -0.1643986 | -0.1558981 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1945342 | -0.2005169 | -0.1853888 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.4120482 | -0.4197599 | -0.3967160 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.5975921 | -0.6145578 | -0.5840517 |
| sal + aou | Indo-Pacific | (27.25,27.5] | -0.2706828 | -0.3254158 | -0.2134858 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.4928113 | 0.4514882 | 0.5442114 |
| sal + aou | Indo-Pacific | (27.75,27.85] | 0.7629426 | 0.7575338 | 0.7696906 |
| sal + aou | Indo-Pacific | (27.85,27.95] | 0.7603339 | 0.7549339 | 0.7653473 |
| sal + aou | Indo-Pacific | (27.95,28.05] | 0.8410362 | 0.8298925 | 0.8515109 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.8463618 | 0.8326430 | 0.8552142 |
| sal + aou | Indo-Pacific | (28.1, Inf] | 0.3271754 | 0.3122432 | 0.3374250 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.6765304 | -0.6793256 | -0.6728165 |
| sal + nitrate | Atlantic | (26,26.5] | -0.4207481 | -0.4708345 | -0.3720611 |
| sal + nitrate | Atlantic | (26.5,26.75] | 0.1949683 | 0.1700347 | 0.2299204 |
| sal + nitrate | Atlantic | (26.75,27] | 0.3973787 | 0.3917430 | 0.4039986 |
| sal + nitrate | Atlantic | (27,27.25] | 0.2056771 | 0.1647547 | 0.2558439 |
| sal + nitrate | Atlantic | (27.25,27.5] | -0.0535260 | -0.0936838 | -0.0187138 |
| sal + nitrate | Atlantic | (27.5,27.75] | 0.1972547 | 0.1724136 | 0.2414270 |
| sal + nitrate | Atlantic | (27.75,27.85] | -0.3440971 | -0.3937641 | -0.3026832 |
| sal + nitrate | Atlantic | (27.85,27.95] | -0.6172061 | -0.6401372 | -0.5978829 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.8374299 | -0.8498146 | -0.8200986 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.9181900 | -0.9222346 | -0.9137695 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.9554425 | -0.9603249 | -0.9502052 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.9486222 | -0.9565128 | -0.9415349 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.8489218 | -0.8549425 | -0.8437597 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.3648798 | -0.3706188 | -0.3608245 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.3926525 | -0.3956050 | -0.3903830 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.4322206 | -0.4323161 | -0.4321607 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.5695457 | -0.5835725 | -0.5565613 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.7264308 | -0.7303526 | -0.7220035 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | -0.4007334 | -0.4504684 | -0.3471002 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | 0.3921171 | 0.3553330 | 0.4426376 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | 0.7148017 | 0.6989048 | 0.7309765 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | 0.7077992 | 0.6999537 | 0.7134861 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | 0.7782025 | 0.7634308 | 0.7906724 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | 0.7771855 | 0.7599518 | 0.7873751 |
| sal + nitrate | Indo-Pacific | (28.1, Inf] | 0.2802368 | 0.2655586 | 0.2898595 |
| sal + phosphate | Atlantic | (-Inf,26] | -0.2711011 | -0.3667554 | -0.2214405 |
| sal + phosphate | Atlantic | (26,26.5] | -0.6331028 | -0.6622759 | -0.5969985 |
| sal + phosphate | Atlantic | (26.5,26.75] | 0.0194401 | 0.0019464 | 0.0410819 |
| sal + phosphate | Atlantic | (26.75,27] | 0.2806174 | 0.2753541 | 0.2886877 |
| sal + phosphate | Atlantic | (27,27.25] | 0.0705837 | 0.0301074 | 0.1216067 |
| sal + phosphate | Atlantic | (27.25,27.5] | -0.1668388 | -0.2069645 | -0.1296978 |
| sal + phosphate | Atlantic | (27.5,27.75] | 0.1005875 | 0.0766965 | 0.1431040 |
| sal + phosphate | Atlantic | (27.75,27.85] | -0.4147975 | -0.4615248 | -0.3754110 |
| sal + phosphate | Atlantic | (27.85,27.95] | -0.6494354 | -0.6712580 | -0.6276612 |
| sal + phosphate | Atlantic | (27.95,28.05] | -0.8487555 | -0.8601016 | -0.8314941 |
| sal + phosphate | Atlantic | (28.05,28.1] | -0.9225985 | -0.9268673 | -0.9178064 |
| sal + phosphate | Atlantic | (28.1,28.15] | -0.9558097 | -0.9609303 | -0.9505062 |
| sal + phosphate | Atlantic | (28.15,28.2] | -0.9321184 | -0.9420472 | -0.9236970 |
| sal + phosphate | Atlantic | (28.2, Inf] | -0.7786672 | -0.7867329 | -0.7744749 |
| sal + phosphate | Indo-Pacific | (-Inf,26] | -0.3512327 | -0.3557979 | -0.3462497 |
| sal + phosphate | Indo-Pacific | (26,26.5] | -0.3737399 | -0.3826067 | -0.3655666 |
| sal + phosphate | Indo-Pacific | (26.5,26.75] | -0.3653081 | -0.3711260 | -0.3613873 |
| sal + phosphate | Indo-Pacific | (26.75,27] | -0.5172817 | -0.5332657 | -0.5015476 |
| sal + phosphate | Indo-Pacific | (27,27.25] | -0.6797192 | -0.6888600 | -0.6720251 |
| sal + phosphate | Indo-Pacific | (27.25,27.5] | -0.3744249 | -0.4288745 | -0.3158867 |
| sal + phosphate | Indo-Pacific | (27.5,27.75] | 0.3935476 | 0.3524997 | 0.4452387 |
| sal + phosphate | Indo-Pacific | (27.75,27.85] | 0.7084105 | 0.6980176 | 0.7208984 |
| sal + phosphate | Indo-Pacific | (27.85,27.95] | 0.7163423 | 0.7083756 | 0.7231330 |
| sal + phosphate | Indo-Pacific | (27.95,28.05] | 0.7948180 | 0.7820365 | 0.8055978 |
| sal + phosphate | Indo-Pacific | (28.05,28.1] | 0.8039198 | 0.7889220 | 0.8133386 |
| sal + phosphate | Indo-Pacific | (28.1, Inf] | 0.3458131 | 0.3315183 | 0.3554573 |
| sal + phosphate_star | Atlantic | (-Inf,26] | -0.2235572 | -0.3027183 | -0.1166975 |
| sal + phosphate_star | Atlantic | (26,26.5] | -0.8720535 | -0.8888172 | -0.8591647 |
| sal + phosphate_star | Atlantic | (26.5,26.75] | -0.7909685 | -0.8038187 | -0.7825750 |
| sal + phosphate_star | Atlantic | (26.75,27] | -0.7648005 | -0.7863426 | -0.7506594 |
| sal + phosphate_star | Atlantic | (27,27.25] | -0.7999230 | -0.8087039 | -0.7826138 |
| sal + phosphate_star | Atlantic | (27.25,27.5] | -0.8591047 | -0.8862084 | -0.8404105 |
| sal + phosphate_star | Atlantic | (27.5,27.75] | -0.5889508 | -0.6117562 | -0.5565787 |
| sal + phosphate_star | Atlantic | (27.75,27.85] | -0.8717474 | -0.8822592 | -0.8663494 |
| sal + phosphate_star | Atlantic | (27.85,27.95] | -0.8700497 | -0.8886215 | -0.8464537 |
| sal + phosphate_star | Atlantic | (27.95,28.05] | -0.9427720 | -0.9492494 | -0.9325850 |
| sal + phosphate_star | Atlantic | (28.05,28.1] | -0.9798190 | -0.9821852 | -0.9785200 |
| sal + phosphate_star | Atlantic | (28.1,28.15] | -0.9879465 | -0.9902502 | -0.9862187 |
| sal + phosphate_star | Atlantic | (28.15,28.2] | -0.9693376 | -0.9765239 | -0.9609766 |
| sal + phosphate_star | Atlantic | (28.2, Inf] | -0.8349605 | -0.8404703 | -0.8273290 |
| sal + phosphate_star | Indo-Pacific | (-Inf,26] | -0.7048855 | -0.7093415 | -0.6993047 |
| sal + phosphate_star | Indo-Pacific | (26,26.5] | -0.8631407 | -0.8723219 | -0.8574359 |
| sal + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8735285 | -0.8842543 | -0.8641781 |
| sal + phosphate_star | Indo-Pacific | (26.75,27] | -0.8432259 | -0.8579631 | -0.8350468 |
| sal + phosphate_star | Indo-Pacific | (27,27.25] | -0.8975604 | -0.9011455 | -0.8907745 |
| sal + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.8078580 | -0.8230334 | -0.7820636 |
| sal + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.8077191 | -0.8208941 | -0.7958373 |
| sal + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.8932647 | -0.9126632 | -0.8785222 |
| sal + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.7452637 | -0.7663089 | -0.7335730 |
| sal + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.6554982 | -0.6684480 | -0.6421964 |
| sal + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.5951981 | -0.6362054 | -0.5656040 |
| sal + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.0764608 | 0.0684994 | 0.0805049 |
| sal + silicate | Atlantic | (-Inf,26] | -0.7674657 | -0.7801676 | -0.7519958 |
| sal + silicate | Atlantic | (26,26.5] | 0.1509198 | 0.1190386 | 0.1762024 |
| sal + silicate | Atlantic | (26.5,26.75] | 0.3051096 | 0.2764172 | 0.3515178 |
| sal + silicate | Atlantic | (26.75,27] | 0.1816434 | 0.1673646 | 0.2044764 |
| sal + silicate | Atlantic | (27,27.25] | -0.1055682 | -0.1451001 | -0.0575001 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.3451031 | -0.3823259 | -0.3055694 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.1387137 | -0.1724806 | -0.0952923 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.6928926 | -0.7305180 | -0.6576508 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.8094938 | -0.8309036 | -0.7723139 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.8964864 | -0.9040032 | -0.8839898 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.9160871 | -0.9230994 | -0.9068784 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.9253126 | -0.9341953 | -0.9169442 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.7594279 | -0.7780706 | -0.7467099 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.2747197 | -0.2873019 | -0.2584516 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5422217 | -0.5473789 | -0.5335664 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5835333 | -0.5920834 | -0.5770982 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.6113464 | -0.6159919 | -0.6072362 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.6637158 | -0.6753934 | -0.6548737 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.7559627 | -0.7644430 | -0.7471437 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.4765762 | -0.5254074 | -0.4204689 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | 0.3266064 | 0.2828669 | 0.3816435 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | 0.6826289 | 0.6702908 | 0.6985109 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | 0.7072910 | 0.6952297 | 0.7168525 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | 0.8062848 | 0.7915347 | 0.8186569 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.8219728 | 0.8081274 | 0.8299900 |
| sal + silicate | Indo-Pacific | (28.1, Inf] | 0.6692920 | 0.6529064 | 0.6816427 |
| sal + temp | Atlantic | (-Inf,26] | 0.6602833 | 0.6235546 | 0.7174248 |
| sal + temp | Atlantic | (26,26.5] | 0.9579109 | 0.9543090 | 0.9605834 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9678435 | 0.9655875 | 0.9715268 |
| sal + temp | Atlantic | (26.75,27] | 0.9706206 | 0.9689669 | 0.9717815 |
| sal + temp | Atlantic | (27,27.25] | 0.9634747 | 0.9631262 | 0.9638038 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9719858 | 0.9707505 | 0.9739551 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9677423 | 0.9668418 | 0.9690139 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9867170 | 0.9864409 | 0.9870097 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9797903 | 0.9744081 | 0.9828635 |
| sal + temp | Atlantic | (27.95,28.05] | 0.9757772 | 0.9752775 | 0.9760728 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9863962 | 0.9851841 | 0.9873131 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9833529 | 0.9828307 | 0.9836934 |
| sal + temp | Atlantic | (28.15,28.2] | 0.9788135 | 0.9778979 | 0.9798992 |
| sal + temp | Atlantic | (28.2, Inf] | 0.9370402 | 0.9344478 | 0.9420177 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.8198307 | 0.8171329 | 0.8250234 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9531478 | 0.9509653 | 0.9546749 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9803016 | 0.9798084 | 0.9807069 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9790478 | 0.9780406 | 0.9799011 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9747889 | 0.9739315 | 0.9758218 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9219382 | 0.9203319 | 0.9233164 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8731510 | 0.8711042 | 0.8764706 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9707677 | 0.9683933 | 0.9730119 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.9400985 | 0.9381197 | 0.9438168 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.9453119 | 0.9438740 | 0.9461336 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9754182 | 0.9740998 | 0.9771960 |
| sal + temp | Indo-Pacific | (28.1, Inf] | 0.4325837 | 0.4153504 | 0.4447132 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.1331598 | -0.2393000 | 0.0061056 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.0405245 | 0.0025708 | 0.0793459 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.5668735 | 0.5188630 | 0.6075956 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8451864 | 0.8401574 | 0.8491304 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9022276 | 0.8968750 | 0.9051932 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.8977677 | 0.8939693 | 0.9000716 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.8969701 | 0.8951219 | 0.8997922 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.8777482 | 0.8761672 | 0.8789535 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9330287 | 0.9280969 | 0.9395083 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9741128 | 0.9729657 | 0.9750430 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9861005 | 0.9850040 | 0.9871105 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9882264 | 0.9879689 | 0.9886304 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9367754 | 0.9353037 | 0.9385953 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.7960980 | 0.7870170 | 0.8023833 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8855244 | 0.8829120 | 0.8872096 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8771302 | 0.8751912 | 0.8782337 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8650553 | 0.8630519 | 0.8665845 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.9204551 | 0.9199875 | 0.9212967 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9574916 | 0.9563250 | 0.9582892 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9718759 | 0.9714920 | 0.9725200 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9806452 | 0.9801821 | 0.9810813 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9882002 | 0.9873941 | 0.9886340 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9874997 | 0.9870639 | 0.9878588 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9937146 | 0.9933629 | 0.9941821 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9942889 | 0.9941395 | 0.9945007 |
| silicate + phosphate | Indo-Pacific | (28.1, Inf] | 0.8637259 | 0.8618486 | 0.8653344 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | -0.1908434 | -0.2861979 | -0.0590447 |
| silicate + phosphate_star | Atlantic | (26,26.5] | -0.2840452 | -0.3268307 | -0.2350458 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.0200292 | -0.0711765 | 0.0723174 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.1935542 | 0.1740191 | 0.2111644 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.5353889 | 0.5097779 | 0.5643976 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.6739896 | 0.6664176 | 0.6890461 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.7965325 | 0.7874883 | 0.8078992 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9078413 | 0.8897729 | 0.9222550 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9642862 | 0.9607276 | 0.9706619 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9219369 | 0.9188988 | 0.9235924 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9209098 | 0.9104826 | 0.9273196 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9392648 | 0.9317428 | 0.9458218 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.8664274 | 0.8652833 | 0.8684731 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.7345969 | 0.7312008 | 0.7395438 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7743444 | 0.7715045 | 0.7778084 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7798311 | 0.7793423 | 0.7801902 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7990814 | 0.7978810 | 0.8009295 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8212798 | 0.8136946 | 0.8280509 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8167567 | 0.8004342 | 0.8329089 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.5288112 | 0.4747768 | 0.5750061 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.0996115 | -0.1594677 | -0.0455684 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4749127 | -0.4853642 | -0.4547556 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2679117 | -0.2825547 | -0.2550534 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.2770962 | -0.3063445 | -0.2442445 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1904978 | -0.2639396 | -0.1313883 |
| silicate + phosphate_star | Indo-Pacific | (28.1, Inf] | 0.4364958 | 0.4186530 | 0.4477623 |
| temp + aou | Atlantic | (-Inf,26] | -0.6696405 | -0.6950869 | -0.6483187 |
| temp + aou | Atlantic | (26,26.5] | -0.4284598 | -0.4623101 | -0.4060878 |
| temp + aou | Atlantic | (26.5,26.75] | 0.1483430 | 0.1211757 | 0.1732981 |
| temp + aou | Atlantic | (26.75,27] | 0.3933139 | 0.3770829 | 0.4133339 |
| temp + aou | Atlantic | (27,27.25] | 0.3428783 | 0.3117948 | 0.3813161 |
| temp + aou | Atlantic | (27.25,27.5] | 0.4169262 | 0.4072313 | 0.4281407 |
| temp + aou | Atlantic | (27.5,27.75] | 0.6668008 | 0.6580184 | 0.6798347 |
| temp + aou | Atlantic | (27.75,27.85] | 0.6709155 | 0.6161014 | 0.7039113 |
| temp + aou | Atlantic | (27.85,27.95] | 0.2195201 | 0.0832725 | 0.3425500 |
| temp + aou | Atlantic | (27.95,28.05] | 0.1596352 | 0.1137440 | 0.2236490 |
| temp + aou | Atlantic | (28.05,28.1] | -0.2235966 | -0.2903847 | -0.1586470 |
| temp + aou | Atlantic | (28.1,28.15] | -0.6562065 | -0.7042175 | -0.6079602 |
| temp + aou | Atlantic | (28.15,28.2] | -0.7492876 | -0.7566215 | -0.7401476 |
| temp + aou | Atlantic | (28.2, Inf] | -0.7384994 | -0.7444418 | -0.7305130 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3833513 | -0.3848430 | -0.3821153 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2061334 | -0.2117801 | -0.2026547 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1749544 | -0.1819648 | -0.1635772 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.3587919 | -0.3690613 | -0.3449435 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.5589736 | -0.5735068 | -0.5496268 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.2426248 | -0.2890212 | -0.1935446 |
| temp + aou | Indo-Pacific | (27.5,27.75] | 0.4114496 | 0.3757387 | 0.4556570 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.7608159 | 0.7536426 | 0.7653391 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.7382113 | 0.7353699 | 0.7401641 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.7949980 | 0.7841629 | 0.8049619 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.8303116 | 0.8152479 | 0.8440020 |
| temp + aou | Indo-Pacific | (28.1, Inf] | 0.7910771 | 0.7831499 | 0.7985856 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.7444415 | -0.7608466 | -0.7263534 |
| temp + nitrate | Atlantic | (26,26.5] | -0.4662551 | -0.4997600 | -0.4261796 |
| temp + nitrate | Atlantic | (26.5,26.75] | 0.0715727 | 0.0405613 | 0.1054011 |
| temp + nitrate | Atlantic | (26.75,27] | 0.3148274 | 0.3059980 | 0.3194354 |
| temp + nitrate | Atlantic | (27,27.25] | 0.1701391 | 0.1304754 | 0.2206497 |
| temp + nitrate | Atlantic | (27.25,27.5] | -0.0132541 | -0.0519303 | 0.0266845 |
| temp + nitrate | Atlantic | (27.5,27.75] | 0.1774668 | 0.1591617 | 0.2098155 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.3383662 | -0.3792765 | -0.3009172 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.6289222 | -0.6453430 | -0.6186476 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.8006364 | -0.8058019 | -0.7928224 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.8779958 | -0.8833929 | -0.8694284 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.9131374 | -0.9186179 | -0.9066298 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.9201777 | -0.9287098 | -0.9118843 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.9114078 | -0.9156774 | -0.9036329 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.5301138 | -0.5329039 | -0.5280681 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.4433430 | -0.4536665 | -0.4370475 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.4188246 | -0.4205331 | -0.4171521 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.5309230 | -0.5416395 | -0.5186305 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.7047716 | -0.7054964 | -0.7039449 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.4050057 | -0.4477202 | -0.3584048 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | 0.2672779 | 0.2332427 | 0.3125510 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | 0.7084705 | 0.7006461 | 0.7200314 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | 0.6723113 | 0.6672327 | 0.6753793 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.7185540 | 0.7037045 | 0.7303216 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.7576540 | 0.7393567 | 0.7730656 |
| temp + nitrate | Indo-Pacific | (28.1, Inf] | 0.7226220 | 0.7110880 | 0.7331294 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.6824279 | -0.7402595 | -0.6500240 |
| temp + phosphate | Atlantic | (26,26.5] | -0.6535360 | -0.6718506 | -0.6265006 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.0877983 | -0.1121633 | -0.0651050 |
| temp + phosphate | Atlantic | (26.75,27] | 0.2070479 | 0.2025359 | 0.2111587 |
| temp + phosphate | Atlantic | (27,27.25] | 0.0502449 | 0.0112747 | 0.1018934 |
| temp + phosphate | Atlantic | (27.25,27.5] | -0.1194140 | -0.1586050 | -0.0773303 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.0856271 | 0.0681601 | 0.1159319 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.4079129 | -0.4461342 | -0.3724071 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.6605542 | -0.6749037 | -0.6495033 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.8134380 | -0.8179640 | -0.8052188 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.8823714 | -0.8879147 | -0.8732245 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.9141076 | -0.9199967 | -0.9073307 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.9106423 | -0.9206287 | -0.9010349 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.8768735 | -0.8825113 | -0.8705059 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.5008156 | -0.5036289 | -0.4991120 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4261310 | -0.4270579 | -0.4245735 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.3479265 | -0.3559150 | -0.3433906 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.4722477 | -0.4850697 | -0.4577601 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.6513410 | -0.6574557 | -0.6478024 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.3685508 | -0.4153112 | -0.3186375 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | 0.2913902 | 0.2564941 | 0.3358035 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | 0.7037065 | 0.6946205 | 0.7133676 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | 0.6850403 | 0.6797983 | 0.6880871 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.7310395 | 0.7182804 | 0.7409553 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.7794325 | 0.7629991 | 0.7942390 |
| temp + phosphate | Indo-Pacific | (28.1, Inf] | 0.7459791 | 0.7328314 | 0.7584974 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.6651991 | -0.7185409 | -0.6156451 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8611010 | -0.8746947 | -0.8502523 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.8120870 | -0.8241558 | -0.8023554 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.8044350 | -0.8236008 | -0.7929149 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.7976423 | -0.8081191 | -0.7776704 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.8344376 | -0.8647195 | -0.8113538 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.6057426 | -0.6222880 | -0.5832081 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.8752186 | -0.8809815 | -0.8712356 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.8878063 | -0.8989700 | -0.8801710 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.9543652 | -0.9575417 | -0.9487408 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.9715288 | -0.9721715 | -0.9702767 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.9746227 | -0.9761289 | -0.9730837 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.9707051 | -0.9781627 | -0.9624463 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.9364741 | -0.9408549 | -0.9280003 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8433051 | -0.8470014 | -0.8409046 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.9102663 | -0.9153055 | -0.9065025 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8772242 | -0.8857089 | -0.8667229 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.8436876 | -0.8578982 | -0.8346800 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.9141077 | -0.9202496 | -0.9034212 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.9114158 | -0.9232546 | -0.8933182 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.9373382 | -0.9455432 | -0.9271037 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.9214548 | -0.9319618 | -0.9096249 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.8357333 | -0.8502734 | -0.8274725 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.7758395 | -0.7870069 | -0.7653546 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.6631213 | -0.6950008 | -0.6366274 |
| temp + phosphate_star | Indo-Pacific | (28.1, Inf] | -0.3079635 | -0.3199995 | -0.2987091 |
| temp + silicate | Atlantic | (-Inf,26] | -0.3570339 | -0.3747502 | -0.3253640 |
| temp + silicate | Atlantic | (26,26.5] | 0.1078556 | 0.0927225 | 0.1289065 |
| temp + silicate | Atlantic | (26.5,26.75] | 0.2034874 | 0.1716013 | 0.2540483 |
| temp + silicate | Atlantic | (26.75,27] | 0.0701661 | 0.0552884 | 0.0890014 |
| temp + silicate | Atlantic | (27,27.25] | -0.1545117 | -0.1900194 | -0.1077317 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.2987438 | -0.3372043 | -0.2526349 |
| temp + silicate | Atlantic | (27.5,27.75] | -0.1655367 | -0.1879477 | -0.1342996 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.6793325 | -0.7120459 | -0.6449163 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.8144258 | -0.8230221 | -0.7978853 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.8581001 | -0.8617042 | -0.8519493 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.8702221 | -0.8787251 | -0.8542733 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.8779136 | -0.8895125 | -0.8660760 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.7496152 | -0.7665094 | -0.7365649 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.5094236 | -0.5223504 | -0.4971150 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6042772 | -0.6106776 | -0.5975781 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6100401 | -0.6154928 | -0.6044062 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.6020640 | -0.6045155 | -0.5973631 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.6359508 | -0.6453981 | -0.6277156 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.7407890 | -0.7469319 | -0.7353890 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.4669915 | -0.5086695 | -0.4188059 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | 0.2135708 | 0.1753338 | 0.2603923 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.6760814 | 0.6647691 | 0.6871470 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.6600683 | 0.6523715 | 0.6644594 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.7441701 | 0.7286671 | 0.7558533 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.7997938 | 0.7850456 | 0.8126133 |
| temp + silicate | Indo-Pacific | (28.1, Inf] | 0.5852267 | 0.5655074 | 0.6016085 |
rm(cor_predictors, cor_predictors_stats)2.2.3 C* vs individual predictors
Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
cor_target_predictor <- cor_target_predictor %>%
rename(predictor = term)
# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
select(-era) %>%
group_by(predictor, basin, gamma_slab) %>%
summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>%
ungroup()
# plot figure
cor_target_predictor_stats %>%
mutate(predictor = reorder(predictor, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "C* correlation with...") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.3679991 | 0.3351745 | 0.4330489 |
| aou | Atlantic | (26,26.5] | 0.0051107 | -0.1412442 | 0.1374984 |
| aou | Atlantic | (26.5,26.75] | 0.0234156 | -0.1331670 | 0.2296781 |
| aou | Atlantic | (26.75,27] | -0.0665701 | -0.2754315 | 0.1912858 |
| aou | Atlantic | (27,27.25] | -0.3802524 | -0.5247852 | -0.2135966 |
| aou | Atlantic | (27.25,27.5] | -0.2887570 | -0.4143189 | -0.1343829 |
| aou | Atlantic | (27.5,27.75] | -0.1495676 | -0.2028965 | -0.0944664 |
| aou | Atlantic | (27.75,27.85] | -0.0524291 | -0.1101520 | -0.0164465 |
| aou | Atlantic | (27.85,27.95] | -0.4870706 | -0.5670778 | -0.4229441 |
| aou | Atlantic | (27.95,28.05] | -0.3269079 | -0.4003382 | -0.2700676 |
| aou | Atlantic | (28.05,28.1] | -0.5835828 | -0.5947999 | -0.5675095 |
| aou | Atlantic | (28.1,28.15] | -0.8726146 | -0.8840608 | -0.8635737 |
| aou | Atlantic | (28.15,28.2] | -0.9229275 | -0.9258385 | -0.9196098 |
| aou | Atlantic | (28.2, Inf] | -0.8681033 | -0.8750164 | -0.8599806 |
| aou | Indo-Pacific | (-Inf,26] | -0.0978166 | -0.2667576 | 0.0570850 |
| aou | Indo-Pacific | (26,26.5] | -0.4652609 | -0.6059392 | -0.2909152 |
| aou | Indo-Pacific | (26.5,26.75] | -0.7546285 | -0.8170573 | -0.6618035 |
| aou | Indo-Pacific | (26.75,27] | -0.8247346 | -0.8758096 | -0.7557996 |
| aou | Indo-Pacific | (27,27.25] | -0.8123479 | -0.8765579 | -0.7289012 |
| aou | Indo-Pacific | (27.25,27.5] | -0.6906440 | -0.8402427 | -0.4664881 |
| aou | Indo-Pacific | (27.5,27.75] | -0.2924338 | -0.7523233 | 0.3778430 |
| aou | Indo-Pacific | (27.75,27.85] | 0.0175208 | -0.5312244 | 0.7250736 |
| aou | Indo-Pacific | (27.85,27.95] | 0.2181681 | -0.2180154 | 0.6972147 |
| aou | Indo-Pacific | (27.95,28.05] | 0.0868650 | -0.2820676 | 0.5199428 |
| aou | Indo-Pacific | (28.05,28.1] | 0.1975905 | -0.1504809 | 0.5720567 |
| aou | Indo-Pacific | (28.1, Inf] | 0.5205722 | 0.4298098 | 0.6089173 |
| nitrate | Atlantic | (-Inf,26] | 0.0131632 | -0.0826447 | 0.0758708 |
| nitrate | Atlantic | (26,26.5] | -0.2132628 | -0.3562006 | -0.0820989 |
| nitrate | Atlantic | (26.5,26.75] | -0.1286243 | -0.2855598 | 0.0790399 |
| nitrate | Atlantic | (26.75,27] | -0.1882287 | -0.3880168 | 0.0565846 |
| nitrate | Atlantic | (27,27.25] | -0.5813219 | -0.6972178 | -0.4459918 |
| nitrate | Atlantic | (27.25,27.5] | -0.7125638 | -0.7843091 | -0.6207884 |
| nitrate | Atlantic | (27.5,27.75] | -0.8500812 | -0.8788993 | -0.8175643 |
| nitrate | Atlantic | (27.75,27.85] | -0.9107730 | -0.9235630 | -0.8939087 |
| nitrate | Atlantic | (27.85,27.95] | -0.9646766 | -0.9713037 | -0.9547726 |
| nitrate | Atlantic | (27.95,28.05] | -0.9450643 | -0.9458676 | -0.9435856 |
| nitrate | Atlantic | (28.05,28.1] | -0.9904403 | -0.9921248 | -0.9882605 |
| nitrate | Atlantic | (28.1,28.15] | -0.9933394 | -0.9955193 | -0.9906995 |
| nitrate | Atlantic | (28.15,28.2] | -0.9938530 | -0.9974533 | -0.9882781 |
| nitrate | Atlantic | (28.2, Inf] | -0.9768628 | -0.9805041 | -0.9717311 |
| nitrate | Indo-Pacific | (-Inf,26] | -0.1155050 | -0.2812147 | 0.0403306 |
| nitrate | Indo-Pacific | (26,26.5] | -0.4489397 | -0.5757885 | -0.3064422 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.6674143 | -0.7240043 | -0.5825956 |
| nitrate | Indo-Pacific | (26.75,27] | -0.7124562 | -0.7535185 | -0.6452636 |
| nitrate | Indo-Pacific | (27,27.25] | -0.7636530 | -0.8242524 | -0.6870477 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.6867575 | -0.8250349 | -0.4791727 |
| nitrate | Indo-Pacific | (27.5,27.75] | -0.3175197 | -0.7575488 | 0.3288192 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.0480285 | -0.4952384 | 0.7361894 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.2736337 | -0.1466125 | 0.7264487 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.1630988 | -0.1896698 | 0.5756165 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.2779601 | -0.0454654 | 0.6261546 |
| nitrate | Indo-Pacific | (28.1, Inf] | 0.5479901 | 0.4743582 | 0.6199845 |
| phosphate | Atlantic | (-Inf,26] | 0.4501599 | 0.3824275 | 0.5359697 |
| phosphate | Atlantic | (26,26.5] | 0.0318605 | -0.0752283 | 0.1109366 |
| phosphate | Atlantic | (26.5,26.75] | -0.1181319 | -0.2548414 | 0.0706933 |
| phosphate | Atlantic | (26.75,27] | -0.2204672 | -0.4052229 | -0.0001716 |
| phosphate | Atlantic | (27,27.25] | -0.6261832 | -0.7296479 | -0.5024120 |
| phosphate | Atlantic | (27.25,27.5] | -0.7590914 | -0.8182240 | -0.6833296 |
| phosphate | Atlantic | (27.5,27.75] | -0.8744151 | -0.8970446 | -0.8484280 |
| phosphate | Atlantic | (27.75,27.85] | -0.9335949 | -0.9421696 | -0.9212591 |
| phosphate | Atlantic | (27.85,27.95] | -0.9664849 | -0.9742537 | -0.9547925 |
| phosphate | Atlantic | (27.95,28.05] | -0.9474377 | -0.9504567 | -0.9445007 |
| phosphate | Atlantic | (28.05,28.1] | -0.9903483 | -0.9923709 | -0.9878393 |
| phosphate | Atlantic | (28.1,28.15] | -0.9932999 | -0.9952981 | -0.9907995 |
| phosphate | Atlantic | (28.15,28.2] | -0.9926067 | -0.9961005 | -0.9890140 |
| phosphate | Atlantic | (28.2, Inf] | -0.9834167 | -0.9856956 | -0.9821301 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.1450500 | -0.3147629 | 0.0139320 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5934390 | -0.7208681 | -0.4326088 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.8247833 | -0.8763991 | -0.7441858 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8593153 | -0.8982052 | -0.8044362 |
| phosphate | Indo-Pacific | (27,27.25] | -0.8496747 | -0.9005961 | -0.7836822 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.7441241 | -0.8713186 | -0.5519642 |
| phosphate | Indo-Pacific | (27.5,27.75] | -0.3225270 | -0.7573669 | 0.3159473 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.0569710 | -0.4797758 | 0.7388529 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.2581131 | -0.1632050 | 0.7157492 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.1526833 | -0.1982314 | 0.5633747 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.2502186 | -0.0741106 | 0.5991699 |
| phosphate | Indo-Pacific | (28.1, Inf] | 0.5017463 | 0.4214208 | 0.5801292 |
| phosphate_star | Atlantic | (-Inf,26] | 0.1123023 | 0.0678117 | 0.1954765 |
| phosphate_star | Atlantic | (26,26.5] | 0.1213571 | 0.0987828 | 0.1648609 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.3385576 | -0.3646340 | -0.3087793 |
| phosphate_star | Atlantic | (26.75,27] | -0.4684552 | -0.5827713 | -0.4017052 |
| phosphate_star | Atlantic | (27,27.25] | -0.6189384 | -0.6910563 | -0.5344917 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.7568310 | -0.8345740 | -0.6846816 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.7904746 | -0.8326402 | -0.7458745 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.8811451 | -0.9280074 | -0.8322532 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.8936500 | -0.9277667 | -0.8525161 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.8682267 | -0.8972547 | -0.8427043 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9378574 | -0.9613994 | -0.9109491 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9633080 | -0.9780363 | -0.9471000 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9751770 | -0.9843547 | -0.9633625 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9790387 | -0.9855388 | -0.9706085 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.0105462 | -0.1379037 | 0.1141210 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.5802494 | -0.6251420 | -0.5257640 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.6295255 | -0.6570687 | -0.6056487 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.5797270 | -0.6002986 | -0.5483395 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.6910612 | -0.7085100 | -0.6767214 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.5454959 | -0.5764644 | -0.5278288 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1372601 | -0.4685563 | 0.0929067 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.3502875 | -0.2202116 | 0.7289699 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3649343 | 0.0420454 | 0.6208757 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.5307159 | 0.2462848 | 0.7497061 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.4953699 | 0.2427917 | 0.7104201 |
| phosphate_star | Indo-Pacific | (28.1, Inf] | 0.0946721 | 0.0256137 | 0.1645365 |
| sal | Atlantic | (-Inf,26] | 0.6377340 | 0.5967221 | 0.6910233 |
| sal | Atlantic | (26,26.5] | -0.1074449 | -0.1414565 | -0.0607646 |
| sal | Atlantic | (26.5,26.75] | -0.0169938 | -0.1140026 | 0.0867339 |
| sal | Atlantic | (26.75,27] | -0.0259904 | -0.1469100 | 0.1795001 |
| sal | Atlantic | (27,27.25] | 0.0648645 | -0.0662481 | 0.1746954 |
| sal | Atlantic | (27.25,27.5] | 0.3464126 | 0.2192492 | 0.5048701 |
| sal | Atlantic | (27.5,27.75] | -0.0137228 | -0.1223398 | 0.0826720 |
| sal | Atlantic | (27.75,27.85] | 0.5497593 | 0.4568336 | 0.6522596 |
| sal | Atlantic | (27.85,27.95] | 0.5870729 | 0.5383895 | 0.6482527 |
| sal | Atlantic | (27.95,28.05] | 0.7335958 | 0.6777015 | 0.7818662 |
| sal | Atlantic | (28.05,28.1] | 0.8939942 | 0.8645180 | 0.9235227 |
| sal | Atlantic | (28.1,28.15] | 0.9355488 | 0.9137569 | 0.9566391 |
| sal | Atlantic | (28.15,28.2] | 0.9338130 | 0.8989943 | 0.9515356 |
| sal | Atlantic | (28.2, Inf] | 0.7707403 | 0.7409207 | 0.7909388 |
| sal | Indo-Pacific | (-Inf,26] | -0.0595188 | -0.1248989 | 0.0026345 |
| sal | Indo-Pacific | (26,26.5] | 0.3181647 | 0.2960003 | 0.3515956 |
| sal | Indo-Pacific | (26.5,26.75] | 0.3016572 | 0.2692456 | 0.3297863 |
| sal | Indo-Pacific | (26.75,27] | 0.2227537 | 0.1651768 | 0.2726404 |
| sal | Indo-Pacific | (27,27.25] | 0.4541858 | 0.4156733 | 0.4935796 |
| sal | Indo-Pacific | (27.25,27.5] | 0.2214734 | 0.1656598 | 0.2742818 |
| sal | Indo-Pacific | (27.5,27.75] | -0.1586538 | -0.4145325 | 0.2474715 |
| sal | Indo-Pacific | (27.75,27.85] | -0.2932358 | -0.7598921 | 0.3282293 |
| sal | Indo-Pacific | (27.85,27.95] | -0.1212303 | -0.5096531 | 0.3205268 |
| sal | Indo-Pacific | (27.95,28.05] | -0.2868430 | -0.6105867 | 0.1194491 |
| sal | Indo-Pacific | (28.05,28.1] | -0.2064573 | -0.5323207 | 0.1538975 |
| sal | Indo-Pacific | (28.1, Inf] | 0.0139920 | -0.1322080 | 0.1602717 |
| silicate | Atlantic | (-Inf,26] | -0.6301392 | -0.7160039 | -0.5811847 |
| silicate | Atlantic | (26,26.5] | -0.4968431 | -0.5595418 | -0.4256814 |
| silicate | Atlantic | (26.5,26.75] | -0.3552679 | -0.4745459 | -0.1975607 |
| silicate | Atlantic | (26.75,27] | -0.4524963 | -0.6296497 | -0.2474469 |
| silicate | Atlantic | (27,27.25] | -0.7868486 | -0.8583370 | -0.6956457 |
| silicate | Atlantic | (27.25,27.5] | -0.8708379 | -0.9014685 | -0.8258481 |
| silicate | Atlantic | (27.5,27.75] | -0.9083407 | -0.9103216 | -0.9063229 |
| silicate | Atlantic | (27.75,27.85] | -0.9245618 | -0.9378517 | -0.9105864 |
| silicate | Atlantic | (27.85,27.95] | -0.8996953 | -0.9230357 | -0.8697389 |
| silicate | Atlantic | (27.95,28.05] | -0.9012482 | -0.9124562 | -0.8928654 |
| silicate | Atlantic | (28.05,28.1] | -0.9690752 | -0.9701071 | -0.9676185 |
| silicate | Atlantic | (28.1,28.15] | -0.9790697 | -0.9808463 | -0.9760272 |
| silicate | Atlantic | (28.15,28.2] | -0.9157053 | -0.9242432 | -0.9015338 |
| silicate | Atlantic | (28.2, Inf] | -0.7764889 | -0.7987651 | -0.7430729 |
| silicate | Indo-Pacific | (-Inf,26] | -0.1282738 | -0.2842494 | 0.0088653 |
| silicate | Indo-Pacific | (26,26.5] | -0.6685018 | -0.7645086 | -0.5482540 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7621669 | -0.8056145 | -0.6881811 |
| silicate | Indo-Pacific | (26.75,27] | -0.7120400 | -0.7549181 | -0.6508651 |
| silicate | Indo-Pacific | (27,27.25] | -0.7175686 | -0.7816079 | -0.6347523 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.6422361 | -0.7821522 | -0.4374457 |
| silicate | Indo-Pacific | (27.5,27.75] | -0.2667025 | -0.7043539 | 0.3705983 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.0831269 | -0.4554289 | 0.7614079 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.2682015 | -0.1565505 | 0.7271294 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.1454949 | -0.2149704 | 0.5686265 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.2438625 | -0.0871070 | 0.6007492 |
| silicate | Indo-Pacific | (28.1, Inf] | 0.4816364 | 0.3746531 | 0.5890654 |
| temp | Atlantic | (-Inf,26] | -0.0433432 | -0.1229914 | 0.0914707 |
| temp | Atlantic | (26,26.5] | -0.2471413 | -0.2855452 | -0.1952690 |
| temp | Atlantic | (26.5,26.75] | -0.0354672 | -0.1136069 | 0.0407507 |
| temp | Atlantic | (26.75,27] | 0.0481947 | -0.0427506 | 0.2264649 |
| temp | Atlantic | (27,27.25] | 0.0943267 | -0.0206454 | 0.1823371 |
| temp | Atlantic | (27.25,27.5] | 0.3021010 | 0.1705006 | 0.4593385 |
| temp | Atlantic | (27.5,27.75] | 0.0106859 | -0.0806492 | 0.0927190 |
| temp | Atlantic | (27.75,27.85] | 0.5528226 | 0.4660372 | 0.6466036 |
| temp | Atlantic | (27.85,27.95] | 0.6049577 | 0.5530865 | 0.6575334 |
| temp | Atlantic | (27.95,28.05] | 0.7130230 | 0.6635956 | 0.7606153 |
| temp | Atlantic | (28.05,28.1] | 0.8521321 | 0.8127263 | 0.8857391 |
| temp | Atlantic | (28.1,28.15] | 0.8900334 | 0.8628774 | 0.9156733 |
| temp | Atlantic | (28.15,28.2] | 0.9057868 | 0.8676436 | 0.9253878 |
| temp | Atlantic | (28.2, Inf] | 0.8757007 | 0.8617846 | 0.8845375 |
| temp | Indo-Pacific | (-Inf,26] | -0.3734542 | -0.4668542 | -0.2783963 |
| temp | Indo-Pacific | (26,26.5] | 0.2779846 | 0.2394479 | 0.3215519 |
| temp | Indo-Pacific | (26.5,26.75] | 0.2621748 | 0.2202511 | 0.2977101 |
| temp | Indo-Pacific | (26.75,27] | 0.1564751 | 0.0965151 | 0.2051075 |
| temp | Indo-Pacific | (27,27.25] | 0.4231857 | 0.3912536 | 0.4554289 |
| temp | Indo-Pacific | (27.25,27.5] | 0.3250003 | 0.3139964 | 0.3442270 |
| temp | Indo-Pacific | (27.5,27.75] | 0.0576830 | -0.1957034 | 0.4220091 |
| temp | Indo-Pacific | (27.75,27.85] | -0.2971997 | -0.7538397 | 0.3287545 |
| temp | Indo-Pacific | (27.85,27.95] | -0.1766252 | -0.5484012 | 0.2584974 |
| temp | Indo-Pacific | (27.95,28.05] | -0.3635322 | -0.6835926 | 0.0401772 |
| temp | Indo-Pacific | (28.05,28.1] | -0.2256698 | -0.5548727 | 0.1516189 |
| temp | Indo-Pacific | (28.1, Inf] | 0.2043545 | 0.0828346 | 0.3241880 |
rm(cor_target_predictor, cor_target_predictor_stats)
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] corrr_0.4.3 broom_0.7.3 kableExtra_1.3.1 knitr_1.30
[5] olsrr_0.5.3 GGally_2.0.0 lubridate_1.7.9 metR_0.9.0
[9] scico_1.2.0 patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0
[13] stringr_1.4.0 dplyr_1.0.2 purrr_0.3.4 readr_1.4.0
[17] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0
[21] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 labeling_0.4.2
[22] scales_1.1.1 checkmate_2.0.0 goftest_1.2-2
[25] digest_0.6.27 foreign_0.8-80 rmarkdown_2.5
[28] rio_0.5.16 pkgconfig_2.0.3 htmltools_0.5.0
[31] highr_0.8 dbplyr_1.4.4 rlang_0.4.10
[34] readxl_1.3.1 rstudioapi_0.13 farver_2.0.3
[37] generics_0.1.0 jsonlite_1.7.2 zip_2.1.1
[40] car_3.0-10 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_0.2.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 carData_3.0-4
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.2 data.table_1.13.6
[67] modelr_0.1.8 vctrs_0.3.6 httpuv_1.5.4
[70] cellranger_1.1.0 gtable_0.3.0 reshape_0.8.8
[73] assertthat_0.2.1 xfun_0.20 openxlsx_4.2.3
[76] RcppEigen_0.3.3.9.1 later_1.1.0.1 viridisLite_0.3.0
[79] ellipsis_0.3.1 here_1.0.1