eMLR - model fitting
Jens Daniel Müller
05 January, 2021
Last updated: 2021-01-05
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready_model_runA.csv",
sep = ""))2 Predictor combinations
Find all possible combinations of following considered predictor variables:
- sal, temp, aou, oxygen, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin
i_basin <- unique(GLODAP$basin)[1]
i_era <- unique(GLODAP$era)[1]
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# extract diagnostics of each linear model
lm_all <- as_tibble(lm_all$result)
# format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))
# remove helper objects
rm(i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full)3 Apply predictor threshold
Select combinations with a total number of predictors in the range:
- Minimum: 2
- Maximum: 5
lm_all <- lm_all %>%
filter(n >= params_local$MLR_predictors_min,
n <= params_local$MLR_predictors_max)This results in a total number of MLR models of:
- 112
4 Fit all models
Individual linear regression models were fitted for the chosen target variable:
- cstar_tref
as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.
# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$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$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
for (i_predictors in unique(lm_all$predictors)) {
# i_predictors <- unique(lm_all$predictors)[110]
# extract one model definition
i_lm <- lm_all %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
# extract number of predictors
i_n_predictors <- lm_all %>%
filter(predictors == i_predictors) %>%
select(n) %>%
pull()
# fit model
i_lm_fit <- lm(as.formula(i_lm),
data = GLODAP_basin_era_slab)
# find max predictor correlation
i_cor_max <- GLODAP_basin_era_slab %>%
select(!!!syms(str_split(i_predictors, " ",
simplify = TRUE))) %>%
correlate(quiet = TRUE) %>%
select(-term) %>%
abs() %>%
max(na.rm = TRUE)
# calculate root mean squared error
i_rmse <- sqrt(
c(crossprod(i_lm_fit$residuals)) /
length(i_lm_fit$residuals)
)
# calculate maximum residual
i_resid_max <- max(abs(i_lm_fit$residuals))
# calculate Akaike information criterion aic
i_aic <- AIC(i_lm_fit)
# collect model coefficients and diagnostics
coefficients <- tidy(i_lm_fit)
coefficients <- coefficients %>%
mutate(
basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab,
model = i_lm,
rmse = i_rmse,
aic = i_aic,
resid_max = i_resid_max,
n_predictors = i_n_predictors,
na_predictor = anyNA(coefficients$estimate),
cor_max = i_cor_max
)
if (exists("lm_all_fitted")) {
lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
}
if (!exists("lm_all_fitted")) {
lm_all_fitted <- coefficients
}
# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
p_model <- ggnostic(
i_lm_fit,
columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
title = paste(
"| era:",
i_era,
"| basin:",
i_basin,
"| gamma slab:",
i_gamma_slab,
"| predictors:",
i_predictors
)
)
ggsave(
plot = p_model,
path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
filename = paste(
"MLR_residuals",
i_era,
i_basin,
i_gamma_slab,
i_predictors,
"predictors.png",
sep = "_"
),
width = 14,
height = 8
)
rm(p_model)
}
}
}
}
}
rm(i_lm_fit, coefficients, i_rmse,
GLODAP_basin_era, GLODAP_basin_era_slab,
i_lm,
i_basin, i_era, i_gamma_slab, i_predictors,
lm_all,
i_aic, i_n_predictors, i_resid_max)5 Prepare coeffcients
Coefficients are prepared for the mapping of Cant and the chosen target variable.
5.1 Formatting
# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
select(basin, gamma_slab, era, model, n_predictors,
term, estimate,
rmse, aic, resid_max, na_predictor, cor_max)
# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
pivot_wider(values_from = estimate,
names_from = term,
names_prefix = "coeff_",
values_fill = 0)5.2 Predictor selection
Within each basin and slab, the following number of best linear regression models was selected:
- 10
The criterion used to select the best models was:
- rmse
The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.
Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.
# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
filter(na_predictor == FALSE)# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
select(basin, gamma_slab, model, era, rmse, aic, resid_max) %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> "),
rmse_sum = rmse + lag(rmse),
aic_sum = aic + lag(aic)
) %>%
ungroup() %>%
select(-c(era)) %>%
drop_na()
# subset models with lowest summed criterion
# chose which criterion is applied
if (params_local$MLR_criterion == "aic") {
lm_best <- lm_all_fitted_wide_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = aic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
} else {
lm_best <- lm_all_fitted_wide_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
# print table
lm_best %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | model | rmse | aic | resid_max | eras | rmse_sum | aic_sum |
|---|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.8983735 | 371.5647 | 8.478810 | 1982-1999 –> 2000-2012 | 5.657840 | 726.3213 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.8983735 | 371.5647 | 8.478810 | 1982-1999 –> 2000-2012 | 5.657840 | 726.3213 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.8983735 | 371.5647 | 8.478810 | 1982-1999 –> 2000-2012 | 5.657840 | 726.3213 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 3.0193515 | 377.4532 | 9.208310 | 1982-1999 –> 2000-2012 | 6.527934 | 765.8343 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.9265271 | 372.9567 | 8.572980 | 1982-1999 –> 2000-2012 | 5.877968 | 737.1292 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.9315381 | 373.2031 | 8.596784 | 1982-1999 –> 2000-2012 | 5.921823 | 739.2061 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate | 3.0193559 | 375.4534 | 9.210323 | 1982-1999 –> 2000-2012 | 6.581879 | 763.9705 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.9364973 | 373.4465 | 8.602596 | 1982-1999 –> 2000-2012 | 5.941603 | 740.1416 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 2.9364973 | 373.4465 | 8.602596 | 1982-1999 –> 2000-2012 | 5.941603 | 740.1416 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2.9364973 | 373.4465 | 8.602596 | 1982-1999 –> 2000-2012 | 5.941603 | 740.1416 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.3928847 | 294.0505 | 6.794477 | 2000-2012 –> 2013-2019 | 4.291258 | 665.6152 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.3928847 | 294.0505 | 6.794477 | 2000-2012 –> 2013-2019 | 4.291258 | 665.6152 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.3928847 | 294.0505 | 6.794477 | 2000-2012 –> 2013-2019 | 4.291258 | 665.6152 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.0103592 | 242.6791 | 3.599014 | 2000-2012 –> 2013-2019 | 4.029711 | 620.1323 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.3565820 | 289.8251 | 6.420376 | 2000-2012 –> 2013-2019 | 4.283109 | 662.7818 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1.3315563 | 286.8459 | 6.312885 | 2000-2012 –> 2013-2019 | 4.263094 | 660.0490 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.3180329 | 285.2126 | 6.301141 | 2000-2012 –> 2013-2019 | 4.254530 | 658.6591 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.3180329 | 285.2126 | 6.301141 | 2000-2012 –> 2013-2019 | 4.254530 | 658.6591 |
| Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.3180329 | 285.2126 | 6.301141 | 2000-2012 –> 2013-2019 | 4.254530 | 658.6591 |
| Atlantic | (-Inf,26] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 1.6265671 | 318.8656 | 4.550957 | 2000-2012 –> 2013-2019 | 4.805788 | 703.7484 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.3140523 | 3536.6304 | 14.439982 | 1982-1999 –> 2000-2012 | 6.510966 | 5832.3444 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.3140523 | 3536.6304 | 14.439982 | 1982-1999 –> 2000-2012 | 6.510966 | 5832.3444 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.3140523 | 3536.6304 | 14.439982 | 1982-1999 –> 2000-2012 | 6.510966 | 5832.3444 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.3952422 | 3569.2081 | 14.565062 | 1982-1999 –> 2000-2012 | 6.721184 | 5899.8994 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3.4145307 | 3576.8332 | 14.549957 | 1982-1999 –> 2000-2012 | 6.772523 | 5916.0022 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.4304271 | 3583.0850 | 14.497991 | 1982-1999 –> 2000-2012 | 6.807416 | 5927.2409 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.4304271 | 3583.0850 | 14.497991 | 1982-1999 –> 2000-2012 | 6.807416 | 5927.2409 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.4304271 | 3583.0850 | 14.497991 | 1982-1999 –> 2000-2012 | 6.807416 | 5927.2409 |
| Atlantic | (26,26.5] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 3.3952481 | 3569.2105 | 16.594386 | 1982-1999 –> 2000-2012 | 6.963452 | 5962.0554 |
| Atlantic | (26,26.5] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 3.3952481 | 3569.2105 | 16.594386 | 1982-1999 –> 2000-2012 | 6.963452 | 5962.0554 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.6188217 | 966.6652 | 9.987443 | 2000-2012 –> 2013-2019 | 5.932874 | 4503.2956 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.6188217 | 966.6652 | 9.987443 | 2000-2012 –> 2013-2019 | 5.932874 | 4503.2956 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.6188217 | 966.6652 | 9.987443 | 2000-2012 –> 2013-2019 | 5.932874 | 4503.2956 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 2.6137169 | 965.8847 | 9.604968 | 2000-2012 –> 2013-2019 | 6.240649 | 4623.9450 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate | 2.6299908 | 966.3676 | 10.164133 | 2000-2012 –> 2013-2019 | 6.291848 | 4635.3269 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.5981492 | 963.4952 | 9.602203 | 2000-2012 –> 2013-2019 | 5.993391 | 4532.7033 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.5979924 | 963.4710 | 9.587996 | 2000-2012 –> 2013-2019 | 6.012523 | 4540.3042 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.5980091 | 963.4736 | 9.590613 | 2000-2012 –> 2013-2019 | 6.028436 | 4546.5586 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 2.5980091 | 963.4736 | 9.590613 | 2000-2012 –> 2013-2019 | 6.028436 | 4546.5586 |
| Atlantic | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2.5980091 | 963.4736 | 9.590613 | 2000-2012 –> 2013-2019 | 6.028436 | 4546.5586 |
| Atlantic | (26.5,26.75] | cstar_tref ~ aou + oxygen + silicate + phosphate | 4.0199566 | 5463.8067 | 18.321821 | 1982-1999 –> 2000-2012 | 6.814371 | 8783.5571 |
| Atlantic | (26.5,26.75] | cstar_tref ~ aou + oxygen + silicate + phosphate_star | 4.0199566 | 5463.8067 | 18.321821 | 1982-1999 –> 2000-2012 | 6.814371 | 8783.5571 |
| Atlantic | (26.5,26.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 4.0199566 | 5463.8067 | 18.321821 | 1982-1999 –> 2000-2012 | 6.814371 | 8783.5571 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.9190185 | 5416.4728 | 16.143225 | 1982-1999 –> 2000-2012 | 6.713159 | 8738.0910 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.9190185 | 5416.4728 | 16.143225 | 1982-1999 –> 2000-2012 | 6.713159 | 8738.0910 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.9190185 | 5416.4728 | 16.143225 | 1982-1999 –> 2000-2012 | 6.713159 | 8738.0910 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.9311670 | 5422.4773 | 16.668206 | 1982-1999 –> 2000-2012 | 6.803770 | 8781.5379 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 3.9015303 | 5407.7964 | 21.280655 | 1982-1999 –> 2000-2012 | 6.600809 | 8682.7165 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 3.9015303 | 5407.7964 | 21.280655 | 1982-1999 –> 2000-2012 | 6.600809 | 8682.7165 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 3.9015303 | 5407.7964 | 21.280655 | 1982-1999 –> 2000-2012 | 6.600809 | 8682.7165 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.7417341 | 1210.0873 | 13.800273 | 2000-2012 –> 2013-2019 | 8.660753 | 6626.5600 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.7417341 | 1210.0873 | 13.800273 | 2000-2012 –> 2013-2019 | 8.660753 | 6626.5600 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.7417341 | 1210.0873 | 13.800273 | 2000-2012 –> 2013-2019 | 8.660753 | 6626.5600 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.7010509 | 1206.6233 | 13.237980 | 2000-2012 –> 2013-2019 | 8.632218 | 6629.1005 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4.7158664 | 1207.8882 | 13.602164 | 2000-2012 –> 2013-2019 | 8.674987 | 6644.1114 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4.7195503 | 1208.2021 | 13.606557 | 2000-2012 –> 2013-2019 | 8.691294 | 6650.6009 |
| Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4.7195503 | 1208.2021 | 13.606557 | 2000-2012 –> 2013-2019 | 8.691294 | 6650.6009 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 4.3701016 | 1177.2774 | 13.705511 | 2000-2012 –> 2013-2019 | 8.271632 | 6585.0737 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 4.3701016 | 1177.2774 | 13.705511 | 2000-2012 –> 2013-2019 | 8.271632 | 6585.0737 |
| Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 4.3701016 | 1177.2774 | 13.705511 | 2000-2012 –> 2013-2019 | 8.271632 | 6585.0737 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.8993270 | 5482.4846 | 12.414160 | 1982-1999 –> 2000-2012 | 4.893627 | 8740.4827 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.8993270 | 5482.4846 | 12.414160 | 1982-1999 –> 2000-2012 | 4.893627 | 8740.4827 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.8993270 | 5482.4846 | 12.414160 | 1982-1999 –> 2000-2012 | 4.893627 | 8740.4827 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.8552734 | 5448.7697 | 12.513532 | 1982-1999 –> 2000-2012 | 5.113957 | 8898.2320 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.9972782 | 5555.6482 | 15.152459 | 1982-1999 –> 2000-2012 | 5.474073 | 9146.8882 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.0264098 | 5576.9469 | 15.731154 | 1982-1999 –> 2000-2012 | 5.565672 | 9206.4962 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.0264098 | 5576.9469 | 15.731154 | 1982-1999 –> 2000-2012 | 5.565672 | 9206.4962 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.0264098 | 5576.9469 | 15.731154 | 1982-1999 –> 2000-2012 | 5.565672 | 9206.4962 |
| Atlantic | (26.75,27] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 3.6218731 | 5972.4576 | 26.564113 | 1982-1999 –> 2000-2012 | 5.609842 | 9225.5658 |
| Atlantic | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 3.6218731 | 5972.4576 | 26.564113 | 1982-1999 –> 2000-2012 | 5.609842 | 9225.5658 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.6320877 | 1493.7638 | 12.910367 | 2000-2012 –> 2013-2019 | 5.531415 | 6976.2484 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.6320877 | 1493.7638 | 12.910367 | 2000-2012 –> 2013-2019 | 5.531415 | 6976.2484 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 2.6784441 | 1502.5883 | 13.908520 | 2000-2012 –> 2013-2019 | 5.592090 | 6993.9209 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.6320877 | 1493.7638 | 12.910367 | 2000-2012 –> 2013-2019 | 5.531415 | 6976.2484 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate_star | 2.7166570 | 1511.3712 | 11.720492 | 2000-2012 –> 2013-2019 | 5.791166 | 7121.0398 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.6000256 | 1486.1651 | 12.332787 | 2000-2012 –> 2013-2019 | 5.455299 | 6934.9348 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.6650276 | 1501.4748 | 12.870262 | 2000-2012 –> 2013-2019 | 5.662306 | 7057.1230 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.6768018 | 1504.2080 | 12.906813 | 2000-2012 –> 2013-2019 | 5.703212 | 7081.1549 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 2.6768018 | 1504.2080 | 12.906813 | 2000-2012 –> 2013-2019 | 5.703212 | 7081.1549 |
| Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2.6768018 | 1504.2080 | 12.906813 | 2000-2012 –> 2013-2019 | 5.703212 | 7081.1549 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + phosphate | 3.2782651 | 8216.4841 | 16.577770 | 1982-1999 –> 2000-2012 | 5.378242 | 13535.5679 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 3.2782651 | 8216.4841 | 16.577770 | 1982-1999 –> 2000-2012 | 5.378242 | 13535.5679 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.9001503 | 7832.6910 | 18.331242 | 1982-1999 –> 2000-2012 | 4.587466 | 12616.4329 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.9001503 | 7832.6910 | 18.331242 | 1982-1999 –> 2000-2012 | 4.587466 | 12616.4329 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3.2782651 | 8216.4841 | 16.577770 | 1982-1999 –> 2000-2012 | 5.378242 | 13535.5679 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.9001503 | 7832.6910 | 18.331242 | 1982-1999 –> 2000-2012 | 4.587466 | 12616.4329 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.7749714 | 7693.7946 | 16.188038 | 1982-1999 –> 2000-2012 | 4.614443 | 12689.5862 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.7749714 | 7693.7946 | 16.188038 | 1982-1999 –> 2000-2012 | 4.614443 | 12689.5862 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.7749714 | 7693.7946 | 16.188038 | 1982-1999 –> 2000-2012 | 4.614443 | 12689.5862 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.9985702 | 7937.7493 | 19.040639 | 1982-1999 –> 2000-2012 | 4.992577 | 13131.6607 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.4588404 | 2147.1381 | 10.510930 | 2000-2012 –> 2013-2019 | 5.358991 | 9979.8292 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.4588404 | 2147.1381 | 10.510930 | 2000-2012 –> 2013-2019 | 5.358991 | 9979.8292 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 2.4589149 | 2145.1660 | 10.421572 | 2000-2012 –> 2013-2019 | 5.566854 | 10193.6901 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.4588404 | 2147.1381 | 10.510930 | 2000-2012 –> 2013-2019 | 5.358991 | 9979.8292 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.4437559 | 2141.4767 | 13.816621 | 2000-2012 –> 2013-2019 | 5.218727 | 9835.2713 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.4437559 | 2141.4767 | 13.816621 | 2000-2012 –> 2013-2019 | 5.218727 | 9835.2713 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.4437559 | 2141.4767 | 13.816621 | 2000-2012 –> 2013-2019 | 5.218727 | 9835.2713 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.4491342 | 2143.4993 | 11.116828 | 2000-2012 –> 2013-2019 | 5.447704 | 10081.2485 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.5523339 | 2181.4710 | 12.539805 | 2000-2012 –> 2013-2019 | 5.769823 | 10341.0463 |
| Atlantic | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.5649776 | 2186.0172 | 12.790098 | 2000-2012 –> 2013-2019 | 5.793186 | 10356.0630 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate | 3.3758092 | 11139.3917 | 16.682828 | 1982-1999 –> 2000-2012 | 5.097039 | 17998.6930 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 3.3758092 | 11139.3917 | 16.682828 | 1982-1999 –> 2000-2012 | 5.097039 | 17998.6930 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.1674320 | 10872.3917 | 18.718223 | 1982-1999 –> 2000-2012 | 4.604223 | 17103.3049 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.1674320 | 10872.3917 | 18.718223 | 1982-1999 –> 2000-2012 | 4.604223 | 17103.3049 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3.3758092 | 11139.3917 | 16.682828 | 1982-1999 –> 2000-2012 | 5.097039 | 17998.6930 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.1674320 | 10872.3917 | 18.718223 | 1982-1999 –> 2000-2012 | 4.604223 | 17103.3049 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.7301769 | 10245.1935 | 31.965283 | 1982-1999 –> 2000-2012 | 4.213967 | 16588.4419 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.7301769 | 10245.1935 | 31.965283 | 1982-1999 –> 2000-2012 | 4.213967 | 16588.4419 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.7301769 | 10245.1935 | 31.965283 | 1982-1999 –> 2000-2012 | 4.213967 | 16588.4419 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.4667233 | 11253.5905 | 20.130035 | 1982-1999 –> 2000-2012 | 5.255536 | 18249.3034 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate | 2.8677740 | 2395.4656 | 17.572790 | 2000-2012 –> 2013-2019 | 6.243583 | 13534.8573 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 2.8677740 | 2395.4656 | 17.572790 | 2000-2012 –> 2013-2019 | 6.243583 | 13534.8573 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.6880016 | 2335.0580 | 14.848348 | 2000-2012 –> 2013-2019 | 5.855434 | 13207.4497 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.6880016 | 2335.0580 | 14.848348 | 2000-2012 –> 2013-2019 | 5.855434 | 13207.4497 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2.8677740 | 2395.4656 | 17.572790 | 2000-2012 –> 2013-2019 | 6.243583 | 13534.8573 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.6880016 | 2335.0580 | 14.848348 | 2000-2012 –> 2013-2019 | 5.855434 | 13207.4497 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.9224371 | 2011.9211 | 10.325382 | 2000-2012 –> 2013-2019 | 4.652614 | 12257.1146 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.9224371 | 2011.9211 | 10.325382 | 2000-2012 –> 2013-2019 | 4.652614 | 12257.1146 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.9224371 | 2011.9211 | 10.325382 | 2000-2012 –> 2013-2019 | 4.652614 | 12257.1146 |
| Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.7762322 | 2366.1920 | 14.661794 | 2000-2012 –> 2013-2019 | 6.242955 | 13619.7825 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + phosphate | 3.0035770 | 11900.4643 | 16.424418 | 1982-1999 –> 2000-2012 | 4.668836 | 17868.9671 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 3.0035770 | 11900.4643 | 16.424418 | 1982-1999 –> 2000-2012 | 4.668836 | 17868.9671 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.9695218 | 11848.6423 | 17.512868 | 1982-1999 –> 2000-2012 | 4.625447 | 17801.7872 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.9695218 | 11848.6423 | 17.512868 | 1982-1999 –> 2000-2012 | 4.625447 | 17801.7872 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3.0035770 | 11900.4643 | 16.424418 | 1982-1999 –> 2000-2012 | 4.668836 | 17868.9671 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.9695218 | 11848.6423 | 17.512868 | 1982-1999 –> 2000-2012 | 4.625447 | 17801.7872 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.8759284 | 11697.4825 | 14.155834 | 1982-1999 –> 2000-2012 | 4.539839 | 17665.4833 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.8759284 | 11697.4825 | 14.155834 | 1982-1999 –> 2000-2012 | 4.539839 | 17665.4833 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.8759284 | 11697.4825 | 14.155834 | 1982-1999 –> 2000-2012 | 4.539839 | 17665.4833 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.1601329 | 12142.2883 | 19.448432 | 1982-1999 –> 2000-2012 | 4.928785 | 18298.8027 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + phosphate | 3.5417650 | 2963.9201 | 20.341892 | 2000-2012 –> 2013-2019 | 6.545342 | 14864.3844 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 3.5417650 | 2963.9201 | 20.341892 | 2000-2012 –> 2013-2019 | 6.545342 | 14864.3844 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.5238444 | 2960.3402 | 19.466214 | 2000-2012 –> 2013-2019 | 6.493366 | 14808.9825 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.5238444 | 2960.3402 | 19.466214 | 2000-2012 –> 2013-2019 | 6.493366 | 14808.9825 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3.5417650 | 2963.9201 | 20.341892 | 2000-2012 –> 2013-2019 | 6.545342 | 14864.3844 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.5238444 | 2960.3402 | 19.466214 | 2000-2012 –> 2013-2019 | 6.493366 | 14808.9825 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 3.5260182 | 2961.0186 | 20.221984 | 2000-2012 –> 2013-2019 | 6.401947 | 14658.5010 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 3.5260182 | 2961.0186 | 20.221984 | 2000-2012 –> 2013-2019 | 6.401947 | 14658.5010 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.5260182 | 2961.0186 | 20.221984 | 2000-2012 –> 2013-2019 | 6.401947 | 14658.5010 |
| Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.5337621 | 2963.4317 | 20.081235 | 2000-2012 –> 2013-2019 | 6.693895 | 15105.7201 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + phosphate | 2.7567443 | 7792.6985 | 12.877706 | 1982-1999 –> 2000-2012 | 4.490021 | 10962.8979 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 2.7567443 | 7792.6985 | 12.877706 | 1982-1999 –> 2000-2012 | 4.490021 | 10962.8979 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.6283668 | 7642.1932 | 13.257712 | 1982-1999 –> 2000-2012 | 4.090142 | 10541.1321 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.6283668 | 7642.1932 | 13.257712 | 1982-1999 –> 2000-2012 | 4.090142 | 10541.1321 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2.7567443 | 7792.6985 | 12.877706 | 1982-1999 –> 2000-2012 | 4.490021 | 10962.8979 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.6283668 | 7642.1932 | 13.257712 | 1982-1999 –> 2000-2012 | 4.090142 | 10541.1321 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.7217040 | 7753.7890 | 13.845607 | 1982-1999 –> 2000-2012 | 4.454330 | 10925.3864 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.7217040 | 7753.7890 | 13.845607 | 1982-1999 –> 2000-2012 | 4.454330 | 10925.3864 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.7217040 | 7753.7890 | 13.845607 | 1982-1999 –> 2000-2012 | 4.454330 | 10925.3864 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.6547341 | 7674.1151 | 12.561852 | 1982-1999 –> 2000-2012 | 4.108749 | 10564.5155 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.9404173 | 1587.4187 | 14.397406 | 2000-2012 –> 2013-2019 | 5.568784 | 9229.6120 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.9404173 | 1587.4187 | 14.397406 | 2000-2012 –> 2013-2019 | 5.568784 | 9229.6120 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 2.9443485 | 1586.2604 | 14.383417 | 2000-2012 –> 2013-2019 | 5.880988 | 9581.1224 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.9404173 | 1587.4187 | 14.397406 | 2000-2012 –> 2013-2019 | 5.568784 | 9229.6120 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.1606533 | 1632.9219 | 11.060079 | 2000-2012 –> 2013-2019 | 5.882357 | 9386.7109 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.9381146 | 1586.9252 | 14.514972 | 2000-2012 –> 2013-2019 | 5.592849 | 9261.0403 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2.9648144 | 1592.6244 | 16.021461 | 2000-2012 –> 2013-2019 | 5.779138 | 9453.4310 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.9482903 | 1589.1033 | 15.660120 | 2000-2012 –> 2013-2019 | 5.725822 | 9407.8258 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 2.9482903 | 1589.1033 | 15.660120 | 2000-2012 –> 2013-2019 | 5.725822 | 9407.8258 |
| Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2.9482903 | 1589.1033 | 15.660120 | 2000-2012 –> 2013-2019 | 5.725822 | 9407.8258 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.0157763 | 19077.0223 | 35.711584 | 1982-1999 –> 2000-2012 | 7.552281 | 28816.2350 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.0157763 | 19077.0223 | 35.711584 | 1982-1999 –> 2000-2012 | 7.552281 | 28816.2350 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.0157763 | 19077.0223 | 35.711584 | 1982-1999 –> 2000-2012 | 7.552281 | 28816.2350 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 3.9074584 | 18891.4689 | 32.893801 | 1982-1999 –> 2000-2012 | 7.577944 | 28765.5146 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 3.9074584 | 18891.4689 | 32.893801 | 1982-1999 –> 2000-2012 | 7.577944 | 28765.5146 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.9074584 | 18891.4689 | 32.893801 | 1982-1999 –> 2000-2012 | 7.577944 | 28765.5146 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.0463504 | 19128.4918 | 35.319161 | 1982-1999 –> 2000-2012 | 7.636445 | 28922.2380 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4.1462967 | 19294.0717 | 34.955966 | 1982-1999 –> 2000-2012 | 7.896393 | 29245.9223 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 4.1462967 | 19294.0717 | 34.955966 | 1982-1999 –> 2000-2012 | 7.896393 | 29245.9223 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4.1462967 | 19294.0717 | 34.955966 | 1982-1999 –> 2000-2012 | 7.896393 | 29245.9223 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.7771025 | 3603.0609 | 20.205173 | 2000-2012 –> 2013-2019 | 5.792879 | 22680.0832 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.7771025 | 3603.0609 | 20.205173 | 2000-2012 –> 2013-2019 | 5.792879 | 22680.0832 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 1.8041757 | 3628.2762 | 19.092652 | 2000-2012 –> 2013-2019 | 5.935654 | 22896.0523 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.7771025 | 3603.0609 | 20.205173 | 2000-2012 –> 2013-2019 | 5.792879 | 22680.0832 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.9972436 | 3813.2718 | 24.320942 | 2000-2012 –> 2013-2019 | 5.904702 | 22704.7407 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.9972436 | 3813.2718 | 24.320942 | 2000-2012 –> 2013-2019 | 5.904702 | 22704.7407 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.9972436 | 3813.2718 | 24.320942 | 2000-2012 –> 2013-2019 | 5.904702 | 22704.7407 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.7820554 | 3608.0707 | 20.150164 | 2000-2012 –> 2013-2019 | 5.828406 | 22736.5625 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.8376930 | 3663.4091 | 20.226922 | 2000-2012 –> 2013-2019 | 5.983990 | 22957.4809 |
| Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.8376930 | 3663.4091 | 20.226922 | 2000-2012 –> 2013-2019 | 5.983990 | 22957.4809 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.9705270 | 15483.2390 | 13.935504 | 1982-1999 –> 2000-2012 | 3.149271 | 23319.1748 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.9705270 | 15483.2390 | 13.935504 | 1982-1999 –> 2000-2012 | 3.149271 | 23319.1748 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.9705270 | 15483.2390 | 13.935504 | 1982-1999 –> 2000-2012 | 3.149271 | 23319.1748 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.7028028 | 14406.1554 | 15.107834 | 1982-1999 –> 2000-2012 | 2.989472 | 22674.8736 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.7028028 | 14406.1554 | 15.107834 | 1982-1999 –> 2000-2012 | 2.989472 | 22674.8736 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.7028028 | 14406.1554 | 15.107834 | 1982-1999 –> 2000-2012 | 2.989472 | 22674.8736 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.9814187 | 15523.8962 | 13.590393 | 1982-1999 –> 2000-2012 | 3.156295 | 23343.5978 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2.0653593 | 15829.9344 | 14.050783 | 1982-1999 –> 2000-2012 | 3.283814 | 23829.5512 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 2.0653593 | 15829.9344 | 14.050783 | 1982-1999 –> 2000-2012 | 3.283814 | 23829.5512 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2.0653593 | 15829.9344 | 14.050783 | 1982-1999 –> 2000-2012 | 3.283814 | 23829.5512 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.3790034 | 3289.2439 | 11.704154 | 2000-2012 –> 2013-2019 | 3.349530 | 18772.4828 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.3790034 | 3289.2439 | 11.704154 | 2000-2012 –> 2013-2019 | 3.349530 | 18772.4828 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate | 1.3804631 | 3289.2349 | 11.878580 | 2000-2012 –> 2013-2019 | 3.362890 | 18814.8834 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.3790034 | 3289.2439 | 11.704154 | 2000-2012 –> 2013-2019 | 3.349530 | 18772.4828 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.4879561 | 3432.3555 | 16.258232 | 2000-2012 –> 2013-2019 | 3.190759 | 17838.5110 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.4879561 | 3432.3555 | 16.258232 | 2000-2012 –> 2013-2019 | 3.190759 | 17838.5110 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.4879561 | 3432.3555 | 16.258232 | 2000-2012 –> 2013-2019 | 3.190759 | 17838.5110 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.3743615 | 3282.8980 | 11.398563 | 2000-2012 –> 2013-2019 | 3.355780 | 18806.7942 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.4353452 | 3364.6072 | 12.132432 | 2000-2012 –> 2013-2019 | 3.500704 | 19194.5416 |
| Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.4353452 | 3364.6072 | 12.132432 | 2000-2012 –> 2013-2019 | 3.500704 | 19194.5416 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.6475485 | 10637.1409 | 17.576313 | 1982-1999 –> 2000-2012 | 2.762604 | 15503.5698 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.6475485 | 10637.1409 | 17.576313 | 1982-1999 –> 2000-2012 | 2.762604 | 15503.5698 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate | 1.6570297 | 10666.9193 | 15.187891 | 1982-1999 –> 2000-2012 | 2.805245 | 15624.4208 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.6475485 | 10637.1409 | 17.576313 | 1982-1999 –> 2000-2012 | 2.762604 | 15503.5698 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.6250184 | 10560.8864 | 13.741859 | 1982-1999 –> 2000-2012 | 2.790067 | 15566.6089 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.6250184 | 10560.8864 | 13.741859 | 1982-1999 –> 2000-2012 | 2.790067 | 15566.6089 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.6250184 | 10560.8864 | 13.741859 | 1982-1999 –> 2000-2012 | 2.790067 | 15566.6089 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.6393995 | 10609.6812 | 18.199207 | 1982-1999 –> 2000-2012 | 2.762747 | 15499.6400 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.6637958 | 10691.4863 | 19.216702 | 1982-1999 –> 2000-2012 | 2.813015 | 15653.7627 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.6637958 | 10691.4863 | 19.216702 | 1982-1999 –> 2000-2012 | 2.813015 | 15653.7627 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.4398698 | 2764.1435 | 5.734470 | 2000-2012 –> 2013-2019 | 3.087418 | 13401.2843 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.4398698 | 2764.1435 | 5.734470 | 2000-2012 –> 2013-2019 | 3.087418 | 13401.2843 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.4398698 | 2764.1435 | 5.734470 | 2000-2012 –> 2013-2019 | 3.087418 | 13401.2843 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + oxygen + silicate + phosphate | 1.4401596 | 2762.4538 | 5.872696 | 2000-2012 –> 2013-2019 | 3.121363 | 13509.5818 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + oxygen + silicate + phosphate_star | 1.4401596 | 2762.4538 | 5.872696 | 2000-2012 –> 2013-2019 | 3.121363 | 13509.5818 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 1.4401596 | 2762.4538 | 5.872696 | 2000-2012 –> 2013-2019 | 3.121363 | 13509.5818 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.4105025 | 2732.3680 | 6.238357 | 2000-2012 –> 2013-2019 | 3.049902 | 13342.0492 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.4361506 | 2760.1553 | 6.426146 | 2000-2012 –> 2013-2019 | 3.099946 | 13451.6416 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.4361506 | 2760.1553 | 6.426146 | 2000-2012 –> 2013-2019 | 3.099946 | 13451.6416 |
| Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.4361506 | 2760.1553 | 6.426146 | 2000-2012 –> 2013-2019 | 3.099946 | 13451.6416 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.1440738 | 7915.2737 | 12.696931 | 1982-1999 –> 2000-2012 | 1.966388 | 10909.2478 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.1440738 | 7915.2737 | 12.696931 | 1982-1999 –> 2000-2012 | 1.966388 | 10909.2478 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.1440738 | 7915.2737 | 12.696931 | 1982-1999 –> 2000-2012 | 1.966388 | 10909.2478 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + oxygen + silicate + phosphate | 1.1473284 | 7927.7215 | 12.740938 | 1982-1999 –> 2000-2012 | 1.986595 | 10969.4046 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 1.1473284 | 7927.7215 | 12.740938 | 1982-1999 –> 2000-2012 | 1.986595 | 10969.4046 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.1370161 | 7883.8015 | 12.849121 | 1982-1999 –> 2000-2012 | 1.958785 | 10876.1594 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1.1498548 | 7940.9083 | 12.589546 | 1982-1999 –> 2000-2012 | 1.979978 | 10957.9059 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.1417875 | 7905.0998 | 12.734240 | 1982-1999 –> 2000-2012 | 1.966188 | 10905.2445 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.1417875 | 7905.0998 | 12.734240 | 1982-1999 –> 2000-2012 | 1.966188 | 10905.2445 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.1417875 | 7905.0998 | 12.734240 | 1982-1999 –> 2000-2012 | 1.966188 | 10905.2445 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 0.8823115 | 1615.6358 | 3.872421 | 2000-2012 –> 2013-2019 | 2.037014 | 9577.9419 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 0.8823115 | 1615.6358 | 3.872421 | 2000-2012 –> 2013-2019 | 2.037014 | 9577.9419 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate | 0.9085326 | 1649.8914 | 4.769204 | 2000-2012 –> 2013-2019 | 2.066194 | 9623.2122 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 0.8823115 | 1615.6358 | 3.872421 | 2000-2012 –> 2013-2019 | 2.037014 | 9577.9419 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 0.9084959 | 1651.8413 | 4.794934 | 2000-2012 –> 2013-2019 | 2.045512 | 9535.6428 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + phosphate | 0.9130347 | 1656.0110 | 4.841493 | 2000-2012 –> 2013-2019 | 2.067821 | 9616.6840 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 0.9126340 | 1657.4675 | 4.917846 | 2000-2012 –> 2013-2019 | 2.054422 | 9562.5673 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 0.9126340 | 1657.4675 | 4.917846 | 2000-2012 –> 2013-2019 | 2.054422 | 9562.5673 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 0.9130347 | 1656.0110 | 4.841493 | 2000-2012 –> 2013-2019 | 2.067821 | 9616.6840 |
| Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 0.9126340 | 1657.4675 | 4.917846 | 2000-2012 –> 2013-2019 | 2.054422 | 9562.5673 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.1835149 | 3414.2692 | 16.883971 | 1982-1999 –> 2000-2012 | 1.646112 | 3909.1146 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.1835149 | 3414.2692 | 16.883971 | 1982-1999 –> 2000-2012 | 1.646112 | 3909.1146 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 1.2065504 | 3453.5598 | 14.684275 | 1982-1999 –> 2000-2012 | 1.673407 | 3953.2063 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.1835149 | 3414.2692 | 16.883971 | 1982-1999 –> 2000-2012 | 1.646112 | 3909.1146 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + oxygen + silicate + phosphate_star | 1.1962476 | 3435.1905 | 18.315277 | 1982-1999 –> 2000-2012 | 1.749945 | 4061.4189 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.1808012 | 3409.3521 | 17.277629 | 1982-1999 –> 2000-2012 | 1.644253 | 3905.5672 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1.1926186 | 3430.6826 | 16.449143 | 1982-1999 –> 2000-2012 | 1.675143 | 3956.8215 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.1865394 | 3419.7361 | 16.839690 | 1982-1999 –> 2000-2012 | 1.657358 | 3927.6534 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.1865394 | 3419.7361 | 16.839690 | 1982-1999 –> 2000-2012 | 1.657358 | 3927.6534 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.1865394 | 3419.7361 | 16.839690 | 1982-1999 –> 2000-2012 | 1.657358 | 3927.6534 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 0.4003889 | 174.1510 | 1.232886 | 2000-2012 –> 2013-2019 | 1.583904 | 3588.4202 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 0.4003889 | 174.1510 | 1.232886 | 2000-2012 –> 2013-2019 | 1.583904 | 3588.4202 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 0.4003889 | 174.1510 | 1.232886 | 2000-2012 –> 2013-2019 | 1.583904 | 3588.4202 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 0.4727187 | 226.9595 | 2.035628 | 2000-2012 –> 2013-2019 | 1.690864 | 3703.0061 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 0.4727187 | 226.9595 | 2.035628 | 2000-2012 –> 2013-2019 | 1.690864 | 3703.0061 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 0.3989939 | 173.0411 | 1.238282 | 2000-2012 –> 2013-2019 | 1.579795 | 3582.3932 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 0.3974493 | 171.8077 | 1.260247 | 2000-2012 –> 2013-2019 | 1.590068 | 3602.4904 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 0.3975326 | 171.8743 | 1.259769 | 2000-2012 –> 2013-2019 | 1.584072 | 3591.6104 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 0.3975326 | 171.8743 | 1.259769 | 2000-2012 –> 2013-2019 | 1.584072 | 3591.6104 |
| Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 0.3975326 | 171.8743 | 1.259769 | 2000-2012 –> 2013-2019 | 1.584072 | 3591.6104 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.0522297 | 7242.7219 | 23.146985 | 1982-1999 –> 2000-2012 | 2.045689 | 9259.4711 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.0522297 | 7242.7219 | 23.146985 | 1982-1999 –> 2000-2012 | 2.045689 | 9259.4711 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate | 1.1062015 | 7486.7238 | 23.918302 | 1982-1999 –> 2000-2012 | 2.100611 | 9502.8285 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.0522297 | 7242.7219 | 23.146985 | 1982-1999 –> 2000-2012 | 2.045689 | 9259.4711 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + oxygen + silicate + phosphate_star | 1.6632421 | 9492.4647 | 25.509903 | 1982-1999 –> 2000-2012 | 2.766221 | 11655.5036 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.0372112 | 7172.0215 | 22.846933 | 1982-1999 –> 2000-2012 | 2.029683 | 9187.3617 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 0.9629372 | 6806.6009 | 21.782491 | 1982-1999 –> 2000-2012 | 1.933905 | 8790.8793 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 0.9840328 | 6913.1791 | 22.100892 | 1982-1999 –> 2000-2012 | 1.967268 | 8915.2595 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 0.9840328 | 6913.1791 | 22.100892 | 1982-1999 –> 2000-2012 | 1.967268 | 8915.2595 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 0.9840328 | 6913.1791 | 22.100892 | 1982-1999 –> 2000-2012 | 1.967268 | 8915.2595 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 0.3503714 | 248.6923 | 1.455610 | 2000-2012 –> 2013-2019 | 1.402601 | 7491.4142 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 0.3503714 | 248.6923 | 1.455610 | 2000-2012 –> 2013-2019 | 1.402601 | 7491.4142 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate | 0.4744150 | 438.8505 | 3.097598 | 2000-2012 –> 2013-2019 | 1.580617 | 7925.5743 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 0.3503714 | 248.6923 | 1.455610 | 2000-2012 –> 2013-2019 | 1.402601 | 7491.4142 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 0.5665555 | 553.3808 | 2.993348 | 2000-2012 –> 2013-2019 | 1.913104 | 9009.0452 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 0.3590648 | 264.2310 | 1.565864 | 2000-2012 –> 2013-2019 | 1.396276 | 7436.2525 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 0.3447091 | 238.3625 | 1.220896 | 2000-2012 –> 2013-2019 | 1.307646 | 7044.9634 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 0.3458607 | 240.4771 | 1.331758 | 2000-2012 –> 2013-2019 | 1.329894 | 7153.6563 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 0.3458607 | 240.4771 | 1.331758 | 2000-2012 –> 2013-2019 | 1.329894 | 7153.6563 |
| Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 0.3458607 | 240.4771 | 1.331758 | 2000-2012 –> 2013-2019 | 1.329894 | 7153.6563 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 5.1495691 | 21021.4403 | 25.219778 | 1982-1999 –> 2000-2012 | 10.021402 | 29105.9149 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 5.1495691 | 21021.4403 | 25.219778 | 1982-1999 –> 2000-2012 | 10.021402 | 29105.9149 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 5.1495691 | 21021.4403 | 25.219778 | 1982-1999 –> 2000-2012 | 10.021402 | 29105.9149 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 5.7136012 | 21735.4839 | 28.593941 | 1982-1999 –> 2000-2012 | 10.890599 | 29983.2682 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 5.7136012 | 21735.4839 | 28.593941 | 1982-1999 –> 2000-2012 | 10.890599 | 29983.2682 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5.4667880 | 21432.1166 | 23.668134 | 1982-1999 –> 2000-2012 | 10.399218 | 29549.8194 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5.5900211 | 21585.2614 | 23.501625 | 1982-1999 –> 2000-2012 | 10.591793 | 29740.4896 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 5.6069311 | 21606.0119 | 23.661544 | 1982-1999 –> 2000-2012 | 10.622004 | 29768.3788 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 5.6069311 | 21606.0119 | 23.661544 | 1982-1999 –> 2000-2012 | 10.622004 | 29768.3788 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5.6069311 | 21606.0119 | 23.661544 | 1982-1999 –> 2000-2012 | 10.622004 | 29768.3788 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.9321038 | 16221.0496 | 45.044700 | 2000-2012 –> 2013-2019 | 10.081673 | 37242.4899 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.9321038 | 16221.0496 | 45.044700 | 2000-2012 –> 2013-2019 | 10.081673 | 37242.4899 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.9321038 | 16221.0496 | 45.044700 | 2000-2012 –> 2013-2019 | 10.081673 | 37242.4899 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 5.6937670 | 16993.0777 | 33.953839 | 2000-2012 –> 2013-2019 | 11.407368 | 38728.5616 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5.1989532 | 16504.3200 | 25.099718 | 2000-2012 –> 2013-2019 | 10.665741 | 37936.4366 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5.3006969 | 16608.5122 | 22.622055 | 2000-2012 –> 2013-2019 | 10.890718 | 38193.7736 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 5.3343895 | 16642.5754 | 22.576673 | 2000-2012 –> 2013-2019 | 10.941321 | 38248.5874 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 5.3343895 | 16642.5754 | 22.576673 | 2000-2012 –> 2013-2019 | 10.941321 | 38248.5874 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5.3343895 | 16642.5754 | 22.576673 | 2000-2012 –> 2013-2019 | 10.941321 | 38248.5874 |
| Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5.6840037 | 16981.8514 | 24.186874 | 2000-2012 –> 2013-2019 | 11.380016 | 38694.1537 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.0655718 | 14527.7596 | 57.021532 | 1982-1999 –> 2000-2012 | 7.580692 | 22430.6440 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.0655718 | 14527.7596 | 57.021532 | 1982-1999 –> 2000-2012 | 7.580692 | 22430.6440 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.0655718 | 14527.7596 | 57.021532 | 1982-1999 –> 2000-2012 | 7.580692 | 22430.6440 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 5.0095385 | 15601.7723 | 52.400456 | 1982-1999 –> 2000-2012 | 9.014802 | 23889.4755 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.1761018 | 14665.7414 | 56.027882 | 1982-1999 –> 2000-2012 | 7.591842 | 22484.0786 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4.3056336 | 14822.8704 | 54.360490 | 1982-1999 –> 2000-2012 | 7.845860 | 22746.7357 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4.3203754 | 14840.4526 | 54.166184 | 1982-1999 –> 2000-2012 | 7.879646 | 22780.1332 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 4.3203754 | 14840.4526 | 54.166184 | 1982-1999 –> 2000-2012 | 7.879646 | 22780.1332 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4.3203754 | 14840.4526 | 54.166184 | 1982-1999 –> 2000-2012 | 7.879646 | 22780.1332 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate_star | 4.6612477 | 15229.0924 | 48.957446 | 1982-1999 –> 2000-2012 | 8.882201 | 23669.4232 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.5882228 | 8039.0684 | 28.596235 | 2000-2012 –> 2013-2019 | 7.653795 | 22566.8280 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.5882228 | 8039.0684 | 28.596235 | 2000-2012 –> 2013-2019 | 7.653795 | 22566.8280 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.5882228 | 8039.0684 | 28.596235 | 2000-2012 –> 2013-2019 | 7.653795 | 22566.8280 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.7287082 | 8153.3611 | 27.086408 | 2000-2012 –> 2013-2019 | 7.904810 | 22819.1025 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3.8121681 | 8219.2386 | 26.231349 | 2000-2012 –> 2013-2019 | 8.117802 | 23042.1090 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.8279678 | 8231.5472 | 26.184400 | 2000-2012 –> 2013-2019 | 8.148343 | 23071.9998 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.8279678 | 8231.5472 | 26.184400 | 2000-2012 –> 2013-2019 | 8.148343 | 23071.9998 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.8279678 | 8231.5472 | 26.184400 | 2000-2012 –> 2013-2019 | 8.148343 | 23071.9998 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate_star | 4.2306006 | 8527.1768 | 26.406199 | 2000-2012 –> 2013-2019 | 8.891848 | 23756.2691 |
| Indo-Pacific | (26,26.5] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 4.1964225 | 8505.0366 | 25.371432 | 2000-2012 –> 2013-2019 | 9.333969 | 24236.6018 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.7741617 | 16123.6118 | 44.856588 | 1982-1999 –> 2000-2012 | 8.338666 | 24514.1578 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.7741617 | 16123.6118 | 44.856588 | 1982-1999 –> 2000-2012 | 8.338666 | 24514.1578 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.7741617 | 16123.6118 | 44.856588 | 1982-1999 –> 2000-2012 | 8.338666 | 24514.1578 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 5.4090246 | 16798.0535 | 41.957650 | 1982-1999 –> 2000-2012 | 9.268412 | 25436.1115 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.9238852 | 16290.4228 | 49.260124 | 1982-1999 –> 2000-2012 | 8.526070 | 24713.7148 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5.0683270 | 16446.6102 | 49.032642 | 1982-1999 –> 2000-2012 | 8.767451 | 24952.5956 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 5.0709595 | 16449.4153 | 48.829796 | 1982-1999 –> 2000-2012 | 8.772298 | 24957.2648 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 5.0709595 | 16449.4153 | 48.829796 | 1982-1999 –> 2000-2012 | 8.772298 | 24957.2648 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5.0709595 | 16449.4153 | 48.829796 | 1982-1999 –> 2000-2012 | 8.772298 | 24957.2648 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5.0786341 | 16455.5847 | 47.440170 | 1982-1999 –> 2000-2012 | 8.791398 | 24971.0312 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.6573520 | 6667.4109 | 34.336895 | 2000-2012 –> 2013-2019 | 8.431514 | 22791.0227 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.6573520 | 6667.4109 | 34.336895 | 2000-2012 –> 2013-2019 | 8.431514 | 22791.0227 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.6573520 | 6667.4109 | 34.336895 | 2000-2012 –> 2013-2019 | 8.431514 | 22791.0227 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 4.8772068 | 7372.6025 | 25.879431 | 2000-2012 –> 2013-2019 | 10.286231 | 24170.6560 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.8382987 | 6785.7210 | 33.532381 | 2000-2012 –> 2013-2019 | 8.762184 | 23076.1438 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3.9569165 | 6860.2888 | 31.418266 | 2000-2012 –> 2013-2019 | 9.025244 | 23306.8990 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.9589854 | 6861.5695 | 31.165246 | 2000-2012 –> 2013-2019 | 9.029945 | 23310.9848 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.9589854 | 6861.5695 | 31.165246 | 2000-2012 –> 2013-2019 | 9.029945 | 23310.9848 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.9589854 | 6861.5695 | 31.165246 | 2000-2012 –> 2013-2019 | 9.029945 | 23310.9848 |
| Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate_star | 3.9659380 | 6863.8683 | 29.409734 | 2000-2012 –> 2013-2019 | 9.044572 | 23319.4530 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + phosphate | 4.7985529 | 24686.7092 | 58.663004 | 1982-1999 –> 2000-2012 | 8.843665 | 39620.2490 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.7020408 | 24520.8844 | 53.192297 | 1982-1999 –> 2000-2012 | 8.625177 | 39294.2116 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.7020408 | 24520.8844 | 53.192297 | 1982-1999 –> 2000-2012 | 8.625177 | 39294.2116 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 4.7985529 | 24686.7092 | 58.663004 | 1982-1999 –> 2000-2012 | 8.843665 | 39620.2490 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.7020408 | 24520.8844 | 53.192297 | 1982-1999 –> 2000-2012 | 8.625177 | 39294.2116 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 4.7655629 | 24631.7257 | 45.788939 | 1982-1999 –> 2000-2012 | 8.727560 | 39457.2736 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 4.7655629 | 24631.7257 | 45.788939 | 1982-1999 –> 2000-2012 | 8.727560 | 39457.2736 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + phosphate | 4.8271627 | 24735.8105 | 31.091190 | 1982-1999 –> 2000-2012 | 8.841305 | 39628.6325 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 4.7655629 | 24631.7257 | 45.788939 | 1982-1999 –> 2000-2012 | 8.727560 | 39457.2736 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.7290327 | 24568.1651 | 22.783655 | 1982-1999 –> 2000-2012 | 8.642900 | 39328.9593 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + phosphate | 4.2748232 | 12342.9994 | 27.195215 | 2000-2012 –> 2013-2019 | 9.073376 | 37029.7085 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 4.2748232 | 12342.9994 | 27.195215 | 2000-2012 –> 2013-2019 | 9.073376 | 37029.7085 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.0522359 | 12115.3823 | 32.403745 | 2000-2012 –> 2013-2019 | 8.754277 | 36636.2668 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.0522359 | 12115.3823 | 32.403745 | 2000-2012 –> 2013-2019 | 8.754277 | 36636.2668 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 4.2748232 | 12342.9994 | 27.195215 | 2000-2012 –> 2013-2019 | 9.073376 | 37029.7085 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.0522359 | 12115.3823 | 32.403745 | 2000-2012 –> 2013-2019 | 8.754277 | 36636.2668 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 4.1259837 | 12192.8274 | 22.150203 | 2000-2012 –> 2013-2019 | 8.891547 | 36824.5531 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 4.1259837 | 12192.8274 | 22.150203 | 2000-2012 –> 2013-2019 | 8.891547 | 36824.5531 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 4.1259837 | 12192.8274 | 22.150203 | 2000-2012 –> 2013-2019 | 8.891547 | 36824.5531 |
| Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.2382279 | 12308.0817 | 33.499337 | 2000-2012 –> 2013-2019 | 8.967261 | 36876.2469 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.9743927 | 31119.9798 | 58.413872 | 1982-1999 –> 2000-2012 | 7.582512 | 46146.9867 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 3.9609724 | 31082.3879 | 47.347057 | 1982-1999 –> 2000-2012 | 7.555315 | 46088.1411 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 3.9609724 | 31082.3879 | 47.347057 | 1982-1999 –> 2000-2012 | 7.555315 | 46088.1411 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate | 3.9634021 | 31087.2032 | 47.693646 | 1982-1999 –> 2000-2012 | 7.573943 | 46115.9385 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.9609724 | 31082.3879 | 47.347057 | 1982-1999 –> 2000-2012 | 7.555315 | 46088.1411 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.9129106 | 30946.7075 | 47.387557 | 1982-1999 –> 2000-2012 | 7.364984 | 45728.0759 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3.9709446 | 31110.3335 | 47.879287 | 1982-1999 –> 2000-2012 | 7.554572 | 46099.4987 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.9679242 | 31101.8766 | 47.894257 | 1982-1999 –> 2000-2012 | 7.564594 | 46111.2257 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.9679242 | 31101.8766 | 47.894257 | 1982-1999 –> 2000-2012 | 7.564594 | 46111.2257 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.9679242 | 31101.8766 | 47.894257 | 1982-1999 –> 2000-2012 | 7.564594 | 46111.2257 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3.6661760 | 16398.6326 | 32.639898 | 2000-2012 –> 2013-2019 | 7.640569 | 47518.6124 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.6661760 | 16398.6326 | 32.639898 | 2000-2012 –> 2013-2019 | 7.640569 | 47518.6124 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3.6661760 | 16398.6326 | 32.639898 | 2000-2012 –> 2013-2019 | 7.640569 | 47518.6124 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 3.6650067 | 16396.7096 | 31.207699 | 2000-2012 –> 2013-2019 | 7.625979 | 47479.0975 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 3.6650067 | 16396.7096 | 31.207699 | 2000-2012 –> 2013-2019 | 7.625979 | 47479.0975 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate | 3.7060045 | 16461.7662 | 33.133774 | 2000-2012 –> 2013-2019 | 7.669407 | 47548.9694 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.6650067 | 16396.7096 | 31.207699 | 2000-2012 –> 2013-2019 | 7.625979 | 47479.0975 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.6849106 | 16429.3580 | 33.085123 | 2000-2012 –> 2013-2019 | 7.597821 | 47376.0655 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.7027943 | 16458.5424 | 33.283448 | 2000-2012 –> 2013-2019 | 7.670719 | 47560.4190 |
| Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.7027943 | 16458.5424 | 33.283448 | 2000-2012 –> 2013-2019 | 7.670719 | 47560.4190 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 3.1828451 | 29945.1100 | 61.204252 | 1982-1999 –> 2000-2012 | 6.431605 | 46529.3226 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 3.1834104 | 29947.1730 | 59.233892 | 1982-1999 –> 2000-2012 | 6.367566 | 46403.2345 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 3.1834104 | 29947.1730 | 59.233892 | 1982-1999 –> 2000-2012 | 6.367566 | 46403.2345 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate | 3.2025174 | 30014.6843 | 45.951294 | 1982-1999 –> 2000-2012 | 6.391155 | 46477.7213 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 3.1834104 | 29947.1730 | 59.233892 | 1982-1999 –> 2000-2012 | 6.367566 | 46403.2345 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3.1977040 | 29999.2122 | 49.725119 | 1982-1999 –> 2000-2012 | 6.304812 | 46298.9979 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3.2399668 | 30151.7306 | 40.835656 | 1982-1999 –> 2000-2012 | 6.380854 | 46520.5033 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3.2365596 | 30139.5089 | 42.086617 | 1982-1999 –> 2000-2012 | 6.384290 | 46522.1669 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 3.2365596 | 30139.5089 | 42.086617 | 1982-1999 –> 2000-2012 | 6.384290 | 46522.1669 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3.2365596 | 30139.5089 | 42.086617 | 1982-1999 –> 2000-2012 | 6.384290 | 46522.1669 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate | 2.5803274 | 16414.3038 | 20.257569 | 2000-2012 –> 2013-2019 | 5.763820 | 46359.7777 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + phosphate_star | 2.5803274 | 16414.3038 | 20.257569 | 2000-2012 –> 2013-2019 | 5.763820 | 46359.7777 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2.5746733 | 16401.1021 | 20.061422 | 2000-2012 –> 2013-2019 | 5.757518 | 46346.2121 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 2.5746733 | 16401.1021 | 20.061422 | 2000-2012 –> 2013-2019 | 5.757518 | 46346.2121 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2.5803274 | 16414.3038 | 20.257569 | 2000-2012 –> 2013-2019 | 5.763820 | 46359.7777 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.5746733 | 16401.1021 | 20.061422 | 2000-2012 –> 2013-2019 | 5.757518 | 46346.2121 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.4957449 | 16185.3337 | 15.860360 | 2000-2012 –> 2013-2019 | 5.679155 | 46132.5067 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.4957449 | 16185.3337 | 15.860360 | 2000-2012 –> 2013-2019 | 5.679155 | 46132.5067 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.4957449 | 16185.3337 | 15.860360 | 2000-2012 –> 2013-2019 | 5.679155 | 46132.5067 |
| Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.5854105 | 16429.9421 | 20.339021 | 2000-2012 –> 2013-2019 | 5.783114 | 46429.1543 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 4.6347572 | 40233.2595 | 30.627966 | 1982-1999 –> 2000-2012 | 7.999477 | 58646.9186 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 4.6347572 | 40233.2595 | 30.627966 | 1982-1999 –> 2000-2012 | 7.999477 | 58646.9186 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4.6347572 | 40233.2595 | 30.627966 | 1982-1999 –> 2000-2012 | 7.999477 | 58646.9186 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4.6342854 | 40231.8726 | 31.365744 | 1982-1999 –> 2000-2012 | 7.867417 | 58366.6771 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4.6333359 | 40229.0815 | 30.777728 | 1982-1999 –> 2000-2012 | 7.907030 | 58451.0365 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4.6328573 | 40227.6744 | 31.099836 | 1982-1999 –> 2000-2012 | 7.917073 | 58472.0586 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 4.6328573 | 40227.6744 | 31.099836 | 1982-1999 –> 2000-2012 | 7.917073 | 58472.0586 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4.6328573 | 40227.6744 | 31.099836 | 1982-1999 –> 2000-2012 | 7.917073 | 58472.0586 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 5.2727748 | 41990.1287 | 32.366038 | 1982-1999 –> 2000-2012 | 8.546277 | 60211.6734 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 5.2727748 | 41990.1287 | 32.366038 | 1982-1999 –> 2000-2012 | 8.546277 | 60211.6734 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 6.1575803 | 30567.7156 | 53.712124 | 2000-2012 –> 2013-2019 | 10.792338 | 70800.9752 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 6.1575803 | 30567.7156 | 53.712124 | 2000-2012 –> 2013-2019 | 10.792338 | 70800.9752 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 6.1575803 | 30567.7156 | 53.712124 | 2000-2012 –> 2013-2019 | 10.792338 | 70800.9752 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate_star | 6.3525691 | 30860.0116 | 44.518639 | 2000-2012 –> 2013-2019 | 11.004005 | 71140.2043 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6.2897574 | 30768.2082 | 54.112569 | 2000-2012 –> 2013-2019 | 10.924043 | 71000.0808 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 6.2179694 | 30659.8453 | 52.919039 | 2000-2012 –> 2013-2019 | 10.851305 | 70888.9268 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 6.2608676 | 30724.7489 | 53.248710 | 2000-2012 –> 2013-2019 | 10.893725 | 70952.4233 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 6.2608676 | 30724.7489 | 53.248710 | 2000-2012 –> 2013-2019 | 10.893725 | 70952.4233 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 6.2608676 | 30724.7489 | 53.248710 | 2000-2012 –> 2013-2019 | 10.893725 | 70952.4233 |
| Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 6.0746372 | 30439.6939 | 42.230311 | 2000-2012 –> 2013-2019 | 11.347412 | 72429.8227 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2.5989800 | 16157.5918 | 40.799073 | 1982-1999 –> 2000-2012 | 5.800668 | 24368.8168 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.9805928 | 14309.8761 | 23.215810 | 1982-1999 –> 2000-2012 | 5.154795 | 22493.7357 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.9805928 | 14309.8761 | 23.215810 | 1982-1999 –> 2000-2012 | 5.154795 | 22493.7357 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.9805928 | 14309.8761 | 23.215810 | 1982-1999 –> 2000-2012 | 5.154795 | 22493.7357 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + oxygen + phosphate | 2.3695337 | 15527.0957 | 25.980709 | 1982-1999 –> 2000-2012 | 5.669936 | 23832.7032 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + oxygen + phosphate_star | 2.3695337 | 15527.0957 | 25.980709 | 1982-1999 –> 2000-2012 | 5.669936 | 23832.7032 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 2.3690161 | 15527.6102 | 26.199342 | 1982-1999 –> 2000-2012 | 5.651873 | 23818.2993 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 2.3690161 | 15527.6102 | 26.199342 | 1982-1999 –> 2000-2012 | 5.651873 | 23818.2993 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + phosphate + phosphate_star | 2.3695337 | 15527.0957 | 25.980709 | 1982-1999 –> 2000-2012 | 5.669936 | 23832.7032 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 2.3690161 | 15527.6102 | 26.199342 | 1982-1999 –> 2000-2012 | 5.651873 | 23818.2993 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.6599654 | 7728.4956 | 14.211802 | 2000-2012 –> 2013-2019 | 4.258945 | 23886.0873 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.6599654 | 7728.4956 | 14.211802 | 2000-2012 –> 2013-2019 | 4.258945 | 23886.0873 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.6599654 | 7728.4956 | 14.211802 | 2000-2012 –> 2013-2019 | 4.258945 | 23886.0873 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen | 1.8071486 | 8066.8193 | 15.798170 | 2000-2012 –> 2013-2019 | 4.005602 | 23084.3275 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.6802710 | 7777.2020 | 18.026672 | 2000-2012 –> 2013-2019 | 3.660864 | 22087.0781 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.6802710 | 7777.2020 | 18.026672 | 2000-2012 –> 2013-2019 | 3.660864 | 22087.0781 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.6841358 | 7786.4055 | 12.654244 | 2000-2012 –> 2013-2019 | 3.858530 | 22731.0893 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.6802710 | 7777.2020 | 18.026672 | 2000-2012 –> 2013-2019 | 3.660864 | 22087.0781 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 1.9969835 | 8468.9687 | 20.686980 | 2000-2012 –> 2013-2019 | 4.366000 | 23996.5789 |
| Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 1.9969835 | 8468.9687 | 20.686980 | 2000-2012 –> 2013-2019 | 4.366000 | 23996.5789 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2.1515062 | 21047.8371 | 25.117816 | 1982-1999 –> 2000-2012 | 4.998298 | 32135.2072 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 2.1515062 | 21047.8371 | 25.117816 | 1982-1999 –> 2000-2012 | 4.998298 | 32135.2072 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 2.1515062 | 21047.8371 | 25.117816 | 1982-1999 –> 2000-2012 | 4.998298 | 32135.2072 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2.6967916 | 23222.2987 | 48.887513 | 1982-1999 –> 2000-2012 | 5.544564 | 34311.2144 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + oxygen + phosphate | 2.6172957 | 22932.2773 | 38.114956 | 1982-1999 –> 2000-2012 | 5.465663 | 34020.1326 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + oxygen + phosphate_star | 2.6172957 | 22932.2773 | 38.114956 | 1982-1999 –> 2000-2012 | 5.465663 | 34020.1326 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 2.5894100 | 22831.1681 | 40.968127 | 1982-1999 –> 2000-2012 | 5.436634 | 33919.2199 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 2.5894100 | 22831.1681 | 40.968127 | 1982-1999 –> 2000-2012 | 5.436634 | 33919.2199 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + phosphate + phosphate_star | 2.6172957 | 22932.2773 | 38.114956 | 1982-1999 –> 2000-2012 | 5.465663 | 34020.1326 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 2.5894100 | 22831.1681 | 40.968127 | 1982-1999 –> 2000-2012 | 5.436634 | 33919.2199 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.4342982 | 10193.3933 | 14.899766 | 2000-2012 –> 2013-2019 | 4.111479 | 33345.4351 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.4342982 | 10193.3933 | 14.899766 | 2000-2012 –> 2013-2019 | 4.111479 | 33345.4351 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.4342982 | 10193.3933 | 14.899766 | 2000-2012 –> 2013-2019 | 4.111479 | 33345.4351 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen | 1.7407716 | 11299.0872 | 11.982342 | 2000-2012 –> 2013-2019 | 3.987961 | 32763.7728 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.6149761 | 10872.0397 | 14.997558 | 2000-2012 –> 2013-2019 | 3.766482 | 31919.8768 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.6149761 | 10872.0397 | 14.997558 | 2000-2012 –> 2013-2019 | 3.766482 | 31919.8768 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.5676648 | 10701.9667 | 8.389854 | 2000-2012 –> 2013-2019 | 3.662550 | 31493.0841 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.6149761 | 10872.0397 | 14.997558 | 2000-2012 –> 2013-2019 | 3.766482 | 31919.8768 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.4659378 | 10318.2008 | 14.862769 | 2000-2012 –> 2013-2019 | 4.162729 | 33540.4994 |
| Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.4885432 | 10405.7324 | 14.641734 | 2000-2012 –> 2013-2019 | 4.213505 | 33728.0622 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.9595083 | 35416.9654 | 45.631676 | 1982-1999 –> 2000-2012 | 4.026681 | 53595.8461 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.9595083 | 35416.9654 | 45.631676 | 1982-1999 –> 2000-2012 | 4.026681 | 53595.8461 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.9595083 | 35416.9654 | 45.631676 | 1982-1999 –> 2000-2012 | 4.026681 | 53595.8461 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.4333591 | 30124.6636 | 13.284916 | 1982-1999 –> 2000-2012 | 3.398042 | 47872.9384 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.9372342 | 35223.4622 | 41.591102 | 1982-1999 –> 2000-2012 | 4.069261 | 53663.9264 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.9489696 | 35325.6877 | 41.728270 | 1982-1999 –> 2000-2012 | 4.145081 | 54016.9337 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate | 1.7020373 | 33030.6396 | 33.647417 | 1982-1999 –> 2000-2012 | 3.808245 | 51365.9324 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 1.6911516 | 32924.0384 | 31.318718 | 1982-1999 –> 2000-2012 | 3.374594 | 49364.0888 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 1.6911516 | 32924.0384 | 31.318718 | 1982-1999 –> 2000-2012 | 3.374594 | 49364.0888 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 1.6911516 | 32924.0384 | 31.318718 | 1982-1999 –> 2000-2012 | 3.374594 | 49364.0888 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.1421943 | 15619.8039 | 13.786158 | 2000-2012 –> 2013-2019 | 3.101703 | 51036.7693 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.1421943 | 15619.8039 | 13.786158 | 2000-2012 –> 2013-2019 | 3.101703 | 51036.7693 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.1421943 | 15619.8039 | 13.786158 | 2000-2012 –> 2013-2019 | 3.101703 | 51036.7693 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.0373665 | 14651.7534 | 5.231439 | 2000-2012 –> 2013-2019 | 2.470726 | 44776.4170 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.1541620 | 15724.6205 | 14.142020 | 2000-2012 –> 2013-2019 | 3.091396 | 50948.0827 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.1567454 | 15747.1040 | 14.576246 | 2000-2012 –> 2013-2019 | 3.105715 | 51072.7917 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate | 1.2210744 | 16289.3417 | 9.552478 | 2000-2012 –> 2013-2019 | 2.923112 | 49319.9813 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 1.2094610 | 16195.2438 | 6.513373 | 2000-2012 –> 2013-2019 | 2.900613 | 49119.2822 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 1.2094610 | 16195.2438 | 6.513373 | 2000-2012 –> 2013-2019 | 2.900613 | 49119.2822 |
| Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 1.2094610 | 16195.2438 | 6.513373 | 2000-2012 –> 2013-2019 | 2.900613 | 49119.2822 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 0.9904747 | 19497.0976 | 15.972325 | 1982-1999 –> 2000-2012 | 2.728153 | 31619.9776 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 0.9904747 | 19497.0976 | 15.972325 | 1982-1999 –> 2000-2012 | 2.728153 | 31619.9776 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate | 1.0326834 | 20071.9953 | 10.358293 | 1982-1999 –> 2000-2012 | 2.783416 | 32238.8471 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 0.9904747 | 19497.0976 | 15.972325 | 1982-1999 –> 2000-2012 | 2.728153 | 31619.9776 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 1.0028438 | 19668.6631 | 12.788602 | 1982-1999 –> 2000-2012 | 2.728434 | 31748.6682 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 0.9993275 | 19620.1071 | 15.534461 | 1982-1999 –> 2000-2012 | 2.749596 | 31787.3293 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.0067881 | 19722.9277 | 15.597304 | 1982-1999 –> 2000-2012 | 2.792248 | 32012.4174 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate | 1.1079891 | 21047.0121 | 26.852128 | 1982-1999 –> 2000-2012 | 2.558942 | 32062.3110 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star | 1.1079891 | 21047.0121 | 26.852128 | 1982-1999 –> 2000-2012 | 2.558942 | 32062.3110 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 1.1079891 | 21047.0121 | 26.852128 | 1982-1999 –> 2000-2012 | 2.558942 | 32062.3110 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 0.7436026 | 11460.9467 | 6.595598 | 2000-2012 –> 2013-2019 | 1.734077 | 30958.0443 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 0.7436026 | 11460.9467 | 6.595598 | 2000-2012 –> 2013-2019 | 1.734077 | 30958.0443 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 0.7436026 | 11460.9467 | 6.595598 | 2000-2012 –> 2013-2019 | 1.734077 | 30958.0443 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + oxygen + silicate | 0.7528137 | 11586.4709 | 6.011915 | 2000-2012 –> 2013-2019 | 1.755658 | 31255.1340 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 0.7468443 | 11505.2994 | 6.934616 | 2000-2012 –> 2013-2019 | 1.746172 | 31125.4065 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 0.7478319 | 11518.7739 | 7.064242 | 2000-2012 –> 2013-2019 | 1.755765 | 31257.4122 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 0.7480621 | 11521.9113 | 7.086819 | 2000-2012 –> 2013-2019 | 1.754850 | 31244.8390 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 0.7480621 | 11521.9113 | 7.086819 | 2000-2012 –> 2013-2019 | 1.754850 | 31244.8390 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 0.7480621 | 11521.9113 | 7.086819 | 2000-2012 –> 2013-2019 | 1.754850 | 31244.8390 |
| Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate_star | 0.7585775 | 11662.2373 | 6.480733 | 2000-2012 –> 2013-2019 | 1.781628 | 31604.6800 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.6679509 | 34458.5952 | 14.787325 | 1982-1999 –> 2000-2012 | 2.809889 | 52105.7231 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.6679509 | 34458.5952 | 14.787325 | 1982-1999 –> 2000-2012 | 2.809889 | 52105.7231 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.6679509 | 34458.5952 | 14.787325 | 1982-1999 –> 2000-2012 | 2.809889 | 52105.7231 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + oxygen + silicate + phosphate | 1.6712708 | 34492.0722 | 14.096560 | 1982-1999 –> 2000-2012 | 2.865481 | 52645.8274 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1.6685180 | 34464.6601 | 14.786114 | 1982-1999 –> 2000-2012 | 2.811794 | 52125.0887 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1.6682465 | 34461.7565 | 14.779142 | 1982-1999 –> 2000-2012 | 2.810763 | 52114.6382 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.6681188 | 34460.3904 | 14.775524 | 1982-1999 –> 2000-2012 | 2.810260 | 52109.5396 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.6681188 | 34460.3904 | 14.775524 | 1982-1999 –> 2000-2012 | 2.810260 | 52109.5396 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.6681188 | 34460.3904 | 14.775524 | 1982-1999 –> 2000-2012 | 2.810260 | 52109.5396 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + silicate + phosphate_star | 1.6874399 | 34663.8595 | 14.737380 | 1982-1999 –> 2000-2012 | 2.848713 | 52499.7873 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1.4131007 | 15907.1122 | 14.575381 | 2000-2012 –> 2013-2019 | 3.081052 | 50365.7073 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star | 1.4131007 | 15907.1122 | 14.575381 | 2000-2012 –> 2013-2019 | 3.081052 | 50365.7073 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1.4131007 | 15907.1122 | 14.575381 | 2000-2012 –> 2013-2019 | 3.081052 | 50365.7073 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1.4098792 | 15886.5574 | 13.962244 | 2000-2012 –> 2013-2019 | 3.076836 | 50334.5149 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + oxygen + phosphate_star | 1.4098792 | 15886.5574 | 13.962244 | 2000-2012 –> 2013-2019 | 3.076836 | 50334.5149 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 1.4098792 | 15886.5574 | 13.962244 | 2000-2012 –> 2013-2019 | 3.076836 | 50334.5149 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1.4129667 | 15906.2583 | 14.542148 | 2000-2012 –> 2013-2019 | 3.081213 | 50368.0147 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1.4126676 | 15904.3516 | 14.518307 | 2000-2012 –> 2013-2019 | 3.080786 | 50364.7420 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star | 1.4126676 | 15904.3516 | 14.518307 | 2000-2012 –> 2013-2019 | 3.080786 | 50364.7420 |
| Indo-Pacific | (28.1, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1.4126676 | 15904.3516 | 14.518307 | 2000-2012 –> 2013-2019 | 3.080786 | 50364.7420 |
5.3 Target variable coefficients
A data frame to map the target variable is prepared.
# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- lm_all_fitted_wide %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_era <- full_join(eras_backward, eras_forward) %>%
filter(str_detect(eras, "NA") == FALSE)
# extend best model selection from eras to era
lm_best_target <- full_join(
lm_best %>% select(basin, gamma_slab, model, eras),
eras_era)
lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)
rm(eras_era, eras_forward, eras_backward,
lm_all_fitted)5.4 Cant coeffcients
A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.
# pivot long format
lm_best_long <- lm_best_target %>%
pivot_longer(cols = starts_with("coeff_"),
names_to = "term",
values_to = "estimate",
names_prefix = "coeff_")
# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
arrange(era) %>%
group_by(basin, gamma_slab, eras, model, term) %>%
mutate(delta_coeff = estimate - lag(estimate)) %>%
ungroup() %>%
arrange(basin, gamma_slab, model, term, eras) %>%
drop_na() %>%
select(-c(era,estimate))
# pivot back to wide format
lm_best_cant <- lm_best_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)5.5 Write files
lm_best_target %>%
select(
basin,
gamma_slab,
model,
eras,
era,
starts_with("coeff_")
) %>%
write_csv(paste(path_version_data,
"lm_best_target.csv",
sep = ""))
lm_best_cant %>%
select(
basin,
gamma_slab,
model,
eras,
starts_with("delta_coeff_")
) %>%
write_csv(paste(path_version_data,
"lm_best_cant.csv",
sep = ""))6 Model diagnotics
6.1 Selection criterion vs predictors
The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).
6.1.1 All models
lm_all_fitted_wide %>%
ggplot(aes(as.factor(n_predictors),
!!sym(params_local$MLR_criterion),
col = basin)) +
geom_hline(yintercept = 10) +
geom_boxplot() +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
6.1.2 Best models
lm_best_target %>%
ggplot(aes("",
!!sym(params_local$MLR_criterion),
col = basin)) +
geom_hline(yintercept = 10) +
geom_boxplot() +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")+
labs(x="Number of predictors pooled")
6.2 RMSE correlation between eras
RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).
6.2.1 All models
# find max rmse to scale axis
max_rmse <-
max(c(lm_all_fitted_wide_eras$rmse,
lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))
lm_all_fitted_wide_eras %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
rm(max_rmse)6.2.2 Best models
# find max rmse to scale axis
max_rmse <-
max(c(lm_best$rmse,
lm_best$rmse_sum - lm_best$rmse))
lm_best %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
rm(max_rmse)6.3 Predictor counts
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_long %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(basin, eras, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n, names_from = term)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "eras")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)| aou | oxygen | phosphate | phosphate_star | sal | silicate | temp | |
|---|---|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 6 | 6 | 5 | 5 | 10 | 10 | 7 |
| (26,26.5] | 7 | 5 | 7 | 6 | 8 | 10 | 7 |
| (26.5,26.75] | 10 | 6 | 7 | 6 | 4 | 10 | 4 |
| (26.75,27] | 7 | 5 | 6 | 7 | 8 | 10 | 7 |
| (27,27.25] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.25,27.5] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.5,27.75] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.75,27.85] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.85,27.95] | 7 | 6 | 7 | 6 | 10 | 7 | 7 |
| (27.95,28.05] | 7 | 6 | 7 | 6 | 10 | 7 | 7 |
| (28.05,28.1] | 8 | 5 | 7 | 6 | 10 | 7 | 6 |
| (28.1,28.15] | 5 | 5 | 7 | 6 | 10 | 10 | 5 |
| (28.15,28.2] | 6 | 5 | 6 | 6 | 10 | 10 | 5 |
| (28.2, Inf] | 6 | 5 | 6 | 6 | 10 | 10 | 5 |
| total | 109.00 | 78.00 | 93.00 | 84.00 | 130.00 | 107.00 | 76.00 |
| Atlantic - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 7 | 6 | 6 | 5 | 9 | 10 | 7 |
| (26,26.5] | 7 | 5 | 5 | 5 | 10 | 10 | 7 |
| (26.5,26.75] | 8 | 5 | 7 | 6 | 7 | 10 | 7 |
| (26.75,27] | 7 | 4 | 6 | 6 | 10 | 10 | 5 |
| (27,27.25] | 9 | 5 | 7 | 5 | 10 | 7 | 6 |
| (27.25,27.5] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.5,27.75] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.75,27.85] | 7 | 4 | 7 | 6 | 10 | 9 | 6 |
| (27.85,27.95] | 8 | 5 | 8 | 5 | 10 | 7 | 6 |
| (27.95,28.05] | 8 | 6 | 7 | 5 | 10 | 7 | 6 |
| (28.05,28.1] | 4 | 6 | 7 | 6 | 10 | 10 | 4 |
| (28.1,28.15] | 5 | 5 | 8 | 5 | 10 | 4 | 10 |
| (28.15,28.2] | 7 | 6 | 6 | 6 | 10 | 8 | 7 |
| (28.2, Inf] | 7 | 5 | 7 | 5 | 10 | 9 | 6 |
| total | 104.00 | 74.00 | 95.00 | 77.00 | 136.00 | 109.00 | 85.00 |
| Indo-Pacific - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 7 | 6 | 6 | 6 | 10 | 8 | 7 |
| (26,26.5] | 6 | 5 | 6 | 6 | 10 | 9 | 7 |
| (26.5,26.75] | 6 | 4 | 6 | 7 | 10 | 9 | 7 |
| (26.75,27] | 10 | 5 | 8 | 5 | 10 | 4 | 5 |
| (27,27.25] | 7 | 4 | 7 | 6 | 10 | 6 | 9 |
| (27.25,27.5] | 7 | 5 | 6 | 6 | 10 | 6 | 9 |
| (27.5,27.75] | 7 | 5 | 6 | 7 | 8 | 10 | 7 |
| (27.75,27.85] | 10 | 6 | 7 | 7 | 4 | 4 | 9 |
| (27.85,27.95] | 10 | 6 | 7 | 6 | 4 | 4 | 10 |
| (27.95,28.05] | 9 | 6 | 6 | 5 | 6 | 10 | 7 |
| (28.05,28.1] | 9 | 6 | 7 | 4 | 7 | 10 | 6 |
| (28.1, Inf] | 5 | 5 | 6 | 6 | 10 | 10 | 6 |
| total | 93.00 | 63.00 | 78.00 | 71.00 | 99.00 | 90.00 | 89.00 |
| Indo-Pacific - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 6 | 4 | 6 | 7 | 10 | 9 | 7 |
| (26,26.5] | 6 | 5 | 6 | 6 | 9 | 10 | 7 |
| (26.5,26.75] | 6 | 5 | 6 | 6 | 10 | 9 | 7 |
| (26.75,27] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27,27.25] | 8 | 5 | 7 | 6 | 10 | 6 | 7 |
| (27.25,27.5] | 10 | 6 | 7 | 6 | 10 | 4 | 4 |
| (27.5,27.75] | 7 | 5 | 6 | 6 | 9 | 10 | 6 |
| (27.75,27.85] | 10 | 7 | 6 | 5 | 8 | 6 | 7 |
| (27.85,27.95] | 9 | 7 | 5 | 5 | 10 | 6 | 7 |
| (27.95,28.05] | 9 | 7 | 6 | 4 | 6 | 10 | 7 |
| (28.05,28.1] | 6 | 5 | 5 | 6 | 10 | 10 | 7 |
| (28.1, Inf] | 7 | 6 | 6 | 7 | 10 | 7 | 7 |
| total | 94.00 | 68.00 | 73.00 | 70.00 | 112.00 | 91.00 | 77.00 |
6.4 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_fitted_wide_eras %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras~basin)
lm_best %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras~basin)
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] gt_0.2.2 corrr_0.4.3 broom_0.7.3 kableExtra_1.3.1
[5] knitr_1.30 olsrr_0.5.3.9000 GGally_2.0.0 lubridate_1.7.9
[9] metR_0.9.0 scico_1.2.0 patchwork_1.1.1 collapse_1.4.2
[13] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.2 purrr_0.3.4
[17] readr_1.4.0 tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.2
[21] tidyverse_1.3.0 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_1.2.1 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 sass_0.2.0
[22] labeling_0.4.2 scales_1.1.1 checkmate_2.0.0
[25] goftest_1.2-2 digest_0.6.27 foreign_0.8-80
[28] rmarkdown_2.5 rio_0.5.16 pkgconfig_2.0.3
[31] htmltools_0.5.0 highr_0.8 dbplyr_1.4.4
[34] rlang_0.4.9 readxl_1.3.1 rstudioapi_0.13
[37] farver_2.0.3 generics_0.1.0 jsonlite_1.7.2
[40] zip_2.1.1 car_3.0-10 magrittr_2.0.1
[43] Matrix_1.2-18 Rcpp_1.0.5 munsell_0.5.0
[46] fansi_0.4.1 abind_1.4-5 lifecycle_0.2.0
[49] stringi_1.5.3 whisker_0.4 yaml_2.2.1
[52] carData_3.0-4 plyr_1.8.6 grid_4.0.3
[55] blob_1.2.1 parallel_4.0.3 promises_1.1.1
[58] crayon_1.3.4 lattice_0.20-41 haven_2.3.1
[61] hms_0.5.3 pillar_1.4.7 reprex_0.3.0
[64] glue_1.4.2 evaluate_0.14 RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.4 modelr_0.1.8 vctrs_0.3.6
[70] httpuv_1.5.4 cellranger_1.1.0 gtable_0.3.0
[73] reshape_0.8.8 assertthat_0.2.1 xfun_0.19
[76] openxlsx_4.2.3 RcppEigen_0.3.3.9.1 later_1.1.0.1
[79] viridisLite_0.3.0 ellipsis_0.3.1 here_0.1